The present invention generally relates to the use of biomarkers in the blood and other bodily fluids to make predictions regarding overall survival and progression free survival in subjects having cancer, such as solid tumors.
When tumor cells break away from primary solid tumors, they penetrate into the blood or lymphatic circulation, and ultimately leave the blood stream and enter either organs, or tissue to form metastasis. 90% of cancer-related deaths are caused by the metastatic process. The most common metastatic sites are the lung, liver, bone and brain. Tumor cells found in the circulation are called circulating tumor cells (CTCs). Man research publications and clinical trials show that CTCs have clinical utility in (i) providing prognostic survival and cancer recurrence information through the enumeration of CTCs in the blood stream, and providing treatment information through examination of protein expression levels, and the occurrence of gene mutations and translocations in the CTCs. However, CTCs are not consistently associated with the development and/or presence of cancer in a subject, even in stage IV cancer patients. While CTCs are found most often in stage IV of breast, prostate and colorectal cancers, they are rare in early stages of the same cancer. CTCs are also rare in other cancers.
Circulating cancer associated macrophage-like cells (CAMLs) are another cancer-related cell type that is found in the blood of subjects having cancer. CAMLs are associated with all solid tumors tested and all stages of cancer. CAMLs are polyploid and very large in size, ˜25 μm to ˜300 μm in size. These polyploid cells can be either CD45(−) or CD45(+) and express CD11e, CD14 and CD31, which confirms their origin as a myeloid lineage. They are often found in the process of engulfing CTCs and cell debris [1,7].
Assays associated with the identification and characterization of biomarkers, such as CAMLs, in blood and other body fluids can be used to provide prognostic information. The present invention is directed to providing such tools to clinicians and other important goals.
The present invention is directed methods of using a type of cell with unique characteristics that is found in the blood of subjects having solid tumors, including carcinoma, sarcoma, neuroblastoma and melanoma. These circulating cells, termed a “circulating Cancer Associated Macrophage-like cell” (CAML), has been shown to be associated with the presence of solid tumors in a subject having cancer. Five morphologies associated with CAMLs have been characterized and described [1,2]. CAMLs have been found consistently in the peripheral blood of subjects having stage I to stage IV solid tumors by microfiltration using precision microfilters.
Medical applications associated with CAMLs include, but are not limited to, use of the cells as a biomarker to provide early detection of cancer and diagnosis of cancer, in particular, in the early detection and diagnosis of cancer relapse or recurrence, and in the determination of cancer mutation. CAMLs are also shown through the data presented herein to have clinical utility as a biomarker in making predictions regarding disease progression and patient survival.
CAMLS may be used independently as a cancer marker, or in combination with circulating tumor cells (CTCs), epithelial mesenchymal transition calls (EMTs), circulating cancer associated vascular endothelial cells (CAVEs), cell-free DNA (cfDNA), circulating tumor DNA (ctDNA), methylated DNA, proteomic, metabolomic, lipidomic and other biomarkers to provide a more complete understanding of a patient's disease.
More specifically, and in a first embodiment, the present invention is directed to a method for predicting overall survival (OS) and progression free survival (PFS) of a subject having cancer. These methods comprise determining the size of circulating cells in a biological sample from a first subject having cancer, and comparing the results with a second subject having cancer. The OS and PFS of the subject with larger-sized cells is predicted to be less than the OS and PFS of the subject having smaller-sized cells.
In one aspect, the method comprises determining the size of circulating cells in a biological sample from a subject having cancer, wherein when at least one cell in said sample is about 50 μm or more in size, the OS and PFS of the subject is predicted to be less than a subject having cancer where none of the cell is more than about 50 μm in size.
In a second embodiment, the present invention is directed to a method for predicting OS and PFS of a subject having cancer. This method comprises determining a ratio of circulating cells in a selected volume of a biological sample from a subject having cancer, wherein when said ratio is equivalent to about 6 or more cells per 7.5 mL of the biological sample, the OS and PFS of the subject is predicted to be less than a subject having cancer with a ratio equivalent to less than 6 cells per 7.5 mL of the biological sample.
In a third embodiment, the present invention is directed to a method for predicting OS and PFS of a subject having cancer. This method comprises determining the number of CEP17 dots in circulating cells in a biological sample from a subject having cancer, wherein when at least one cell in said sample has about ten or more CEP17 dots, the OS and PFS of the subject is predicted to be less than a subject having cancer where none of the cells in a biological sample from the subject has about ten or more CEP17 dots.
