METHODS AND REAGENTS FOR DETECTION AND TREATMENT OF ESOPHAGEAL METAPLASIA

Abstract
The invention described herein relates to the treatment, detection, and diagnosis of various cancers, including esophageal or gastric adenocarcinoma and related metaplasias. The invention also includes a clonal population of Barrett's esophagus progenitor cells and methods of using them for the treatment, detection, and diagnosis of Barrett's esophagus.
Description
FIELD OF THE INVENTION

The invention described herein relates to the treatment, detection, and diagnosis of various cancers, including esophageal or gastric adenocarcinoma and related metaplasias.


BACKGROUND OF THE INVENTION

Esophageal and gastric adenocarcinoma together kill more than one million people each year worldwide and represent the 2nd leading cause of death from cancer. Both cancers arise in association with chronic inflammation and are preceded by robust metaplasia with intestinal characteristics. In fact, the patient population with precancerous lesions is estimated to be significantly larger—in the range of 100 million people in size—all at substantial risk of developing cancer in their lifetimes. Current treatments for both cancer and precancerous patients have an exceptionally high degree of relapse, with the 5 year survival rate for patients developing cancer being marginal.


Gastric intestinal metaplasia can be triggered by gastritis involving H. pylori infections, while Barrett's metaplasia of the esophagus is linked to gastroesophageal reflux disease (GERD). While H. pylori suppression therapies have contributed to the recent decline of gastric adenocarcinoma, the incidence of esophageal adenocarcinoma, especially in the West, has increased dramatically in the past several decades (Spechler et al. N Engl J. Med. 1986; 315:362-71; Blot et al. JAMA 1991; 265:1287-9; Raskin et al. Cancer Res 1992; 52:2946-50; Jankowski et al. Am J Pathol 1999; 154:965-973; and Reid et al. Nat Rev Cancer 2010; 10:87-101). Treatments for late stages of these diseases are challenging and largely palliative, and therefore considerable efforts have focused on understanding the earlier, premalignant stages of these diseases for therapeutic opportunities.


The prevailing theory for the development of metaplasia has been that the abnormal cells seen in Barrett's esophagus arise as the normal squamous cells “transcommit” in response to inflammation (such as acid-reflux) to a new, intestine-like fate. Intestine-like metaplasia is a columnar epithelium marked by prominent goblet cells and intestinal markers such as villin and trefoil factors 1, 2, and 3, and, once established, appears to be irreversible (Sagar et al. Br J Surg. 1995; 82:806-10; Barr et al. Lancet 1996; 348:584-5; and Watari et al. Clin Gastroenterol Hepatol 2008; 6:409-17). There is compelling evidence for a dynamic competition among clones of cells within Barrett's metaplasia that almost certainly contributes to its premalignant progression. Cancers arise from this metaplasia via stereotypic genetic and cytologic changes that present as dysplasia, high-grade dysplasia, and finally invasive adenocarcinoma (Raskin et al., supra; Jankowski et al., supra; Haggitt. Hum Pathol 1994; 25:982-93; Schlemper et al. Gut 2000; 47:251-5; and Correa et al. Am J Gastroenterol 2010; 105:493-8).


SUMMARY OF THE INVENTION

An understanding of the ontogeny of gastric intestinal metaplasia would allow for the development of compositions and methods for the early detection and treatment of gastric intestinal metaplasia prior to progression to adenocarcinoma. As described in greater detail herein, the inventors have replaced the old paradigm of transcommittment of cell fate with a new understanding of the origins of esophageal and gastric metaplasias in which stem cells of embryonic origin—left behind during organogenesis of the alimentary canal—give rise to the precancerous diseases and ultimately to esophageal and gastric adenocarcinoma. The inventors have shown that this discrete population stem cells persist in humans at the squamocolumnar junction, the source of Barrett's metaplasia. The inventors have also shown that upon damage to the squamous epithelium, these stem cell are activated and proliferate in the development of the precancerous lesions. The findings presented in this application demonstrate that gastric intestinal and Barrett's metaplasias initiate not from genetic alterations or transcommittment of differentiated tissue, but rather from competitive interactions between cell lineages driven by opportunity. Targeting these precancerous lesions by preventing growth and/or differentiation of these vestigial stem cells, which have proven to be resistant to physical ablation and other therapies directed to the resulting metaplasias, offers a unique opportunity to prevent progression to cancer in a very large patient population.


As described in further detail in this application, the inventors have isolated these cancer stem cells, as well as normal epithelial stem cells for the esophagus, stomach and intestines, and through gene expression profiling have identified a number of targets for development of antibodies, RNAi and small therapeutics that may be selectively lethal to the cancer stem cell relative to rest of the alimentary canal. With the isolated cells in hand, there is not the opportunity to rapidly develop drug candidates with selectivity and in vitro efficacy. Coupled with animal models for these diseases presented herein and others available in the art, there is a clear preclinical and clinical path to providing effective therapies. While it is expected that systemic delivery of therapeutic agents is an option, the fact of the matter is that the sites of treatment lend themselves well to oral or endoscopic depot delivery. The dim prognosis for gastric intestinal and esophageal adenocarcinoma argues for therapies directed at preventing even the initiation of the precancerous metaplasia. For these precancerous metaplasia patients again numbering in the tens of millions—this provides a ten to twenty year window for treatment before cancer would typically develop.


Accordingly, a salient feature to the current application is the discovery that a unique population of primitive epithelial stem cells give rise to the metaplasia underlying esophageal and gastric adenocarcinoma and that these primitive epithelial stem cells have a distinct molecular signature that can be exploited for diagnostic and therapeutic targeting. For instance, these discoveries allow for the therapeutic targeting of the population of stem cells responsible for the metaplasia using cytotoxic and/or growth inhibitory and/or differentiation inhibitory agents, particularly agents selective for the stem cell relative to normal squamous cells or regenerative stem cells of the esophagus or stomach, thus facilitating the treatment of metaplasia and prevention of its progression to adenocarcinoma. Likewise, the use of agents directed to gene products unique to the stem cell, particularly cell surface markers that can be detected with antibodies, the present invention provides reagents and methods for detecting the stem cell in tissue biopsy samples as well as in vivo (i.e., for imaging or detection using endoscopic visualization). Given the accessibility of these tissues through non-invasive and minimally invasive techniques, in certain preferred embodiments the therapeutic agents or imaging agents are delivered by direct injection, such as by endoscopic injection.


The following are merely illustrative. In the case of a gene encoding a cell surface protein, the therapeutic agent can be an antibody or antibody mimetic, i.e., one which inhibits growth or differentiation by inhibiting the function of the cell surface protein, or one which is cytotoxic to the cell as a consequence to invoking an immunological response (i.e., ADCC) against the targeted stem cell. In the case of a gene encoding an enzyme, the therapeutic may be a small molecule inhibitor of the enzymatic activity, or a prodrug including a substrate for the enzyme such that the prodrug is converted to an activate agent upon cleavage of the substrate portion. In the case of transcription factors, the therapeutic agent may be a decoy nucleic acid that competes with the genomic regulatory elements for binding to the transcription factor; or in the case of ligand-mediated transcription factors (such as PPARγ), may be an agonist or antagonist ligand of the transcription factor. In instances where the viability, growth or differentiation of the target stem cell is dependent on the level of expression of the gene, then use of antisense, RNAi or other inhibitory nucleic acid therapeutics can be considered.


In one aspect, the invention provides a method for treating or preventing esophageal metaplasia, comprising administering to a subject a therapeutic amount of an agent that decreases the expression and/or biological activity of one or more of the genes set forth in Tables 1-5 and FIGS. 9-11, such that the metaplasia is treated or prevented. In certain embodiments, the agent is an antibody, antibody-like molecule, antisense oligonucleotide, small molecule or RNAi agent.


In another aspect, the invention provides a method for treating or preventing esophageal metaplasia, comprising administering a therapeutic amount of an agent that specifically binds to a cell surface polypeptide encoded by one of the genes set forth in Tables 1-5 and FIGS. 9-11, wherein said agent is linked to one or more cytotoxic moiety. In certain embodiments, the agent is an antibody, antibody-like molecule or cell surface receptor ligand. The cytotoxic moiety can be, for example, a radioactive isotope, chemotoxin, or toxin protein. In certain embodiments, the cytotoxic moiety is encapsulated in a biocompatible delivery vehicle including, without limitation, microcapsules, microparticles, nanoparticles, and liposomes. In some embodiments, the agent is directly linked to the cytotoxic moiety.


In another aspect, the invention provides a method of imaging esophageal metaplasia, the method comprising administering to a subject an effective amount of an agent that specifically binds to a cell surface polypeptide encoded by one of the genes set forth in Tables 1-5 and FIGS. 9-11, and visualizing the agent. In certain embodiments, the agent is an antibody, antibody-like molecule or cell surface receptor ligand. In certain embodiments, the agent is linked to an imaging moiety. The imaging moiety can be, for example, a positron-emitter, nuclear magnetic resonance spin probe, an optically visible dye, or an optically visible particle. The imaging agent may be one which permits non-invasive imaging, such as by MRI, PET or the like. In other embodiments, the imaging moiety can be a fluorescent probe or other optically active probe which can be visualized, e.g., through an endoscope.


According to the methods of the invention, a therapeutic and/or imaging agent can be administered by any suitable route and/or means including, without limitation, orally and/or parenterally. In a preferred embodiment, the agent is administered endoscopically to the esophageal squamocolumnar junction or a site of esophageal metaplasia.


In another aspect, the invention provides a method of detecting the presence or absence of the target stem cell in a tissue biopsy. Such detection agents can include antibodies and nucleic acids which bind to a gene or gene product unique to the stem cell relative to other normal or diseased esophageal tissue.


In another aspect, the invention provides a method of diagnosing, or predicting the future development or risk of development of, esophageal metaplasia or adenocarcinoma, comprising measuring the expression level of one or more of the genes set forth in Tables 1-5 and FIGS. 9-11 in an epithelial tissue sample from a subject, wherein an increase in the expression level relative to a suitable control indicates that the subject has, or has a future risk of developing, metaplasia. In some embodiments, mRNA levels of the gene are measured. In other embodiments, the levels of the protein product of the gene are measured. Such methods can be performed in vivo or in vitro.


In another aspect, the invention provides a method of identifying a compound useful for treating or preventing esophageal metaplasia, the method comprising administering a test compound to p63 null mouse and determining the amount of epithelial metaplasia in the presence and absence of the test compound, wherein a decrease in the amount of epithelial metaplasia identifies a compound useful for treating esophageal metaplasia.


In another aspect, the invention provides a method of identifying a compound useful for treating or preventing esophageal metaplasia, the method comprising administering a test compound to a mouse, wherein the mouse comprises stratified epithelial tissue in which basal cells have been ablated, and determining the amount of epithelial metaplasia in said epithelial tissue in the presence and absence of the test compound, wherein a decrease in the amount of epithelial metaplasia identifies a compound useful for treating esophageal metaplasia.


