USPatent applicationPatented

Methods of detecting cancer

Granted 3 Dec 2019 · 2 office actions

Current assignee: Cell Mdx, Llc · originally CELL MDX, LLC

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Inventors: Geoffrey Erickson, Harry Stylli, Kirk J. Wojno, Colleen Kelly +1 · Examiner: Daniel C Gamett · AU 1647 · TC 1600

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Abstract

This invention provides a set of biological markers that are useful for detecting cancer. This invention further provides methods of using those biological markers for the diagnosis, prognosis, or monitoring of cancer.

Description

28 parts
›RELATED APPLICATIONS

This application is a national stage application under 35 U.S.C. § 371 of International Application No. PCT/US2014/022149 (now pending), filed Mar. 7, 2014, which claims priority and benefit from U.S. Provisional Patent Application 61/775,556, filed Mar. 9, 2013. The contents and disclosures of each of the foregoing applications are incorporated herein by reference in their entirety.

›SEQUENCE LISTING

The instant application contains a Sequence Listing which has been submitted electronically as a text file in ASCII format and is hereby incorporated by reference in its entirety. Said text file, created on Sep. 8, 2015, is named 108034-0018-301_Sequence_Listing.txt and is 1199 bytes in size.

›FIELD OF THE INVENTION

This invention relates generally to using biological markers for the diagnosis, prognosis, and monitoring of cancer.

›BACKGROUND OF THE INVENTION

Early diagnosis of a disease often increases the likelihood of successful treatment or cure of such disease. Current diagnostic methods, however, depend largely on population-derived average values obtained from healthy individuals. Personalized diagnostic methods are needed that enable the diagnosis, especially the early diagnosis, of the presence of a disease or a condition in individuals who are not known to have the disease or who have recurrent disease. This is of particular importance in cancer.

Leukocytes begin as pluripotent hematopoietic stem cells in the bone marrow and develop along either the myeloid lineage (monocytes, macrophages, neutrophils, eosinophils, and basophils) or the lymphoid lineage (T and B lymphocytes and natural killer cells). The major function of the myeloid lineage cells (e.g., neutrophils and macrophages) is the phagocytosis of infectious organisms, live unwanted damaged cells, senescent and dead cells (apoptotic and necrotic), as well as the clearing of cellular debris. Phagocytes from healthy animals do not replicate and are diploid, i.e., have a DNA content of 2n. On average, each cell contains <10 ng DNA, <20 ng RNA, and <300 ng of protein. Non-phagocytic cells are also diploid and are not involved in the internalization of dead cells or infectious organisms and have a DNA index of one.

The lifetime of various white blood cell subpopulations varies from a few days (e.g., neutrophils) to several months (e.g., macrophages). Like other cell types, leukocytes age and eventually die. During their aging process, human blood- and tissue-derived phagocytes (e.g., neutrophils) exhibit all the classic markers of programmed cell death (i.e., apoptosis), including caspase activation, pyknotic nuclei, and chromatin fragmentation. These cells also display a number of “eat-me” flags (e.g., phosphatidylserine, sugars) on the extracellular surfaces of their plasma membranes. Consequently, dying and dead cells and subcellular fragments thereof are cleared from tissues and blood by other phagocytic cells.

One object of the present invention is to provide diagnostic methods that can facilitate the detection of cancer markers, e.g., nucleic acids, proteins, and the like by using phagocytic cells alone, or in combination with non-phagocytic cells. Another object of this invention is to provide methods of identifying cancer markers and further use such markers alone or together with any known markers to diagnose cancer.

›SUMMARY OF THE INVENTION · 1 of 4

In one aspect, the present invention provides methods for detecting or diagnosing cancer by using at least one or more markers selected from Tables 1-8 (including C-Macro 1-200, C-Neutro 1-200, PC/HNC-Macro 1-200, and PC/HNC-Neutro 1-200). Levels (e.g., gene expression levels, protein expression levels, or activity levels) of the selected markers may be measured from macrophages or neutrophils, respectively, and from non-phagocytes, from a subject. Such levels then can be compared, e.g., the levels of the selected markers in the phagocytic cells and in the non-phagocytic cells to identify one or more differences between the measured levels, indicating whether the subject has cancer. The identified difference(s) can also be used for assessing the risk of developing cancer, prognosing cancer, monitoring cancer progression or regression, assessing the efficacy of a treatment for cancer, or identifying a compound capable of ameliorating or treating cancer.

In yet another aspect, the levels of the selected markers in the phagocytic cells may be compared to the levels of the selected markers in a control (e.g., a normal or healthy control subject, or a normal or healthy cell from the subject) to identify one or more differences between the measured levels, indicating whether the subject has cancer, the prognosis of the cancer and the monitoring of the cancer. The identified difference(s) can also be used for assessing the risk of developing cancer, prognosing cancer, monitoring cancer progression or regression, assessing the efficacy of a treatment for cancer, or identifying a compound capable of ameliorating or treating cancer.

Some embodiments of this invention are as follows:

1. A method for diagnosing or aiding in the diagnosis of a cancer in a subject, the method comprising the steps of:

a) measuring the levels of one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells;

b) measuring the levels of the one or more selected C-Macro markers in a population of the subject's non-phagocytic cells; and

c) identifying a difference between the measured levels of the one or more selected C-Macro markers in steps a) and b),

wherein the identified difference indicates that the subject has said cancer.

2. A method for assessing the risk of developing a cancer in a subject, the method comprising the steps of:

a) measuring the levels of one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells;

b) measuring the levels of the one or more selected C-Macro markers in a population of the subject's non-phagocytic cells; and

c) identifying a difference between the measured levels of the one or more selected C-Macro markers in steps a) and b),

wherein the identified difference indicates that the subject has a risk of developing said cancer.

3. A method for prognosing or aiding in the prognosis of a cancer in a subject, the method comprising the steps of:

a) measuring the levels of one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells;

b) measuring the levels of the one or more selected C-Macro markers in a population of the subject's non-phagocytic cells; and

c) identifying a difference between the measured levels of the one or more selected C-Macro markers in steps a) and b),

wherein the identified difference is indicative of the prognosis of said cancer in the subject.

4. A method for assessing the efficacy of a treatment for a cancer in a subject comprising:

a) measuring the levels of one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells before the treatment;

b) measuring the levels of the one or more selected C-Macro markers in a population of the subject's non-phagocytic cells before the treatment;

c) identifying a first difference between the measured levels of the one or more selected C-Macro markers in steps a) and b);

d) measuring the levels of the one or more selected C-Macro markers in a population of the subject's macrophage cells after the treatment;

e) measuring the levels of the one or more selected C-Macro markers in a population of the subject's non-phagocytic cells after the treatment;

f) identifying a second difference between the measured levels of the one or more selected C-Macro markers in steps d) and e); and

g) identifying a difference between the first difference and the second difference,

wherein the difference identified in g) is indicative of the efficacy of the treatment for said cancer in the subject.

5. A method for monitoring the progression or regression of a cancer in a subject comprising:

a) measuring the levels of one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells at a first time point;

b) measuring the levels of the one or more selected C-Macro markers in a population of the subject's non-phagocytic cells at the first time point;

c) identifying a first difference between the measured levels of the one or more selected C-Macro markers in steps a) and b);

d) measuring the levels of the one or more selected C-Macro markers in a population of the subject's macrophage cells at a second time point;

e) measuring the levels of the one or more selected C-Macro markers in a population of the subject's non-phagocytic cells at the second time point;

f) identifying a second difference between the measured levels of the one or more selected C-Macro markers in steps d) and e); and

g) identifying a difference between the first difference and the second difference,

wherein the difference identified in g) is indicative of the progression or regression of said cancer in the subject.

6. A method for identifying a compound capable of ameliorating or treating a cancer in a subject comprising:

a) measuring the levels of one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells before administering the compound to the subject;

›SUMMARY OF THE INVENTION · 2 of 4

b) measuring the levels of the one or more selected C-Macro markers in a population of the subject's non-phagocytic cells before administering the compound to the subject;

c) identifying a first difference between the measured levels of the one or more selected C-Macro markers in steps a) and b);

d) measuring the levels of the one or more selected C-Macro markers in a population of the subject's macrophage cells after the administration of the compound;

e) measuring the levels of the one or more selected C-Macro markers in a population of the subject's non-phagocytic cells after the administration of the compound;

f) identifying a second difference between the measured levels of the one or more selected C-Macro markers in steps d) and e); and

g) identifying a difference between the first difference and the second difference,

wherein the difference identified in g) indicates that the compound is capable of ameliorating or treating said cancer in the subject.

7. A method for diagnosing or aiding in the diagnosis of a cancer in a subject, the method comprising the steps of:

a) measuring the levels of one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells;

b) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells; and

c) identifying a difference between the measured levels of the one or more selected C-Neutro markers in steps a) and b),

wherein the identified difference indicates that the subject has said cancer.

8. A method for assessing the risk of developing a cancer in a subject, the method comprising the steps of:

a) measuring the levels of one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells;

b) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells; and

c) identifying a difference between the measured levels of the one or more selected C-Neutro markers in steps a) and b),

wherein the identified difference indicates that the subject has a risk of developing said cancer.

9. A method for prognosing or aiding in the prognosis of a cancer in a subject, the method comprising the steps of:

a) measuring the levels of one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells;

b) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells; and

c) identifying a difference between the measured levels of the one or more selected C-Neutro markers in steps a) and b),

wherein the identified difference is indicative of the prognosis of said cancer in the subject.

10. A method for assessing the efficacy of a treatment for a cancer in a subject comprising:

a) measuring the levels of one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells before the treatment;

b) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells before the treatment;

c) identifying a first difference between the measured levels of the one or more selected C-Neutro markers in steps a) and b);

d) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's neutrophil cells after the treatment;

e) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells after the treatment;

f) identifying a second difference between the measured levels of the one or more selected C-Neutro markers in steps d) and e); and

g) identifying a difference between the first difference and the second difference,

wherein the difference identified in g) is indicative of the efficacy of the treatment for said cancer in the subject.

11. A method for monitoring the progression or regression of a cancer in a subject comprising:

a) measuring the levels of one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells at a first time point;

b) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells at the first time point;

c) identifying a first difference between the measured levels of the one or more selected C-Neutro markers in steps a) and b);

d) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's neutrophil cells at a second time point;

e) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells at the second time point;

f) identifying a second difference between the measured levels of the one or more selected C-Neutro markers in steps d) and e); and

g) identifying a difference between the first difference and the second difference,

wherein the difference identified in g) is indicative of the progression or regression of said cancer in the subject.

12. A method for identifying a compound capable of ameliorating or treating a cancer in a subject comprising:

a) measuring the levels of one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells before administering the compound to the subject;

b) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells before administering the compound to the subject;

c) identifying a first difference between the measured levels of the one or more selected C-Neutro markers in steps a) and b);

d) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's neutrophil cells after the administration of the compound;

e) measuring the levels of the one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells after the administration of the compound;

›SUMMARY OF THE INVENTION · 3 of 4

f) identifying a second difference between the measured levels of the one or more selected C-Neutro markers in steps d) and e); and

g) identifying a difference between the first difference and the second difference,

wherein the difference identified in g) indicates that the compound is capable of ameliorating or treating said cancer in the subject.

13. A method for diagnosing or aiding in the diagnosis of a cancer in a subject, the method comprising the steps of:

a) measuring the levels of at least one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells, and

measuring the levels of at least one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells;

b) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's non-phagocytic cells; and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells;

c) identifying a difference between the measured levels of the at least one or more selected C-Macro markers in steps a) and b); and

d) identifying a difference between the measured levels or activities the at least one or more selected C-Neutro markers in steps a) and b);

wherein the differences identified in c) and d) indicate that the subject has said cancer.

14. A method for assessing the risk of developing a cancer in a subject, the method comprising the steps of:

a) measuring the levels of at least one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells, and

measuring the levels of at least one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells;

b) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's non-phagocytic cells; and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells;

c) identifying a difference between the measured levels of the at least one or more selected C-Macro markers in steps a) and b); and

d) identifying a difference between the measured levels of the at least one or more selected C-Neutro markers in steps a) and b);

wherein the differences identified in c) and d) indicate that the subject has a risk of developing said cancer.

15. A method for prognosing or aiding in the prognosis of a cancer in a subject, the method comprising the steps of:

a) measuring the levels of at least one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells, and

measuring the levels of at least one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells;

b) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's non-phagocytic cells; and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells;

c) identifying a difference between the measured levels of the at least one or more selected C-Macro markers in steps a) and b); and

d) identifying a difference between the measured levels of the at least one or more selected C-Neutro markers in steps a) and b);

wherein the differences identified in c) and d) are indicative of the prognosis of said cancer in the subject.

16. A method for assessing the efficacy of a treatment for a cancer in a subject comprising:

a) measuring the levels of at least one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells before the treatment, and

measuring the levels of at least one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells before the treatment;

b) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's non-phagocytic cells before the treatment; and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells before the treatment;

c) identifying a first difference between the measured levels of the at least one or more selected C-Macro markers in steps a) and b); and

identifying a second difference between the measured levels of the at least one or more selected C-Neutro markers in steps a) and b);

d) measuring the levels of the at least one or more selected C-Macro marker in a population of the subject's macrophage cells after the treatment, and

measuring the levels of the at least one or more selected C-Neutro marker in a population of the subject's neutrophil cells after the treatment;

e) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's non-phagocytic cells after the treatment; and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells after the treatment;

f) identifying a third difference between the measured levels of the at least one or more selected C-Macro markers in steps d) and e); and

g) identifying a fourth difference between the measured levels of the at least one or more selected C-Neutro markers in steps d) and e);

h) identifying a difference between the first and second differences; and

i) identifying a difference between the third and fourth differences,

wherein the differences identified in h) and i) are indicative of the efficacy of the treatment for said cancer in the subject.

17. A method for monitoring the progression or regression of a cancer in a subject comprising:

a) measuring the levels of at least one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells at a first time point, and

measuring the levels of at least one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells at the first time point;

›SUMMARY OF THE INVENTION · 4 of 4

b) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's non-phagocytic cells at the first time point; and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells at the first time point;

c) identifying a first difference between the measured levels of the at least one or more selected C-Macro markers in steps a) and b); and

identifying a second difference between the measured levels of the at least one or more selected C-Neutro markers in steps a) and b);

d) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's macrophage cells at a second time point, and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's neutrophil cells at the second time point;

e) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's non-phagocytic cells at the second time point; and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells at the second time point;

f) identifying a third difference between the measured levels of the at least one or more selected C-Macro markers in steps d) and e); and

g) identifying a fourth difference between the measured levels of the at least one or more selected C-Neutro markers in steps d) and e);

h) identifying a difference between the first and second differences; and

i) identifying a difference between the third and fourth differences,

wherein the differences identified in h) and i) are indicative of the progression or regression of said cancer in the subject.

18. A method for identifying a compound capable of ameliorating or treating a cancer in a subject comprising:

a) measuring the levels of at least one or more markers selected from the group consisting of C-Macro 1-200 in a population of the subject's macrophage cells before administering the compound to the subject, and

measuring the levels of at least one or more markers selected from the group consisting of C-Neutro 1-200 in a population of the subject's neutrophil cells before administering the compound to the subject;

b) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's non-phagocytic cells before administering the compound to the subject; and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells before administering the compound to the subject;

c) identifying a first difference between the measured levels of the at least one or more selected C-Macro markers in steps a) and b); and

identifying a second difference between the measured levels of the at least one or more selected C-Neutro markers in steps a) and b);

d) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's macrophage cells after administering the compound to the subject, and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's neutrophil cells after administering the compound to the subject;

e) measuring the levels of the at least one or more selected C-Macro markers in a population of the subject's non-phagocytic cells after administering the compound to the subject; and

measuring the levels of the at least one or more selected C-Neutro markers in a population of the subject's non-phagocytic cells after administering the compound to the subject;

f) identifying a third difference between the measured levels of the at least one or more selected C-Macro markers in steps d) and e); and

g) identifying a fourth difference between the measured levels of the at least one or more selected C-Neutro markers in steps d) and e);

h) identifying a difference between the first and second differences; and

i) identifying a difference between the third and fourth differences,

wherein the differences identified in h) and i) indicate that the compound is capable of ameliorating or treating said cancer in the subject.