In certain aspects of the embodiments of the invention, OS or PFS, or both, is over a period of at least 12 months. In other aspects of the embodiments of the invention, OS or PFS, or both, is over a period of at least 24 months.
In certain aspects of the embodiments of the invention, the size of the biological sample is between 5 and 15 mL.
In each of the embodiments and aspects of the invention, the circulating cells can he defined as having each of the following characteristics:
In certain aspects of the embodiments of the invention, the circulating cells can be further defined as having one or more of the following, additional characteristics:
In each aspect and embodiment of the invention, the circulating cells can be termed “Cancer Associated Macrophage-like cells” or CAMLs.
In certain aspects of the embodiments of the invention, the source of the biological sample may be, but is not limited to, one or more of peripheral blood, blood, lymph node, bone marrow, cerebral spinal fluid, tissue, and urine. When the biological sample is blood, the blood may be antecubital-vein blood, inferior-vena-cava blood, femoral vein blood, portal vein blood, or jugular-vein blood, for example. The sample may be a fresh sample or a properly prepared cryo-preserved sample that is thawed.
In certain aspects of the embodiments of the invention, the cancer is a solid tumor, Stage I, cancer, Stage II cancer, Stage III cancer, Stage IV cancer, carcinoma, sarcoma, neuroblastoma, melanoma, epithelial cell cancer, breast cancer, prostate cancer, lung cancer, pancreatic cancer, colorectal cancer, liver cancer, head and neck cancer, kidney cancer, ovarian cancer, esophageal cancer or other solid tumor cancer.
In certain aspects of the embodiments of the invention, the circulating cells are isolated from the biological samples for the determining steps using one or more means selected from size exclusion methodology, immunocapture, red blood cell lysis, white blood cell depletion, FICOLL, electrophoresis, dielectrophoresis, flow cytometry, magnetic levitation, and various microffuidic chips, or a combination thereof.
In one aspect of the invention, circulating cells are isolated from the biological samples using size exclusion methodology that comprises using a microfilter. The microfilter may have a pore size ranging thorn about 5 microns to about 20 microns. The pores of the microfilter may have a round, race-track shape, oval, square and/or rectangular pore shape. The microfiber may have precision pore geometry and/or uniform pore distribution.
In another aspect of the invention, circulating cells are isolated from the biological samples using a microfluidic chip via physical size-based sorting, hydrodynamic size-based sorting, grouping, trapping, immunocapture, concentrating large cells, or eliminating small, cells based on size.
In a further aspect of the invention, circulating cells are isolated from the biological samples using a CellSieve™ low-pressure microfiltration assay.
The matters defined in the description such as a detailed construction and elements are nothing but the ones provided to assist in a comprehensive understanding of the invention. Accordingly, those of ordinary skill in the art will recognize that various changes and modifications of the embodiments described herein can be made without departing from the scope and spirit of the invention.
Cancer is one of the most feared illness in the world, affecting all populations and ethnicities in all countries. Approximately 40% of both men and women will develop cancer in their lifetime. In the United States alone, at any given time there are more than 12 million cancer patients, with L7 million new cancer cases and more than 0.6 million deaths estimated for 2018. Cancer death worldwide is estimated to be about 8 million annually, of which 3 million occur in developed countries where patients have access to treatment.
Ideally, there will be diagnostics that can quickly determine if a selected therapy is working and provide prognosis for survival.
In this disclosure, a cell type is presented that is more consistently found in the blood of solid tumor patients from Stages I-IV than any other cancer related cell. These circulating cells are macrophage-like cells that contain the same tumor markers as the primary tumor and they are termed circulating Cancer Associated Macrophage-like cells (CAMLs) herein.
Along with circulating tumor cells (CTCs), CAMLs present in biological samples from patients having cancer can be isolated and characterized, for example through the use of size exclusion methods, including microfiltration methods. Microfilters can be formed with pores large enough to allow red blood cells and the majority of white blood cells to pass, while retaining larger cells such as CTCs and CAMLs. The collected cells can then be characterized, either directly on the filters or through other means.
CAMLs have many clinical utilities when used alone. Furthermore, the characterization of CAMLs in a biological sample can be combined with the assaying of other markers such as CTCs, cell-free DNA and free proteins in blood to further improve sensitivity and specificity of a diagnosis technique. This is especially true for CAMLs and CTCs because they can be isolated and identified at the same time using the same means.