The invention further provides a composition comprising a clonal population of Barrett's Esophagus (BE) stem cells, such as may be isolated from an esophagus of a subject or generated from ES cells or iPS cells, wherein the stem cells differentiate into Barrett's epithelium (i.e., columnar epithelium). Preferably the composition, with respect to the cellular component, is at least 50 percent BE stem cell, more preferably at least 75, 80, 85, 90, 95 or even 99 percent BE stem cell. The BE stem cells can be pluripotent, multipotent or oligopotent. In certain preferred embodiments, the BE stem cells are characterized as having an mRNA profile can further include a profile wherein the amount of one or more of GSTM4, SLC16A4, CMBL, CEACAM6, NRFA2, CFTR, GCNT3 mRNA in the clonal cell population are each in the range of 5 to 50 percent of the amount of actin mRNA in the clonal cell population, more preferably in the range of 10-25 percent. Preferably all seven genes have an mRNA profile in that range. In certain embodiments, the mRNA transcript profile for the BE cells will also be characterized by detectable levels of BICC1 and NTS. In certain embodiments, the BE cells will also be characterized by non-detectable levels of SOX2, p63, Krt20, GKN1/2, FABP1/2, Krt14, CXCL17, i.e., less than 0.1 percent the level of actin, and even more preferably less than 0.01 or even 0.001 percent the level of actin mRNA.


In an additional embodiment, the BE stem cells are characterized as CEACAM6 positive, and Krt20, Sox2 and p63 negative, as detected by standard antibody staining. For instance, levels of Krt20, Sox2 and p63 are less than 10 percent of the level of CEACAM6, and more preferably less than 5 percent, 1 percent, and even less than 0.1 percent.


The invention further provides a composition comprising a population of cells enriched in a clonal subpopulation of BE stem cells from an esophagus of a subject, wherein the clonal subpopulation of cells differentiates into Barrett's epithelium (i.e., columnar epithelium). The BE stem cells can be pluripotent, multipotent or oligopotent.


Another aspect of the invention provides a clonal population of Barrett's Esophagus (BE) stem cells, derived from human or stem cell or iPS cell sources, characterized as having an mRNA profile can further include a profile wherein the amount of one or more of GSTM4, SLC16A4, CMBL, CEACAM6, NRFA2, CFTR, GCNT3 mRNA in the stem cell population are each in the range of 5 to 50 percent of the amount of actin mRNA in the clonal cell population, more preferably in the range of 10-25 percent. Preferably all seven genes have an mRNA profile in that range. In certain embodiments, the mRNA transcript profile for the BE cells will also be characterized by detectable levels of BICC1 and NTS. In certain embodiments, the BE cells will also be characterized by non-detectable levels of SOX2, p63, Krt20, GKN1/2, FABP1/2, Krt14, CXCL17, i.e., less than 0.1 percent the level of actin, and even more preferably less than 0.01 or even 0.001 percent the level of actin mRNA. The clonal population of BE stem cells may also be characterized as CEACAM6 positive, and Krt20, Sox2 and p63 negative, as detected by standard antibody staining. For instance, levels of Krt20, Sox2 and p63 are less than 10 percent of the level of CEACAM6, and more preferably less than 5 percent, 1 percent, and even less than 0.1 percent.


The invention further provides a method of screening for an agent effective in the treatment or prevention of Barrett's esophagus including the steps of providing a population of BE stem cells, wherein the BE stem cells are able to differentiate into Barrett's epithelium; providing a test agent; and exposing the BE stem cells to the test agent; wherein if the test agent is cytotoxic, cytostatic and/or able to inhibit the differentiation of the BE stem cells to columnar epithelial cells, the test agent is an agent effective in the treatment or prevention of Barrett's esophagus.


In certain embodiments, the BE stem cells are mammalian BE stem cells, such as human BE stem cells.


In certain embodiments, candidate therapeutic agents reduce the viability, growth or ability to differentiation by 70, 80, 90, 95, 96, 97, 98, 99 or even 100%.


The BE stem cells can be clonal, and can be pluripotent, multipotent or oligopotent. In certain preferred embodiments, the BE stem cells are characterized as having an mRNA profile can further include a profile wherein the amount of one or more of GSTM4, SLC16A4, CMBL, CEACAM6, NRFA2, CFTR, GCNT3 mRNA in the stem cell population are each in the range of 5 to 50 percent of the amount of actin mRNA in the stem cell population, more preferably in the range of 10-25 percent. Preferably all seven genes have an mRNA profile in that range. In certain embodiments, the mRNA transcript profile for the BE cells will also be characterized by detectable levels of BICC1 and NTS. In certain embodiments, the BE cells will also be characterized by non-detectable levels of SOX2, p63, Krt20, GKN1/2, FABP1/2, Krt14, CXCL17, i.e., less than 0.1 percent the level of actin, and even more preferably less than 0.01 or even 0.001 percent the level of actin mRNA. The clonal population of BE stem cells may also be characterized as CEACAM6 positive, and Krt20, Sox2 and p63 negative, as detected by standard antibody staining. For instance, levels of Krt20, Sox2 and p63 are less than 10 percent of the level of CEACAM6, and more preferably less than 5 percent, 1 percent, and even less than 0.1 percent.


The invention further provides a method of screening for an agent effective in the detection of Barrett's esophagus including the steps of providing BE stem cells; providing a test agent; and exposing the BE stem cells to the test agent; wherein if the test agent specifically binds to the BE stem cells, i.e., relative to normal squamous cells or intestinal cells or Barrett's epithelial cells, the test agent is an agent effective in the detection of stem cells giving rise to Barrett's esophagus.


In certain embodiments, the BE stem cells are mammalian, and more preferably are human.


In certain embodiments, the test agent specifically binds to a cell surface protein on the stem cells. Cell surface proteins include CEACAM6, MMP1, SLC26A3, TSPAN8, LYZ and SPINK1. Specifically, the test agent can be an antibody. Optionally, the antibody can be a monoclonal antibody.


The invention further provides a method of detecting the presence of Barrett's esophagus in a subject including the steps of providing a detection agent that specifically binds to BE stem cells; administering the detection agent to a subject; and detecting whether the detection agent specifically binds to a BE stem cell in the esophagus of the subject, wherein, if the detection agent specifically binds to a cell in the esophagus of the subject to a higher degree than the average non-Barrett's esophagus patient, the subject is diagnosed with Barrett's esophagus or as having a risk of developing Barrett's esophagus.


The invention further provides a method of for treating or preventing Barrett's esophagus and/or esophageal metaplasia in a subject in need thereof comprising administering to subject an effective amount of an agent that is cytotoxic or cytostatic for Barrett's Esophagus stem cells in the esophagus of the subject, or inhibits differentiation of the Barrett's Esophagus stem cells to columnar epithelium.


In certain embodiments, the subject is a mammal. In a preferred embodiment, the mammal is human.


In certain embodiments, candidate therapeutic agents reduce the viability, growth or ability to differentiation by 70, 80, 90, 95, 96, 97, 98, 99 or even 100%.


The targeted BE stem cells can characterized as having an mRNA profile that can further include a profile wherein the amount of one or more of GSTM4, SLC16A4, CMBL, CEACAM6, NRFA2, CFTR, GCNT3 mRNA in the stem cell population are each in the range of 5 to 50 percent of the amount of actin mRNA in the stem cell population, more preferably in the range of 10-25 percent. Preferably all seven genes have an mRNA profile in that range. In certain embodiments, the mRNA transcript profile for the BE cells will also be characterized by detectable levels of BICC1 and NTS. In certain embodiments, the BE cells will also be characterized by non-detectable levels of SOX2, p63, Krt20, GKN1/2, FABP1/2, Krt14, CXCL17, i.e., less than 0.1 percent the level of actin, and even more preferably less than 0.01 or even 0.001 percent the level of actin mRNA. The stem population of BE stem cells may also be characterized as CEACAM6 positive, and Krt20, Sox2 and p63 negative, as detected by standard antibody staining. For instance, levels of Krt20, Sox2 and p63 are less than 10 percent of the level of CEACAM6, and more preferably less than 5 percent, 1 percent, and even less than 0.1 percent.


In certain embodiments, the therapeutic agent specifically binds to a cell surface protein on the BE stem cells. Cell surface proteins include CEACAM6, MMP1, SLC26A3, TSPAN8, LYZ and SPINK1. Specifically, the therapeutic agent can be an antibody. Optionally, the antibody can be a monoclonal antibody. The antibody can be conjugated to a cytotoxic or cytostatic moiety.


The therapeutic agent can be selected from the group consisting of produgs comprising a medoximil moiety, PPARγ inhibitors and NR5A2 activity modulators. The test agent can also be an RNAi or antisense composition. The RNAi or antisense composition can reduce the amount of mRNA in the targeted BE stem cells of a member of the group consisting of GSTM4, SLC16A4, CMBL, CEACAM6, NR5A2, CFTR, GCNT3 and PPARγ.


The invention further provides a composition comprising a population of squamous stem cells isolated from an esophagus of a subject, wherein the squamous stem cells differentiate into normal squamous epithelial cells of the esophagus, i.e., the squamous stem cells are regenerative. The squamous stem cells can be clonal, and can be pluripotent, multipotent or oligopotent. In certain preferred embodiments, the squamous stem cells are characterized as having an mRNA profile can further include a profile wherein the amount of one or more of S100A8, Krt14, SPRR1A or CSTA mRNA in the stem cell population are each in the range of 5 to 50 percent of the amount of actin mRNA in the stem cell population, more preferably in the range of 10-25 percent. Preferably all seven genes have an mRNA profile in that range. In certain embodiments, the squamous cells will also be characterized by non-detectable levels of SOX2, Krt20, CXCL17, CEACAM6 or NR5A2, i.e., less than 0.1 percent the level of actin, and even more preferably less than 0.01 or even 0.001 percent the level of actin mRNA. The clonal population of squamous stem cells may also be characterized as p63 positive, and CEACAM6 negative, as detected by standard antibody staining. For instance, levels of CEACAM6 are less than 10 percent of the level of p63, and more preferably less than 5 percent, 1 percent, and even less than 0.1 percent.


The invention further provides a composition comprising a clonal population of gastric cardia (GC) stem cells isolated from gastric cardia or esophagus of a subject, wherein the GC stem cells differentiates into gastric cardia cells of the stomach. The gastric cardia stem cells can be clonal, and can be pluripotent, multipotent or oligopotent. In certain preferred embodiments, the gastric cardia stem cells are characterized as having an mRNA profile can further include a profile wherein the amount of one or more of CXCL17, CAPN6, PSCA, GKN1, GKN2 or MT1G mRNA in the stem cell population are each in the range of 5 to 50 percent of the amount of actin mRNA in the stem cell population, more preferably in the range of 10-25 percent. Preferably all seven genes have an mRNA profile in that range. In certain embodiments, the gastric cardia cells will also be characterized by non-detectable levels of CEACAM6, p63, FABP1, FABP2, Krt14 or Krt20, i.e., less than 0.1 percent the level of actin, and even more preferably less than 0.01 or even 0.001 percent the level of actin mRNA. The clonal population of gastric cardia stem cells may also be characterized as CEACAM6 negative, as detected by standard antibody staining. For instance, levels of CEACAM6 are less than 10 percent of the level of CXCL17, and more preferably less than 5 percent, 1 percent, and even less than 0.1 percent.