19. The method of any one of the embodiments 1-18, further comprising measuring at least one standard parameter associated with said cancer. 20. The method of embodiment 19, wherein the standard parameter is selected from the group consisting of tumor stage, tumor grade, tumor size, tumor visual characteristics, tumor growth, and tumor thickness, tumor progression, tumor metastasis, tumor distribution within the body, odor, molecular pathology, genomics, tumor angiograms, or Gleason score. 21. The method of any one of the embodiments 13-18, wherein the selected C-Macro markers and the selected C-Neutro markers are measured from the same population of non-phagocytic cells in steps b) or e). 22. The method of any one of the embodiments 13-18, wherein the selected C-Macro markers and the selected C-Neutro are from different populations of non-phagocytic cells in steps b) or e). 23. The method of any one of the embodiments 1-6 and 13-18, wherein at least two, three, four, five, six, seven, eight, nine, ten, eleven, twelve, thirteen, fourteen, fifteen, sixteen, seventeen, eighteen, nineteen, twenty, twenty-one, twenty-two, twenty-three, twenty-four, or twenty-five markers are selected from C-Macro 1-200. 24. The method of any one of the embodiments 1-6 and 13-18, wherein the selected C-Macro markers comprise one or more markers selected from the group consisting of C-Macro 1-4 and C-Macro 101-104. 25. The method of any one of the embodiments 1-6 and 13-18, wherein the selected C-Macro markers are up-regulated or activated in the macrophage cells compared to the non-phagocytic cells. 26. The method of any one of the embodiments 1-6 and 13-18, wherein the selected C-Macro markers are up-regulated or activated in the macrophage cells compared to the non-phagocytic cells. 27. The method of any one of the embodiments 1-6 and 13-18, wherein the selected C-Macro markers are down-regulated or inhibited in the macrophage cells compared to the non-phagocytic cells. 28. The method of any one of the embodiments 1-6 and 13-18, wherein the selected C-Macro markers are down-regulated or inhibited in the macrophage cells compared to the non-phagocytic cells. 29. The method of any one of the embodiments 7-18, wherein at least two, three, four, five, six, seven, eight, nine, ten, eleven, twelve, thirteen, fourteen, fifteen, sixteen, seventeen, eighteen, nineteen, twenty, twenty-one, twenty-two, twenty-three, twenty-four, or twenty-five markers are selected from C-Neutro 1-200. 30. The method of any one of the embodiments 7-18, wherein the selected C-Neutro markers comprise one or more C-Neutro markers selected from the group consisting of C-Neutro 1-8 and C-Neutro 101-108. 31. The method of any one of the embodiments 7-18, wherein the selected C-Neutro markers comprise one or more markers selected from the group consisting of C-Neutro 1-200 and wherein the selected C-Neutro markers are down-regulated or inhibited in the neutrophil cells compared to the non-phagocytic cells. 32. The method of any one of the embodiments 7-18, wherein the selected C-Neutro markers are down-regulated or inhibited in the neutrophil cells compared to the non-phagocytic cells. 33. The method of any one of the embodiments 1-6 and 13-18, further comprising lysing the macrophage cells and the non-phagocytic cells before a). 34. The method of any one of the embodiments 1-6 and 13-18, further comprising extracting the cellular contents from the macrophage cells and the non-phagocytic cells before a). 35. The method of any one of the embodiments 7-18, further comprising lysing the neutrophil cells and the non-phagocytic cells before a). 36. The method of any one of the embodiments 7-18, further comprising extracting the cellular contents from the neutrophil cells and the non-phagocytic cells before a). 37. The method of embodiment 34, wherein the cellular contents of the macrophage cells comprise viable diseased cells, dead diseased cells, apoptotic diseased cells, circulating tumor cells, infectious agents, fetal cells, trophoblasts, or fragments thereof. 38. The method of embodiment 36, wherein the cellular contents of the neutrophil cells comprise viable diseased cells, dead diseased cells, apoptotic diseased cells, circulating tumor cells, infectious agents, fetal cells, trophoblasts, or fragments thereof. 39. The method of embodiment 34, wherein the selected one or more markers are present in the cellular contents of the macrophage cells. 40. The method of embodiment 34, wherein the selected one or more markers are not present in the cellular contents of the non-phagocytic cells. 41. The method of any one of the embodiments 1-6 and 13-18, wherein the macrophage cells express the one or more selected C-Macro markers. 42. The method of embodiment 36, wherein the selected one or more markers are present in the cellular contents of the neutrophil cells. 43. The method of embodiment 36, wherein the selected one or more markers are not present in the cellular contents of the non-phagocytic cells. 44. The method of any one of the embodiments 7-18, wherein the neutrophil cells express the one or more selected C-Neutro markers. 45. The method of any one of the embodiments 1-18, wherein the non-phagocytic cells are T cells, B cells, null cells, basophils, or mixtures thereof. 46. The method of any one of the embodiments 1-6 and 13-18, wherein the macrophage cells are isolated from a bodily fluid sample, tissues, or cells of the subject. 47. The method of any one of the embodiments 7-18, wherein the neutrophil cells are isolated from a bodily fluid sample, tissues, or cells of the subject. 48. The method of any one of the embodiments 1-18, wherein the non-phagocytic cells are isolated from a bodily fluid sample, tissues, or cells of the subject. 49. The method of any one of the embodiments 46-48, wherein the bodily fluid sample is blood, urine, stool, saliva, lymph fluid, cerebrospinal fluid, synovial fluid, cystic fluid, ascites, pleural effusion, fluid obtained from a pregnant woman in the first trimester, fluid obtained from a pregnant woman in the second trimester, fluid obtained from a pregnant woman in the third trimester, maternal blood, amniotic fluid, chorionic villus sample, fluid from a preimplantation embryo, maternal urine, maternal saliva, placental sample, fetal blood, lavage and cervical vaginal fluid, interstitial fluid, or ocular fluid. 50. The method of any one of the embodiments 1-6 and 13-18, wherein the macrophage cells are isolated using antibodies, using a ligand that binds to a molecular receptor expressed on the plasma membranes of white blood cells, or by flow cytometry, fluorescence activated cell sorting, filtration, gradient-based centrifugation, elution, microfluidics, magnetic separation technique, fluorescent-magnetic separation technique, nanostructure, quantum dots, high throughput microscope-based platforms, or a combination thereof. 51. The method of any one of the embodiments 7-18, wherein the neutrophil cells are isolated using antibodies, using a ligand that binds to a molecular receptor expressed on the plasma membranes of white blood cells, or by flow cytometry, fluorescence activated cell sorting, filtration, gradient-based centrifugation, elution, microfluidics, magnetic separation technique, fluorescent-magnetic separation technique, nanostructure, quantum dots, high throughput microscope-based platforms, or a combination thereof. 52. The method of any one of the embodiments 1-18, wherein the non-phagocytic cells are isolated using antibodies, using a ligand that binds to a molecular receptor expressed on the plasma membranes of white blood cells, or by flow cytometry, fluorescence activated cell sorting, filtration, gradient-based centrifugation, elution, microfluidics, magnetic separation technique, fluorescent-magnetic separation technique, nanostructure, quantum dots, high throughput microscope-based platforms, or a combination thereof. 53. The method of any one of the embodiments 1-6 and 13-18, wherein the macrophage cells are isolated using a product secreted by the macrophage cells. 54. The method of any one of the embodiments 7-18, wherein the neutrophil cells are isolated by using a product secreted by the neutrophil cells. 55. The method of any one the embodiments 1-6 and 13-18, wherein the macrophage cells are isolated by using a cell surface target on the surface of macrophage cells. 56. The method of any one of the embodiments 7-18, wherein the neutrophil cells are isolated by using a cell surface target on the surface of neutrophil cells. 57. The method of embodiment 55, wherein the target is expressed by the macrophage cells. 58. The method of embodiment 55, wherein the target is not expressed by the macrophage cells. 59. The method of embodiment 56, wherein the target is expressed by the neutrophil cells. 60. The method of embodiment 56, wherein the target is not expressed by the neutrophil cells. 61. The method of any one of the embodiments 55-60, wherein the target is a marker of said cancer. 62. The method of any one of the embodiments 1-18, wherein the measured levels are gene expression levels. 63. The method of any one of the embodiments 1-18, wherein the measured levels are protein expression levels. 64. The method of any one of the embodiment 1-18, wherein the levels or activities are measured by a qualitative assay, a quantitative assay, or a combination thereof. 65. The method of embodiment 64, wherein the quantitative assay uses sequencing, direct sequencing, RNA sequencing, whole transcriptome shotgun sequencing, random shotgun sequencing, Sanger dideoxy termination sequencing, whole-genome sequencing, sequencing by hybridization, pyrosequencing, capillary electrophoresis, gel electrophoresis, duplex sequencing, cycle sequencing, single-base extension sequencing, solid-phase sequencing, high-throughput sequencing, massively parallel signature sequencing, emulsion PCR, sequencing by reversible dye terminator, paired-end sequencing, near-term sequencing, exonuclease sequencing, sequencing by ligation, short-read sequencing, single-molecule sequencing, sequencing-by-synthesis, real-time sequencing, reverse-terminator sequencing, nanopore sequencing, 454 sequencing, Solexa Genome Analyzer sequencing, SOLiD® sequencing, MS-PET sequencing, mass spectrometry, matrix assisted laser desorption/ionization-time of flight (MALDI-TOF) mass spectrometry, electrospray ionization (ESI) mass spectrometry, surface-enhanced laser deorption/ionization-time of flight (SELDI-TOF) mass spectrometry, quadrupole-time of flight (Q-TOF) mass spectrometry, atmospheric pressure photoionization mass spectrometry (APPI-MS), Fourier transform mass spectrometry (FTMS), matrix-assisted laser desorption/ionization-Fourier transform-ion cyclotron resonance (MALDI-FT-ICR) mass spectrometry, secondary ion mass spectrometry (SIMS), polymerase chain reaction (PCR) analysis, quantitative PCR, real-time PCR, fluorescence assay, colorimetric assay, chemiluminescent assay, or a combination thereof. 66. The method of embodiment 62, wherein the gene expression levels are measured by polymerase chain reaction (PCR) analysis, sequencing analysis, electrophoretic analysis, restriction fragment length polymorphism (RFLP) analysis, Northern blot analysis, quantitative PCR, reverse-transcriptase-PCR analysis (RT-PCR), allele-specific oligonucleotide hybridization analysis, comparative genomic hybridization, heteroduplex mobility assay (HMA), single strand conformational polymorphism (SSCP), denaturing gradient gel electrophisis (DGGE), RNAase mismatch analysis, mass spectrometry, tandem mass spectrometry, matrix assisted laser desorption/ionization-time of flight (MALDI-TOF) mass spectrometry, electrospray ionization (ESI) mass spectrometry, surface-enhanced laser deorption/ionization-time of flight (SELDI-TOF) mass spectrometry, quadrupole-time of flight (Q-TOF) mass spectrometry, atmospheric pressure photoionization mass spectrometry (APPI-MS), Fourier transform mass spectrometry (FTMS), matrix-assisted laser desorption/ionization-Fourier transform-ion cyclotron resonance (MALDI-FT-ICR) mass spectrometry, secondary ion mass spectrometry (SIMS), surface plasmon resonance, Southern blot analysis, in situ hybridization, fluorescence in situ hybridization (FISH), chromogenic in situ hybridization (CISH), immunohistochemistry (IHC), microarray, comparative genomic hybridization, karyotyping, multiplex ligation-dependent probe amplification (MLPA), Quantitative Multiplex PCR of Short Fluorescent Fragments (QMPSF), microscopy, methylation specific PCR (MSP) assay, HpaII tiny fragment Enrichment by Ligation-mediated PCR (HELP) assay, radioactive acetate labeling assays, colorimetric DNA acetylation assay, chromatin immunoprecipitation combined with microarray (ChIP-on-chip) assay, restriction landmark genomic scanning, Methylated DNA immunoprecipitation (MeDIP), molecular break light assay for DNA adenine methyltransferase activity, chromatographic separation, methylation-sensitive restriction enzyme analysis, bisulfite-driven conversion of non-methylated cytosine to uracil, methyl-binding PCR analysis, or a combination thereof 67. The method of embodiment 62, wherein the gene expression levels are measured by a sequencing technique selected from the group consisting of direct sequencing, RNA sequencing, whole transcriptome shotgun sequencing, random shotgun sequencing, Sanger dideoxy termination sequencing, whole-genome sequencing, sequencing by hybridization, pyrosequencing, capillary electrophoresis, gel electrophoresis, duplex sequencing, cycle sequencing, single-base extension sequencing, solid-phase sequencing, high-throughput sequencing, massively parallel signature sequencing, emulsion PCR, sequencing by reversible dye terminator, paired-end sequencing, near-term sequencing, exonuclease sequencing, sequencing by ligation, short-read sequencing, single-molecule sequencing, sequencing-by-synthesis, real-time sequencing, reverse-terminator sequencing, nanopore sequencing, 454 sequencing, Solexa Genome Analyzer sequencing, SOLiD® sequencing, MS-PET sequencing, mass spectrometry, and a combination thereof 68. The method of embodiment 63, wherein the protein expression levels are measured by an immunohistochemistry assay, an enzyme-linked immunosorbent assay (ELISA), in situ hybridization, chromatography, liquid chromatography, size exclusion chromatography, high performance liquid chromatography (HPLC), gas chromatography, mass spectrometry, tandem mass spectrometry, matrix assisted laser desorption/ionization-time of flight (MALDI-TOF) mass spectrometry, electrospray ionization (ESI) mass spectrometry, surface-enhanced laser deorption/ionization-time of flight (SELDI-TOF) mass spectrometry, quadrupole-time of flight (Q-TOF) mass spectrometry, atmospheric pressure photoionization mass spectrometry (APPI-MS), Fourier transform mass spectrometry (FTMS), matrix-assisted laser desorption/ionization-Fourier transform-ion cyclotron resonance (MALDI-FT-ICR) mass spectrometry, secondary ion mass spectrometry (SIMS), radioimmunoassays, microscopy, microfluidic chip-based assays, surface plasmon resonance, sequencing, Western blotting assay, or a combination thereof. 69. The method of any one the embodiments 1-68, wherein the subject is a mammal. 70. The method of embodiment 69, wherein the subject is a human. 71. The method of any one the embodiments 1-18, wherein the difference is greater than a 1-fold difference. 72. The method of embodiment 71, wherein the difference is at least 1.05-fold, 1.1-fold, 1.2-fold, 1.3-fold, 1.4-fold, 1.5-fold, 2-fold, 2.5-fold, 3-fold, 4-fold, 5-fold, 6-fold, 7-fold, 8-fold, 9-fold, or 10-fold difference. 73. A kit for measuring the levels of at least one or more markers selected from the group consisting of C-Macro 1-200, comprising reagents for specifically measuring the levels of the selected C-Macro marker. 74. A kit for measuring the levels of at least one or more markers selected from the group consisting of C-Neutro 1-200, comprising reagents for specifically measuring the levels of the selected C-Neutro marker. 75. A kit for measuring the levels of at least one or more markers selected from the group consisting of C-Macro 1-200 and at least one or more markers selected from the group consisting of C-Neutro 1-200, comprising reagents for specifically measuring the levels of the selected C-Macro marker and reagents for specifically measuring the levels of the selected C-Neutro marker. 76. The kit of embodiment 73 or 75, wherein the selected C-Macro markers comprise one or more markers selected from the group consisting of C-Macro 1-4 and C-Macro 101-104. 77. The kit of embodiment 74 or 75, wherein the selected C-Neutro markers comprise one or more markers selected from the group consisting of C-Neutro 1-8 and C-Neutro 101-108. 78. The kit of any one of the embodiments 73-77, wherein the reagents comprise one or more antibodies or fragments thereof, oligonucleotides, or aptamers. 79. A method of treating or preventing a cancer in a subject comprising administering to said subject an agent that modulates the activity or expression of at least one or more markers selected from the group consisting of C-Macro 1-200. 80. A method of treating or preventing a cancer in a subject comprising administering to said subject an agent that modulates the activity or expression of at least one or more markers selected from the group consisting of C-Neutro 1-200. 81. The method of embodiment 79 or 80, wherein the agent is a small molecule modulator, siRNA, or an antibody or fragment thereof. 82. The method of any one of the above embodiments, wherein the cancer is a prostate cancer, a head and neck cancer, a lung cancer, melanoma, a colon cancer, a non-small cell lung cancer, a CNS cancer, an ovarian cancer, a renal cancer, or a breast cancer.

›BRIEF DESCRIPTION OF THE DRAWINGS

FIG. 1 depicts a diagram of a 3-fold cross validation method.

FIG. 2 depicts a summary of cancer markers identified from macrophage vs. T cell and neutrophil vs. T cell comparisons in prostate cancer patients and head and neck cancer patients.

FIG. 3 depicts a comparison of cancer detection using markers identified from macrophages and neutrophils vs. T cells, as compared to detection when the phagocyte gene expression is not compared to T cell gene expression.

FIG. 4 depicts a purification method for validating methods of detecting cancer.

FIG. 5 depicts a comparison of purification methods in validating a method of detecting cancer.

FIG. 6 depicts a summary of cancer markers distinguishing between prostate cancer and head and neck cancer identified from macrophage vs. T cell and neutrophil vs. T cell comparisons.

›DETAILED DESCRIPTION OF THE INVENTION · 1 of 15

The present invention provides biological markers and methods of using them to detect a cancer. More specifically, the present invention provides biomarkers that are specific for cancers.

As used here in, a “biomarker” or “marker” refers to an analyte (e.g., a nucleic acid, DNA, RNA, peptide, protein, or metabolite) that can be objectively measured and evaluated as an indicator for a biological process. In some embodiments, a marker is differentially detectable in phagocytes and is indicative of the presence or absence of cancer. An analyte is differentially detectable if it can be distinguished quantitatively or qualitatively in phagocytes compared to a control, e.g., a normal or healthy control or non-phagocytic cells.

The present invention is based on the discovery that one or more markers selected from Tables 1-8 are useful in diagnosing cancer. By measuring the levels of the biomarkers (e.g., gene expression levels, protein expression levels, or protein activity levels) in a population of phagocytes (e.g., macrophage or neutrophils) from a human subject, one can provide a reliable diagnosis for cancer.

As used herein, a “level” of a marker of this invention can be qualitative (e.g., presence or absence) or quantitative (e.g., amounts, copy numbers, or dosages). In some embodiments, a level of a marker at a zero value can indicate the absence of this marker. The levels of any marker of this invention can be measured in various forms. For example, the level can be a gene expression level, a RNA transcript level, a protein expression level, a protein activity level, an enzymatic activity level.

The markers of this invention can be used in methods for diagnosing or aiding in the diagnosis of cancer by comparing levels (e.g., gene expression levels, or protein expression levels, or protein activities) of one or more cancer markers (e.g., nucleic acids or proteins) between phagocytes (e.g., macrophages or neutrophils) and non-phagocytic cells taken from the same individual. This invention also provides methods for assessing the risk of developing cancer, prognosing said cancer, monitoring said cancer progression or regression, assessing the efficacy of a treatment, or identifying a compound capable of ameliorating or treating said cancer.

Tables 1-8 provide the information for the markers of this invention, such as transcript cluster ID, gene names, and pattern of regulation. The skilled worker would readily identify the gene or protein name for the markers listed in Tables 1-8, based on at least the transcript cluster ID information provided.

In a first aspect, the methods (e.g., diagnosis of cancer, prognosis of cancer, or assessing the risk of developing cancer) provided in the invention comprise: a) measuring the levels of one or more markers selected from Tables 1, 3, 5, and 7 (C-Macro markers 1-200 and PC/HNC-Macro markers 1-200) in a population of a subject's macrophage cells; b) measuring the levels of one or more of the selected markers in a population of a subject's non-phagocytic cells (e.g., T-cells, B-cells, null cells, basophils or the mixtures of two more non-phagocytic cells); comparing the measured levels in step a) to the measured levels in step b) and further identify a difference between the measured levels of a) and b). The identified difference is indicative of the diagnosis (e.g., presence or absence), prognosis (e.g., lethal outcome, or tumor stage), or the risk of developing cancer.

In a second aspect, the methods (e.g., d diagnosis of cancer, prognosis of cancer, or assessing the risk of developing cancer) provided in the invention comprise: a) measuring the levels of one or more markers selected from Tables 1, 3, 5, and 7 (C-Macro markers 1-200 and PC/HNC-Macro markers 1-200) in a population of a subject's macrophage cells; identifying a difference between the measured levels of the selected markers in step a) and the levels of the selected markers in a control (e.g., a healthy control cell, or a control cell from a healthy subject). The identified difference is indicative of the diagnosis (e.g., presence or absence), prognosis (e.g., lethal outcome, or tumor stage), or the risk of developing cancer.

In a third aspect, the methods (e.g., diagnosis of cancer, prognosis of cancer, or assessing the risk of developing cancer) provided in the invention comprise: a) measuring the levels of one or more markers selected from Tables 2, 4, 6, and 8 (C-Neutro 1-200 and PC/HNC-Neutro 1-200) in a population of a subject's neutrophil cells; b) measuring the levels of one or more of the selected markers in a population of a subject's non-phagocytic cells (e.g., T-cells, B-cells, null cells, basophils or the mixtures of two more non-phagocytic cells); comparing the measured levels in step a) to the measured levels in step b) and further identify a difference between the measured levels of a) and b). The identified difference is indicative of the diagnosis (e.g., presence or absence), prognosis (e.g., lethal outcome, or tumor stage), or the risk of developing cancer.

In a fourth aspect, the methods (e.g., diagnosis of cancer, prognosis of cancer, or assessing the risk of developing cancer) provided in the invention comprise: a) measuring the levels of one or more markers selected from Tables 2, 4, 6, and 8 (C-Neutro 1-200 and PC/HNC-Neutro 1-200) in a population of a subject's neutrophil cells; identifying a difference between the measured levels of the selected markers in step a) and the levels of the selected markers in a control (e.g., a healthy control cell, or a control cell from a healthy subject). The identified difference is indicative of the diagnosis (e.g., presence or absence), prognosis (e.g., lethal outcome, or tumor stage), or the risk of developing cancer.

In a fifth aspect, the methods (e.g., diagnosis of cancer, prognosis of cancer, or assessing the risk of developing cancer) provided in the invention comprise: a) measuring the levels of one or more markers selected from Tables 2, 4, 6, and 8 (C-Neutro 1-200 and PC/HNC-Neutro 1-200) in a population of a subject's neutrophil cells and the levels of one or more markers selected from Tables 1, 3, 5, and 7 (C-Macro markers 1-200 and PC/HNC-Macro markers 1-200) in a population of a subject's macrophage cells; b) measuring the levels of one or more of the selected C-Macro (or PC/HNC-Macro) markers and the levels one or more of the selected C-Neutro (or PC/HNC-Neutro) markers in a population of a subject's non-phagocytic cells (e.g., T-cells, B-cells, null cells, basophils or the mixtures of two more non-phagocytic cells); identifying a difference between the measured levels of the selected C-Neutro (or PC/HNC-Neutro) markers of steps a) and b) and identifying a difference between the measured levels of the selected C-Macro (or PC/HNC-Macro) markers of steps a) and b). The identified differences are indicative of the diagnosis (e.g., presence or absence), prognosis (e.g., lethal outcome, or tumor stage), or the risk of developing cancer.

›DETAILED DESCRIPTION OF THE INVENTION · 2 of 15

In a sixth aspect, the methods (e.g., diagnosis of cancer, prognosis of cancer, or assessing the risk of developing cancer) provided in the invention comprise: a) measuring the levels of one or more markers selected from Tables 2, 4, 6, and 8 (C-Neutro 1-200 and PC/HNC-Neutro 1-200) in a population of a subject's neutrophil cells and the levels of one or more markers selected from Tables 1, 3, 5, and 7 (C-Macro markers 1-200 and PC/HNC-Macro markers 1-200) in a population of a subject's macrophage cells; identifying a difference between the measured levels of the selected C-Neutro (or PC/HNC-Neutro) markers of steps a) and the levels of the selected C-Neutro (or PC/HNC-Neutro) markers in a control (e.g., a healthy control cell, or a control cell from a healthy subject) and identifying a difference between the measured levels of the selected C-Macro (or PC/HNC-Macro) markers of step a) and the levels of the selected C-Macro (or PC/HNC-Macro) markers in a control (e.g., a healthy control cell, or a control cell from a healthy subject). The identified differences are indicative of the diagnosis (e.g., presence or absence), prognosis (e.g., lethal outcome, or tumor stage), or the risk of developing cancer.

In a seventh aspect, the methods provided in this invention for assessing the efficacy of a treatment for cancer, monitoring the progression or regression of cancer, or identifying a compound capable of ameliorating or treating cancer, respectively, in a subject comprising: a) measuring the levels of one or more markers selected from the group consisting of Tables 1, 3, 5, and 7 (C-Macro markers 1-200 and PC/HNC-Macro markers 1-200) in a population of the subject's macrophage cells before the treatment, or at a first time point, or before administration of the compound, respectively; b) measuring the levels of the one or more selected C-Macro (or PC/HNC-Macro) markers in a population of the subject's non-phagocytic cells before the treatment, or at the first time point, or before administration of the compound, respectively; c) identifying a first difference between the measured levels of the one or more selected C-Macro (or PC/HNC-Macro) markers in steps a) and b); d) measuring the levels of the one or more selected C-Macro (or PC/HNC-Macro) markers in a population of the subject's macrophage cells after the treatment, or at a second time point, or after administration of the compound, respectively; e) measuring the levels of the one or more selected C-Macro (or PC/HNC-Macro) markers in a population of the subject's non-phagocytic cells after the treatment, or at the second time point, or after administration of the compound, respectively; f) identifying a second difference between the measured levels of the one or more selected C-Macro (or PC/HNC-Macro) markers in steps d) and e); and g) identifying a difference between the first difference and the second difference, wherein the difference identified in g) is indicative of the efficacy of the treatment for the cancer, or the progression or regression of the cancer, or whether the compound is capable of ameliorating or treating the cancer, respectively, in the subject.