As defined herein, CTCs associated with carcinomas express a number of cytokeratins (CKs). CK 8, 18, & 19 are the cytokeratins most commonly expressed and used in diagnostics, but surveying need not be limited to these markers alone. The surface of solid tumor CTCs usually express epithelial cell adhesion molecule (EpCAM). However, this expression is not uniform or consistent. CTCs do not express any CD45 because it is a white blood cell marker. In assays to identify tumor-associated cells, such as CTCs and CAMLs, it is sufficient to use antibodies against markers associated with the solid tumor such as CK 8, 18, & 19, or antibodies against CD45 or DAPI. Combining staining techniques with morphology, pathologically-definable CTCs (PDCTC), apoptotic CTCs and CAMLs can be identified [3].
PDCTCs associated with solid tumors express CK 8, 18, & 19, and can be identified and defined by the following characteristics:
An apoptotic CTCs associated with cancer express CK 8, 8, & 19 and can be identified and defined by the following characteristics:
As defined herein, the circulating cells used in the methods of the invention can be termed “CAMLs”. Each reference to “circulating cells” is synonymous with CAMLs, and each reference to “CAMLs” is synonymous with circulating cells. Whether termed CAMLs or “circulating cells” these cells are characterized by having one or more of the following features:
An extensive set of markers were evaluated for their expression on CAMLs, and the results are shown in
CAMLs also present with numerous phenotypes which do not appear to match the understanding of classical cellular differentiation (i.e., co-expression of CD45 [leukocyte] and cytokeratin [epithelial], CD11c [macrophage] and CD41 [megakaryocyte], CD146 [endothelial] and CD41/CD61 [megakaryocyte], CD41/CD61 [megakaryocyte] and CD68/CD163 [scavenger macrophage]). Many of the markers appear on multiple cell types. Combined, these data show CAMLs are myeloid-derived cells early in their differentiation process that possess many phenotypic attributes associated with stem cell and proangiogenic capabilities.
CAMLs can be visualized by colorimetric stains, such as H&E, or fluorescent staining of specific markers as shown in
In the various embodiments and aspects of the invention, the circulating cells and CAMLs can be defined as cells having the following characteristics: (a) a large atypical polyploid nucleus of about 14-64 μm in size, or multiple nuclei in a single cell; (b) cell size of about 20-300 microns in size; and (c) a morphological shape selected from the group consisting of spindle, tadpole, round, oblong, two legs, more than two legs, thin legs, and amorphous. In further embodiments, the CAMLs can be defined as also having one or more of the following additional characteristics: (d) CD14 positive phenotype; (e) CD45 expression; (f) EpCAM expression; (g) vimentin expression; (h) PD-L1 expression; (i) monocytic CD11C marker expression; (j) endothelial CD146 marker expression; (k) endothelial CD202b marker expression; and (l) endothelial CD31 marker expression.
As suggested above, the unique characteristics of the CAMLs and CTCs described herein make them well-suited for use in clinical methodology including methods of screening and diagnosis diseases such as cancer, monitoring treatment, monitoring of disease progression and recurrence.
As suggested in the Summary above, the present invention is directed to methods for predicting overall survival (OS) and progression free survival (PFS) of a subject having cancer based on circulating cell size. These methods comprise determining the size of circulating cells in a biological sample from a first subject having cancer, and comparing the results with a second subject having cancer. The OS and PFS of the subject with larger-sized cells is predicted to be less than the OS and PFS of the subject having smaller-sized cells.
In preferred aspects of the invention, the methods comprise determining the size of circulating cells in a biological sample from a subject having cancer, wherein when at least one cell in said sample is about 50 μm or more in size, the OS and PFS of the subject is predicted to be less than a subject having cancer where none of the cells is more than about 50 μm in size.
The 50 μm a value can be considered a cut-off value for this method. In related aspects of this method, the cut-off value may be any one of 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, or 60 μm or more.
In one aspect of the invention, the methods of the invention comprise determining, the size of circulating cells in a biological sample from a subject having cancer, wherein when at least one cell in said sample is about 50 μm or more in size, the OS and PFS of the subject is predicted to be less than a subject having cancer where none of the cells is more than about 50 μm in size.