BRIEF DESCRIPTION OF THE FIGURES


FIG. 1. Metaplasia in the Proximal Stomach of p63 Null Embryos. Panel A shows a section through the stomach of an E18 wild type mouse highlighting the p63-positive squamous epithelia of the proximal stomach (PS) and the glandular epithelium of the distal stomach (DS). Panel B are immunofluorescence images of E17 wild type (WT) and p63 null (KO) sections of epidermis showing the intermittent staining for basal (anti-keratin 5) and differentiated (anti-loricrin) markers reflecting the degradation of the p63 null epidermis due to loss of epidermal stem cells. Panel C shows a comparison of H&E stained sections through stomachs of E18 wild type and p63 null embryos.



FIG. 2. Gene Expression of Metaplasia in p63 Null Embryos. Panels A and B show Principle Component Analysis and heat maps of expression microarray data comparisons between E18 wild type (WT) and p63 null (KO) proximal stomachs and other indicated gastrointestinal tissues from these embryos. PS, proximal stomach; DS, distal stomach; LI, large intestine; SI, small intestine. “Intestine-like” box are genes in common with lower portions of the gastrointestinal tract; “Unique” box contains genes specific to the metaplasia. Panel C shows gene expression heat maps comparing genes high and low in wild type and p63 null proximal stomach and compares these to gene expression patterns preformed on datasets comparing normal human esophagus and Barrett's metaplasia. Panels D and E show the relative expression of known Barrett's metaplasia biomarkers in the metaplasia of the E18 p63 null embryos compared to wild type proximal stomach (p<10−7 for all), and the validation of several markers by immunohistochemistry on sections of wild type and mutant proximal stomach.



FIG. 3. Retrospective Tracing of Metaplasia through Embryogenesis. Panel A shows a series of immunofluorescence images using antibodies against claudin 3 (Cnd3), keratin 7 (Krt7), and Car4/Cnd3 on sections of E18 metaplasia in p63 null embryos. These markers were used to track the metaplasia back through timed embryos to E14, where the metaplasia labels with Car4, Krt7, and is highly proliferative as judged by Ki67 staining in Panel B. Panel C shows that one day earlier, at E13, both wild type and p63 null proximal stomachs display a similar layer of Car-4-positive cells in the proximal stomach. Panel D shows sections though wild type E13 (left) and E14 (right) proximal stomachs probed with antibodies to Car4 and p63. Arrow depicts an anterior-to-posterior gradient of p63 positive cells from esophagus to proximal stomach.



FIG. 4. Persistence of Embryonic Epithelium at the Squamocolumnar Junction. Panels A-C show the distribution of the keratin 7 (Krt7, green)-expressing cells in wild type embryos from its suprasquamous position at E17, its disintegration at E18, and its remnant population residing at the squamocolumnar junction of the stomach in E19 embryos and three-week-old mice. The basal cells of the squamous epithelium of the proximal stomach are labeled with antibodies to keratin 5 (Krt5, red). Panel E shows a gene expression analysis of the residual embryonic epithelium of three-week-old mice.



FIG. 5. Upregulation of Muc4 in epithelium at the Squamocolumnar Junction, Panel A shows immunofluorescence images using antibodies against Muc4. Panel B depicts a schematic for the ontogeny of Barrett's metaplasia from residual embryonic cells at the squamocolumnar junction in response to epithelial damage.



FIG. 6. Histological Analysis of Car-4-Expressing and p63-Expressing Cells During the Development of the Squamocolumnar Junction in Mice.



FIG. 7. Histological Analysis of the Squamocolumnar Junction in Wild-type (Panel A) and p63 Null Mice (Panel B) at E17 to E19.



FIG. 8. Histological Analysis of Squamocolumnar Junctional Markers identified by Gene Expression Profiling in Wild-type and p63 Null Mice at E18.



FIG. 9. Novel Biomarkers of Barrett's Metaplasia Identified by Gene Expression Profiling of Barrett's-like Metaplasia in the p63 null mice



FIG. 10. Cell Surface Markers Genes of Barrett's Metaplasia Identified by Gene Expression Profiling of Barrett's-like Metaplasia in the p63 null mice.



FIG. 11. Genes Upregulated in both the cells of Squamocolumnar Junction of the Stomach and in the Barrett's-like Metaplasia in the p63 null mice.



FIG. 12. Gene Expression of Barrett's Esophagus Progenitor Cells Compared to Gene Expression in Squamous Cell Progenitor Cells.



FIG. 13. Protein expression in Barrett's Esophagus Progenitor Cells Compared to Protein Expression in Squamous and Gastric Cardia Progenitor Cells.



FIG. 14. Protein expression in Barrett's Esophagus Progenitor Cells Compared to Protein Expression in Gastric Cardia Progenitor Cells.



FIG. 15 is a schematic showing ligands of NR5A2.





DETAILED DESCRIPTION OF INVENTION
I. Overview

The present invention is based, in part, on the discovery that a unique population of primitive epithelial cells give rise to the metaplasia underlying esophageal and gastric adenocarcinoma and that these cells have a distinct molecular signature.


Specifically, Applicants have demonstrated that during murine embryogenesis, squamous stem cells displace a primitive epithelium in the proximal stomach from the basement membrane to a proliferatively dormant, suprasquamous position. However, in mice lacking p63 (a protein that is essential for the self-renewal of stem cells of all stratified epithelial tissues, including mammary and prostate glands as well as all squamous epithelial), these squamous stem cells fail to supplant the primitive epithelium, which then rapidly emerges into a columnar metaplasia with gene expression profiles similar to Barrett's metaplasia but unique to the gastrointestinal tract. Moreover, in adults, a discrete population of these primitive epithelial cells survives embryonic development and resides at the squamocolumnar junction. Upon diptheria toxin-mediated ablation of squamous epithelial stem cells, these residual embryonic cells begin to invade vacated regions of basement membrane originating a highly proliferative metaplasia. Applicants have further performed histological and gene expression analyses of the metaplasia evident in mouse models of extreme GERD during embryogenesis and in adults to assemble a relative genetic signature of these metaplasias and to define the mechanism of their evolution.


Applicants have also isolated a human Barrett's esophagus progenitor cell. This progenitor cell differentiates into Barrett's esophagus tissue and has a unique mRNA expression profile described below. Together, the clonal population of this Barrett's esophageal progenitor cell allows for the detection and direct therapeutic targeting of the population of cells responsible for the metaplasia by cytotoxic or and/or growth inhibitory agents, thus facilitating the treatment of metaplasia and prevention of its progression to adenocarcinoma. This human Barrett's esophagus progenitor cell can be isolated from human Barrett's metaplasia tissue by dissociating the cells in the tissue and isolating the progenitor cells via FACS using any of the cell surface proteins described in Table YY, below.


Applicants have also isolated human squamous cell and gastric cardia progenitor cells. Applicants have characterized the mRNA and protein expression of these cells to define these cells and to differentiate their expression profiles from Barrett's esophagus progenitor cells. This allows for the ablation of Barrett's esophagus progenitor cells without reducing the viability of nearby squamous cell or gastric cardia progenitor cells.


Accordingly, the present invention provides methods and compositions for diagnosing, imaging, treating or preventing metaplasia (e.g., esophageal metaplasia). The present invention also provides methods identifying compounds useful for treating esophageal metaplasia.


II. Definitions

The term “agent” includes any substance, molecule, element, compound, entity, or a combination thereof. It includes, but is not limited to, e.g., protein, oligopeptide, small organic molecule, polysaccharide, polynucleotide, and the like. It can be a natural product, a synthetic compound, or a chemical compound, or a combination of two or more substances


As used herein, the term “RNAi agent” refers to an agent, such as a nucleic acid molecule, that mediates gene-silencing by RNA interference, including, without limitation, small interfering siRNAs, small hairpin RNA (shRNA), and microRNA (miRNA).


The term “cell surface receptor ligand”, as used herein, refers to any natural ligand for a cell surface receptor.


The term “antibody” encompasses any antibody (both polyclonal and monoclonal), or fragment thereof, from any animal species. Suitable antibody fragments include, without limitation, single chain antibodies (see e.g., Bird et al. (1988) Science 242:423-426; and Huston et al. (1988) Proc. Natl. Acad. Sci. U.S.A 85:5879-5883, each of which is herein incorporated by reference in its entirety), domain antibodies (see, e.g., U.S. Pat. Nos. 6,291,158; 6,582,915; 6,593,081; 6,172,197; 6,696,245, each of which is herein incorporated by reference in its entirety), Nanobodies (see, e.g., U.S. Pat. No. 6,765,087, which is herein incorporated by reference in its entirety), and UniBodies (see, e.g., WO2007/059782, which is herein incorporated by reference in its entirety


The term “antibody-like molecule”, as used herein, refers to a non-immunoglobulin protein that has been engineered to bind to a desired antigen. Examples of antibody-like molecules include, without limitation, Adnectins (see, e.g., WO 2009/083804, which is herein incorporated by reference in its entirety), Affibodies (see, e.g., U.S. Pat. No. 5,831,012, which is herein incorporated by reference in its entirety), DARPins (see, e.g., U.S. Patent Application Publication No. 2004/0132028, which is herein incorporated by reference in its entirety), Anticalins (see, e.g., U.S. Pat. No. 7,250,297, which is herein incorporated by reference in its entirety), Avimers (see, e.g., U.S. Patent Application Publication Nos. 200610286603, which is herein incorporated by reference in its entirety), and Versabodies (see, e.g., U.S. Patent Application Publication No. 2007/0191272, which is hereby incorporated by reference in its entirety).


The term “cytotoxic moiety”, as used herein, refers to any agent that is detrimental to (e.g., kills) cells.


The term “chemotoxin”, as used herein, refers to any small molecule cytotoxic moiety that is detrimental to (e.g., kills) cells.


The term “biological activity” of a gene, as used herein, refers to a functional activity of the gene or its protein product in a biological system, e.g., enzymatic activity and transcriptional activity.


The term “p63 null mouse”, as used herein, refers to a mouse in which the p63 gene (NCBI Reference Sequence: NM011641.2) has been deleted or downregulated in one or more tissue (e.g., epithelial tissue).


The term “biocompatible delivery vehicle”, as used herein, refers to any phyioslogically compatible compound that can carry a drug payload, including, without limitation, microcapsules, microparticles, nanoparticles, and liposomes.


The term “imaging moiety”, as used herein, refers to an agent that can be detected and used to image tissue in vivo.