In a eighth aspect, the methods provided in this invention for assessing the efficacy of a treatment for cancer, monitoring the progression or regression of cancer, or identifying a compound capable of ameliorating or treating cancer, respectively, in a subject comprising: a) measuring the levels of one or more markers selected from the group consisting of Tables 1, 3, 5, and 7 (C-Macro markers 1-200 and PC/HNC-Macro markers 1-200) in a population of the subject's macrophage cells before the treatment, or at a first time point, or before administration of the compound, respectively; b) identifying a first difference between the measured levels of the one or more selected C-Macro (or PC/HNC-Macro) markers in step (a) and the levels of the one or more selected C-Macro (or PC/HNC-Macro) markers in a control (e.g., a healthy control cell, or a control cell from a healthy subject) before the treatment, or at the first time point, or before administration of the compound, respectively; c) measuring the levels of the one or more selected C-Macro (or PC/HNC-Macro) markers in a population of the subject's macrophage cells after the treatment, or at a second time point, or after administration of the compound, respectively; d) identifying a second difference between the measured levels of the one or more selected C-Macro (or PC/HNC-Macro) markers in step c) and the levels of the one or more selected C-Macro (or PC/HNC-Macro) markers in a control after the treatment, or at the second time point, or after administration of the compound, respectively; and e) identifying a difference between the first difference and the second difference, wherein the difference identified in e) is indicative of the efficacy of the treatment for the cancer, or the progression or regression of the cancer, or whether the compound is capable of ameliorating or treating the cancer, respectively, in the subject.

In a ninth aspect, the methods provided in this invention for assessing the efficacy of a treatment for cancer, monitoring the progression or regression of cancer, or identifying a compound capable of ameliorating or treating cancer, respectively, in a subject comprising: a) measuring the levels of one or more markers selected from the group consisting of Tables 2, 4, 6, and 8 (C-Neutro 1-200 and PC/HNC-Neutro 1-200) in a population of the subject's neutrophil cells before the treatment, or at a first time point, or before administration of the compound, respectively; b) measuring the levels of the one or more selected C-Neutro (or PC/HNC-Neutro) markers in a population of the subject's non-phagocytic cells before the treatment, or at the first time point, or before administration of the compound, respectively; c) identifying a first difference between the measured levels of the one or more selected C-Neutro (or PC/HNC-Neutro) markers in steps a) and b); d) measuring the levels of the one or more selected C-Neutro (or PC/HNC-Neutro) markers in a population of the subject's neutrophil cells after the treatment, or at a second time point, or after administration of the compound, respectively; e) measuring the levels of the one or more selected C-Neutro (or PC/HNC-Neutro) markers in a population of the subject's non-phagocytic cells after the treatment, or at the second time point, or after administration of the compound, respectively; f) identifying a second difference between the measured levels of the one or more selected C-Neutro (or PC/HNC-Neutro) markers in steps d) and e); and g) identifying a difference between the first difference and the second difference, wherein the difference identified in g) is indicative of the efficacy of the treatment for the cancer, or the progression or regression of the cancer, or whether the compound is capable of ameliorating or treating the cancer, respectively, in the subject.

›DETAILED DESCRIPTION OF THE INVENTION · 3 of 15

In a tenth aspect, the methods provided in this invention for assessing the efficacy of a treatment for cancer, monitoring the progression or regression of cancer, or identifying a compound capable of ameliorating or treating cancer, respectively, in a subject comprising: a) measuring the levels of one or more markers selected from the group consisting of Tables 2, 4, 6, and 8 (C-Neutro 1-200 and PC/HNC-Neutro 1-200) in a population of the subject's neutrophil cells before the treatment, or at a first time point, or before administration of the compound, respectively; b) identifying a first difference between the measured levels of the one or more selected C-Neutro (or PC/HNC-Neutro) markers in step (a) and the levels of the one or more selected C-Neutro (or PC/HNC-Neutro) markers in a control (e.g., a control cell from a healthy subject, or a normal or healthy cell from the subject) before the treatment, or at the first time point, or before administration of the compound, respectively; c) measuring the levels of the one or more selected C-Neutro (or PC/HNC-Neutro) markers in a population of the subject's neutrophil cells after the treatment, or at a second time point, or after administration of the compound, respectively; d) identifying a second difference between the measured levels of the one or more selected C-Neutro (or PC/HNC-Neutro) markers in step c) and the levels of the one or more selected C-Neutro (or PC/HNC-Neutro) markers in a control after the treatment, or at the second time point, or after administration of the compound, respectively; and e) identifying a difference between the first difference and the second difference, wherein the difference identified in e) is indicative of the efficacy of the treatment for the cancer, or the progression or regression of the cancer, or whether the compound is capable of ameliorating or treating the cancer, respectively, in the subject.

In an eleventh aspect, the methods provided in this invention for assessing the efficacy of a treatment for cancer, monitoring the progression or regression of cancer, or identifying a compound capable of ameliorating or treating cancer, respectively, in a subject comprising:

a) measuring the levels of at least one or more markers selected from the group consisting of Tables 1, 3, 5, and 7 (C-Macro markers 1-200 and PC/HNC-Macro markers 1-200) in a population of the subject's macrophage cells before the treatment, at a first time point, or before administration of the compound, respectively, and

measuring the levels of at least one or more markers selected from the group consisting of Tables 2, 4, 6, and 8 (C-Neutro 1-200 and PC/HNC-Neutro 1-200) in a population of the subject's neutrophil cells before the treatment, at the first time point, or before administration of the compound, respectively;

b) measuring the levels of the at least one or more selected C-Macro (or PC/HNC-Macro) markers in a population of the subject's non-phagocytic cells before the treatment, at the first time point, or before administration of the compound, respectively; and

measuring the levels of the at least one or more selected C-Neutro (or PC/HNC-Neutro) markers in a population of the subject's non-phagocytic cells before the treatment, at the first time point, or before administration of the compound, respectively;

c) identifying a first difference between the measured levels of the at least one or more selected C-Macro (or PC/HNC-Macro) markers in steps a) and b); and

identifying a second difference between the measured levels of the at least one or more selected C-Neutro (or PC/HNC-Neutro) markers in steps a) and b);

d) measuring the levels of the at least one or more selected C-Macro (or PC/HNC-Macro) marker in a population of the subject's macrophage cells after the treatment, at a second time point, or after administration of the compound, respectively, and

measuring the levels of the at least one or more selected C-Neutro (or PC/HNC-Neutro) marker in a population of the subject's neutrophil cells after the treatment, at the second time point, or after administration of the compound, respectively;

e) measuring the levels of the at least one or more selected C-Macro (or PC/HNC-Macro) markers in a population of the subject's non-phagocytic cells after the treatment, at the second time point, or after administration of the compound, respectively; and

measuring the levels of the at least one or more selected C-Neutro (or PC/HNC-Neutro) markers in a population of the subject's non-phagocytic cells after the treatment, at the second time point, or after administration of the compound, respectively;

f) identifying a third difference between the measured levels of the at least one or more selected C-Macro (or PC/HNC-Macro) markers in steps d) and e); and

g) identifying a fourth difference between the measured levels of the at least one or more selected C-Neutro (or PC/HNC-Neutro) markers in steps d) and e);

h) identifying a difference between the first and second differences; and

i) identifying a difference between the third and fourth differences,

wherein the differences identified in h) and i) are indicative of the efficacy of the treatment for the cancer, or the progression or regression of the cancer, or whether the compound is capable of ameliorating or treating the cancer, respectively, in the subject.

In an twelfth aspect, the methods provided in this invention for assessing the efficacy of a treatment for cancer, monitoring the progression or regression of cancer, or identifying a compound capable of ameliorating or treating cancer, respectively, in a subject comprising:

a) measuring the levels of at least one or more markers selected from the group consisting of Tables 1, 3, 5, and 7 (C-Macro markers 1-200 and PC/HNC-Macro markers 1-200) in a population of the subject's macrophage cells before the treatment, at a first time point, or before administration of the compound, respectively, and

measuring the levels of at least one or more markers selected from the group consisting of Tables 2, 4, 6, and 8 (C-Neutro 1-200 and PC/HNC-Neutro 1-200) in a population of the subject's neutrophil cells before the treatment, at the first time point, or before administration of the compound, respectively;

›DETAILED DESCRIPTION OF THE INVENTION · 4 of 15

b) identifying a first difference between the measured levels of the at least one or more selected C-Macro (or PC/HNC-Macro) markers in steps a) and the levels of the at least one or more selected C-Macro (or PC/HNC-Macro) markers in a control before the treatment, at the first time point, or before administration of the compound, respectively; and

identifying a second difference between the measured levels of the at least one or more selected C-Neutro (or PC/HNC-Neutro) markers in steps a) and the levels of the at least one or more selected C-Neutro (or PC/HNC-Neutro) markers in a control before the treatment, at the first time point, or before administration of the compound, respectively;

c) measuring the levels of the at least one or more selected C-Macro marker in a population of the subject's macrophage cells after the treatment, at a second time point, or after administration of the compound, respectively, and

measuring the levels of the at least one or more selected C-Neutro marker in a population of the subject's neutrophil cells after the treatment, at the second time point, or after administration of the compound, respectively;

d) identifying a third difference between the measured levels of the at least one or more selected C-Macro (or PC/HNC-Macro) markers in steps c) and the levels of the at least one or more selected C-Macro (or PC/HNC-Macro) markers in a control after the treatment, at the second time point, or after administration of the compound, respectively; and

e) identifying a fourth difference between the measured levels of the at least one or more selected C-Neutro (or PC/HNC-Neutro) markers in steps c) and the levels of the at least one or more selected C-Neutro (or PC/HNC-Neutro) markers in a control after the treatment, at the second time point, or after administration of the compound, respectively;

f) identifying a difference between the first and second differences; and

g) identifying a difference between the third and fourth differences,

wherein the differences identified in f) and g) are indicative of the efficacy of the treatment for the cancer, or the progression or regression of the cancer, or whether the compound is capable of ameliorating or treating the cancer, respectively, in the subject.

In various aspects of the present invention, the selected markers comprise one or more (e.g., two, three, four or more) C-Macro markers selected from the group consisting of C-Macro 1-4 and C-Macro 101-104. The selected markers may comprise one or more (e.g., two, three, four, five, six, seven, eight, nine, ten, eleven or twelve more) PC/HNC-Macro markers selected from the group consisting of PC/HNC-Macro 101-110 and PC/HNC-Macro 1-12. In some embodiments, the selected markers may comprise at least one or more C-Macro markers selected from the group consisting of C-Macro 1-4 and C-Macro 101-104 and at least one or more PC/HNC-Macro markers selected from the group consisting of PC/HNC-Macro 101-110 and PC/HNC-Macro 1-12. In some embodiments, the selected markers comprise C-Macro 1-4. In some embodiments, the selected markers comprise C-Macro 101-104. In some embodiments, the selected markers comprise P2RY10, TNFAIP3, TIPARP, and CXCR1. In some embodiments, the selected markers comprise markers that correspond to transcript cluster ID of U.S. Pat. Nos. 8,168,524, 8,122,265, 8,058,905, and 8,034,837, i.e., P2RY10, TNFAIP3, CXCR1, and DNAJB1. In some embodiments, the selected markers comprise PC/HNC-Macro 101-110. In some embodiments, the selected markers comprise PC/HNC-Macro 1-12. In some embodiments, the selected markers are up-regulated (see Tables 1, 3, 5, and 7 for up-regulated markers) in cancer patients. In some embodiments, the selected markers are down-regulated (see Tables 1, 3, 5, and 7 for down-regulated markers) in cancer patients. In some embodiments, the selected markers comprise at least one marker that is up-regulated and at least one marker that is down-regulated.

In various aspects of the present invention, the selected markers comprise one or more (e.g., two, three, four, five, six, seven, eight, or more) C-Neutro markers selected from the group consisting of C-Neutro1-8 and C-Neutro 101-108. In those aspect, the selected markers may also comprise one or more (e.g., two, three, four, five, six, seven, eight, nine, or more) PC/HNC-Neutro markers selected from the group consisting of PC/HNC-Neutro 101-109 and PC/HNC-Neutro 1-9. In some embodiments, the selected markers may comprise at least one or more C-Neutro markers selected from the group consisting of C-Neutro 1-8 and C-Neutro 101-108 and at least one or more PC/HNC-Neutro markers selected from the group consisting of PC/HNC-Neutro 101-109 and PC/HNC-Neutro 1-9. In some embodiments, the selected markers comprise C-Neutro 1-8. In some embodiments, the selected markers comprise C-Neutro 101-108. In some embodiments, the selected markers comprise EEF1A1, RPL23A, RPL14, and RPL3. In some embodiments, the selected markers comprise markers that correspond to transcript cluster ID of U.S. Pat. Nos. 8,180,410, 8,158,952, 8,138,531, 8,091,806, 8,076,209, 7,956,743, 8,026,440, and 8,005,943, for example, EEF1A1, RPL23A, RPL3, and RPL14. In some embodiments, the selected markers comprise PC/HNC-Neutro 101-109. In some embodiments, the selected markers comprise PC/HNC-Neutro 1-9. In some embodiments, the selected markers are up-regulated (see Tables 2, 4, 6, and 8 for up-regulated markers) in cancer patients. In some embodiments, the selected markers are down-regulated (see Tables 2, 4, 6, and 8 for down-regulated markers) in cancer patients. In some embodiments, the selected markers comprise at least one marker that is up-regulated and at least one marker that is down-regulated.

In various embodiments of the present invention, at least one or more of the selected markers may be substituted with a biological marker different from any of the selected marker. In some embodiments, such biological marker may be a known marker for cancer. In some embodiments, such biological marker and the selected marker being substituted may belong to the same signaling or biological pathway (e.g., TGF-beta pathway, apoptosis pathway, programmed cell death-associated pathway), or may have similar biological function or activity (e.g., protein synthesis, cytokine production, Th1 cytokine production, nucleotide binding, receptor for purines coupled to G-proteins, inhibitor of programmed cell death, receptor of IL-8/activating neutrophils, or interacting with HSP70/stimulating its ATPase activity), or may be regulated by a common protein, or may belong to the same protein complex (e.g., ribosome).

›DETAILED DESCRIPTION OF THE INVENTION · 5 of 15

In various embodiments of the present invention, a population of the subject's macrophage cells is used as the selected phagocytic cells for measuring the levels of the selected markers and a population of the subject's T-cells is used as the selected non-phagocytic cells for measuring the levels of the selected markers.

In various embodiments of the present invention, a population of the subject's neutrophil cells is used as the selected phagocytic cells for measuring the levels of the selected markers and a population of the subject's T-cells is used as the selected non-phagocytic cells for measuring the levels of the selected markers.

In some embodiments, two sub-populations of phagocytic cells are used in the methods of this invention, i.e., phagocytic cells that have a DNA content greater than 2n (the >2n phagocytic cells) and phagocytic cells that have a DNA content of 2n (the =2n phagocytic cells). In those embodiments, the levels of the selected markers in the >2n phagocytic cells are compared to the =2n phagocytic cells to identify one or more difference. The identified difference indicates whether the subject has cancer, or has a risk of developing cancer, or has a progressing or progressive cancer.

In some embodiments, the levels of two, three, four, five, six, seven, eight, nine, ten, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 25, 30, 35, 40, 45, 50, or more markers selected from Tables 1-8 are measured. In some embodiments, the levels of two, three, four, five, six, seven, eight, nine, ten, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 25, 30, 35, 40, 45, 50, or more markers selected from Tables 1, 3, 5, and 7 are measured. In some embodiments, the levels of two, three, four, five, six, seven, eight, nine, ten, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 25, 30, 35, 40, 45, 50, or more markers selected from Tables 2, 4, 6, and 8 are measured. In some embodiments, one or more markers selected from Tables 1, 3, 5, and 7 and one or more markers selected from Tables 2, 4, 6, and 8 are measured.

The gene names/descriptions provided in Tables 1-8 are merely illustrative. The markers of this invention encompass all forms and variants of any specifically described markers, including, but not limited to, polymorphic or allelic variants, isoforms, mutants, derivatives, precursors including nucleic acids and pro-proteins, cleavage products, and structures comprised of any of the markers as constituent subunits of the fully assembled structure.

A “patient”, “subject”, or “individual” are used interchangeably and refer to either a human or a non-human animal. These terms include mammals, such as humans, primates, livestock animals (e.g., bovines, porcines), companion animals (e.g., canines, felines) and rodents (e.g., mice and rats).

As used herein, the terms “control”, “normal control”, “healthy control”, and “not-diseased cells” likewise mean a sample (e.g., cells, serum, tissue) taken from a source (e.g., subject, control subject, cell line) that does not have the condition or disease being assayed and therefore may be used to determine the baseline for the condition or disorder being measured. A control subject refers to any individual that has not been diagnosed as having the disease or condition being assayed. It is also understood that the control subject, normal control, and healthy control, include data obtained and used as a standard, i.e. it can be used over and over again for multiple different subjects. In other words, for example, when comparing a subject sample to a control sample, the data from the control sample could have been obtained in a different set of experiments, for example, it could be an average obtained from a number of healthy subjects and not actually obtained at the time the data for the subject was obtained.

The term “diagnosis” as used herein refers to methods by which the skilled artisan can estimate and/or determine whether or not a patient is suffering from a given disease or condition. In some embodiments, the term “diagnosis” also refers to staging (e.g., Stage I, II, III, or IV) of cancer. The skilled artisan often makes a diagnosis on the basis of one or more diagnostic indicators, e.g., a marker, the presence, absence, amount, or change in amount of which is indicative of the presence, severity, or absence of the condition.

The term “prognosis” as used herein refers to is used herein to refer to the likelihood of cancer progression, including recurrence of cancer.

The disclosure of the International Applications PCT/US11/44969, PCT/US11/45018, and PCT/US09/31395 and U.S. Provisional Applications 61/660,518 and 61/660,427 are incorporated herein by reference for all purposes.

Each embodiment described herein may be combined with any other embodiment described herein.

Methods using the cancer markers described herein provide high specificity, sensitivity, and accuracy in detecting and diagnosing cancer. The methods also eliminate the “inequality of baseline” that is known to occur among individuals due to intrinsic (e.g., age, gender, ethnic background, health status and the like) and temporal variations in marker expression. Additionally, by using a comparison of phagocytes and non-phagocytes from the same individual, the methods also allow detection, diagnosis, and treatment to be personalized to the individual. Accordingly, in some embodiments, the invention provides non-invasive assays for the early detection of cancer, i.e., before the cancer can be diagnosed by conventional diagnostic techniques, e.g., imaging techniques, and, therefore, provide a foundation for improved decision-making relative to the needs and strategies for intervention, prevention, and treatment of individuals with such disease or condition.

The methods described herein are supported by whole genome microarray data of total RNA samples isolated from macrophages and neutrophils and from non-phagocytic T cells. The samples were obtained from human subjects with and without cancer. The data from these microarray experiments demonstrate that macrophage-T cell and neutrophil-T cell comparisons easily and accurately differentiate between cancer patients and human subjects without cancer.

›DETAILED DESCRIPTION OF THE INVENTION · 6 of 15

The methods of this invention can be used together with any known diagnostic methods, such as physical inspection, visual inspection, biopsy, scanning, histology, radiology, imaging, ultrasound, use of a commercial kit, genetic testing, immunological testing, analysis of bodily fluids, or monitoring neural activity.

Phagocytic cells that can be used in the methods of this invention include all types of cells that are capable of ingesting various types of substances (e.g., apoptotic cells, infectious agents, dead cells, viable cells, cell-free DNAs, cell-free RNAs, cell-free proteins). In some embodiments, the phagocytic cells are neutrophils, macrophages, monocytes, dendritic cells, foam cells, mast cells, eosinophils, or keratinocytes. In some embodiments, the phagocytic cells can be a mixture of different types of phagocytic cells. In some embodiments, the phagocytic cells can be activated phagocytic cells, e.g., activated macrophages or neutrophils. In some embodiments, a phagocyte is a histiocyte, e.g., a Langerhans cell.