With respect to this method, it is important to recognize that the size of a particular circulating cell can vary depending on the condition and morphology of the cell, the circumstances under which the size is determined, and the manner in which the size is determined. Because the types of morphologies adopted by the circulating cells include spindle, tadpole, round, oblong, two legs. etc. (as further defined herein), the size can also vary depending on the two points on a cell selected for measurement. However, the size of the cell will generally be measured between the two points most distant on the body of the cell. Thus, if the shape is round, the diameter of the cell is measured. If the shape is spindle, the distance between the two ends along the axial length of the cell can be measured.
In each aspect of this embodiment, the circulating cells can also be termed CAMLs.
The present invention is also directed to methods for predicting OS and PFS of a subject having cancer based on circulating cell numbers. These methods comprise determining a ratio of circulating cells in a selected volume of a biological sample from a subject having cancer, wherein when said ratio is equivalent to about 4 or more cells per 7.5 mL of the biological sample, the OS and PFS of the subject is predicted to be less than a subject having cancer with a ratio equivalent to less than 4 cells per 7.5 mL of the biological sample.
The 4 circulating cells value can be considered a cut-off value for this method. In related aspects of this method, the cut-off value may be any one of 4, 4.5, 5, 5.5, 6, 6.5, 7, 7.5. 8, 8.5, 9, 9.5 or 10 cells or more per 7.5 of the biological sample.
As a further example, the methods of the invention comprise determining a ratio of circulating cells in a selected volume of a biological sample from a subject having cancer, wherein when said ratio is equivalent to about 6 or more cells per 7.5 mL of the biological sample, the OS and PFS of the subject is predicted to be less'than a subject having cancer with a ratio equivalent to less than 6 cells per 7.5 mL of the biological sample.
In each aspect of this embodiment, the circulating cells can also be termed CAMLs.
The present invention is further directed to methods for predicting OS and PFS of a subject having cancer based on the number of CEP17 dots detected in circulating cells. These methods comprise determining the number of CEP17 dots in circulating cells in a biological sample from a subject having cancer, wherein when at least one cell in said sample has about 8 or more CEP17 dots, the OS and PFS of the subject is predicted to be less than a subject having cancer where none of the cells in a biological sample from the subject has about 8 or more CEP17 dots.
To avoid any confusion, the phrase “none of the cells in a biological sample from the subject has about 8 or CEP17 dots” should be understood to mean that each of the cells in the biological sample has 7 or fewer CEP17 dots.
The “8 or more” CEP17 dots value can be considered a cut-off value for this method. In related aspects of this method, the cut-off value may be any one of 8 or more, 9 or more, 10 or more, 11 or more, 12 or more, 13 or more, 14 or more, or 15 or more CEP17 dots or more.
In one aspect of the invention, the methods of the invention comprise determining the number of CEP17 dots in circulating cells in a biological sample from a subject having cancer, wherein when at least one cell in said sample has about 10 or more CEP17 dots, the OS and PFS of the subject is predicted to be less than a subject having cancer where none of the cells in a biological sample from the subject has about 10 or more CEP17 dots. To avoid any confusion, the phrase “none of the cells in a biological sample from the subject has about 10 or CEP17 dots” should be understood to mean that each of the cells in the biological sample has 9 or fewer CEP17 dots.
In each aspect of this embodiment, the circulating cells can also be termed CAMLs.
In each of the methods of the invention, over-all survival (OS) or progression free survival (PFS), or both, is over a period of at least about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29 or 30 months, or more. In one aspect of the invention, OS or PFS, or both, is over a period of at least about 24 months.
As used herein, overall survival (OS) means the length of time survived by a subject having cancer from a selected date, such as the date of diagnosis, the date on which treatment began, and the date on which blood is drawn to assess cancer progression.
As used herein, progression free survival (PFS) means the length of time survived by a subject having cancer from a selected date, such as the date on which treatment began or the date on which blood is drawn to assess cancer progression, and where the cancer has not worsened or progressed.
In each of the methods of the invention, it will be apparent that the amount of the biological sample in which the circulating cells (CAMLs) are assayed can vary. However, to obtain a relevant number of cells when the methods are based on determining the size of the cells, the biological sample should be at least about 2.5 mL. The amount of biological sample may also be at least about 3, 4, 5, 6, 7, 7.5, 8, 9, 10, 11, 12, 12.5, 13, 14, 15, 16, 17, 17.5, 18, 19, 20, 21, 22, 22.5, 23, 24, 25, 26, 27, 27.5, 28, 29, or 30 mL, or more. The amount of biological sample may also be between about 2.5 and 20 mL, between about 5 and 15 mL, or between about 5 and 10 mL. In one aspect of the invention, the biological sample is about 7.5 mL.