The term “ablated” or “ablation”, as used herein, refers to the functional removal of cells, e.g., the basal cells of the mouse stratified epithelial tissue, using any art-recognized means. In one embodiment, cells are ablated by treatment with a cytotoxic moiety, e.g., using Cre-mediated expression of diphtheria toxin fragment A as described in Ivanova et al. Genesis. 2005; 43:129-35. In other embodiments, cells are chemically or physically ablated, e.g., by endoscopy-assisted ablation, radiofrequency ablation, laser ablation, microwave ablation, cryogenic ablation, thermal ablation, chemical ablation, and the like. In one exemplary embodiment, the ablation energy is radio frequency electrical current applied to conductive needle. The electrical current may be selected to provide pulsed or sinusoidal waveforms, cutting waves, or blended waveforms. In addition, the electrical current may include ablation current followed by current sufficient to cauterize any blood vessels that may be compromised during the ablation process. Alternatively, in some embodiments, ablation probe may take the form of a bipolar probe that carries two or more electrodes, in which case the current flows between the electrodes.


The term “suitable control”, as used herein, refers to a measured mRNA or protein level (e.g. from a tissue sample not subject to treatment by an agent), or a reference value that has previously been established.


The term “pluripotent” as used herein, refers to a stem or progenitor cell that is capable of differentiating into any of the three germ layers endoderm, mesoderm or ectoderm.


The term “multipotent”, as used herein, refers to a stem or progenitor cell that is capable of differentiating into multiple lineages, but not all lineages. Often, multipotent cells can differentiate into most of the cells of a particular lineage, for example, hematopoietic stem cells.


The term “oligopotent”, as used herein, refers to a stem or progenitor cell that can differentiate into two to five cell types, for example, lymphoid or myeloid stem cells.


The term “positive”, as used herein, refers to the expression of an mRNA or protein in a cell, wherein the expression is at least 5 percent of the expression of actin in the cell.


The term “negative”, as used herein, refers to the expression of an mRNA or protein in a cell, wherein the expression is less than 1 percent of the expression of actin in the cell.


III. Exemplary Embodiments
A. Molecular Signature of Cells Responsible for the Esophageal Metaplasia

The present invention is based, in part, on the discovery that a unique population of primitive epithelial cells give rise to the metaplasia underlying esophageal and gastric adenocarcinoma. Transcriptome analysis of RNA derived by microdissection from this population of cells led to the remarkable discovery that these cells have a distinct molecular signature. In particular, a number of genes were identified as being upregulated in these cells. Moreover, a subset of these genes (set forth below in Tables 1-5, 15 and 16 and FIGS. 9-11, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers) were determined to be useful diagnostically for the identification of these primitive epithelial cells and/or as target molecules for therapeutics designed to kill or inhibit growth of these cells. Accordingly, the present invention makes use of the identified genes to provide methods and compositions for diagnosing, imaging, treating or preventing metaplasia (e.g., esophageal metaplasia). However, it should be appreciated that such methods and compositions are not limited to diagnosing, imaging, treating or preventing metaplasia, but can be can be used more generally for diagnosing, imaging, treating or preventing any disease arising from or containing cells that share the molecular signature disclosed herein. Such diseases include, without limitation, dysplasia (e.g., esophageal and gastric dysplasia), adenocarcinoma (e.g., esophageal, gastric and pancreatic adenocarcinoma), pancreatic intraepithelial neoplasia, inflammatory bowel disease (e.g., Crohn's disease and ulcerative colitis), and micropapillary carcinoma.









TABLE 1







Genes upregulated in Barrett's-like metaplasia in p63 null mice









Gene Symbol
Gene Title
RefSeq Transcript ID





Foxi1
forkhead box I1
NM_023907


6430514M23Rik
RIKEN cDNA




6430514M23 gene


Tcerg1|
transcription
NM_183289 ///



elongation regulator 1-
XM_916561



like


Akr1c18
aldo-keto reductase
NM_134066



family 1, member C18


Gad1
glutamic acid
NM_008077



decarboxylase 1


BC048546
cDNA sequence
NM_001001179



BC048546


Slc14a1
solute carrier family
NM_028122



14 (urea transporter),



member 1


LOC100047091 ///
hypothetical protein
NM_028135 ///


Tmem163
LOC100047091 ///
XM_001477366



transmembrane



protein 163


Tcerg1|
transcription
NM_183289 ///



elongation regulator 1-
XM_916561



like


Aox3
aldehyde oxidase 3
NM_023617


Slc14a1
solute carrier family
NM_028122



14 (urea transporter),



member 1


Upk2
uroplakin 2
NM_009476


Gm3515
predicted gene 3515
XM_001477025


Pkib
protein kinase inhibitor
NM_001039050 ///



beta, cAMP
NM_001039051 ///



dependent, testis
NM_001039052 ///



specific
NM_001039053 ///




NM_008863


Inhbb ///
inhibin beta-B ///
NM_008381 ///


LOC100046802
similar to Inhbb
XM_001476835



protein


Cnpy1
canopy 1 homolog
NM_175651



(zebrafish)


Pkib
protein kinase inhibitor
NM_001039050 ///



beta, cAMP
NM_001039051 ///



dependent, testis
NM_001039052 ///



specific
NM_001039053 ///




NM_008863


6430514M23Rik
RIKEN cDNA




6430514M23 gene


Dnajc12
DnaJ (Hsp40)
NM_013888



homolog, subfamily C,



member 12


Pcsk1
proprotein convertase
NM_013628



subtilisin/kexin type 1


Calca
calcitonin/calcitonin-
NM_001033954 ///



related polypeptide,
NM_007587



alpha


Slc38a5
solute carrier family
NM_172479



38, member 5


Lemd1
LEM domain
NM_001033250



containing 1


Wif1
Wnt inhibitory factor 1
NM_011915


Vtcn1
V-set domain
NM_178594



containing T cell



activation inhibitor 1


B630019K06Rik
RIKEN cDNA
NM_175327



B630019K06 gene


Adh7
alcohol
NM_009626



dehydrogenase 7



(class IV), mu or



sigma polypeptide


Sox1
SRY-box containing
NM_009233



gene 1


Cnpy1
canopy 1 homolog
NM_175651



(zebrafish)


Nrip3
nuclear receptor
NM_020610



interacting protein 3


Adh7
alcohol
NM_009626



dehydrogenase 7



(class IV), mu or



sigma polypeptide


Slc35d3
solute carrier family
NM_029529



35, member D3


Cnpy1
canopy 1 homolog
NM_175651



(zebrafish)


Tnfsf12 /// Tnfsf12-
tumor necrosis factor
NM_001034097 ///


tnfsf13 /// Tnfsf13
(ligand) superfamily,
NM_001034098 ///



member 12 /// tumor
NM_001159503 ///



necrosis factor
NM_001159505 ///




NM_011614 //


Eya2
eyes absent 2
NM_010165



homolog (Drosophila)


Fxyd2
FXYD domain-
NM_007503 ///



containing ion
NM_052823



transport regulator 2


Bik
BCL2-interacting killer
NM_007546


Krt31
keratin 31
NM_010659


Calcb
calcitonin-related
NM_054084



polypeptide, beta


Neto1
neuropilin (NRP) and
NM_144946



tolloid (TLL)-like 1


Pion
pigeon homolog
NM_175437



(Drosophila)


Myof
myoferlin
NM_001099634 ///




XM_001480162 ///




XM_001480167 ///




XM_283556


Lrig1
leucine-rich repeats
NM_008377



and immunoglobulin-



like domains 1


Fgf1
fibroblast growth
NM_010197



factor 1


Hivep3
human
NM_010657



immunodeficiency



virus type I enhancer



binding protein 3


Insrr
insulin receptor-
NM_011832



related receptor


Neto1
neuropilin (NRP) and
NM_144946



tolloid (TLL)-like 1


Cldn10
claudin 10
NM_001160096 ///




NM_001160097 ///




NM_001160098 ///




NM_001160099 ///




NM_021386 //


Gad1
glutamic acid
NM_008077



decarboxylase 1


Cib3
calcium and integrin
NM_001080812 ///



binding family
XM_356089 ///



member 3
XM_904518


Capsl
calcyphosine-like
NM_029341







Nptx1
neuronal pentraxin 1
NM_008730


Muc4
mucin 4
NM_080457


Calca
calcitonin/calcitonin-
NM_001033954 ///



related polypeptide,
NM_007587



alpha


Lrig1
leucine-rich repeats
NM_008377



and immunoglobulin-



like domains 1


Gabrp
gamma-aminobutyric
NM_146017



acid (GABA) A



receptor, pi


Cxcl17
chemokine (C—X—C
NM_153576



motif) ligand 17


Lrrc26
leucine rich repeat
NM_146117



containing 26


LOC100047840 ///
similar to stem cell
NM_019992 ///


Stap1
adaptor protein STAP-
XM_001479407 ///



1 /// signal transducing
XM_001479415



adaptor famil


Msln
mesothelin
NM_018857


5730414M22Rik
RIKEN cDNA




5730414M22 gene


Aspa
aspartoacylase
NM_023113


Gng13
guanine nucleotide
NM_022422



binding protein (G



protein), gamma 13


Muc4
mucin 4
NM_080457


Car4
carbonic anhydrase 4
NM_007607


A430071A18Rik
RIKEN cDNA




A430071A18 gene


C130021|20Rik
Riken cDNA
NM_177842



C130021|20 gene


Cplx2
complexin 2
NM_009946


Runx2
runt related
NM_001145920 ///



transcription factor 2
NM_001146038 ///




NM_009820


Dcxr
dicarbonyl L-xylulose
NM_026428



reductase


1700061J05Rik
RIKEN cDNA
NM_001163612 ///



1700061J05 gene
NM_001163613 ///




NM_028522 ///




XM_181371 ///




XM_911673


Fam46c
family with sequence
NM_001142952 ///



similarity 46, member C
XR_001536 ///




XR_002338 ///




XR_005163


Muc16
mucin 16
XM_001476091 ///




XM_911929


Cplx2
complexin 2
NM_009946


5830428M24Rik
RIKEN cDNA




5830428M24 gene


Kcnj1
potassium inwardly-
NM_019659



rectifying channel,



subfamily J, member 1


Gabrp
gamma-aminobutyric
NM_146017



acid (GABA) A



receptor, pi


Car4
carbonic anhydrase 4
NM_007607


Kcnma1
Potassium large
NM_010610



conductance calcium-



activated channel,



subfamily M, alpha



member


Otop1
otopetrin 1
NM_172709


Prox1
prospero-related
NM_008937



homeobox 1


Abcc4
ATP-binding cassette,
NM_001033336 ///



sub-family C
NM_001163675 ///



(CFTR/MRP),
NM_001163676



member 4


BC064078
cDNA sequence
NR_015455 ///



BC064078
XR_034925 ///




XR_035011


Fgf1
fibroblast growth
NM_010197



factor 1


Tst
thiosulfate
NM_009437



sulfurtransferase,



mitochondrial


Rshl2a
radial spokehead-like
NM_025789



2A


Muc20
mucin 20
NM_001145874 ///




NM_146071


4922501L14Rik
RIKEN cDNA
NM_175176 ///



4922501L14 gene
XM_001481326 ///




XR_032207


Ropn1|
ropporin 1-like
NM_145852


Slfn4
schlafen 4
NM_011410
















TABLE 2







Cell surface marker genes upregulated in Barrett's like metaplasia.