The methods of this invention can be applied to any cancer, including without limitation, for example, carcinomas (e.g., malignant tumors derived from epithelial cells such as, for example, common forms of breast, prostate, lung, and colon cancer), sarcomas (e.g., malignant tumors derived from connective tissue or mesenchymal cells), lymphomas and leukemias (i.e., malignancies derived from hematopoietic cells), germ cell tumors (i.e., tumors derived from totipotent cells). Specific examples of these cancers include, without limitation, cancers of: prostate, head and neck, breast, skin, bone, ovaries, uterus, cervix, liver, lung, brain, spine, larynx, gallbladder, pancreas, rectum, parathyroid, thyroid, adrenal gland, immune system, head and neck, colon, stomach, bronchi, and kidneys.

As used herein, “treating” cancer refers to taking steps to obtain beneficial or desired results, including clinical results. Beneficial or desired clinical results include, but are not limited to, alleviation or amelioration of one or more symptoms associated with diseases or conditions.

As used herein, “administering” or “administration of” a compound or an agent to a subject can be carried out using one of a variety of methods known to those skilled in the art. For example, a compound or an agent can be administered, intravenously, arterially, intradermally, intramuscularly, intraperitonealy, intravenously, subcutaneously, ocularly, sublingually, orally (by ingestion), intranasally (by inhalation), intraspinally, intracerebrally, and transdermally (by absorbtion, e.g., through a skin duct). A compound or agent can also appropriately be introduced by rechargeable or biodegradable polymeric devices or other devices, e.g., patches and pumps, or formulations, which provide for the extended, slow, or controlled release of the compound or agent. Administering can also be performed, for example, once, a plurality of times, and/or over one or more extended periods. In some aspects, the administration includes both direct administration, including self-administration, and indirect administration, including the act of prescribing a drug. For example, as used herein, a physician who instructs a patient to self-administer a drug, or to have the drug administered by another and/or who provides a patient with a prescription for a drug is administering the drug to the patient. In some embodiments, a compound or an agent is administered orally, e.g., to a subject by ingestion, or intravenously, e.g., to a subject by injection. In some embodiments, the orally administered compound or agent is in an extended release or slow release formulation, or administered using a device for such slow or extended release.

In certain embodiments, markers used in the methods of invention are up-regulated or activated in phagocytes (e.g., macrophages or neutrophils) compared to non-phagocytes. In certain embodiments, markers used in the methods of invention are down-regulated or inhibited in phagocytes (e.g., macrophages or neutrophils) compared to non-phagocytes. As used herein, “up-regulation or up-regulated” can refer to an increase in expression levels (e.g., gene expression or protein expression), gene copy numbers, gene dosages, and other qualitative or quantitative detectable state of the markers. Similarly, “down-regulation or down-regulated” can refer to a decrease in expression levels, gene copy numbers, gene dosages, and other qualitative or quantitative detectable state of the markers. As used herein, “activation or activated” can refer to an active state of the marker, e.g., a phosphorylation state, a DNA methylation state, or a DNA acetylation state. Similarly, “inhibition or inhibited” can refer to a repressed state or an inactivated state of the marker, e.g., a de-phosphorylation state, a ubiquitination state, a DNA de-methylation state.

In certain embodiments, methods of this invention also comprise at least one of the following steps before determination of various levels: i) lysing the phagocytic or non-phagocytic cells; and ii) extracting cellular contents from the lysed cells. Any known cell lysis and extraction methods can be used herein. In certain embodiments, at least one or more cancer markers are present in the phagocytes. In certain embodiments, there is no marker present in the cellular contents of the non-phagocytic cells.

In certain embodiments, the phagocytic cells and/or non-phagocytic cells are isolated from a bodily fluid sample, tissues, or population of cells. Exemplary bodily fluid samples can be whole blood, urine, stool, saliva, lymph fluid, cerebrospinal fluid, synovial fluid, cystic fluid, ascites, pleural effusion, fluid obtained from a pregnant woman in the first trimester, fluid obtained from a pregnant woman in the second trimester, fluid obtained from a pregnant woman in the third trimester, maternal blood, amniotic fluid, chorionic villus sample, fluid from a preimplantation embryo, maternal urine, maternal saliva, placental sample, fetal blood, lavage and cervical vaginal fluid, interstitial fluid, buccal swab sample, sputum, bronchial lavage, Pap smear sample, or ocular fluid. In some embodiments, the phagocytic cells or non-phagocytic cells are isolated from white blood cells.

›DETAILED DESCRIPTION OF THE INVENTION · 7 of 15

In the methods of this invention, cell separation/isolation/purification methods are used to isolate populations of cells from bodily fluid sample, cells, or tissues of a subject. A skilled worker can use any known cell separation/isolation/purification techniques to isolate phagocytic cells and non-phagocytic cells from a bodily fluid. Exemplary techniques include, but are not limited to, using antibodies, flow cytometry, fluorescence activated cell sorting, filtration, gradient-based centrifugation, elution, microfluidics, magnetic separation technique, fluorescent-magnetic separation technique, nanostructure, quantum dots, high throughput microscope-based platform, or a combination thereof.

In certain embodiments, the phagocytic cells and/or non-phagocytic cells are isolated by using a product secreted by the cells. In certain embodiments, the phagocytic cells and/or non-phagocytic cells are isolated by using a cell surface target (e.g., receptor protein) on the surface of the cells. In some embodiments, the cell surface target is a protein that has been engulfed by phagocytic cells. In some embodiments, the cell surface target is expressed by cells on their plasma membranes. In some embodiments, the cell surface target is an exogenous protein that is translocated on the plasma membranes, but not expressed by the cells (e.g., the phagocytic cells). In some embodiments, the cell surface target is a marker of cancer.

In certain aspects of the methods described herein, analytes include nucleic acids, proteins, or any combinations thereof. In certain aspects of the methods described herein, markers include nucleic acids, proteins, or any combinations thereof. As used herein, the term “nucleic acid” is intended to include DNA molecules (e.g., cDNA or genomic DNA), RNA molecules (e.g., mRNA), DNA-RNA hybrids, and analogs of the DNA or RNA generated using nucleotide analogs. The nucleic acid molecule can be a nucleotide, oligonucleotide, double-stranded DNA, single-stranded DNA, multi-stranded DNA, complementary DNA, genomic DNA, non-coding DNA, messenger RNA (mRNAs), microRNA (miRNAs), small nucleolar RNA (snoRNAs), ribosomal RNA (rRNA), transfer RNA (tRNA), small interfering RNA (siRNA), heterogeneous nuclear RNAs (hnRNA), or small hairpin RNA (shRNA). In some embodiments, the nucleic acid is a transrenal nucleic acid. A transrenal nucleic acid is an extracellular nucleic acid that is excreted in the urine. See, e.g., U.S. Patent Publication No. 20100068711 and U.S. Patent Publication No. 20120021404.

As used herein, the term “amino acid” includes organic compounds containing both a basic amino group and an acidic carboxyl group. Included within this term are natural amino acids (e.g., L-amino acids), modified and unusual amino acids (e.g., D-amino acids and β-amino acids), as well as amino acids which are known to occur biologically in free or combined form but usually do not occur in proteins. Natural protein occurring amino acids include alanine, arginine, asparagine, aspartic acid, cysteine, glutamic acid, glutamine, glycine, histidine, isoleucine, leucine, lysine, methionine, phenylalanine, serine, threonine, tyrosine, tryptophan, proline, and valine. Natural non-protein amino acids include arginosuccinic acid, citrulline, cysteine sulfuric acid, 3,4-dihydroxyphenylalanine, homocysteine, homoserine, ornithine, 3-monoiodotyrosine, 3,5-diiodotryosine, 3, 5, 5-triiodothyronine, and 3,3′,5,5′-tetraiodothyronine. Modified or unusual amino acids include D-amino acids, hydroxylysine, 4-hydroxyproline, N-Cbz-protected amino acids, 2,4-diaminobutyric acid, homoarginine, norleucine, N-methylaminobutyric acid, naphthylalanine, phenylglycine, .alpha.-phenylproline, tert-leucine, 4-aminocyclohexylalanine, N-methyl-norleucine, 3,4-dehydroproline, N,N-dimethylaminoglycine, N-methylaminoglycine, 4-aminopiperidine-4-carboxylic acid, 6-aminocaproic acid, trans-4-(aminomethyl)-cyclohexanecarboxylic acid, 2-, 3-, and 4-(aminomethyl)-benzoic acid, 1-aminocyclopentanecarboxylic acid, 1-aminocyclopropanecarboxylic acid, and 2-benzyl-5-aminopentanoic acid.

As used herein, the term “peptide” includes compounds that comprise two or more amino acids that are linked by means of a peptide bond. Peptides may have a molecular weight of less than 10,000 Daltons, less than 5,000 Daltons, or less than 2,500 Daltons. The term “peptide” also includes compounds containing both peptide and non-peptide components, such as pseudopeptide or peptidomimetic residues or other non-amino acid components. Such compounds containing both peptide and non-peptide components may also be referred to as a “peptide analog.”

As used herein, the term “protein” includes compounds that comprise amino acids arranged in a linear chain and joined together by peptide bonds between the carboxyl and amino groups of adjacent amino acid residues. Proteins used in methods of the invention include, but are not limited to, amino acids, peptides, antibodies, antibody fragments, cytokines, lipoproteins, or glycoproteins.

As used herein, the term “antibody” includes polyclonal antibodies, monoclonal antibodies (including full length antibodies which have an immunoglobulin Fc region), antibody compositions with polyepitopic specificity, multispecific antibodies (e.g., bispecific antibodies, diabodies, and single-chain molecules, and antibody fragments (e.g., Fab or F(ab′) 2 , and Fv). For the structure and properties of the different classes of antibodies, see e.g., Basic and Clinical Immunology, 8th Edition, Daniel P. Sties, Abba I. Ten and Tristram G. Parsolw (eds), Appleton & Lange, Norwalk, Conn., 1994, page 71 and Chapter 6.

As used herein, the term “cytokine” refers to a secreted protein or active fragment or mutant thereof that modulates the activity of cells of the immune system. Examples of cytokines include, without limitation, interleukins, interferons, chemokines, tumor necrosis factors, colony-stimulating factors for immune cell precursors, and the like.

›DETAILED DESCRIPTION OF THE INVENTION · 8 of 15

As used herein, the term “lipoprotein” includes negatively charged compositions that comprise a core of hydrophobic cholesteryl esters and triglyceride surrounded by a surface layer of amphipathic phospholipids with which free cholesterol and apolipoproteins are associated. Lipoproteins may be characterized by their density (e.g. very-low-density lipoprotein (VLDL), low-density lipoprotein (LDL) and high density lipoprotein (HDL)), which is determined by their size, the relative amounts of lipid and protein. Lipoproteins may also be characterized by the presence or absence of particular modifications (e.g. oxidization, acetylation, or glycation).

As used herein, the term “glycoprotein” includes glycosides which have one or more oligo- or polysaccharides covalently attached to a peptide or protein. Exemplary glycoproteins can include, without limitation, immunoglobulins, members of the major histocompatibility complex, collagens, mucins, glycoprotein IIb/IIIa, glycoprotein-41 (gp41) and glycoprotein-120 (gp12), follicle-stimulating hormone, alpha-fetoprotein, erythropoietin, transferrins, alkaline phosphatase, and lectins.

In some embodiments of the invention, a sample may comprise one or more stabilizers for a cell or an analyte such as DNA, RNA, and/or protein. For example, a sample may comprise a DNA stabilizer, an RNA stabilizer, and/or a protein stabilizer. Stabilizers are well known in the art and include, for example, DNAse inhibitors, RNAse inhibitors, and protease inhibitors or equivalents thereof.

In some embodiments of the invention, levels of at least one or more cancer markers are compared. This comparison can be quantitative or qualitative. Quantitative measurements can be taken using any of the assays described herein. For example, sequencing, direct sequencing, random shotgun sequencing, Sanger dideoxy termination sequencing, targeted sequencing, whole-genome sequencing, sequencing by hybridization, pyrosequencing, capillary electrophoresis, gel electrophoresis, duplex sequencing, cycle sequencing, single-base extension sequencing, solid-phase sequencing, high-throughput sequencing, massively parallel signature sequencing, emulsion PCR, co-amplification at lower denaturation temperature-PCR (COLD-PCR), sequencing by reversible dye terminator, paired-end sequencing, near-term sequencing, exonuclease sequencing, sequencing by ligation, short-read sequencing, single-molecule sequencing, sequencing-by-synthesis, real-time sequencing, reverse-terminator sequencing, nanopore sequencing, 454 sequencing, Solexa Genome Analyzer sequencing, SOLiD® sequencing, MS-PET sequencing, mass spectrometry, matrix assisted laser desorption/ionization-time of flight (MALDI-TOF) mass spectrometry, electrospray ionization (ESI) mass spectrometry, surface-enhanced laser deorption/ionization-time of flight (SELDI-TOF) mass spectrometry, quadrupole-time of flight (Q-TOF) mass spectrometry, atmospheric pressure photoionization mass spectrometry (APPI-MS), Fourier transform mass spectrometry (FTMS), matrix-assisted laser desorption/ionization-Fourier transform-ion cyclotron resonance (MALDI-FT-ICR) mass spectrometry, secondary ion mass spectrometry (SIMS), polymerase chain reaction (PCR) analysis, quantitative PCR, real-time PCR, fluorescence assay, colorimetric assay, chemiluminescent assay, or a combination thereof.

Quantitative comparisons can include statistical analyses such as t-test, ANOVA, Krustal-Wallis, Wilcoxon, Mann-Whitney, and odds ratio. Quantitative differences can include differences in the levels of markers between levels or differences in the numbers of markers present between levels, and combinations thereof. Examples of levels of the markers can be, without limitation, gene expression levels, nucleic acid levels, and protein levels. Qualitative differences can include, but are not limited to, activation and inactivation, protein degradation, nucleic acid degradation, and covalent modifications.

In certain embodiments of the invention, the level is a nucleic acid level or a protein level, or a combination thereof. The level can be qualitatively or quantitatively determined.

A nucleic acid level can be, without limitation, a genotypic level, a single nucleotide polymorphism level, a gene mutation level, a gene copy number level, a DNA methylation level, a DNA acetylation level, a chromosome dosage level, a gene expression level, or a combination thereof.

The nucleic acid level can be determined by any methods known in the art to detect genotypes, single nucleotide polymorphisms, gene mutations, gene copy numbers, DNA methylation states, DNA acetylation states, chromosome dosages. Exemplary methods include, but are not limited to, polymerase chain reaction (PCR) analysis, sequencing analysis, electrophoretic analysis, restriction fragment length polymorphism (RFLP) analysis, Northern blot analysis, quantitative PCR, reverse-transcriptase-PCR analysis (RT-PCR), allele-specific oligonucleotide hybridization analysis, comparative genomic hybridization, heteroduplex mobility assay (HMA), single strand conformational polymorphism (SSCP), denaturing gradient gel electrophisis (DGGE), RNAase mismatch analysis, mass spectrometry, tandem mass spectrometry, matrix assisted laser desorption/ionization-time of flight (MALDI-TOF) mass spectrometry, electrospray ionization (ESI) mass spectrometry, surface-enhanced laser deorption/ionization-time of flight (SELDI-TOF) mass spectrometry, quadrupole-time of flight (Q-TOF) mass spectrometry, atmospheric pressure photoionization mass spectrometry (APPI-MS), Fourier transform mass spectrometry (FTMS), matrix-assisted laser desorption/ionization-Fourier transform-ion cyclotron resonance (MALDI-FT-ICR) mass spectrometry, secondary ion mass spectrometry (SIMS), surface plasmon resonance, Southern blot analysis, in situ hybridization, fluorescence in situ hybridization (FISH), chromogenic in situ hybridization (CISH), immunohistochemistry (IHC), microarray, comparative genomic hybridization, karyotyping, multiplex ligation-dependent probe amplification (MLPA), Quantitative Multiplex PCR of Short Fluorescent Fragments (QMPSF), microscopy, methylation specific PCR (MSP) assay, HpaII tiny fragment Enrichment by Ligation-mediated PCR (HELP) assay, radioactive acetate labeling assays, colorimetric DNA acetylation assay, chromatin immunoprecipitation combined with microarray (ChIP-on-chip) assay, restriction landmark genomic scanning, Methylated DNA immunoprecipitation (MeDIP), molecular break light assay for DNA adenine methyltransferase activity, chromatographic separation, methylation-sensitive restriction enzyme analysis, bisulfite-driven conversion of non-methylated cytosine to uracil, co-amplification at lower denaturation temperature-PCR (COLD-PCR), multiplex PCR, methyl-binding PCR analysis, or a combination thereof.

›DETAILED DESCRIPTION OF THE INVENTION · 9 of 15

As used herein, the term “sequencing” is used in a broad sense and refers to any technique known in the art that allows the order of at least some consecutive nucleotides in at least part of a nucleic acid to be identified, including without limitation at least part of an extension product or a vector insert. Exemplary sequencing techniques include targeted sequencing, single molecule real-time sequencing, whole transcriptome shotgun sequencing (“RNA-seq”), electron microscopy-based sequencing, transistor-mediated sequencing, direct sequencing, random shotgun sequencing, Sanger dideoxy termination sequencing, exon sequencing, whole-genome sequencing, sequencing by hybridization, pyrosequencing, capillary electrophoresis, gel electrophoresis, duplex sequencing, cycle sequencing, single-base extension sequencing, solid-phase sequencing, high-throughput sequencing, massively parallel signature sequencing, emulsion PCR, co-amplification at lower denaturation temperature-PCR (COLD-PCR), multiplex PCR, sequencing by reversible dye terminator, paired-end sequencing, near-term sequencing, exonuclease sequencing, sequencing by ligation, short-read sequencing, single-molecule sequencing, sequencing-by-synthesis, real-time sequencing, reverse-terminator sequencing, nanopore sequencing, 454 sequencing, Solexa Genome Analyzer sequencing, SOLiD® sequencing, MS-PET sequencing, mass spectrometry, and a combination thereof. In some embodiments, sequencing comprises an detecting the sequencing product using an instrument, for example but not limited to an ABI PRISM® 377 DNA Sequencer, an ABI PRISM® 310, 3100, 3100-Avant, 3730, or 373OxI Genetic Analyzer, an ABI PRISM® 3700 DNA Analyzer, or an Applied Biosystems SOLiD™ System (all from Applied Biosystems), a Genome Sequencer 20 System (Roche Applied Science), or a mass spectrometer. In certain embodiments, sequencing comprises emulsion PCR. In certain embodiments, sequencing comprises a high throughput sequencing technique, for example but not limited to, massively parallel signature sequencing (MPSS).

In further embodiments of the invention, a protein level can be a protein expression level, a protein activation level, or a combination thereof. In some embodiments, a protein activation level can comprise determining a phosphorylation state, an ubiquitination state, a myristoylation state, or a conformational state of the protein.

A protein level can be detected by any methods known in the art for detecting protein expression levels, protein phosphorylation state, protein ubiquitination state, protein myristoylation state, or protein conformational state. In some embodiments, a protein level can be determined by an immunohistochemistry assay, an enzyme-linked immunosorbent assay (ELISA), in situ hybridization, chromatography, liquid chromatography, size exclusion chromatography, high performance liquid chromatography (HPLC), gas chromatography, mass spectrometry, tandem mass spectrometry, matrix assisted laser desorption/ionization-time of flight (MALDI-TOF) mass spectrometry, electrospray ionization (ESI) mass spectrometry, surface-enhanced laser deorption/ionization-time of flight (SELDI-TOF) mass spectrometry, quadrupole-time of flight (Q-TOF) mass spectrometry, atmospheric pressure photoionization mass spectrometry (APPI-MS), Fourier transform mass spectrometry (FTMS), matrix-assisted laser desorption/ionization-Fourier transform-ion cyclotron resonance (MALDI-FT-ICR) mass spectrometry, secondary ion mass spectrometry (SIMS), radioimmunoassays, microscopy, microfluidic chip-based assays, surface plasmon resonance, sequencing, Western blotting assay, or a combination thereof.

As used herein, the “difference” between different levels detected by the methods of this invention can refer to different gene copy numbers, different DNA, RNA, or protein expression levels, different DNA methylation states, different DNA acetylation states, and different protein modification states. The difference can be a difference greater than 1 fold. In some embodiments, the difference is a 1.05-fold, 1.1-fold, 1.2-fold, 1.3-fold, 1.4-fold, 1.5-fold, 2-fold, 2.5-fold, 3-fold, 4-fold, 5-fold, 6-fold, 7-fold, 8-fold, 9-fold, or 10-fold difference. In some embodiments, the difference is any fold difference between 1-10, 2-10, 5-10, 10-20, or 10-100 fold.