With respect to methods for predicting OS and PFS of a subject having cancer based on circulating cell (CAML) numbers in a biological sample, a ratio of circulating cells (CAMLs) in a selected volume of a biological sample from a subject having cancer is determined. It will be understood that various amounts of the biological sample can be used, but that a ratio of the number of cells in the sample to the size of the sample is determined and compared between subjects. For example, a ratio 8 cells in 15 mL of a sample is equivalent to 4 cells in 7.5 mL of a sample, and to 2 cells in 3.75 mL of a sample.
In each of the embodiments and aspects of the invention, the circulating cells (CAMLs) can be defined as having each of the following characteristics:
In certain aspects of the embodiments of the invention, the circulating cells (CAMLs) can be further defined as having one or more of the following additional characteristics:
In each of the embodiments and aspects of the invention, the source of the biological sample may be, but is not limited to, one or more of peripheral blood, blood, lymph node, bone marrow, cerebral spinal fluid, tissue, and urine. When the biological sample is blood, the blood may be antecubital-vein blood, inferior-vena-cava blood femoral vein blood, portal vein blood, or jugular-vein blood, for example. The sample may be a fresh sample or a cryo-preserved sample that is thawed [8].
When comparing the circulating cells (CAML) sizes between two subjects having cancer, it is preferable for the subjects to have the same type of cancer. However, it may be difficult to fully match two subjects in terms of the type of cancer, the stage of the cancer, the rate of progression of the cancer, history of treatment, and history of remission and/or reoccurrence of the cancer, among other factors. Therefore, it should be understood that there may be some variations in the characteristics in the cancers of two subject that are being compared in this method.
In each of the embodiments and aspects of the invention, the cancer is a solid tumor, Stage I cancer, Stage II cancer, Stage III cancer, Stage IV cancer, carcinoma, sarcoma, neuroblastoma, melanoma, epithelial cell cancer, breast cancer, prostate cancer, lung cancer, pancreatic cancer, colorectal cancer, liver cancer, head and neck cancer, kidney cancer, ovarian cancer, esophageal cancer or other solid tumor cancer. The skilled artisan will appreciate that the methods of the invention are not limited to particular forms or types of cancer and that they may be practiced in association with a wide variety of cancers.
In each of the embodiments and aspects of the invention, the circulating cells (CAMLs) are isolated from the biological samples for the determining steps using one or more means selected from size exclusion methodology, immunocapture, red blood cell lysis, white blood cell depletion, FICOLL, electrophoresis, dielectrophoresis, flow cytometry, magnetic levitation, and various microfluidic chips, or a combination thereof. In a particular aspect, the size exclusion methodology comprises use of a microfilter.
In one aspect of the invention, circulating cells (CAMLs) are isolated from the biological samples using size exclusion methodology that comprises using a microfilter. Suitable microfilters can have a variety of pore sizes and shapes. The microfilter may have a pore size ranging from about 5 microns to about 20 microns. In certain aspects of the invention, the pore size is between about 5 and 10 microns; in other aspects, the pore size is between about 7 and 8 microns. The larger pore sizes will eliminate most of the WBC contamination on the filter. The pores of the microfilter may have a round, race-track shape, oval, square and/or rectangular pore shape. The microfilter may have precision pore geometry and/or uniform pore distribution.
In another aspect of the invention, circulating cells (CAMLs) are isolated from the biological samples using a microfluidic chip via physical size-based sorting, hydrodynamic size-based sorting, grouping, trapping, immunocapture, concentrating large cells, or eliminating small cells based on size. The circulating cell (CAML) capture efficiency can vary depending on the collection method. The circulating cell (CAML) size that can be captured on different platforms can also vary. The principle of using circulating cell size to determine prognosis and survival is the same, but the statistics will vary. Collection of circulating cells using CellSieve™ microfilters provides 100% capture efficiency and high quality cells.