Gene Symbol
Gene Title







slc6a14




muc1
mucin 1



MFsd4



DNER



Tlr1



Kcne3



Cldn3



Gprc5a



Ceacam1



Upk1a



Steap1



Muc16
mucin 1



Vtcn1



Slc38a5



Muc20



Abcc4



Neto1



Muc4
mucin 4



Slc35d3



Tmem163



Car4



Slc14a1



Hepacam2



cd177



kcnq1



sgms2



rab17

















TABLE 3







Genes upregulated in cells of the squamocolumnar junction of the


stomach.








Gene Symbol
Gene Title





LOC632073 /// U46068
similar to long palate, lung and nasal



epithelium carcinoma associated 1 isoform


Ltf
lactotransferrin


Defb4
defensin beta 4


Ugt8a
UDP galactosyltransferase 8A


Mcpt2
mast cell protease 2


Onecut2
one cut domain, family member 2


Mcpt1
mast cell protease 1


Gcg
glucagon


Cldn7
claudin 7


Calcb
calcitonin-related polypeptide, beta


Pigr
polymeric immunoglobulin receptor


Gpr120
G protein-coupled receptor 120


Pate4
prostate and testis expressed 4


Wfdc2
WAP four-disulfide core domain 2


Rgs13
regulator of G-protein signaling 13


Muc4
mucin 4


Apob
apolipoprotein B


Gm14446
predicted gene 14446


U46068
cDNA sequence U46068


Cd177
CD177 antigen


Itih2
inter-alpha trypsin inhibitor, heavy chain 2


Spib
Spi-B transcription factor (Spi-1/PU.1 related)


Krt6a
keratin 6A


F5
coagulation factor V


Hamp
hepcidin antimicrobial peptide


Slfn4
schlafen 4


Trpm5
transient receptor potential cation channel,



subfamily M, member 5


Spink12
serine peptidase inhibitor, Kazal type 11


Hsd11b2
hydroxysteroid 11-beta dehydrogenase 2


Gabrp
gamma-aminobutyric acid (GABA) A receptor,



pi


Ceacam1
carcinoembryonic antigen-related cell adhesion



molecule 1


Cldn2
claudin 2


BC100530 /// Stfa1
cDNA sequence BC100530 /// stefin A1


Siglec5
sialic acid binding Ig-like lectin 5


Reg3g
regenerating islet-derived 3 gamma


Gsdmc2 ///
gasdermin C2 /// hypothetical protein


LOC100045250
LOC100045250


2010205A11Rik ///
RIKEN cDNA 2010205A11 gene /// predicted


Gm10883 /// Gm1420 ///
gene 10883 /// predicted gene 1420 ///


Gm7202 /// Igk ///


Igk-C /// Igk-V28 ///


LOC100047628


Ppbp
pro-platelet basic protein


Expi
extracellular proteinase inhibitor


2310038E17Rik
RIKEN cDNA 2310038E17 gene


Slc6A14
solute carrier family 6 (neurotransmitter



transporter), member 14


Fcgbp
Fc fragment of IgG binding protein


Aqp5 /// LOC100046616
aquaporin 5 /// similar to aquaporin 5


Naip5
NLR family, apoptosis inhibitory protein 5


Gm10883 /// Gm1420 ///
predicted gene 10883 /// predicted gene 1420


Gm7202 /// Igk ///
/// predicted gene 7202 /// immunog


Igk-C /// Igk-V28 ///


LOC100047628


Dclk1
doublecortin-like kinase 1


Stfa2l1
stefin A2 like 1


Kcne3
potassium voltage-gated channel, Isk-related



subfamily, gene 3


Pcdh24
protocadherin 24


Igh /// Igh-2 ///
immunoglobulin heavy chain complex ///


Igh-VJ558 ///
immunoglobulin heavy chain 2 (serum IgA)


LOC544903


Stfa3
stefin A3


Trpm5
transient receptor potential cation channel,



subfamily M, member 5


Igh /// Igh-2 ///
immunoglobulin heavy chain complex ///


Igh-VJ558 ///
immunoglobulin heavy chain 2 (serum IgA)


LOC544903


Igj
immunoglobulin joining chain


Gpa33
glycoprotein A33 (transmembrane)









Also provided is a subset of genes from the human isolated clonal population of Barrett's esophagus progenitor cells (set forth below in Table 4, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers). Each of these genes is expressed at, at least, 10% of the expression of actin in these cells. These genes were determined to be useful diagnostically for the identification of these cells and/or as target molecules for therapeutics designed to kill or inhibit growth of these cells. Accordingly, the present invention makes use of the identified genes to provide methods and compositions for diagnosing, imaging, treating or preventing metaplasia (e.g., esophageal metaplasia). However, it should be appreciated that such methods and compositions are not limited to diagnosing, imaging, treating or preventing metaplasia, but can be can be used more generally for diagnosing, imaging, treating or preventing any disease arising from or containing cells that share the molecular signature disclosed herein. Such diseases include, without limitation, dysplasia (e.g., esophageal and gastric dysplasia), adenocarcinoma (e.g., esophageal, gastric and pancreatic adenocarcinoma), pancreatic intraepithelial neoplasia, inflammatory bowel disease (e.g., Crohn's disease and ulcerative colitis), and micropapillary carcinoma.












TABLE 4







Gene Symbol
Accession No.









GSTM4
NM_000850



SLC16A4
NM_004696



CMBL
NM_138809.3



CEACAM6
NM_002483



NR5A2
NM_205860



CFTR
NM_000492



GCNT3
NM_004751










Also provided is a subset of genes from the human isolated clonal population of Barrett's esophagus progenitor cells (set forth below in Table 5, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers). These genes are upregulated in Barrett's esophagus progenitor cells when compared to their expression in squamous cell and gastric cardia progenitor cells. These genes were also determined to be useful diagnostically for the identification of these cells and/or as target molecules for therapeutics designed to kill or inhibit growth of these cells. Accordingly, the present invention makes use of the identified genes to provide methods and compositions for diagnosing, imaging, treating or preventing metaplasia (e.g., esophageal metaplasia). However, it should be appreciated that such methods and compositions are not limited to diagnosing, imaging, treating or preventing metaplasia, but can be can be used more generally for diagnosing, imaging, treating or preventing any disease arising from or containing cells that share the molecular signature disclosed herein. Such diseases include, without limitation, dysplasia (e.g., esophageal and gastric dysplasia), adenocarcinoma (e.g., esophageal, gastric and pancreatic adenocarcinoma), pancreatic intraepithelial neoplasia, inflammatory bowel disease (e.g., Crohn's disease and ulcerative colitis), and micropapillary carcinoma.












TABLE 5







Gene Symbol
RefSeq









ODAM
NM_017855



GSTM4
NM_000850



BICC1
NM_001080512



SLC16A4
NM_004596



NTS
NM_006183



BAAT
NM_001701



DDX43
NM_018665



MXRA5
NM_015419



FGF2
NM_002006



AK5
NM_174858



CCL28
NM_148672



HLA-DMB
NM_002118



TNFRSF10C
NM_003841



HS3ST5
NM_153612



CTH
NM_001902



TGFB2
NM_001135599



CLDN10
NM_182848



SLC15A1
NM_005073



CYP2E1
NM_000773



GSTM2
NM_000848



LRRC6
NM_012472



CCBE1
NM_133459



STC2
NM_003714



NKX6-3
NM_152568



MATN2
NM_002380



USP44
NM_032147










In certain embodiments, the isolated Barrett's esophagus progenitor cells described herein are negative for the expression of mRNA of any one or more of the genes shown in Table 6, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers.









TABLE 6







Negatively expressing genes










Gene Symbol
RefSeq







SOX2
NM_003106



TP63
NM_003722



KRT20
NM_019010



GKN1
NM_019617



GKN2
NM_182536



FABP1
NM_001443



FABP2
NM_000134



Krt14
NM_000526



CXCL17
NM_198477










In certain specific embodiments, the isolated Barrett's esophagus progenitor cells described herein are negative for the expression of Krt20, Sox2 and p63 mRNA. In other specific embodiments, the isolated Barrett's esophagus progenitor cells described herein are negative for the expression of SOX2, p63, KRT20, GKN1, GKN2, FABP1, FABP2, KRT14 and CXCL17.


In certain embodiments, the isolated Barrett's esophagus progenitor cells described herein are positive for the expression of any one or more mRNA of any one or more of the genes shown in Table 7, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers.









TABLE 7







Positively expressing genes










Gene Symbol
RefSeq







GSTM4
NM_000850



SLC16A4
NM_004696



CMBL
NM_138809



CEACAM6
NM_002483



NR5pA2
NM_205860



CFTR
NM_000492



GCNT3
NM_004751



BICC1
NM_001080512



NTS
NM_006183










In certain specific embodiments, the isolated Barrett's esophagus progenitor cells described herein are positive for the expression of CEACAM6 mRNA. In other specific embodiments, the isolated Barrett's esophagus progenitor cells described herein are negative for the expression of CEACAM6, GSTM4, SLC16A4, CMBL, NR5A2, CFTR, GCNT3, BICC1 and NTS mRNA.


In other embodiments, the isolated Barrett's esophagus progenitor cells described herein are negative for the expression of any one or more of Sox2, p63, Krt20, GKN1/2, FABP1/2, KRT14 or CXCL17 mRNA and positive for the expression of any one or more of CEACAM6, GSTM4, SLC16A4, CMBL, NR5A2, CFTR, GCNT3, BICC1 or NTS mRNA. In certain specific embodiments, the isolated Barrett's esophagus progenitor cells described herein are positive for the expression of CEACAM6 mRNA and negative for the expression of Krt20, Sox2 and p63. In other specific embodiments, the isolated Barrett's esophagus progenitor cells described herein are negative for the expression of Sox2, p63, Krt20, GKN1/2, FABP1/2, KRT14 and CXCL17 mRNA and positive for the expression of CEACAM6, GSTM4, SLC16A4, CMBL, NR5A2, CFTR, GCNT3, BICC1 and NTS mRNA.


In certain embodiments, the human isolated clonal population of Barrett's esophagus progenitor cells disclosed herein are cultured with 5 mg/ml insulin, 10 ng/ml EGF, 2×10−9 M 3,3′,5-triiodo-L-thyronine, 0.4 mg/ml hydrocortisone, 24 mg/ml adenine, 1×10−10 M cholera toxin, 10 Jagged 1, 100 ng/ml Noggin, 125 ng/ml R Spondin 1, 2.5 μM Rock inhibitor in DMEM/Ham's F12 3:1 medium with 10% fetal bovine serum when the mRNA expression analysis is performed.