In some embodiments, the difference is differential gene expression (DGE), e.g. DGE of phagocytes vs. non-phagocytes. DGE can be measured as X=log 2 (Y P )−log 2 (Y NP ). The DGE may be any number, provided that it is significantly different between the phagocytes and the non-phagocytes. For example, a 2-fold increased in gene expression could be represented as X=log 2 (Y P )−log 2 (Y NP )=log 2 (Y P /Y NP )=log 2 (2)=1, while a 2-fold decrease in gene expression could be represented as X=log 2 (Y P )−log 2 (Y NP )=log 2 (Y P /Y NP )=log 2 (½)=−1. Down-regulated genes have X<0, while up-regulated genes have X>0. See, e.g., Efron, J Am Stat Assoc 104:1015-1028 (2009).

A general principle of assays to detect markers involves preparing a sample or reaction mixture that may contain the marker (e.g., one or more of DNA, RNA, or protein) and a probe under appropriate conditions and for a time sufficient to allow the marker and probe to interact and bind, thus forming a complex that can be removed and/or detected in the reaction mixture. These assays can be conducted in a variety of ways.

For example, one method to conduct such an assay would involve anchoring the marker or probe onto a solid phase support, also referred to as a substrate, and detecting target marker/probe complexes anchored on the solid phase at the end of the reaction. In one embodiment of such a method, a sample from a subject, which is to be assayed for presence and/or concentration of marker, can be anchored onto a carrier or solid phase support. In another embodiment, the reverse situation is possible, in which the probe can be anchored to a solid phase and a sample from a subject can be allowed to react as an unanchored component of the assay.

›DETAILED DESCRIPTION OF THE INVENTION · 10 of 15

There are many established methods for anchoring assay components to a solid phase. These include, without limitation, marker or probe molecules which are immobilized through conjugation of biotin and streptavidin. Such biotinylated assay components can be prepared from biotin-NHS(N-hydroxy-succinimide) using techniques known in the art (e.g., biotinylation kit, Pierce Chemicals, Rockford, Ill.), and immobilized in the wells of streptavidin-coated 96 well plates (Pierce Chemical). In certain embodiments, the surfaces with immobilized assay components can be prepared in advance and stored.

Other suitable carriers or solid phase supports for such assays include any material capable of binding the class of molecule to which the marker or probe belongs. Well known supports or carriers include, but are not limited to, glass, polystyrene, nylon, polypropylene, nylon, polyethylene, dextran, amylases, natural and modified celluloses, polyacrylamides, gabbros, and magnetite.

In order to conduct assays with the above mentioned approaches, the non-immobilized component is added to the solid phase upon which the second component is anchored. After the reaction is complete, uncomplexed components may be removed (e.g., by washing) under conditions such that any complexes formed will remain immobilized upon the solid phase. The detection of marker/probe complexes anchored to the solid phase can be accomplished in a number of methods outlined herein.

In certain exemplary embodiments, the probe, when it is the unanchored assay component, can be labeled for the purpose of detection and readout of the assay, either directly or indirectly, with detectable labels discussed herein and which are well-known to one skilled in the art.

It is also possible to directly detect marker/probe complex formation without further manipulation or labeling of either component (marker or probe), for example by utilizing the technique of fluorescence energy transfer (see, for example, U.S. Pat. Nos. 5,631,169 and 4,868,103). A fluorophore label on the first, ‘donor’ molecule is selected such that, upon excitation with incident light of appropriate wavelength, its emitted fluorescent energy will be absorbed by a fluorescent label on a second ‘acceptor’ molecule, which in turn is able to fluoresce due to the absorbed energy. Alternately, the ‘donor’ protein molecule may simply utilize the natural fluorescent energy of tryptophan residues. Labels are chosen that emit different wavelengths of light, such that the ‘acceptor’ molecule label may be differentiated from that of the ‘donor’. Since the efficiency of energy transfer between the labels is related to the distance separating the molecules, spatial relationships between the molecules can be assessed. In a situation in which binding occurs between the molecules, the fluorescent emission of the ‘acceptor’ molecule label in the assay should be maximal. An FET binding event can be conveniently measured through standard fluorometric detection means well known in the art (e.g., using a fluorimeter).

In another embodiment, determination of the ability of a probe to recognize a marker can be accomplished without labeling either assay component (probe or marker) by utilizing a technology such as real-time Biomolecular Interaction Analysis (BIA) (see, e.g., Sjolander, S. and Urbaniczky, C, 1991, Anal. Chem. 63:2338 2345 and Szabo et al, 1995, Curr. Opin. Struct. Biol. 5:699 705). As used herein, “BIA” or “surface plasmon resonance” is a technology for studying biospecific interactions in real time, without labeling any of the interactants (e.g., BIAcore). Changes in the mass at the binding surface (indicative of a binding event) result in alterations of the refractive index of light near the surface (the optical phenomenon of surface plasmon resonance (SPR)), resulting in a detectable signal which can be used as an indication of real-time reactions between biological molecules.

Alternatively, in another embodiment, analogous diagnostic and prognostic assays can be conducted with marker and probe as solutes in a liquid phase. In such an assay, the complexed marker and probe are separated from uncomplexed components by any of a number of standard techniques, including but not limited to: differential centrifugation, chromatography, electrophoresis and immunoprecipitation. In differential centrifugation, marker/probe complexes may be separated from uncomplexed assay components through a series of centrifugal steps, due to the different sedimentation equilibria of complexes based on their different sizes and densities (see, for example, Rivas and Minton (1993) Trends Biochem. Sci. 18:284). Standard chromatographic techniques may also be utilized to separate complexed molecules from uncomplexed ones. For example, gel filtration chromatography separates molecules based on size, and through the utilization of an appropriate gel filtration resin in a column format, for example, the relatively larger complex may be separated from the relatively smaller uncomplexed components. Similarly, the relatively different charge properties of the marker/probe complex as compared to the uncomplexed components may be exploited to differentiate the complex from uncomplexed components, for example through the utilization of ion-exchange chromatography resins. Such resins and chromatographic techniques are well known to one skilled in the art (see, e.g., Heegaard (1998) J. MoI. Recognit. 11:141; Hage and Tweed (1997) J. Chromatogr. B. Biomed. Sci. Appl. 12:499). Gel electrophoresis may also be employed to separate complexed assay components from unbound components (see, e.g., Ausubel et al, ed., Current Protocols in Molecular Biology, John Wiley & Sons, New York, 1987 1999). In this technique, protein or nucleic acid complexes are separated based on size or charge, for example. In order to maintain the binding interaction during the electrophoretic process, non-denaturing gel matrix materials and conditions in the absence of reducing agent are typically preferred. Appropriate conditions to the particular assay and components thereof will be well known to one skilled in the art.

›DETAILED DESCRIPTION OF THE INVENTION · 11 of 15

In certain exemplary embodiments, the level of mRNA corresponding to the marker can be determined either by in situ and/or by in vitro formats in a biological sample using methods known in the art. Many expression detection methods use isolated RNA. For in vitro methods, any RNA isolation technique that does not select against the isolation of mRNA can be utilized for the purification of RNA from blood cells (see, e.g., Ausubel et al, ed., Current Protocols in Molecular Biology, John Wiley & Sons, New York 1987 1999). Additionally, large numbers of cells and/or samples can readily be processed using techniques well known to those of skill in the art, such as, for example, the single-step RNA isolation process of Chomczynski (1989, U.S. Pat. No. 4,843,155).

Isolated mRNA can be used in hybridization or amplification assays that include, but are not limited to, Southern or Northern analyses, polymerase chain reaction analyses and probe arrays. In certain exemplary embodiments, a diagnostic method for the detection of mRNA levels involves contacting the isolated mRNA with a nucleic acid molecule (probe) that can hybridize to the mRNA encoded by the gene being detected. The nucleic acid probe can be, for example, a full-length cDNA, or a portion thereof, such as an oligonucleotide of at least 7, 15, 30, 50, 100, 250 or 500 nucleotides in length and sufficient to specifically hybridize under stringent conditions to an mRNA or genomic DNA encoding a marker of the present invention. Other suitable probes for use in the diagnostic assays of the invention are described herein. Hybridization of an mRNA with the probe indicates that the marker in question is being expressed.

In one format, the mRNA is immobilized on a solid surface and contacted with a probe, for example by running the isolated mRNA on an agarose gel and transferring the mRNA from the gel to a membrane, such as nitrocellulose. In an alternative format, the probe(s) are immobilized on a solid surface and the mRNA is contacted with the probe(s), for example, in a gene chip array. A skilled artisan can readily adapt known mRNA detection methods for use in detecting the level of mRNA encoded by the markers of the present invention.

An alternative method for determining the level of mRNA corresponding to a marker of the present invention in a sample involves the process of nucleic acid amplification, e.g., by RT-PCR (the experimental embodiment set forth in U.S. Pat. Nos. 4,683,195 and 4,683,202), COLD-PCR (Li et al. (2008) Nat. Med. 14:579), ligase chain reaction (Barany, 1991, Proc. Natl. Acad. Sci. USA, 88:189), self sustained sequence replication (Guatelli et al., 1990, Proc. Natl. Acad. Sci. USA 87:1874), transcriptional amplification system (Kwoh et al. (1989) Proc. Natl. Acad. Sci. USA 86:1173), Q-Beta Replicase (Lizardi et al. (1988) Bio/Technology 6:1197), rolling circle replication (U.S. Pat. No. 5,854,033) or any other nucleic acid amplification method, followed by the detection of the amplified molecules using techniques well known to those of skill in the art. These detection schemes are especially useful for the detection of nucleic acid molecules if such molecules are present in very low numbers. As used herein, amplification primers are defined as being a pair of nucleic acid molecules that can anneal to 5′ or 3′ regions of a gene (plus and minus strands, respectively, or vice-versa) and contain a short region in between. In general, amplification primers are from about 10 to 30 nucleotides in length and flank a region from about 50 to 200 nucleotides in length. Under appropriate conditions and with appropriate reagents, such primers permit the amplification of a nucleic acid molecule comprising the nucleotide sequence flanked by the primers.

For in situ methods, mRNA does not need to be isolated from the sample (e.g., a bodily fluid (e.g., blood cells)) prior to detection. In such methods, a cell or tissue sample is prepared/processed using known histological methods. The sample is then immobilized on a support, typically a glass slide, and then contacted with a probe that can hybridize to mRNA that encodes the marker.

As an alternative to making determinations based on the absolute expression level of the marker, determinations may be based on the normalized expression level of the marker. Expression levels are normalized by correcting the absolute expression level of a marker by comparing its expression to the expression of a gene that is not a marker, e.g., a housekeeping gene that is constitutively expressed. Suitable genes for normalization include housekeeping genes such as the actin gene, or epithelial cell-specific genes. This normalization allows the comparison of the expression level in a patient sample from one source to a patient sample from another source, e.g., to compare a population of phagocytic from an individual to a population of non-phagocytic cells from the individual.

In one embodiment of this invention, a protein or polypeptide corresponding to a marker is detected. In certain embodiments, an agent for detecting a protein or polypeptide can be an antibody capable of binding to the polypeptide, such as an antibody with a detectable label. As used herein, the term “labeled,” with regard to a probe or antibody, is intended to encompass direct labeling of the probe or antibody by coupling (i.e., physically linking) a detectable substance to the probe or antibody, as well as indirect labeling of the probe or antibody by reactivity with another reagent that is directly labeled. Examples of indirect labeling include detection of a primary antibody using a fluorescently labeled secondary antibody and end-labeling of a DNA probe with biotin such that it can be detected with fluorescently labeled streptavidin. Antibodies can be polyclonal or monoclonal. An intact antibody, or a fragment thereof (e.g., Fab or F(ab′)2) can be used. In one format, antibodies, or antibody fragments, can be used in methods such as Western blots or immunofluorescence techniques to detect the expressed proteins. In such uses, it is generally preferable to immobilize either the antibody or proteins on a solid support. Suitable solid phase supports or carriers include any support capable of binding an antigen or an antibody. Well known supports or carriers include glass, polystyrene, polypropylene, polyethylene, dextran, nylon, amylases, natural and modified celluloses, polyacrylamides, gabbros, magnetite and the like.

›DETAILED DESCRIPTION OF THE INVENTION · 12 of 15

A variety of formats can be employed to determine whether a sample contains a protein that binds to a given antibody. Examples of such formats include, but are not limited to, competitive and non-competitive immunoassay, enzyme immunoassay (EIA), radioimmunoassay (RIA), antigen capture assays, two-antibody sandwich assays, Western blot analysis, enzyme linked immunoabsorbant assay (ELISA), a planar array, a colorimetric assay, a chemiluminescent assay, a fluorescent assay, and the like. Immunoassays, including radioimmmunoassays and enzyme-linked immunoassays, are useful in the methods of the present invention. A skilled artisan can readily adapt known protein/antibody detection methods for use in determining whether cells (e.g., bodily fluid cells such as blood cells) express a marker of the present invention.

One skilled in the art will know many other suitable carriers for binding antibody or antigen, and will be able to adapt such support for use with the present invention. For example, protein isolated from cells (e.g., bodily fluid cells such as blood cells) can be run on a polyacrylamide gel electrophoresis and immobilized onto a solid phase support such as nitrocellulose. The support can then be washed with suitable buffers followed by treatment with the detectably labeled antibody. The solid phase support can then be washed with the buffer a second time to remove unbound antibody. The amount of bound label on the solid support can then be detected by conventional means.

In certain exemplary embodiments, assays are provided for diagnosis, prognosis, assessing the risk of developing cancer, assessing the efficacy of a treatment, monitoring the progression or regression of cancer, and identifying a compound capable of ameliorating or treating cancer. An exemplary method for these methods involves obtaining a bodily fluid sample from a test subject, isolating phagocytes and non-phagocytes, and contacting the phagocytes and non-phagocytes with a compound or an agent capable of detecting one or more of the markers of the disease or condition, e.g., marker nucleic acid (e.g., mRNA, genomic DNA), marker peptide (e.g., polypeptide or protein), marker lipid (e.g., cholesterol), or marker metabolite (e.g., creatinine) such that the presence of the marker is detected. In one embodiment, an agent for detecting marker mRNA or genomic DNA is a labeled nucleic acid probe capable of hybridizing to marker mRNA or genomic DNA. The nucleic acid probe can be, for example, a full-length marker nucleic acid or a portion thereof. Other suitable probes for use in the diagnostic assays of the invention are described herein.

As used herein, a compound capable of ameliorating or treating cancer can include, without limitations, any substance that can improve symptoms or prognosis, prevent progression of the cancer, promote regression of the cancer, or eliminate the cancer.

The methods of the invention can also be used to detect genetic alterations in a marker gene, thereby determining if a subject with the altered gene is at risk for developing cancer characterized by misregulation in a marker protein activity or nucleic acid expression. In certain embodiments, the methods include detecting, in phagocytes, the presence or absence of a genetic alteration characterized by an alteration affecting the integrity of a gene encoding a marker peptide and/or a marker gene. For example, such genetic alterations can be detected by ascertaining the existence of at least one of: 1) a deletion of one or more nucleotides from one or more markers genes; 2) an addition of one or more nucleotides to one or more markers genes; 3) a substitution of one or more nucleotides of one or more markers genes, 4) a chromosomal rearrangement of one or more markers genes; 5) an alteration in the level of a messenger RNA transcript of one or more markers genes; 6) aberrant modification of one or more markers genes, such as of the methylation pattern of the genomic DNA; 7) the presence of a non-wild type splicing pattern of a messenger RNA transcript of one or more markers genes; 8) a non-wild type level of a one or more markers proteins; 9) allelic loss of one or more markers genes; and 10) inappropriate post-translational modification of one or more markers proteins. As described herein, there are a large number of assays known in the art which can be used for detecting alterations in one or more markers genes.

In certain embodiments, detection of the alteration involves the use of a probe/primer in a polymerase chain reaction (PCR) (see, e.g., U.S. Pat. Nos. 4,683,195, 4,683,202 and 5,854,033), such as real-time PCR, COLD-PCR (Li et al. (2008) Nat. Med. 14:579), anchor PCR, recursive PCR or RACE PCR, or, alternatively, in a ligation chain reaction (LCR) (see, e.g., Landegran et al. (1988) Science 241:1077; Prodromou and Pearl (1992) Protein Eng. 5:827; and Nakazawa et al. (1994) Proc. Natl. Acad. Sci. USA 91:360), the latter of which can be particularly useful for detecting point mutations in a marker gene (see Abravaya et al. (1995) Nucleic Acids Res. 23:675). This method can include the steps of collecting a sample of cell free bodily fluid from a subject, isolating nucleic acid (e.g., genomic, mRNA or both) from the sample, contacting the nucleic acid sample with one or more primers which specifically hybridize to a marker gene under conditions such that hybridization and amplification of the marker gene (if present) occurs, and detecting the presence or absence of an amplification product, or detecting the size of the amplification product and comparing the length to a control sample. It is anticipated that PCR and/or LCR may be desirable to use as a preliminary amplification step in conjunction with any of the techniques used for detecting mutations described herein.

Alternative amplification methods include: self sustained sequence replication (Guatelli et al., (1990) Proc. Natl. Acad. Sci. USA 87:1874), transcriptional amplification system (Kwoh et al., (1989) Proc. Natl. Acad. Sci. USA 86:1173), Q Beta Replicase (Lizardi et al. (1988) Bio-Technology 6:1197), or any other nucleic acid amplification method, followed by the detection of the amplified molecules using techniques well known to those of skill in the art. These detection schemes are especially useful for the detection of nucleic acid molecules if such molecules are present in very low numbers.

›DETAILED DESCRIPTION OF THE INVENTION · 13 of 15

In an alternative embodiment, mutations in one or more markers genes from a sample can be identified by alterations in restriction enzyme cleavage patterns. For example, sample and control DNA is isolated, optionally amplified, digested with one or more restriction endonucleases, and fragment length sizes are determined by gel electrophoresis and compared. Differences in fragment length sizes between sample and control DNA indicates mutations in the sample DNA. Moreover, the use of sequence specific ribozymes (see, for example, U.S. Pat. No. 5,498,531) can be used to score for the presence of specific mutations by development or loss of a ribozyme cleavage site.

In other embodiments, genetic mutations in one or more of the markers described herein can be identified by hybridizing a sample and control nucleic acids, e.g., DNA or RNA, to high density arrays containing hundreds or thousands of oligonucleotides probes (Cronin et al. (1996) Human Mutation 7: 244; Kozal et al. (1996) Nature Medicine 2:753). For example, genetic mutations in a marker nucleic acid can be identified in two dimensional arrays containing light-generated DNA probes as described in Cronin, M. T. et al. supra. Briefly, a first hybridization array of probes can be used to scan through long stretches of DNA in a sample and control to identify base changes between the sequences by making linear arrays of sequential overlapping probes. This step allows the identification of point mutations. This step is followed by a second hybridization array that allows the characterization of specific mutations by using smaller, specialized probe arrays complementary to all variants or mutations detected. Each mutation array is composed of parallel probe sets, one complementary to the wild-type gene and the other complementary to the mutant gene.

In yet another embodiment, any of a variety of sequencing reactions known in the art can be used to directly sequence a marker gene and detect mutations by comparing the sequence of the sample marker gene with the corresponding wild-type (control) sequence. Examples of sequencing reactions include those based on techniques developed by Maxam and Gilbert ((1977) Proc. Natl. Acad. Sci. USA 74:560) or Sanger ((1977) Proc. Natl. Acad. Sci. USA 74:5463). It is also contemplated that any of a variety of automated sequencing procedures can be utilized when performing the diagnostic assays ((1995) Biotechniques 19:448), including sequencing by mass spectrometry (see, e.g., PCT International Publication No. WO 94/16101; Cohen et al. (1996) Adv. Chromatogr. 36:127-162; and Griffin et al. (1993) Appl. Biochem. Biotechnol. 38:147).

Other methods for detecting mutations in a marker gene include methods in which protection from cleavage agents is used to detect mismatched bases in RNA/RNA or RNA/DNA heteroduplexes (Myers et al. (1985) Science 230:1242). In general, the art technique of “mismatch cleavage” starts by providing heteroduplexes formed by hybridizing (labeled) RNA or DNA containing the wild-type marker sequence with potentially mutant RNA or DNA obtained from a tissue sample. The double-stranded duplexes are treated with an agent which cleaves single-stranded regions of the duplex such as which will exist due to base pair mismatches between the control and sample strands. For instance, RNA/DNA duplexes can be treated with RNase and DNA/DNA hybrids treated with 51 nuclease to enzymatically digesting the mismatched regions. In other embodiments, either DNA/DNA or RNA/DNA duplexes can be treated with hydroxylamine or osmium tetroxide and with piperidine in order to digest mismatched regions. After digestion of the mismatched regions, the resulting material is then separated by size on denaturing polyacrylamide gels to determine the site of mutation. See, for example, Cotton et al. (1988) Proc. Natl. Acad. Sci. USA 85:4397; Saleeba et al. (1992) Methods Enzymol. 217:286. In one embodiment, the control DNA or RNA can be labeled for detection.