In another aspect of the invention is the blood collection tube. CellSave blood collection tubes (Menarini Biosystems Inc., San Diego, Calif.) provide stable cell morphology and size. Other available blood collection tubes do not provide cell stability. Cells can enlarge and may even burst collect in most other blood collection tubes.
In another aspect of the invention is to identify large cells in the sample without specifically identifying the cells as CAML cells per se, instead simply identifying the cells based on size of the cytoplasm and nucleus. Examples are techniques using color metric stains, such as H&E stains, or just looking at CK (+) cells.
In a further aspect of the invention, circulating cells (CAMLs) are isolated from the biological samples using a CellSieve™ low-pressure microfiltration assay.
In each of the Examples provided herein and outlined below, peripheral blood was collected in CellSave Tubes (Menarini Biosystems Inc., San Diego, Calif.) and processed within 96 hours. CellSieve™ microfiltration technique was used to collect all cancer associated cells (CTCs, EMTs, CECs, and CAMLs) in the blood sample. CellSieve™ microfilters have greater than 160,000 pores in uniform array with 7 μm pore diameter within a 9 mm area. The reagents include prefixation buffer, postfixation buffer, permeabilization buffer, and an antibody cocktail. The technique to perform the filtration used either a syringe pump set drawn at 5 mL/min [6] or a vacuum pump [4]. The filtration process started by prefixing 7.5 mL of the blood in 7.5 mL of prefixation buffer before drawn through the filter. The filter and captured cells were then subjected to washing, postfixation, washing, permeabilization and washing. Then, the captured cells on the filter were stained with an antibody cocktail consisting of FITC-anti-Cytokeratin 8, 18, 19; Phycoerythrin (PE) conjugated EpCAM; and Cy5-anti-CD45(5), followed by wash. Filters were placed onto a microscope slide and cover-slipped with Fluoromount-G/DAPI (Southern Biotech). An Olympus BX54WI Fluorescent microscope with Carl Zeiss AxioCam was used to image cells using specific fluorescent cubes and monochrome camera. Exposures were preset as 3 sec (Cy5), 2 sec (PE), 100-750 msec (FITC), and 10-50 msec (DAPI) for equal signal comparisons between cells. A Zen2011 Blue (Carl Zeiss) was used to process the images.
Because some cancers do, not always exhibit high expressions of CK and EpCAM, cells on the filter were restained with CD31 and/or CD14 to improve CAML counts. The restaining technique was as published [5]. The cells were than reimaged. CD31 increased the CAML count for lung cancer.
Frequency of CTCs and CAMLs in Blood of cancer Patients
PDCTCs are rarely found in early stages of cancer. Even though PDCTCs are found more frequently in stage III and IV breast and prostate cancer patients, they are seen at low frequencies in most other solid tumors. CAMLs are found more commonly.
As an example, 7.5 mL of peripheral whole blood was obtained from 293 cancer patients (breast (n=59), prostate (n=52), pancreatic (n=59), lung (n=59), esophageal (n=27), and renal cell carcinoma (n=37)) and 30 health controls. The samples were analyzed using CellSieve™ microfiltration assay.
As can be seen from
Correlation of CAML Size with Number of CEP17 Dots in the Nuclear Area
Increased CAML size was postulated to be a result of CAML engulfing of tumor cells and tumor material. Indeed, one experiment demonstrated that the number of chromosome enumeration probe 17 (CEP17) dots, an indicator of number of nuclei engulfed, correlated well with the size of the cells.
A validation set of 158 patients from a similar variety of cancers and stages were analyzed for OS, solid curves in
Based on data shown in
OS and PFS analysis based on CAML number are shown in
Further data associated with OS and PFS are presented in
A larger sample size of n=315 was used to allow demonstration the utility of CAML size to predict survival and progression concept in all stages and the various cancers. The 315 cancer patients are from (breast (n=59), prostate (n=74), pancreatic (n=59), lung (n=59), esophageal (n=27), and renal cell carcinoma (n=37)). They are in Stage I (62), Stage II (72), Stage III (n=69), Stage IV (106), and 6 unstaged.
| Filing Document | Filing Date | Country | Kind |
|---|---|---|---|
| PCT/US2018/000082 | 2/16/2018 | WO | 00 |
| Number | Date | Country | |
|---|---|---|---|
| 62459961 | Feb 2017 | US | |
| 62479664 | Mar 2017 | US | |
| 62503041 | May 2017 | US | |
| 62618728 | Jan 2018 | US |