Also provided is a subset of genes from a human isolated clonal population of squamous progenitor cells (set forth below in Table 8, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers). Each of these genes is expressed at, at least, 10% of the expression of actin in these cells. These genes were determined to be useful diagnostically for the identification of these cells and/or to distinguish these cells from Barrett's esophagus progenitor cells, so that the Barrett's esophagus progenitor cells can be selectively ablated without damaging squamous progenitor cells. Accordingly, the present invention makes use of the identified genes to provide methods and compositions for diagnosing, imaging, treating or preventing metaplasia (e.g., esophageal metaplasia). However, it should be appreciated that such methods and compositions are not limited to diagnosing, imaging, treating or preventing metaplasia, but can be can be used more generally for diagnosing, imaging, treating or preventing any disease arising from or containing cells that share the molecular signature disclosed herein. Such diseases include, without limitation, dysplasia (e.g., esophageal and gastric dysplasia), adenocarcinoma (e.g., esophageal, gastric and pancreatic adenocarcinoma), pancreatic intraepithelial neoplasia, inflammatory bowel disease (e.g., Crohn's disease and ulcerative colitis), and micropapillary carcinoma.












TABLE 8







Gene Symbol
Accession No.









S100A8
NM_002964



Krt14
NM_000526



SPRR1A
NM_005987



CSTA
NM_005213










Also provided is a subset of genes from the human isolated clonal population of squamous progenitor cells (set forth below in Table 9, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers). These genes are upregulated in squamous progenitor cells when compared to their expression in Barrett's esophagus and gastric cardia progenitor cells. These genes were determined to be useful diagnostically for the identification of these cells and/or differentiation of these cells from Barrett's esophagus progenitor cells, so that the Barrett's esophagus progenitor cells can be selectively ablated without damaging squamous progenitor cells. Accordingly, the present invention makes use of the identified genes to provide methods and compositions for diagnosing, imaging, treating or preventing metaplasia (e.g., esophageal metaplasia). However, it should be appreciated that such methods and compositions are not limited to diagnosing, imaging, treating or preventing metaplasia, but can be can be used more generally for diagnosing, imaging, treating or preventing any disease arising from or containing cells that share the molecular signature disclosed herein. Such diseases include, without limitation, dysplasia (e.g., esophageal and gastric dysplasia), adenocarcinoma (e.g., esophageal, gastric and pancreatic adenocarcinoma), pancreatic intraepithelial neoplasia, inflammatory bowel disease (e.g., Crohn's disease and ulcerative colitis), and micropapillary carcinoma.












TABLE 9







Gene Symbol
RefSeq









S100A8
NM_002964



DSG1
NM_001942



SPINK6
NM_205841



SPRR1B
NM_003125



SERPINB13
NM_012397



DSC3
NM_024423



KRT14
NM_000526



KRT17
NM_000422



SPRR2D
NM_006945



DSG3
NM_001944



A2ML1
NM_144670



TMEN45A
NM_018004



SBSN
NM_198538



KRT5
NM_000424



SPRR1A
NM_005987



SERPINB7
NM_003784



TFPI2
NM_006528



IVL
NM_005547



CAPNS2
NM_032330



DSC1
NM_004948



TP63
NM_003722










In certain embodiments, the isolated squamous progenitor cells described herein are negative for the expression of any one or more of mRNA of any one or more of the genes shown in Table 10, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers.









TABLE 10







Negatively expressing genes










Gene Symbol
RefSeq







SOX2
NM_003106



Krt20
NM_019010



CXCL17
NM_198477



CEACAM6
NM_002483



NR5A2
NM_205860










In certain specific embodiments, the isolated squamous progenitor cells described herein are negative for the expression of CEACAM6 mRNA. In other specific embodiments, the isolated squamous progenitor cells described herein are negative for the expression of Sox2, Krt20, CXCL17 and CEACAM6 mRNA.


In certain embodiments, the isolated squamous progenitor cells described herein are positive for the expression of any one or more mRNA of any one or more of the genes shown in Table 11, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers.









TABLE 11







Positively expressing genes










Gene Symbol
RefSeq







S100A8
NM_002964



Krt14
NM_000526



SPRR1A
NM_005987



CSTA
NM_005213



TP63
NM_003722










In certain specific embodiments, the isolated squamous progenitor cells described herein are positive for the expression of p63 mRNA. In other specific embodiments, the isolated squamous progenitor cells described herein are negative for the expression of S100A8, Krt14, SPRR1A, CSTA and p63 mRNA.


In other embodiments, the isolated squamous progenitor cells described herein are negative for the expression of any one or more of Sox2, Krt20, GKN1/2, FABP1/2, CXCL17 or CEACAM6 mRNA and positive for the expression of any one or more of S100A8, Krt14, SPRR1A, CSTA or p63 mRNA. In certain specific embodiments, the isolated squamous progenitor cells described herein are positive for the expression of p63 mRNA and negative for the expression of CEACAM6. In other specific embodiments, the isolated squamous progenitor cells described herein are negative for the expression of Sox2, Krt20, GKN1/2, FABP1/2, CXCL17 and CEACAM6 mRNA and positive for the expression of S100A8, Krt14, SPRR1A, CSTA and p63 mRNA.


Also provided is a subset of genes from a human isolated clonal population of gastric cardia progenitor cells (set forth below in Table 12, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers). Each of these genes is expressed at, at least, 10% of the expression of actin in these cells. These genes were determined to be useful diagnostically for the identification of these cells and/or to distinguish these cells from Barrett's esophagus progenitor cells, so that the Barrett's esophagus progenitor cells can be selectively ablated without damaging gastric cardia progenitor cells. Accordingly, the present invention makes use of the identified genes to provide methods and compositions for diagnosing, imaging, treating or preventing metaplasia (e.g., esophageal metaplasia). However, it should be appreciated that such methods and compositions are not limited to diagnosing, imaging, treating or preventing metaplasia, but can be can be used more generally for diagnosing, imaging, treating or preventing any disease arising from or containing cells that share the molecular signature disclosed herein. Such diseases include, without limitation, dysplasia (e.g., esophageal and gastric dysplasia), adenocarcinoma (e.g., esophageal, gastric and pancreatic adenocarcinoma), pancreatic intraepithelial neoplasia, inflammatory bowel disease (e.g., Crohn's disease and ulcerative colitis), and micropapillary carcinoma.












TABLE 12







Gene Symbol
Accession No.









CXCL17
NM_198477



CAPN6
NM_014289



PSCA
NM_005672



GKN1
NM_019617



GKN2
NM_182536



MT1G
NM_005950



SPINK4
NM_014471










Also provided is a subset of genes from the human isolated clonal population of gastric cardia progenitor cells (set forth below in Table 13, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers). These genes are upregulated in gastric cardia progenitor cells when compared to their expression in Barrett's esophagus and squamous progenitor cells. These genes were determined to be useful diagnostically for the identification of these cells and/or to distinguish these cells from Barrett's esophagus progenitor cells, so that the Barrett's esophagus progenitor cells can be selectively ablated without damaging squamous progenitor cells. Accordingly, the present invention makes use of the identified genes to provide methods and compositions for diagnosing, imaging, treating or preventing metaplasia (e.g., esophageal metaplasia). However, it should be appreciated that such methods and compositions are not limited to diagnosing, imaging, treating or preventing metaplasia, but can be can be used more generally for diagnosing, imaging, treating or preventing any disease arising from or containing cells that share the molecular signature disclosed herein. Such diseases include, without limitation, dysplasia (e.g., esophageal and gastric dysplasia), adenocarcinoma (e.g., esophageal, gastric and pancreatic adenocarcinoma), pancreatic intraepithelial neoplasia, inflammatory bowel disease (e.g., Crohn's disease and ulcerative colitis), and micropapillary carcinoma.












TABLE 13







Gene Symbol
RefSeq









CXCL17
NM_198477



LOC84740
NR_026892



KIAA1324
NM_020775



MT1M
NM_176870



C20orf114
NM_033197



MT1A
NM_005946



ORM2
NM_000608



CAPN6
NM_014289



CAPN9
NM_006615



PSCA
NM_005672



SLC26A9
NM_052934



SOX2OT
NR_004053



GABRP
NM_014211



UGT2B15
NM_001076



ITGBL1
NM_004791



UGT1A9
NM_021027



PIK3C2G
NM_004570



GKN1
NM_019617



SCGB2A1
NM_002407



PTER
NM_030664



GPR64
NM_001079858



LUM
NM_002345



HRASLS2
NM_017878



GKN2
NM_182536



MRAP2
NM_138409



MAL
NM_002371



SIM2
NM_009586



ORM1
NM_000607



FBP2
NM_003837



ALDH3A1
NM_000691



C11orf92
NM_207429



NPSR1
NM_207172



ARL14
NM_025047



CAPN13
NM_144575



RAB37
NM_175738



CYP4F12
NM_023944



PCDHB2
NM_018936



MGAM
NM_004668



TCEA3
NM_003196










In certain embodiments, the isolated gastric cardia progenitor cells described herein are negative for the expression of any one or more mRNA of any one or more of the genes shown in Table 14, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers.









TABLE 14







Negatively expressing genes










Gene Symbol
RefSeq







CEACAM6
NM_002483



TP63
NM_003722



FABP1
NM_001443



FABP2
NM_000134



Krt14
NM_000526



Krt20
NM_019010










In certain specific embodiments, the isolated gastric cardia progenitor cells described herein are negative for the expression of CEACAM6 mRNA. In other specific embodiments, the isolated gastric cardia progenitor cells described herein are negative for the expression of CEACAM6, p63, FABP1/2, Krt14 and Krt20 mRNA.


In certain embodiments, the isolated gastric cardia progenitor cells described herein are positive for the expression of any one or more mRNA of any one or more of the genes shown in Table 15, the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers.









TABLE 14







Positively expressing genes










Gene Symbol
RefSeq







CXCL17
NM_198477



CAPN6
NM_014289



CAPN9
NM_006615



PSCA
NM_005672



SOX2
NM_003106



GKN1
NM_019617



GKN2
NM_182536



MT1G
NM_005950



SPINK4
NM_014471










In other specific embodiments, the isolated gastric cardia progenitor cells described herein are negative for the expression of CXCL17, CAPN6, CAPN9, PSCA, GKN1, GKN2, MT1G, SPINK4 and SOX2 mRNA.


In other embodiments, the isolated gastric cardia progenitor cells described herein are negative for the expression of any one or more of CEACAM6, p63, FABP1/2, Krt14 or Krt20 mRNA and positive for the expression of any one or more of CXCL17, CAPN6, CAPN9, PSCA, GKN1, GKN2, MT1G, SPINK4 or SOX2 mRNA. In other specific embodiments, the isolated gastric cardia progenitor cells described herein are negative for the expression of CEACAM6, p63, FABP1/2, Krt14 and Krt20 mRNA and positive for the expression of CXCL17, CAPN6, CAPN9, PSCA, GKN1, GKN2, MT1G, SPINK4 and SOX2 mRNA.


B. Methods of Treatment

In one aspect, the invention provides methods for treating or preventing metaplasia (e.g., esophageal metaplasia). The methods of the invention generally comprise administering to a subject a therapeutic amount of an agent that decreases the expression and/or biological activity of one or more of the genes set forth in Tables 1-5 and FIGS. 9-11.