In still another embodiment, the mismatch cleavage reaction employs one or more proteins that recognize mismatched base pairs in double-stranded DNA (so called “DNA mismatch repair” enzymes) in defined systems for detecting and mapping point mutations in marker cDNAs obtained from samples of cells. For example, the mutY enzyme of E. coli cleaves A at G/A mismatches and the thymidine DNA glycosylase from HeLa cells cleaves T at G/T mismatches (Hsu et al. (1994) Carcinogenesis 15:1657). According to an exemplary embodiment, a probe based on a marker sequence, e.g., a wild-type marker sequence, is hybridized to a cDNA or other DNA product from a test cell(s). The duplex is treated with a DNA mismatch repair enzyme, and the cleavage products, if any, can be detected from electrophoresis protocols or the like. See, for example, U.S. Pat. No. 5,459,039.

In other embodiments, alterations in electrophoretic mobility will be used to identify mutations in marker genes. For example, single strand conformation polymorphism (SSCP) may be used to detect differences in electrophoretic mobility between mutant and wild type nucleic acids (Orita et al. (1989) Proc. Natl. Acad. Sci. USA 86:2766, see also Cotton (1993) Mutat. Res. 285:125; and Hayashi (1992) Genet. Anal. Tech. Appl. 9:73). Single-stranded DNA fragments of sample and control marker nucleic acids will be denatured and allowed to renature. The secondary structure of single-stranded nucleic acids varies according to sequence, the resulting alteration in electrophoretic mobility enables the detection of even a single base change. The DNA fragments may be labeled or detected with labeled probes. The sensitivity of the assay may be enhanced by using RNA (rather than DNA), in which the secondary structure is more sensitive to a change in sequence. In one embodiment, the subject method utilizes heteroduplex analysis to separate double stranded heteroduplex molecules on the basis of changes in electrophoretic mobility (Keen et al. (1991) Trends Genet. 7:5).

›DETAILED DESCRIPTION OF THE INVENTION · 14 of 15

In yet another embodiment the movement of mutant or wild-type fragments in polyacrylamide gels containing a gradient of denaturant is assayed using denaturing gradient gel electrophoresis (DGGE) (Myers et al. (1985) Nature 313:495). When DGGE is used as the method of analysis, DNA will be modified to insure that it does not completely denature, for example by adding a GC clamp of approximately 40 bp of high-melting GC-rich DNA by PCR. In a further embodiment, a temperature gradient is used in place of a denaturing gradient to identify differences in the mobility of control and sample DNA (Rosenbaum and Reissner (1987) Biophys. Chem. 265:12753).

Examples of other techniques for detecting point mutations include, but are not limited to, selective oligonucleotide hybridization, selective amplification or selective primer extension. For example, oligonucleotide primers may be prepared in which the known mutation is placed centrally and then hybridized to target DNA under conditions which permit hybridization only if a perfect match is found (Saiki et al. (1986) Nature 324:163; Saiki et al. (1989) Proc. Natl. Acad. Sci. USA 86:6230). Such allele specific oligonucleotides are hybridized to PCR amplified target DNA or a number of different mutations when the oligonucleotides are attached to the hybridizing membrane and hybridized with labeled target DNA.

Alternatively, allele specific amplification technology which depends on selective PCR amplification may be used in conjunction with the instant invention. Oligonucleotides used as primers for specific amplification may carry the mutation of interest in the center of the molecule (so that amplification depends on differential hybridization) (Gibbs et al. (1989) Nucl. Acids Res. 17:2437) or at the extreme 3′ end of one primer where, under appropriate conditions, mismatch can prevent, or reduce polymerase extension (Prossner (1993) Tibtech 11:238). In addition it may be desirable to introduce a novel restriction site in the region of the mutation to create cleavage-based detection (Gasparini et al. (1992) Mol. Cell Probes 6:1). It is anticipated that in certain embodiments amplification may also be performed using Taq ligase for amplification (Barany (1991) Proc. Natl. Acad. Sci. USA 88:189). In such cases, ligation will occur only if there is a perfect match at the 3′ end of the 5′ sequence making it possible to detect the presence of a known mutation at a specific site by looking for the presence or absence of amplification.

An exemplary method for detecting the presence or absence of an analyte (e.g., DNA, RNA, protein, polypeptide, or the like) corresponding to a marker of the invention in a biological sample involves obtaining a bodily fluid sample (e.g., blood) from a test subject and contacting the bodily fluid sample with a compound or an agent capable of detecting one or more markers. Detection methods described herein can be used to detect one or more markers in a biological sample in vitro as well as in vivo. For example, in vitro techniques for detection of mRNA include Northern hybridizations and in situ hybridizations. In vitro techniques for detection of a polypeptide corresponding to a marker of the invention include enzyme linked immunosorbent assays (ELISAs), Western blots, immunoprecipitations and immunofluorescence. In vitro techniques for detection of genomic DNA include Southern hybridizations. Furthermore, in vivo techniques for detection of a polypeptide corresponding to a marker of the invention include introducing into a subject a labeled antibody directed against the polypeptide. For example, the antibody can be labeled with a radioactive marker whose presence and location in a subject can be detected by standard imaging techniques. Because each marker is also an analyte, any method described herein to detect the presence or absence of a marker can also be used to detect the presence or absence of an analyte.

The markers useful in the methods of the invention can include any mutation in any one of the markers. Mutation sites and sequences can be identified, for example, by databases or repositories of such information, e.g., The Human Gene Mutation Database (www.hgmd.cf.ac.uk), the Single Nucleotide Polymorphism Database (dbSNP, www.ncbi.nlm.nih.gov/projects/SNP), and the Online Mendelian Inheritance in Man (OMIM) website (www.ncbi.nlm.nih.gov/omim).

The present invention also provides kits that comprise marker detection agents that detect at least one or more of the cancer markers described herein.

The present invention also provides methods of treating or preventing cancer in a subject comprising administering to said subject an agent that modulates the activity or expression or disrupts the function of at least one or more of the markers of this invention.

The one or more markers identified by this invention (e.g., markers in Tables 1-8) may be used in the treatment of cancer. For example, a marker (e.g., a protein or gene) identified by the present invention may be used as a molecular target for a therapeutic agent. A marker identified by the invention also may be used in any of the other methods of the invention, e.g., for monitoring the progression or regression of a disease or condition. In certain embodiments, the one or more markers identified by the methods of this invention may have therapeutic potential. For example, if a marker is identified as being up-regulated (or down-regulated), see, for example, the up-regulated (or down-regulated) markers in Tables 1-8, or activated (or inhibited) in phagocytic cells from a subject having cancer, a compound or an agent that is capable of down-regulating (or up-regulating) or inhibiting (or activating) said marker may be useful in treating cancer. Similarly, a gene protein expression level, a protein expression level, or a combination thereof may be useful in this aspect of the invention.

Unless otherwise defined herein, scientific and technical terms used in this application shall have the meanings that are commonly understood by those of ordinary skill in the art. Generally, nomenclature used in connection with, and techniques of, cell and tissue culture, molecular biology, cell and cancer biology, neurobiology, neurochemistry, virology, immunology, microbiology, pharmacology, genetics and protein and nucleic acid chemistry, described herein, are those well known and commonly used in the art.

›DETAILED DESCRIPTION OF THE INVENTION · 15 of 15

All of the above, and any other publications, patents and published patent applications referred to in this application are specifically incorporated by reference herein. In case of conflict, the present specification, including its specific definitions, will control.

Throughout this specification, the word “comprise” or variations such as “comprises” or “comprising” will be understood to imply the inclusion of a stated integer (or components) or group of integers (or components), but not the exclusion of any other integer (or components) or group of integers (or components).

The singular forms “a,” “an,” and “the” include the plurals unless the context clearly dictates otherwise.

The term “including” is used to mean “including but not limited to.” “Including” and “including but not limited to” are used interchangeably.

It is to be understood that the embodiments of the present invention which have been described are merely illustrative of some of the applications of the principles of the present invention. Numerous modifications may be made by those skilled in the art based upon the teachings presented herein without departing from the true spirit and scope of the invention.

The following examples are set forth as being representative of the present invention. These examples are not to be construed as limiting the scope of the invention as these and other equivalent embodiments will be apparent in view of the present disclosure and accompanying claims.

EXAMPLES
›Examples3
›Example 1: Microarray Analysis of Head and Neck Cancer Patients

Study Population

Blood samples were collected from a mixed population of prostate cancer and head and neck cancer patients and from blood donors without head and neck cancer. Approximately 10 ml of blood was collected from each patient into purple top blood collection EDTA tubes (BD Biosciences, CA). Within 3 hours, macrophages, neutrophils and T cells were isolated from each blood sample and total RNA was extracted and purified on the same day. The healthy control blood samples were obtained from apheresis collars of anonymous platelet donors. Gender determination of the blood donors was performed by PCR using two sets of primers, SRY primers (Forward: 5′-CAG TGT GAA ACG GGA GAA AAC AG-3; Reverse: 5′-ACT TCG CTG CAG AGT ACC GAA G-3′) amplifying a 336 bp fragment on Y chromosome and AR6 primers (Forward: 5′-CAA TCA GAG ACA TTC CCT CTG G-3; Reverse: 5′-AGT GGT CCT CTC TGA ATC TC-3′) amplifying a 267 bp fragment on X chromosome (males have both fragments amplified; females have only one). The PCR (36 cycles) was done under the conditions of 95° C. for 45 seconds, 56° C. for 45 seconds, and 72° C. for 45 seconds.

Isolation of Macrophages (M), Neutrophils (N), and T Cells (TC) from Whole Blood

7 mL of 1×PBS containing 2% FBS and 2 mM EDTA were added to approximately 5 mL of whole blood, the sample centrifuged (2,000 RPM, 10 minutes at 20° C.). The buffy coat was removed and centrifuged (2,000 RPM, 10 minutes at 20° C.). The cell pellet was then suspended in ˜1 mL of PBS and transferred to a 1.5 mL microfuge tube. Next, macrophages, neutrophils, and T cells were isolated using magnetic beads coated with antibodies specific to each of the three cell types (positive cell depletion). Cells were separated from the buffy coat always in the following sequence: 1) macrophages; 2) neutrophils; and 3) T cells (changing the order did not alter the RNA yield and quality). The freshly isolated white blood cell samples (in ˜1 mL PBS) were incubated (25 min, 4° C., constant shaking) first with anti-monocyte coated Dynabeads® (CD14—Cat. No. 11149D, Life Technologies), then with anti-neutrophil coated Dynabeads® (CD15—Cat. No. 11137D, Life Technologies), and finally with anti-T cell coated Dynabeads® (CD2 Pan T—Cat. No. 11159D, Life Technologies). Following each incubation, the bead-bound cells were separated using a magnet. The purity of these white blood cell subpopulations, which per manufacturer's specifications (Life Technologies) is >95%, was evident from the unique gene expression pattern obtained (cluster analysis). As soon as each white blood cell subpopulation was isolated, the magnetic bead bound cells were washed with 1×PBS and lysed in Trizol®. The fractionation and subsequent lysis of all the three types of cells were completed in less than 2 hours after the isolation of the buffy coat.

Total RNA Isolation

Total RNA was extracted from cells and tissues with Trizol® and the Pure-Link RNA isolation kit (Cat. #12183018A, Life Technologies). The quantity and purity of the RNA samples were determined on a Bioanalyzer 2100 (Agilent Technologies) and the Degradometer software (version 1.41). In general, the RIN and 28s/18s ratios were always found to be in the satisfactory range, ≥9 and ≥1.9, respectively.

Whole Genome Microarray Data Analysis

Total RNA from macrophages, neutrophils, T cells, tumor tissue (TT), and “normal” tissue (NT) of cancer patients, and from macrophages, neutrophils, and T cells extracted from healthy male blood donors were used in gene expression profiling. Biotinylated cDNA probes were prepared from 100 ng of each RNA sample, fragmented, and hybridized with Human Gene 1.0 ST chip (Affymetrix). Array signals of fluorescence were scanned, captured and recorded as CEL files. All the processing and analysis of the data were done using R 49 and Bioconductor software packages. To obtain the log 2 transformed expression levels, the raw data files obtained in CEL file format were pre-processed using the oligo package and the RMA (robust multichip average algorithm) routine to background correct, quantile normalize and summarize at the core level.

›Example 2: Statistical Analysis of Microarray Data

Working with microarray data can be challenging because large numbers of genes can increase the likelihood of false positives, while a small number of samples can lead to overfitting. These issues can be overcome by using statistical methods to reduce the false rate of positives and using independent training and test data sets (e.g., cross-validation) to avoid overfitting. In particular, instead of using a “typical” 5% significance level, the false discovery rate (FDR) can be controlled to ensure that only 5% of the genes that are discovered are false positives, and Empirical Bayesian estimates can be used to improve test statistics.

Because an overfit model will perform poorly on an independent test set, a good test of the fit of a model is how well is performs on an independent test set. For small sample sizes, splitting data into test and training sets may leave too small of a data set for good training. This issue can be solved by using cross-validation, which splits the data into K-folds, trains the method on K-1 of the folds, and tests the method on the last fold. FIG. 1 depicts a diagram of a three-fold cross validation, wherein the diagnostic accuracy is averaged from the three splits. The ideal split for cross-validation is 10-fold for accurate and precise estimates of diagnostic accuracy. In a 10-fold cross validation, however, there are more than 10 splits because there are many choices for which data points go into the folds. For example, with the microarray data collected as described above, there are 50,979,600 ways to form 90% training/10% testing data sets.

The Empirical Bayesian method was used as follows:

1. The differential gene expression (DE) of phagocytes (macrophages or neutrophils) vs. T cells was calculated for each gene. DE is expressed as the log of the ratio of phagocyte to T cell expression: DE=log(GE P /GE TC ), where GE P is phagocyte gene expression and GE TC is T cell gene expression. 2. The mean DE was compared in cancer and control patients with a two-sample t-test. Empirical Bayes estimates of the test statistics “shrink” these toward zero. 3. Calculate a diagnostic signature with K genes:

Errors were calculated using an average of 1-sensitivity and 1-specificity, and the cross-validated error was used to select markers.

Using the above methods, the markers associated with cancer in macrophages vs. T cells (Tables 1 and 3) and the markers associated with cancer in neutrophils vs. T cells (Tables 2 and 4) were identified. Of these, two specific signatures of four markers (for macrophages) and two specific signatures of eight markers (for neutrophils) also were identified that give especially high sensitivity and specificity. For example, a four marker signature (C-Macro 1-4) from macrophages has a sensitivity of 99.86% and a specificity of 99.84%. The four genes identified were:

1. P2RY10;

2. TNFAIP3;

3. CXCR1; and

4. DNAJB1.

A different four marker signature (C-Macro 101-104) from macrophages has a sensitivity of 100% and a specificity of 98.1%. The four genes identified were:

1. P2RY10;

2. TNFAIP3;

3. TIPARP; and

4. CXCR1.

An eight marker signature (C-Neutro 1-8) from neutrophils has a sensitivity of 97.7% or 99.2% and a specificity of 99.96% or 94.6% (dependent on data set analyzed). Exemplary genes identified were:

1. EEF1A1;

2. RPL23A;

3. RPL14; and

4. RPL3.

FIG. 2 shows a summary of the cancer markers identified from macrophages and from neutrophils, as compared to T cells from the same individuals, for the C-Macro1-100, C-Macro 101-200, C-Neutro 1-100, and C-Neutro 101-200 markers. Specifically, average error, sensitivity, and specificity values are given for a four marker panel from C-Macro 1-100 (C-Macro 1-4), a four marker panel from C-Macro 101-200 (C-Macro 101-104), an eight marker panel from C-Neutro 1-100 (C-Neutro 1-8), and an eight marker panel from C-Neutro 101-200 (C-Neutro 101-108). FIG. 3 demonstrates the power of a paired within-subject (phagocyte to non-phagocyte) comparison to detect cancer as compared to phagocytes not paired with T cell data for comparison. The paired approach (comparing macrophage or neutrophils to T cell expression) is better than the phagocyte gene expression alone.

Similar methods were used to distinguish between prostate cancer and head and neck cancer, indicating an ability to differentiate between various cancers ( FIG. 6 ). For example, a 12 marker panel (PC/HNC-Macro 1-12) was able to distinguish between the cancers with a sensitivity of 75% and a specificity of 92.1%. A 10 marker panel (PC/HNC-Macro 101-110) was able to distinguish between the cancers with a sensitivity of 77.5% and a specificity of 90.7%. A nine marker panel (PC/HNC-Neutro 1-9) was able to distinguish between the cancers with a sensitivity of 87.5% and a specificity of 94.4% or a sensitivity of 88% and a specificity of 92.1%, dependent on the data set used to calculate the specificity and sensitivity. Markers distinguishing the cancers are listed in Tables 5-8.

›Example 3: Additional Validation

Additional validation is performed by validating the gene signature on a new data set of ˜50 cancer cases and 50 controls. Final validation is performed by estimating the sensitivity and specificity of the final gene signature on a large sample. For example, 195 cases and 195 controls can be used to estimate a sensitivity/specificity of at least 97.5% with a 95% margin of error no more than 5%. A challenge in designing a final validation study is that although cancer patients are pure, controls may have up to 20% false negatives. A statistical issue is that, while estimating sensitivity is not a problem, specificity has an upper bound of 80%. The solution is to purify the control set of patients. A purification method uses secondary screening of all controls, wherein three methylated gene marker tests are used to purify the control test set:

1. GST-Pi (sensitivity=95%, specificity=85%) 2. RAR-2b (sensitivity=95%, specificity=48%) 3. APC (sensitivity=95%, specificity=50%)

in subjects with two serial negative biopsies. A second purification method is depicted in FIG. 4 , and a comparison of purification methods is shown in FIG. 5 .

›Tables in the description — 8
TABLE 1 — Cancer (C)-Macro Markers 1-100 Transcript
C-MacroCluster IDGene NameCancer MeanControl MeanPattern
18168524P2RY100.1422952610.029828375Cancer UR
28122265TNFAIP30.6205588010.211725335Cancer UR
38083569TIPARP1.0662192760.464364876Cancer UR
48058905CXCR18.6404476560.784600913Cancer UR
57923547CHI3L19.0473005531.251169207Cancer UR
67903592KIAA13241.1028012140.139725719Cancer UR
78034837DNAJB10.5762638090.308941315Cancer UR
87898693ALPL6.5556776551.159450091Cancer UR
97962516SLC38A10.0423039730.020268951Cancer UR
108037205CEACAM12.1098893970.59390842Cancer UR
118048227CXCR210.183317661.417588198Cancer UR
127961371DUSP160.3197118430.149852042Cancer UR
137952036MPZL31.2258365770.541385722Cancer UR
148016540PHOSPHO14.2981222611.192652558Cancer UR
157904361FAM46C0.2966165550.079575558Cancer UR
168062927PI35.2437673361.068298221Cancer UR
178174361TSC22D30.9764972070.618688293Cancer UR
187996100GPR974.6712050341.128190892Cancer UR
197899253ZDHHC181.6675771690.686773779Cancer UR
208097461CCRN4L1.3776735453.607902835Cancer DR
218095728EREG1.7434679810.7290871Cancer DR
228070720ICOSLG1.4787021613.309822542Cancer DR
237972805RAB202.2408103225.494866343Cancer DR
247972557GPR1830.3281743621.175191296Cancer DR
257955589NR4A12.467910056.575336512Cancer DR
268104492ROPN1L2.2233915750.731058369Cancer UR
277974870SNAP1.0913373331.842512128Cancer DR
287923917FAIM30.0552580860.02956543Cancer UR
298179263TNF2.2222792220.866313835Cancer UR
308177983TNF2.2222792220.866313835Cancer UR
318118142TNF2.2222792220.866313835Cancer UR
328063382SNAI11.1952718792.439730089Cancer DR
337930413DUSP51.2239957310.560750904Cancer UR
348114572HBEGF3.82228363712.5273771Cancer DR
358156848NR4A31.042053332.683137433Cancer DR
368146550SDCBP4.4929027662.677202226Cancer UR
378083494MME7.0789189531.175410257Cancer UR
388105778PIK3R10.4271439740.269772089Cancer UR
397961142OLR11.1803948654.96332356Cancer DR
408019877SMCHD11.119681510.652468814Cancer UR
418061373GZF11.4336354312.4459341Cancer DR
428073148ATF41.4941184351.063953313Cancer UR
438026564KLF20.7898028310.526489836Cancer UR
448063115MMP93.9280914651.325455323Cancer UR
457920575PBXIP10.593650490.399025072Cancer UR
468075316OSM1.7052514184.034924134Cancer DR
478145244TNFRSF10C4.9660746771.75691825Cancer UR
487926916ZEB10.2803217830.11262711Cancer UR
497929616FRAT12.7130373891.442319574Cancer UR
507937335IFITM10.3666635840.116950226Cancer UR
518092691BCL68.9361743954.206275916Cancer UR
528052654PELI4.5766148682.190339783Cancer UR
538001317N4BP11.3071021270.784554396Cancer UR
548072328SEC14L20.7654748630.403431114Cancer UR
557922846FAM129A2.0335872180.811233648Cancer UR
567945169TMEM45B0.8908624270.325128823Cancer UR
578114010IRF11.6763956610.97821653Cancer UR
588026456CYP4F5.8403715691.394455051Cancer UR
598119898VEGFA3.456194347.36028069Cancer DR
608119016MAPK130.6417456770.368678501Cancer UR
618117330HIST1H3A0.7930102850.36466297Cancer UR
628116983CD832.1334936134.212633506Cancer DR
638000482XPO61.2819720430.730075877Cancer UR
647998931ZNF2001.1121744830.747138578Cancer UR
658019885SMCHD11.2006332570.694017136Cancer UR
668044049IL18RAP0.2945495770.048739981Cancer UR
678026047JUNB2.9057204621.471000804Cancer UR
687904465HIST2H2BA0.9583547910.679665447Cancer UR
697968035SPATA130.6002353040.958662754Cancer DR
707946559GNG103.1473222642.040359059Cancer UR
718128111UBE2J12.2819117381.434763478Cancer UR
728116484MGAT11.6887266512.506886835Cancer DR
737978595BAZ1A1.6244256411.082164671Cancer UR
747954711C12orf350.8424656620.489425283Cancer UR
758064438NSFL1C2.0460512391.405613346Cancer UR
768011968MED310.960671370.716049164Cancer UR
778126839TNFRSF211.1144307562.098652381Cancer DR
788008795C17orf711.320032430.857441229Cancer UR
797961365MANSC14.9305947111.75981802Cancer UR
808060344TRIB30.9689598931.298214832Cancer DR
817975453SNORD56B3.2631245038.224312945Cancer DR
828017850WIPI12.0712144363.599837341Cancer DR
838015133KRT234.6060314571.387347323Cancer UR
847925048EGLN11.7501588691.20878267Cancer UR
858177951HCG271.2852042350.794781361Cancer UR
867922474KIAA00401.2274977450.772043684Cancer UR
878127145ELOVL51.2329775860.890616673Cancer UR
887992811MMP253.5521046431.519284767Cancer UR
898095986ANXA33.9830110451.048862261Cancer UR
908078014SLC64.1199362242.632320297Cancer UR
918112220PDE4D0.5578214440.904855095Cancer DR
927974920SYNE20.0936120270.03658116Cancer UR
938042283HSPC1592.3149673090.966672965Cancer UR
948079140SNRK0.7979563070.592571613Cancer UR
957987192SLC12A62.0497134931.421765397Cancer UR
967945944RHOG2.1610604731.613390851Cancer UR
977910387RHOU2.1759284574.143592241Cancer DR
988144931ATP6V1B25.2963685843.704075834Cancer UR
997955578GRASP1.0708167881.67638387Cancer DR
1008091120GK50.5601583871.071261752Cancer DR
(DR = down-regulated; UR = up-regulated)
TABLE 2 — Cancer (C)-Neutro Markers 1-100 Transcript
C- NeutroCluster IDGene NameCancer MeanControl MeanPattern
18180410Unknown0.2001173680.62620984Cancer DR
28138531EEF1A10.2825129430.716120804Cancer DR
38091806RPL23A0.2091467640.601822054Cancer DR
48026440RPL23A0.2074394330.58982973Cancer DR
58005943RPL23A0.1939817760.55638321Cancer DR
67956743RPL140.1529762830.476827764Cancer DR
78076209RPL30.0958007230.394600877Cancer DR
88158952EEF1A10.2634898360.692649185Cancer DR
98109821RPL100.2257088310.694652859Cancer DR
108107470PTMA0.3506172420.80118868Cancer DR
117946812RPS130.1410073640.569520819Cancer DR
127961022PTMA0.3440971640.753347849Cancer DR
138026868RPL18A0.1661132050.59749077Cancer DR
148153903RPL80.2408161340.631773105Cancer DR
158061136PTMA0.3057954260.799922277Cancer DR
168180297Unknown0.1242900690.479274426Cancer DR
178013348RPS20.2230495140.537889078Cancer DR
187954006PTMA0.3471076120.751137136Cancer DR
197986323GLTSCR20.1107191930.411911366Cancer DR
208030351RPL13A0.2108858320.533772034Cancer DR
218038086RPL180.1571461910.560978174Cancer DR
227998655RPS20.2271014530.543477946Cancer DR
238180355Unknown0.2010082870.586677482Cancer DR
248177003SLC25A60.1920136850.732041435Cancer DR
258171111SLC25A60.1920136850.732041435Cancer DR
268116929RPL150.1853917990.542468444Cancer DR
277983843TCF120.1890136240.541511564Cancer DR
287948679EEF1G0.1681995750.572470282Cancer DR
298034416RPL100.1486523870.466314396Cancer DR
307942824RPS280.178260430.577772835Cancer DR
317901038RPS80.1718555520.506397724Cancer DR
328025395RPS280.1751344970.569300667Cancer DR
338154394SNAPC30.2113034220.726268944Cancer DR
348005471RPS280.1742303950.565217789Cancer DR
358116520GNB2L10.1659079370.610016882Cancer DR
367990965RPS170.1105612590.39582654Cancer DR
377990916RPS170.1105612590.39582654Cancer DR
387986765RPL50.1523047130.521955359Cancer DR
398076511RPL50.1587881060.48242009Cancer DR
408024299RPS150.2214912410.606758584Cancer DR
418173513RPS4X0.1051756690.411688846Cancer DR
428007441RPL270.3163626070.642964949Cancer DR
438022170RPL60.2019849730.515685725Cancer DR
448164100RPL350.09334850.377004089Cancer DR
458085026RPL35A0.175742710.479603464Cancer DR
467966534RPL60.2064859060.516323625Cancer DR
478047635RPL120.1851395220.479381403Cancer DR
487966996RPLP00.1352185040.435746306Cancer DR
498174710RPL390.2179602450.509260022Cancer DR
507917906RPL70.2277725930.55562462Cancer DR
518109222RPL70.2230016320.548404866Cancer DR
528051066MPV170.2304770760.772766442Cancer DR
537900585YBX10.3765983910.834191228Cancer DR
547929593RPL13AP50.2835645040.67977926Cancer DR
557903010RPL50.2003502340.478097833Cancer DR
567920317ILF20.1729030970.537870922Cancer DR
578172154RPS20.3077533830.60299509Cancer DR
588125750RPL120.1683211410.449114014Cancer DR
598043100TMSB100.2846641810.74343566Cancer DR
608127526RPL390.2132995060.498657094Cancer DR
617899160CD520.1409594240.610247056Cancer DR
628171834RPL0.1810181320.445097281Cancer DR
638099887RPL90.1785158730.439813779Cancer DR
647990898RPL0.1765534310.439403367Cancer DR
658154359RPL18A0.2615797430.647185895Cancer DR
668063473RPL120.1802844930.46028389Cancer DR
677968872DNAJC150.1600013770.560505108Cancer DR
688151376RPL70.2280599380.540641513Cancer DR
697990949RPL0.1732902830.432316094Cancer DR
708118594HLA-DPB10.21400861.32168702Cancer DR
717984562RPLP10.2060906360.545118248Cancer DR
728073799ATXN100.1394381690.465493834Cancer DR
737933760CCDC60.164812720.663958305Cancer DR
748179519HLA-DPB10.1947237931.373055482Cancer DR
758115234ANXA60.09097790.316090919Cancer DR
768009561RPL380.284747990.593379311Cancer DR
778178220HLA-DPB10.2060349191.254074325Cancer DR
787973056APEX10.1305243640.465327418Cancer DR
797905099VPS450.2066586390.611894043Cancer DR
808115147CD740.6866549262.484644609Cancer DR
818115158RPS140.2259939450.530386289Cancer DR
827965515NDUFA120.2893568590.63334209Cancer DR
838022972RPL7A0.2494080780.547837095Cancer DR
847944152IL10RA0.1809177170.617370448Cancer DR
857999827RPS15A0.22908890.461445511Cancer DR
868092457ALG30.2774794760.782108011Cancer DR
878175177MBNL30.1546755370.537895141Cancer DR
888036777FBL0.1097324950.337880818Cancer DR
898109750RPLP00.0760850910.355200772Cancer DR
908036602ECH10.1877026560.625284322Cancer DR
917912956RCC20.4748855910.960941494Cancer DR
927939368TRIM440.273178420.714981248Cancer DR
938154727LOC1384120.2093524090.645267809Cancer DR
947899957ZMYM40.3290323050.697634114Cancer DR
957996947CYB5B0.2516867670.49172633Cancer DR
968108954TCERG10.2187439120.578860239Cancer DR
978097782RPS3A0.2265502540.462605419Cancer DR
988027778FXYD50.3124929860.629101591Cancer DR
998178802HLA-DRB30.5275744882.183588812Cancer DR
1007948667AHNAK0.1167008410.527579932Cancer DR
(DR = down-regulated; UR = up-regulated)
TABLE 3 — Cancer (C)-Macro Markers 101-200 Transcript
C-MacroCluster IDCancer MeanControl MeanPattern
10181685240.1535651230.02973116Cancer UR
10281222650.654519640.211659366Cancer UR
10380589058.1598484290.786213943Cancer UR
10480348370.5928302770.310069566Cancer UR
10579625160.0438646590.020371106Cancer UR
10679035921.0166918570.140023828Cancer UR
10779613710.3349298770.149471052Cancer UR
10879520361.2156651660.546920278Cancer UR
10981743610.9827732830.614693417Cancer UR
11079235478.449885851.246796188Cancer UR
11180835691.0384661840.467897834Cancer UR
11279043610.3102133910.081850402Cancer UR
11380526544.9973036912.175406803Cancer UR
11480723280.8161304070.404105838Cancer UR
11580482279.326462171.400245526Cancer UR
11680372051.9747241160.606234932Cancer UR
11780974611.3734498893.614577473Cancer DR
11880957281.72393796310.32404888Cancer DR
11980707201.4061251333.319307189Cancer DR
12080633821.1910864632.442584039Cancer DR
12179728052.3746948925.471720102Cancer DR
12279555892.3167060326.488994673Cancer DR
12381465504.6861952312.695596257Cancer UR
12478986936.1904107981.169632616Cancer UR
12579611421.1595680774.879358896Cancer DR
12680753161.6102689944.011305782Cancer DR
12781057780.433908430.27076014Cancer UR
12879269160.3066070490.115655221Cancer UR
12979296162.7384160611.431015336Cancer UR
13081169831.9248009544.173442204Cancer DR
13179304131.2116265490.561848213Cancer UR
13281568481.0365299512.63646172Cancer DR
13380165404.0434330521.188715166Cancer UR
13479748701.1349093391.83735522Cancer DR
13581198983.2489869047.317821066Cancer DR
13679785951.6999767111.082763864Cancer UR
13779239170.0577638040.029309611Cancer UR
13879004261.8862515111.282061493Cancer UR
13980926918.6183069244.197890572Cancer UR
14079451690.982332480.326074124Cancer UR
14178992531.6382571440.692376881Cancer UR
14280629275.3576790491.090689052Cancer UR
14381140101.6974445020.97716878Cancer UR
14480198771.1218579370.649599886Cancer UR
14579989311.1160711690.752216983Cancer UR
14680997972.1552781791.386902202Cancer UR
14780723460.8455816330.598417483Cancer UR
14881145723.94794508412.22822301Cancer UR
14980013171.3634602310.792769423Cancer UR
15079725570.3843371921.159820179Cancer DR
15181268391.0820450182.076217645Cancer DR
15279228461.9727464720.812013092Cancer UR
15380265640.8100938260.531791285Cancer UR
15480613731.4402736392.415653102Cancer DR
15580004821.3022913930.728353956Cancer UR
15680198851.2376169350.697370351Cancer UR
15779373350.3472232750.115249042Cancer UR
15880367101.4094867230.997985542Cancer UR
15979961004.2423656481.129208861Cancer UR
16081173300.7829669390.370185013Cancer UR
16179996421.1721286980.85020082Cancer UR
16279465593.2468617472.0341812Cancer UR
16379290320.9608717980.582991036Cancer UR
16480178502.0294683923.597053643Cancer DR
16580731481.506425941.064442258Cancer UR
16681044922.0703597510.742388Cancer UR
16780260472.9462313821.485086606Cancer UR
16880119680.9762222620.717565997Cancer UR
16981792632.0496475170.870811463Cancer UR
17081779832.0496475170.870811463Cancer UR
17181181422.0496475170.870811463Cancer UR
17279749200.1016333620.037091839Cancer UR
17379615240.5475819560.336258312Cancer UR
17481190160.654061920.374428114Cancer UR
17579096101.2929241132.24858374Cancer DR
17679103872.0831902194.109913744Cancer DR
17780947430.0666207420.035169584Cancer UR
17880631153.607603321.32364083Cancer UR
17980635830.6774590880.421285936Cancer UR
18079224741.2793413670.777989719Cancer UR
18181242800.8586196140.564538559Cancer UR
18279044650.9576909020.686424857Cancer UR
18379507430.3763425190.192646609Cancer UR
18479205750.5889501060.398196223Cancer UR
18580644382.076330051.40433679Cancer UR
18681271451.2653465850.897546589Cancer UR
18779871922.1300503841.416637683Cancer UR
18881281112.2153147651.429969971Cancer UR
18980256720.9672683680.564381668Cancer UR
19081449315.3679519563.726492662Cancer UR
19179459442.2012571311.621397075Cancer UR
19281472062.3893490733.927953313Cancer DR
19380671131.5165327840.895542524Cancer UR
19481122021.1980540222.831920376Cancer DR
19580834945.6759276091.157097223Cancer UR
19679754533.0293166398.237084986Cancer DR
19781244160.541315210.333145773Cancer UR
19879680350.6093439620.950857801Cancer DR
19980782141.393287351.096726399Cancer UR
20081779511.28838230.784172225Cancer UR
(DR = down-regulated; UR = up-regulated)
TABLE 4 — Cancer (C)-Neutro Markers 101-200 Transcript
C-NeutroCluster IDCancer meanControl meanPattern
10181804100.1884226190.624612673Cancer DR
10281589520.2349526250.686421334Cancer DR
10381385310.2526440620.711316246Cancer DR
10480918060.1946875030.597720357Cancer DR
10580762090.0850439760.39237551Cancer DR
10679567430.1415278810.473806633Cancer DR
10780264400.1930998030.583462463Cancer DR
10880059430.1803197750.550334281Cancer DR
10979838430.1798152950.538902593Cancer DR
11079986550.2180631840.537001903Cancer DR
11180133480.2156284360.53311271Cancer DR
11281074700.3265633440.798079666Cancer DR
11381802970.1117436130.473432388Cancer DR
11480268680.1562962840.59044297Cancer DR
11581803550.1897982730.584095306Cancer DR
11681543940.1927726880.727012806Cancer DR
11779863230.1023130560.408935461Cancer DR
11879468120.130358980.563435992Cancer DR
11981539030.2213023630.623162146Cancer DR
12080611360.2800063010.794624343Cancer DR
12179428240.1595415480.571170935Cancer DR
12280054710.1559916280.558482978Cancer DR
12380253950.1567220740.562233499Cancer DR
12479203170.1540721650.5395029Cancer DR
12581735130.0984483840.408782488Cancer DR
12681770030.169523030.728285779Cancer DR
12781711110.169523030.728285779Cancer DR
12880850260.1563685390.47693372Cancer DR
12981169290.1761833030.539878645Cancer DR
13080303510.2042670720.527648557Cancer DR
13181151580.196324980.529445703Cancer DR
13279486790.1417810810.571490186Cancer DR
13379610220.3416152070.748141158Cancer DR
13480510660.2019465480.767347807Cancer DR
13579909650.1028959020.391261856Cancer DR
13679909160.1028959020.391261856Cancer DR
13779540060.3438902760.743532451Cancer DR
13881152340.0803368510.314830287Cancer DR
13980344160.1354256460.463038573Cancer DR
14079005850.352796930.833649024Cancer DR
14180242990.2121944130.607899485Cancer DR
14280380860.1324337210.556045454Cancer DR
14381098210.2044002450.686951642Cancer DR
14480431000.2573355750.741689456Cancer DR
14581641000.0870558590.365288977Cancer DR
14678991600.1241578830.611959909Cancer DR
14781747100.2177488470.509944666Cancer DR
14881165200.1411356880.604419962Cancer DR
14981014290.0726019840.441486372Cancer DR
15081275260.2126721740.497601294Cancer DR
15181097500.0610022590.352037718Cancer DR
15280095610.2628178130.582845797Cancer DR
15380765110.1519999440.478349935Cancer DR
15480924570.25639940.789063726Cancer DR
15579669960.1338145180.433354821Cancer DR
15680074410.3189168430.63569922Cancer DR
15779486670.0990272320.526841184Cancer DR
15880366020.1677267620.625645255Cancer DR
15979441520.1582728810.616576032Cancer DR
16079845620.2022269210.545156929Cancer DR
16179730560.122730260.466766159Cancer DR
16279688720.1526292710.559511625Cancer DR
16379549970.2272932080.835336974Cancer DR
16479665340.2045372110.514690813Cancer DR
16579129560.439444820.955570558Cancer DR
16681547270.1893974380.644011951Cancer DR
16781721540.305674090.601073059Cancer DR
16880277780.2946344150.625261076Cancer DR
16981185940.1691943731.322799632Cancer DR
17079374760.0910220220.433361614Cancer DR
17180431970.2099470870.835958812Cancer DR
17281782200.1679509371.257294898Cancer DR
17379867650.1493880160.51818569Cancer DR
17480502150.2761761460.545194096Cancer DR
17580998870.182991670.435941982Cancer DR
17679655150.2774872950.635706106Cancer DR
17780367770.1038146530.335518446Cancer DR
17879908980.1814270170.435911815Cancer DR
17980221700.2044215520.512559266Cancer DR
18081718340.1868874260.444312549Cancer DR
18179909490.1784198070.429876071Cancer DR
18281151470.5887111972.543951919Cancer DR
18381257500.1706931540.445978261Cancer DR
18479995200.0948072090.434810338Cancer DR
18580476350.1879924120.476720865Cancer DR
18681795190.1485209361.377666159Cancer DR
18780289160.2036780780.582119546Cancer DR
18878999570.326476120.692408847Cancer DR
18979123850.2222447370.515414934Cancer DR
19079295930.2544838250.673379639Cancer DR
19179998270.220553110.458609083Cancer DR
19279425860.1228461790.381746923Cancer DR
19379030100.2045578580.476036067Cancer DR
19481804020.3652368680.664121825Cancer DR
19581543590.2707749730.649779593Cancer DR
19681603080.1397085470.388974892Cancer DR
19779010380.179428110.505383487Cancer DR
19880261060.2737597860.625401988Cancer DR
19981527640.2905981021.494807117Cancer DR
20080844880.129969860.377518065Cancer DR
(DR = down-regulated; UR = up-regulated)
TABLE 5 — Prostate Cancer vs. Head and Neck Cancer (PC/HNC)-Macro Markers 1-100
PC/HNC-Transcript
MacroCluster IDProstate meanHNC meanPattern
179008880.173714560.08817516Prostate UR
279006391.8021522551.15397654Prostate UR
378987391.114089610.82749033Prostate UR
478984130.673925560.49306004Prostate UR