Any agent that causes a decrease in the expression and/or biological activity of the desired gene(s) is suitable for use in the methods of the invention. Suitable agents include, without limitation, antibodies, antibody-like molecules, aptamers, peptides, antisense oligonucleotides, small molecules or RNAi agents. In some embodiments, the agent decreases the amount of mRNA of the target gene. In other embodiments the agent decreases the expression of the protein product of the targeted gene. In other embodiments, the agent inhibits the biological activity of the protein product of the targeted gene (e.g., enzymatic activity or transcriptional activity). Such agents can be identified, for example, using the screening assays described herein.


In another aspect, the invention provides methods for treating or preventing metaplasia (e.g., esophageal metaplasia). The methods of the invention generally comprise administering a therapeutic amount of an agent that specifically binds to a cell surface polypeptide encoded by one of the genes set forth in Tables 1-5, 15 and 16 and FIGS. 9-11, wherein said agent is linked to one or more cytotoxic moiety.


Any agent that binds to the desired cell surface polypeptide is suitable for use in the methods of the invention. Suitable agents include, without limitation, antibodies, antibody-like molecules, aptamers, peptides, cell surface receptor ligand, or small molecules. In a preferred embodiment, the agent is an antibody, antibody-like molecule or cell surface receptor ligand.


In certain embodiments, cell surface polypeptides are targeted that are highly expressed in the Barrett's Esophagus progenitor cell but not in squamous cell progenitor cells that may be located nearby. The squamous cell progenitor cell described above and its mRNA expression profile compared to the profile of the clonal population of Barrett's Esophagus progenitor cells. Table 15 shows the mRNA from gene that were most highly expressed in clonal population of Barrett's Esophagus progenitor cells compared to the isolated squamous cell progenitor cell the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers. Shaded genes in Table 15 are cell surface proteins.









TABLE 15









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In certain embodiments, cell surface polypeptides are targeted that are highly expressed in the Barrett's Esophagus progenitor cell but not in gastric cardia cell progenitor cells that may be located nearby. The gastric cardia cell progenitor cell described above and its mRNA expression profile compared to the profile of the clonal population of Barrett's Esophagus progenitor cells. Table 16 shows the mRNA from gene that were most highly expressed in clonal population of Barrett's Esophagus progenitor cells compared to the isolated squamous cell progenitor cell the sequences of which are each specifically incorporated herein by reference to their respective RefSeq Transcript ID numbers. Shaded genes in Table 16 are cell surface proteins.









TABLE 16









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text missing or illegible when filed








Any cytotoxic moiety is suitable for use in the methods of the invention, including, without limitation, radioactive isotopes, chemotoxins, or toxin proteins. Suitable radioactive isotopes include, without limitation, iodine131, indium111, yttrium90, and lutetium177. Suitable chemotoxins include, without limitation, anthracyclines (e.g., daunorubicin (formerly daunomycin) and doxorubicin), antibiotics, taxol, cytochalasin B, gramicidin D, ethidium bromide, emetine, mitomycin, etoposide, tenoposide, colchicin, doxorubicin, daunorubicin, dihydroxy anthracin dione, mitoxantrone, mithramycin, actinomycin D, I-dehydrotestosterone, glucocorticoids, procaine, tetracaine, lidocaine, propranolol, antimetabolites (e.g., 30 methotrexate, 6-mercaptopurine, 6-thioguanine, cytarabine, 5-fluorouracil decarbazine), alkylating agents (e.g., mechlorethamine, thioepa chlorambucil, melphalan, carmustine (BSNU) and lomustine (CCNU), cyclothosphamide, busulfan, dibromomannitol, streptozotocin, mitomycin C, and cis-dichlorodiamine platinum (II) (DDP) cisplatin), (e.g., dactinomycin (formerly actinomycin), bleomycin, mithramycin, and anthramycin (AMC)), anti-mitotic agents (e.g., vincristine and vinblastine), duocarmycins, calicheamicins, maytansines and auristatins, and derivatives thereof. Suitable toxin proteins include, without limitation, bacterial toxins (e.g., diphtheria toxin, and plant toxins (e.g., ricin).


Additional cytotoxic moieties include a medoximil moiety, PPARγ inhibitors and NR5A2 activity modulator.


CMBL (carboxymethylenebutenolidase homolog; NP620164.1) is highly expressed in Barrett's esophagus progenitor. CMBL is a cysteine hydrolase of the dienelactone hydrolase family that is highly expressed in liver and small intestine. CMBL preferentially cleaves cyclic esters, and it activates medoxomil-ester prodrugs in which the medoxomil moiety is linked to an oxygen atom (Ishizuka et al., 2010, J. Biol. Chem. 285, 11892-11902, incorporated by reference, herein, in its entirety). Thus, in certain embodiments, cytotoxic moieties include prodrug versions of common cytotoxic molecules, such as medoxomil-linked chemotherapeutics, to selectively damage Barrett's esophagus progenitor cells without significantly affecting other cell types of the esophagus or stomach. Alternatively this strategy could be used to introduce any appropriate pro-drug based on medoxomil chemistry to selectively affect the stem cells of IM.


PPARgamma (NM 138712) and PPARgC1A (NM 013261) are highly overexpressed in Barrett's esophagus progenitor cells versus squamous stem cells that give rise to the esophagus. Therefore, in certain embodiments, the cytotoxic moiety is a modulator of PPARgamma. An example of an irreversible inhibitor of PPARgamma is GW-9662 (2-Chloro-5-nitro-N-phenyl-benzamide), which suppresses PPARgamma with a nanomolar IC50. Modulators of PPARgamma, such as the drug class of thiazolidinediones (TZDs) are used clinically for the treatment of insulin resistance Yki-Järvinen, N Engl J Med. 351, 1106-1118 (2004); Staels and Fruchart Diabetes 54, 2460-2470 (2004).


The liver receptor homolog-1 (LRH-1) also known as NR5A2 (nuclear receptor subfamily 5, group A, member 2; NM 205860) is a protein that in humans is encoded by the NR5A2 gene, plays a critical role in the regulation of development, cholesterol transport, bile acid homeostasis and steroidogenesis. Bernier et al. (1993). Mol. Cell. Biol. 13 (3): 1619; and Galarneau et al. (1998) Cytogenet. Cell Genet. 82 (3-4): 269. NR5A2 is one of 49 “nuclear receptors” in the human genome that together represent ligand-regulated transcription factors. About half of these nuclear receptors have known ligands (estrogen, androgens, thyroid hormone, retinoids, vitamin D, etc.), the other half are orphan receptors.


The inventors have discovered, such as based on gene expression analysis of the cloned stem cells from Barrett's esophagus and gastric intestinal metaplasia, that the expression of NR5A2 is 10-20-fold higher when compared to indigenous stem cells of the esophagus and stomach. Our analysis further suggests that NR5A2 is likely a key stem cell factor required for self-renewal of both of both Barrett's and gastric intestinal metaplasia, and is different from the key self-renewal factors in the esophagus and stomach. Therefore targeting NR5A2 with agents that specifically affect the level of expression and/or functioning of NR5A2 in BE and IM stem cells versus the esophagus or stomach stem cells may be a useful way to inhibit the growth of those target stem cells, and perhaps a means to selectively ablate the BE and/or IM stem cell populations. The modulatory agents can include, for example, nucleic acid therapeutics such as siRNA, antisense, decoys and the like, as well as intracellular antibodies and antibody mimetics, and small molecules.


While NR5A2 is an orphan nuclear receptor, but considerable efforts are underway to drug these orphan receptors using molecular docking into homologous ligand pockets within the NR5A2 structures. In certain embodiments, the NR5A2 modulator is an agonist, such as dilauroyl phosphatidylcholine, or an agonist having the structure




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Other natural and synthetic modulators are disclosed in Whitby et al., (2011) J. Mol. Med. 54, 2266, and representative embodiments are shown in FIG. 15. Additional compounds can by synthesized from these parent compounds using standard medicinal chemistry.


In certain embodiments the cytotoxic moiety is linked directly (either covalently or non-covalently) to the agent. In other embodiments the cytotoxic moiety is incorporated into a biocompatible delivery vehicle that is in turn linked directly (either covalently or non-covalently) to the agent. Biocompatible delivery vehicles are well known in the art and include, without limitation, microcapsules, microparticles, nanoparticles, liposomes and the like.


Applicants have discovered that it is a primitive cell population residing at the squamocolumnar junction that is responsible for esophageal metaplasia. Accordingly, ablation of this cell population in normal, healthy individuals would protect those individuals from esophageal metaplasia and, in turn, from esophageal adenocarinoma. Thus, the present invention provides for both prophylactic and therapeutic methods of treatment. In some embodiments, the patient to be treated has been diagnosed as having metaplasia. In other embodiments, the patient to be treated does not have metaplasia.


According to the methods of the invention, the agent can be administered via any means appropriate to effect treatment. In some embodiments, the agent is administered parenterally. In other embodiments, the agent is administered orally. In a preferred embodiment, the agent is administered endoscopically to the esophageal squamocolumnar junction or to a site of esophageal metaplasia. Any endoscopic device or procedure capable of delivering an agent is suitable for use in the methods of the invention.


An agent of the invention typically is administered to the subject in a pharmaceutical composition. The pharmaceutical composition typically includes the agent formulated together with a pharmaceutically acceptable carrier. Pharmaceutical compositions can be administered in combination therapy, i.e., combined with other agents. As used herein, “pharmaceutically acceptable carrier” includes any and all solvents, dispersion media, coatings, antibacterial and antifungal agents, isotonic and absorption delaying agents, and the like that are physiologically compatible. Preferably, the carrier is suitable for oral, and parenteral administration (e.g., by injection or infusion).


In some embodiments, the expression of genes required for activation, division or growth of the stem cell can reduced or otherwise inhibited using a nucleic acid therapeutic. In preferred embodiments, the nucleic acid therapeutic is selectively cytotoxic or cytotoxic to the stem cell relative to other normal tissue in the alimentary canal, particularly adjacent tissues. In the case of the BE stem cell, preferable nucleic acid therapeutics are selectively cytotoxic or cytotoxic to the BE cell as relative to normal esophageal squamous epithelium and/or esophageal squamous stem cells and/or stomach cardia stem cells.


Exemplary nucleic acid therapeutics include, but are not limited to, antisense oligonucleotides, decoys, siRNAs, miRNAs, shRNAs and ribozymes. These agents can be delivered through a variety of routes of administration, but a preferred route is through local delivery, such as by local injection or endoscopic delivery. Moreover, the nucleic acid therapeutic can be modified with one or more moieties which promote uptake of the polynucleotide by the targeted stem cell. For instance, the modification can be a peptide or a peptidomimetic that enhances cell permeation, or a lipophilic moiety which enhances entrance into a cell. Exemplary lipophilic moieties include those chosen from the group consisting of a lipid, cholesterol, oleyl, retinyl, cholesteryl residues, cholic acid, adamantane acetic acid, 1-pyrene butyric acid, dihydrotestosterone, 1,3-Bis-O(hexadecyl)glycerol, geranyloxyhexyl group, hexadecylglycerol, borneol, menthol, 1,3-propanediol, heptadecyl group, palmitic acid, myristic acid, O3-(oleoyl)lithocholic acid, O3-(oleoyl)cholenic acid, dimethoxytrityl, or phenoxazine.