578970340.6262016230.44690779Prostate UR
678969610.6303272740.40732072Prostate UR
778993430.7260762160.59157349Prostate UR
878979600.3567089940.25225113Prostate UR
978973050.0853174230.05232444Prostate UR
1078971190.06225080.04125291Prostate UR
1178977451.1053419470.85257586Prostate UR
1279010480.8934143340.55699338Prostate UR
1379009990.8934143340.55699338Prostate UR
1478995620.9208663730.7809056Prostate UR
1578993928.6287244395.51200272Prostate UR
1678989980.8397926450.66603122Prostate UR
1778988050.9521254010.78215228Prostate UR
1879004382.9403524743.89294087Prostate DR
1978998510.8422521381.10398234Prostate DR
2078987361.3463752311.89769295Prostate DR
2178984832.7535999985.56947389Prostate DR
2278969370.9775553991.2014229Prostate DR
2378969292.8116114874.34483418Prostate DR
2478993230.9322264680.74082024Prostate UR
2579004921.4540193481.1539056Prostate UR
2678988811.4669310811.17758359Prostate UR
2779001670.2483064020.15711678Prostate UR
2878980201.6646526381.35936858Prostate UR
2979008780.4880768140.93299234Prostate DR
3079006099.4409208036.580795Prostate UR
3179004092.1462280061.60768619Prostate UR
3278990960.1867766390.11669783Prostate UR
3378995341.1524205791.01684571Prostate UR
3479004880.8167356680.65919367Prostate UR
3578994070.8225706850.69175622Prostate UR
3678990189.3436215214.876575Prostate UR
3778994554.4815044573.05597153Prostate UR
3879002280.5654737170.44475451Prostate UR
3978974491.0289620010.83599809Prostate UR
4079006541.183208180.9112754Prostate UR
4178972360.6047524080.38075156Prostate UR
4278978491.3086079151.02712991Prostate UR
4378986550.7653265140.57697822Prostate UR
4478968650.9810291320.85935166Prostate UR
4578974260.0589407510.04164638Prostate UR
4678984311.6125446351.14610124Prostate UR
4778993501.4707361231.14874973Prostate UR
4878994481.1388213950.9662266Prostate UR
4978997500.3296959910.47917855Prostate DR
5078976911.3776487681.10001944Prostate UR
5179003828.0472590325.40447368Prostate UR
5279001921.591545011.77652546Prostate DR
5378983501.1664646270.87088799Prostate UR
5478982961.1664646270.87088799Prostate UR
55789675616.5374397224.4383885Prostate DR
5678981241.3147940950.88645691Prostate UR
5778989882.4524507433.63039674Prostate DR
5878983370.6327658210.45503236Prostate UR
5978981610.9462044211.05104361Prostate DR
6078998292.1458030141.73641438Prostate UR
6179005851.2847624981.68441785Prostate DR
6278985942.1224557621.65893241Prostate UR
6378997742.4023096252.05018985Prostate UR
6478972571.0138089530.75484435Prostate UR
6578974412.3357574273.27479786Prostate DR
6678975222.2704706271.91499556Prostate UR
6778999320.7370505531.14729271Prostate DR
6878998980.5444207850.65409018Prostate DR
6979000011.7603955251.45748264Prostate UR
7078999212.4647923723.98131153Prostate DR
7178979870.6721030380.53917805Prostate UR
7278978901.7202015251.30711874Prostate UR
7379006353.5450169512.67473725Prostate UR
7478988331.7791649481.37302263Prostate UR
7578973292.2542396631.81517566Prostate UR
7678997905.8638846344.13618926Prostate UR
7779004901.368278741.22792955Prostate UR
7878989160.9870336180.8820278Prostate UR
7978974160.8196517460.39507013Prostate UR
8078981920.9715220390.84215204Prostate UR
8178985210.7551786650.64866356Prostate UR
8278982561.1521867960.96705766Prostate UR
8378986771.1393298560.96095486Prostate UR
8478990160.5945564250.49087673Prostate UR
8578986091.729469271.31260331Prostate UR
8678985161.4357234741.20399467Prostate UR
8778980521.6243430591.0990904Prostate UR
8878987501.0026344491.1486647Prostate DR
8978980021.3528795591.11186666Prostate UR
9078998820.9138655560.80538181Prostate UR
9178972881.0645329620.95246928Prostate UR
9278982631.190582751.09256179Prostate UR
9379010460.9165984870.84402334Prostate UR
9478967540.8660905360.79633452Prostate UR
9578986161.1470304351.01524538Prostate UR
9679000760.8051611540.69042447Prostate UR
9778983571.2205968291.10802848Prostate UR
9878996881.6119623792.33223295Prostate DR
9978981842.1901968221.87918773Prostate UR
10078997272.1878544822.01458398Prostate UR
(DR = down-regulated; UR = up-regulated)
TABLE 6 — Prostate Cancer vs. Head and Neck Cancer (PC/HNC)-Neutro Markers 1-100
PC/HNC-Transcript
NeutroCluster IDProstate MeanHNC MeanPattern
178983140.4723521490.295758103Prostate UR
278982630.4703465080.310072475Prostate UR
378972770.4033417850.246610932Prostate UR
478971720.5284674090.37306189Prostate UR
578970440.1468046120.092032212Prostate UR
678969170.5648752050.387977245Prostate UR
778979550.1882549560.113855395Prostate UR
878979660.2325157240.152024283Prostate UR
978971790.5787224210.340430311Prostate UR
1078985370.2792928330.174491575Prostate UR
1178981840.2264000320.14950648Prostate UR
1278967610.2747086210.187070078Prostate UR
1378977140.5201536310.363473911Prostate UR
1478990160.6169797820.431180962Prostate UR
1578993430.7778771530.343891728Prostate UR
1678992730.7778771530.343891728Prostate UR
1778990290.1794559310.111363025Prostate UR
1878970680.4126045220.221994054Prostate UR
1978978490.2461633410.171656261Prostate UR
2078976630.2461633410.171656261Prostate UR
2178977280.1609365110.122730523Prostate UR
2278989020.1098963470.072605657Prostate UR
2378981240.7580653250.433521341Prostate UR
2478974690.2306806740.152019315Prostate UR
2578974160.2306806740.152019315Prostate UR
2678974490.2136290940.157994707Prostate UR
2778973700.1350667510.079756496Prostate UR
2878987500.6542433620.327821118Prostate UR
2978970260.0907881630.062728225Prostate UR
3078976910.1943165250.117272696Prostate UR
3178990050.2002471910.147403774Prostate UR
3278984130.4726790580.322722967Prostate UR
3378993460.6403987680.323867466Prostate UR
3478992840.6403987680.323867466Prostate UR
3578993610.3370357360.221863494Prostate UR
3678984310.1569230620.09015974Prostate UR
3778969210.1748990120.119106922Prostate UR
3878984480.1350611460.109332089Prostate UR
3978973780.2672921650.133889964Prostate UR
4078985160.0983489540.062481326Prostate UR
4178988090.4916770020.367987619Prostate UR
4278987360.1139991610.082835856Prostate UR
4378977450.1045729570.060987418Prostate UR
4478980521.4450622290.629181447Prostate UR
4578979870.4984262910.397985849Prostate UR
4678990230.2143866730.148057449Prostate UR
4778980840.145550450.109512027Prostate UR
4878967400.6189450160.477094838Prostate UR
4978980071.0332984670.60491554Prostate UR
5078990870.4898540740.403354804Prostate UR
5178989670.3188535040.191403501Prostate UR
5278971320.1107147560.059941241Prostate UR
5378968170.8949912890.694908734Prostate UR
5478969850.5163999940.384878562Prostate UR
5578981150.1097258610.080915573Prostate UR
5678989160.1644172480.127708697Prostate UR
5778986020.0677682640.038000029Prostate UR
5878990750.0914208020.069853218Prostate UR
5978979740.6646959960.509259275Prostate UR
6078991340.1039514420.077074358Prostate UR
6178989100.5451029730.397482411Prostate UR
6278981020.1758863340.135446742Prostate UR
6378968610.2300314090.190340424Prostate UR
6478980120.2234608080.168124325Prostate UR
6578968220.3729177750.21278994Prostate UR
6678993100.3215507280.10832907Prostate UR
6778991920.3215507280.10832907Prostate UR
6878989570.9736857150.587477731Prostate UR
6978978240.2231585350.17320102Prostate UR
7078981120.1618527270.127616873Prostate UR
7178986550.2534537490.177336112Prostate UR
7278988330.3934036660.283521593Prostate UR
7378968780.5060631670.342056413Prostate UR
7478968820.1570905740.065476841Prostate UR
7578969610.1824941750.100199558Prostate UR
7678973220.1417153720.103369275Prostate UR
7778974410.1863016120.146498074Prostate UR
7878978030.1613270260.121522293Prostate UR
7978967540.1731099950.130063698Prostate UR
8078983750.1676643030.09775886Prostate UR
8178992200.1953598320.085063774Prostate UR
8278993770.1626616020.125660578Prostate UR
8378976850.1562850920.117822Prostate UR
8478974260.185619950.155860307Prostate UR
8578970340.2977861060.198693521Prostate UR
8678984110.1623843160.127798349Prostate UR
8778991670.1819085630.123429432Prostate UR
8878990960.1819085630.123429432Prostate UR
8978986530.2616806920.206759226Prostate UR
9078983280.552800530.466282461Prostate UR
9178972950.2898395220.228101347Prostate UR
9278982560.1708900170.145553307Prostate UR
9378987990.2185427020.188146131Prostate UR
9478978900.419169370.332096907Prostate UR
9578984830.1619788920.133431594Prostate UR
9678974040.5511617090.432147632Prostate UR
9778989880.2834802430.220289746Prostate UR
9878969370.2433521420.184139991Prostate UR
9978987250.1903869240.099484518Prostate UR
10078987930.1803110.133379341Prostate UR
(DR = down-regulated; UR = up-regulated)
TABLE 7 — Prostate Cancer vs. Head and Neck Cancer (PC/HNC)-Macro Markers 101-200
PC/HNC-Transcript
MacroCluster IDGene NameProstate meanHNC meanPattern
1018168524P2RY100.1520052530.088175164Prostate UR
1028121257PRDM10.255198010.157116777Prostate UR
1038026787FAM129C1.1185948450.827490331Prostate UR
1048009685SLC9A3R10.6599541270.493060042Prostate UR
1057952126RPL23AP641.1218218160.852575862Prostate UR
1067920575PBXIP10.617361450.446907787Prostate UR
1078031939ZNF5840.9652088920.782152279Prostate UR
1088074695MGC167030.8398584330.691756222Prostate UR
1098087596HYAL30.9106177750.780905597Prostate UR
1108069332MCM3AP-0.7067776390.591573489Prostate UR
AS
1118070720ICOSLG1.5311071141.148749732Prostate UR
1127923917FAIM30.0575314040.04125291Prostate UR
1137935660DNMBP2.4254002181.815175659Prostate UR
1148144279CLN81.432238281.153905598Prostate UR
1157928308DDIT40.6163942670.380751555Prostate UR
1168168028STARD81.8951817542.448347527Prostate DR
1178117377HIST1H1E0.5814681030.696626006Prostate DR
1188101992SLC39A80.2994039290.479178554Prostate DR
1198026579TMEM38A1.3787240371.897692954Prostate DR
1208012028ASGR23.0496930335.569473894Prostate DR
1217914184PTAFR3.0288135694.344834176Prostate DR
1228132399C7orf360.3923498820.483849886Prostate DR
1238044766INSIG20.753370430.86796442Prostate DR
1248121277AIM10.8274302581.014548905Prostate DR
1258137240GIMAP70.4026717990.505696085Prostate DR
1268137257GIMAP50.2109012150.280198715Prostate DR
1278112409SGTB0.7822314880.950030056Prostate DR
1288112803LHFPL22.6161784943.981311526Prostate DR
1297898655CDA17.7585342624.4383885Prostate DR
1308047419CASP80.8214641610.666031224Prostate UR
1318161701TMEM20.9315891621.197717741Prostate DR
1328046124DHRS92.7851003953.630396735Prostate DR
1338146533FAM110B1.3098305561.684417848Prostate DR
1348112220PDE4D0.5457054860.65409018Prostate DR
1357961371DUSP160.3303355840.252251134Prostate UR
1368072744NCF48.1160058035.512002723Prostate UR
1377942832C11orf82.5134526323.274797863Prostate DR
1387906400IFI160.9010582931.008070795Prostate DR
1397904465HIST2H2BA0.9728773610.859351662Prostate UR
1407955606C12orf41.3121815841.02712991Prostate UR
1417944656SC5DL0.5992620190.772958547Prostate DR
1428051396NLRC410.4615162614.87657498Prostate DR
1437917304MCOLN30.5558196440.407320715Prostate UR
1447949060PPP1R14B1.4072202891.100019444Prostate UR
1458109086ADRB20.9053937421.103982342Prostate DR
1468113356GPAM0.7231352751.147292709Prostate DR
1478114511MGC295060.9993757250.906642744Prostate UR
1487944152IL10RA1.0016417770.835998092Prostate UR
1498027247ZNF930.9823138231.148664699Prostate DR
1508105778PIK3R10.4211853220.472940975Prostate DR
1517961142OLR11.1560785191.372673235Prostate DR
1528095728EREG1.6748861562.332232946Prostate DR
1538134454BRI33.278492173.892940871Prostate DR
1548144267CLN81.3899639451.227929549Prostate UR
1557982066SNORD115-0.9554903991.051043605Prostate DR
30
1568039766ZNF8371.0015454090.882027802Prostate UR
1577896882SCNN1D1.0124655520.933891434Prostate UR
1588121927RNF1461.6521629021.776525457Prostate DR
1598078014SLC64.2932465513.055971532Prostate UR
1607962516SLC38A10.041039820.052711457Prostate DR
1618017850WIPI12.1356059181.658932412Prostate UR
1628003298SLC7A50.6309942130.455032363Prostate UR
1638029136CD79A1.2124339120.638405917Prostate UR
1648105328SNX182.1344293591.736414377Prostate UR
1658117415HIST1H3E1.2216461421.053585059Prostate UR
1668087374C3orf622.2395682961.740586151Prostate UR
1678124416HIST1H3D0.5360203330.44475451Prostate UR
1688165672RFC10.5408966220.932992344Prostate DR
1698146934LY968.7509342076.580795003Prostate UR
1708143759ATP6V0E20.7797212340.659193671Prostate UR
1718076331TOB21.1223534740.966226601Prostate UR
1728153002NDRG11.1297757210.9112754Prostate UR
1737963280SMAGP0.6808107030.539178053Prostate UR
1748009693TMEM1041.5373794741.146101244Prostate UR
1758059854ARL4C0.1651307280.116697835Prostate UR
1767940287MS4A10.8652718960.395070134Prostate UR
1778130768RNASET22.0018047781.607686191Prostate UR
1787915500C1orf211.0364269471.201422899Prostate DR
1798094226FAM200B1.4261085961.724534154Prostate DR
1808130556SOD27.5611067125.404473683Prostate UR
1818179263TNF2.3693738041.396352887Prostate UR
1828177983TNF2.3693738041.396352887Prostate UR
1838118142TNF2.3693738041.396352887Prostate UR
1848116484MGAT11.7233792921.457482638Prostate UR
1857961524ERP270.5106251210.604222101Prostate DR
1867989708MTFMT0.9571901710.842152039Prostate UR
1878012896PMP221.4177509171.203994674Prostate UR
1888150225RAB11FIP13.4785827692.674737249Prostate UR
1897936041ARL31.2218368581.10635807Prostate UR
1908143564FAM131B0.993523510.901864091Prostate UR
1917926807PDSS11.573658111.810161132Prostate DR
1927929032FAS0.974550320.754844347Prostate UR
1938076185CBX70.6309058830.470647702Prostate UR
1948038815LIM21.0071831310.902069895Prostate UR
1958058905CXCR19.262282445.220575301Prostate UR
1967949754CLCF10.9323508280.823640044Prostate UR
1977998931ZNF2001.1338306070.967057656Prostate UR
1987973352LRP101.5654929961.099090397Prostate UR
1997945944RHOG2.1973952511.914995562Prostate UR
2008136388TMEM1401.5515955931.19126752Prostate UR
(DR = down-regulated; UR = up-regulated)
TABLE 8 — Prostate Cancer vs. Head and Neck Cancer (PC/HNC)-Neutro Markers 101-200
PC/HNC-Transcript
NeutroCluster IDGene NameProstate meanHNC meanPattern
1018066964TMEM1890.4740440.295758Prostate UR
1028059222DNPEP0.4638330.310072Prostate UR
1038043197VAMP80.2554070.149506Prostate UR
1047956220OBFC2B0.4001770.246611Prostate UR
1057949206MEN10.5181890.373062Prostate UR
1067940372TMEM1090.1571140.092032Prostate UR
1078008132ATP5G10.1954150.113855Prostate UR
1088092457ALG30.2958130.174492Prostate UR
1098012257TP530.2302450.152024Prostate UR
1107901601MRPL370.2828490.18707Prostate UR
1117920725SCAMP30.5235640.387977Prostate UR
1127949948C11orf20.5600810.34043Prostate UR
1137941936GSTP10.4379740.221994Prostate UR
1148154727LOC1384120.2197330.147404Prostate UR
1158143054AKR1B10.1206670.072606Prostate UR
1168000507EIF3C0.2589870.171656Prostate UR
1177994415EIF3C0.2589870.171656Prostate UR
1188180022HLA-DQB10.7894670.343892Prostate UR
1198178826HLA-DQB10.7894670.343892Prostate UR
1208158714EXOSC20.1744070.111363Prostate UR
1218125537HLA-DMA0.7244370.327821Prostate UR
1227937802CD810.099440.062728Prostate UR
1238155327ALDH1B10.5810840.431181Prostate UR
1248180086HLA-DMA0.7129860.323867Prostate UR
1258178884HLA-DMA0.7129860.323867Prostate UR
1268037835SLC1A50.7640730.433521Prostate UR
1278036602ECH10.1963430.135447Prostate UR
1287997099SF3B30.1614050.122731Prostate UR
1297996677NUTF20.4826930.363474Prostate UR
1307973056APEX10.1397010.079756Prostate UR
1318109750RPLP00.0837310.038Prostate UR
1327984562RPLP10.2137850.157995Prostate UR
1338036737RPS160.1761770.127617Prostate UR
1348085431NUP2100.1060520.062481Prostate UR
1358164100RPL350.0971570.069853Prostate UR
1367948667AHNAK0.1279330.059941Prostate UR
1378085026RPL35A0.1825480.133432Prostate UR
1387950307UCP20.2379580.159583Prostate UR
1397986685DEXI0.2232070.152019Prostate UR
1407982185DEXI0.2232070.152019Prostate UR
1418180260Unknown0.3451860.221863Prostate UR
1427994603// SP0.1924450.117273Prostate UR
1437921637CD840.1772320.119107Prostate UR
1447999520RSL1D10.1097540.060987Prostate UR
1458119993HSP90AB10.1151860.082836Prostate UR
1468152764MTSS10.3480160.191404Prostate UR
1478079334LIMD10.4503010.322723Prostate UR
1488029136CD79A1.4618630.629181Prostate UR
1498036777FBL0.1144420.080916Prostate UR
1508132523UBE2D40.4881170.367988Prostate UR
1518115158RPS140.2345080.172846Prostate UR
1528173513RPS4X0.1097830.077074Prostate UR
1537899134CCDC210.6224720.477095Prostate UR
1548150872RPS200.1654360.127709Prostate UR
1558051066MPV170.238290.180993Prostate UR
1568164373CIZ10.4776050.403355Prostate UR
1577906486SLAMF80.9013910.694909Prostate UR
1587936100CALHM20.5247250.384879Prostate UR
1597973067PNP0.2525030.13389Prostate UR
1608081277NIT20.1469860.09016Prostate UR
1618177003SLC25A60.2040810.123429Prostate UR
1628171111SLC25A60.2040810.123429Prostate UR
1638036525MAP4K10.1373830.109512Prostate UR
1648024299RPS150.2300760.168124Prostate UR
1657920123S100A10.1883730.065477Prostate UR
1668014454MYO190.4729920.397986Prostate UR
1678118594HLA-DPB10.2378580.099485Prostate UR
1687937476RPLP20.1192640.074065Prostate UR
1698012464LOC1001282880.6654470.509259Prostate UR
1708146649MTFR10.5486420.397482Prostate UR
1718178220HLA-DPB10.2327730.085064Prostate UR
1727906564PEA150.394590.21279Prostate UR
1738152215KLF101.0266380.587478Prostate UR
1748000284GGA20.2306440.173201Prostate UR
1758158446NUP1880.2016450.148057Prostate UR
1767912385EXOSC100.2329650.19034Prostate UR
1777984364SMAD30.1918930.146498Prostate UR
1788079019RPS270.1714570.127798Prostate UR
1798133721HSPB10.4035330.283522Prostate UR
1807983843TCF120.1941090.15586Prostate UR
1818180100HLA-DPA10.3109410.100245Prostate UR
1827952129RPS250.1810720.1281Prostate UR
1838179489HLA-DQA10.336760.108329Prostate UR
1848178199HLA-DQA10.336760.108329Prostate UR
1857918593RHOC0.5225430.342056Prostate UR
1868023415TCF40.983160.604916Prostate UR
1878086148Unknown0.1855020.142253Prostate UR
1888180287Unknown0.16840.125661Prostate UR
1898154394SNAPC30.2202260.15656Prostate UR
1907906662UFC10.2267110.184035Prostate UR
1917994565RRN30.1610650.117822Prostate UR
1928076209RPL30.0991450.074704Prostate UR
1938007302TUBG10.4322190.332097Prostate UR
1947965515NDUFA120.2990080.228101Prostate UR
1957900157RPS270.1763970.130064Prostate UR
1968000200RRN3P10.1626590.121522Prostate UR
1978178891HLA-DPA10.3163070.112019Prostate UR
1988125556HLA-DPA10.3163070.112019Prostate UR
1998114567PFDN10.2474250.177336Prostate UR
2008170859RPL100.2093310.145986Prostate UR
(DR = down-regulated; UR = up-regulated)

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3 codes
IPC · International Patent Classification
Section C — Chemistry; metallurgy
  • C12Q1/6886
Section G — Physics
  • G01N33/574
  • G01N33/50

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