RNA Interference Nucleic Acids


In particular embodiments, nucleic acid therapeutic is an RNA interference (RNAi) molecule. RNA interference methods using RNAi molecules may be used to disrupt the expression of a gene of interest, such as gene overexpressed by the targeted stem cell. Exemplary genes to be targeted in the case of BE stem cells are provided in Tables 1-5 and FIGS. 9-11. Small interfering RNA (siRNA) are RNA duplexes normally 21-30 nucleotides long that can associate with a cytoplasmic multi-protein complex known as RNAi-induced silencing complex (RISC). RISC loaded with siRNA mediates the degradation of homologous mRNA transcripts, therefore siRNA can be designed to knock down protein expression with high specificity. A variety of RNAi reagents, including siRNAs targeting clinically relevant targets, are currently under pharmaceutical development, as described, e.g., in de Fougerolles, A. et al., Nature Reviews 6:443-453 (2007).


While the first described RNAi molecules were RNA:RNA hybrids comprising both an RNA sense and an RNA antisense strand, it has now been demonstrated that DNA sense:RNA antisense hybrids, RNA sense:DNA antisense hybrids, and DNA:DNA hybrids are capable of mediating RNAi (Lamberton, J. S. and Christian, A. T., (2003) Molecular Biotechnology 24:111-119). Thus, the invention includes the use of RNAi molecules comprising any of these different types of double-stranded molecules. In addition, it is understood that RNAi molecules may be used and introduced to cells in a variety of forms. Accordingly, as used herein, RNAi molecules encompasses any and all molecules capable of inducing an RNAi response in cells, including, but not limited to, double-stranded polynucleotides comprising two separate strands, i.e. a sense strand and an antisense strand, e.g., small interfering RNA (siRNA); polynucleotides comprising a hairpin loop of complementary sequences, which forms a double-stranded region, e.g., shRNAi molecules, and expression vectors that express one or more polynucleotides capable of forming a double-stranded polynucleotide alone or in combination with another polynucleotide.


RNA interference (RNAi) may be used to specifically inhibit expression of target genes in the stem cell. Double-stranded RNA-mediated suppression of gene and nucleic acid expression may be accomplished according to the invention by introducing dsRNA, siRNA or shRNA into cells or organisms. SiRNA may be double-stranded RNA, or a hybrid molecule comprising both RNA and DNA, e.g., one RNA strand and one DNA strand. It has been demonstrated that the direct introduction of siRNAs to a cell can trigger RNAi in mammalian cells (Elshabir, S. M., et al. Nature 411:494-498 (2001)). Furthermore, suppression in mammalian cells occurred at the RNA level and was specific for the targeted genes, with a strong correlation between RNA and protein suppression (Caplen, N. et al., Proc. Natl. Acad. Sci. USA 98:9746-9747 (2001)).


RNAi molecules targeting specific genes can be readily prepared according to procedures known in the art. Structural characteristics of effective siRNA molecules have been identified. Elshabir, S. M. et al. (2001) Nature 411:494-498 and Elshabir, S. M. et al. (2001), EMBO 20:6877-6888. Accordingly, one of skill in the art would understand that a wide variety of different siRNA molecules may be used to target a specific gene or transcript. In certain embodiments, siRNA molecules according to the invention are double-stranded and 16-30 or 18-25 nucleotides in length, including each integer in between. In one embodiment, an siRNA is 21 nucleotides in length. In certain embodiments, siRNAs have 0-7 nucleotide 3′ overhangs or 0-4 nucleotide 5′ overhangs. In one embodiment, an siRNA molecule has a two nucleotide 3′ overhang. In one embodiment, an siRNA is 21 nucleotides in length with two nucleotide 3′ overhangs (i.e. they contain a 19 nucleotide complementary region between the sense and antisense strands). In certain embodiments, the overhangs are UU or dTdT 3′ overhangs.


Generally, siRNA molecules are completely complementary to the target mRNA molecule, since even single base pair mismatches have been shown to reduce silencing. In other embodiments, siRNAs may have a modified backbone composition, such as, for example, 2′-deoxy- or 2′-O-methyl modifications. However, in preferred embodiments, the entire strand of the siRNA is not made with either 2′ deoxy or 2′-O-modified bases.


In one embodiment, siRNA target sites are selected by scanning the target mRNA transcript sequence for the occurrence of AA dinucleotide sequences. Each AA dinucleotide sequence in combination with the 3′ adjacent approximately 19 nucleotides are potential siRNA target sites. In one embodiment, siRNA target sites are preferentially not located within the 5′ and 3′ untranslated regions (UTRs) or regions near the start codon (within approximately 75 bases), since proteins that bind regulatory regions may interfere with the binding of the siRNP endonuclease complex (Elshabir, S. et al. Nature 411:494-498 (2001); Elshabir, S. et al. EMBO J. 20:6877-6888 (2001)). In addition, potential target sites may be compared to an appropriate genome database, such as BLASTN 2.0.5, available on the NCBI server at www.ncbi.nlm, and potential target sequences with significant homology to other coding sequences eliminated.


Short Hairpin RNA (shRNA) is a form of hairpin RNA capable of sequence-specifically reducing expression of a target gene. Short hairpin RNAs may offer an advantage over siRNAs in suppressing gene expression, as they are generally more stable and less susceptible to degradation in the cellular environment. It has been established that such short hairpin RNA-mediated gene silencing works in a variety of normal and cancer cell lines, and in mammalian cells, including mouse and human cells. Paddison, P. et al., Genes Dev. 16(8):948-58 (2002). Furthermore, transgenic cell lines bearing chromosomal genes that code for engineered shRNAs have been generated. These cells are able to constitutively synthesize shRNAs, thereby facilitating long-lasting or constitutive gene silencing that may be passed on to progeny cells. Paddison, P. et al., Proc. Natl. Acad. Sci. USA 99(3):1443-1448 (2002).


ShRNAs contain a stem loop structure. In certain embodiments, they may contain variable stem lengths, typically from 19 to 29 nucleotides in length, or any number in between. In certain embodiments, hairpins contain 19 to 21 nucleotide stems, while in other embodiments, hairpins contain 27 to 29 nucleotide stems. In certain embodiments, loop size is between 4 to 23 nucleotides in length, although the loop size may be larger than 23 nucleotides without significantly affecting silencing activity. ShRNA molecules may contain mismatches, for example G-U mismatches between the two strands of the shRNA stem without decreasing potency. In fact, in certain embodiments, shRNAs are designed to include one or several G-U pairings in the hairpin stem to stabilize hairpins during propagation in bacteria, for example. However, complementarity between the portion of the stem that binds to the target mRNA (antisense strand) and the mRNA is typically required, and even a single base pair mismatch is this region may abolish silencing. 5′ and 3′ overhangs are not required, since they do not appear to be critical for shRNA function, although they may be present (Paddison et al. (2002) Genes & Dev. 16(8):948-58).


MicroRNAs


In other embodiments, the nucleic acid therapeutic is a Micro RNA (mi RNA), MicroRNA mimic or an antagonist. Micro RNAs (miRNAs) are a highly conserved class of small RNA molecules that are transcribed from DNA in the genomes of plants and animals, but are not translated into protein. Processed miRNAs are single stranded @17-25 nucleotide (nt) RNA molecules that become incorporated into the RNA-induced silencing complex (RISC) and have been identified as key regulators of development, cell proliferation, apoptosis and differentiation. They are believed to play a role in regulation of gene expression by binding to the 3′-untranslated region of specific mRNAs. RISC mediates down-regulation of gene expression through translational inhibition, transcript cleavage, or both. RISC is also implicated in transcriptional silencing in the nucleus of a wide range of eukaryotes.


The number of miRNA sequences identified to date is large and growing, illustrative examples of which can be found, for example, in: “miRBase: microRNA sequences, targets and gene nomenclature” Griffiths-Jones S, Grocock R J, van Dongen S, Bateman A, Enright A J. NAR, 2006, 34, Database Issue, D140-D144; “The microRNA Registry” Griffiths-Jones S, NAR, 2004, 32, Database Issue, D109-D111; and also at http://microrna.sanger.ac.uk/sequences/. In certain preferred embodiments, the mi RNA, mi RNA mimic or antagonist is selectively cytotoxic or cytotoxic to BE cell as relative to normal esophageal squamous epithelium and/or esophageal squamous stem cells and/or gastric cardia stem cells.


Antisense Oligonucleotides


In one embodiment, the nucleic acid therapeutic is an antisense oligonucleotide directed to a target gene overexpressed in the stem cell, i.e., the BE stem cell, or for which inhibition of expression is selectively cytotoxic or cytotoxic to the BE cell as relative to normal esophageal squamous epithelium and/or esophageal squamous stem cells and/or stomach cardia stem cells. The term “antisense oligonucleotide” or simply “antisense” is meant to include oligonucleotides that are complementary to a targeted polynucleotide sequence. Antisense oligonucleotides are single strands of DNA or RNA that are complementary to a chosen sequence. In the case of antisense RNA, they prevent translation of complementary RNA strands by binding to it. Antisense DNA can be used to target a specific, complementary (coding or non-coding) RNA. If binding takes places this DNA/RNA hybrid can be degraded by the enzyme RNase H. In particular embodiment, antisense oligonucleotides contain from about 10 to about 50 nucleotides, more preferably about 15 to about 30 nucleotides. The term also encompasses antisense oligonucleotides that may not be exactly complementary to the desired target gene. Thus, the invention can be utilized in instances where non-target specific-activities are found with antisense, or where an antisense sequence containing one or more mismatches with the target sequence is the most preferred for a particular use.


Antisense oligonucleotides have been demonstrated to be effective and targeted inhibitors of protein synthesis, and, consequently, can be used to specifically inhibit protein synthesis by a targeted gene. The efficacy of antisense oligonucleotides for inhibiting protein synthesis is well established. Methods of producing antisense oligonucleotides are known in the art and can be readily adapted to produce an antisense oligonucleotide that targets any polynucleotide sequence. Selection of antisense oligonucleotide sequences specific for a given target sequence is based upon analysis of the chosen target sequence and determination of secondary structure, Tm, binding energy, and relative stability. Antisense oligonucleotides may be selected based upon their relative inability to form dimers, hairpins, or other secondary structures that would reduce or prohibit specific binding to the target mRNA in a host cell. Highly preferred target regions of the mRNA include those regions at or near the AUG translation initiation codon and those sequences that are substantially complementary to 5′ regions of the mRNA. These secondary structure analyses and target site selection considerations can be performed, for example, using v.4 of the OLIGO primer analysis software (Molecular Biology Insights) and/or the BLASTN 2.0.5 algorithm software (Altschul et al., Nucleic Acids Res. 1997, 25(17):3389-402).


Ribozymes


According to another embodiment of the invention, the nucleic acid therapeutic is a ribozyme. Ribozymes are RNA-protein complexes having specific catalytic domains that possess endonuclease activity (Kim and Cech, Proc Natl Acad Sci USA. 1987 December; 84(24):8788-92; Forster and Symons, Cell. 1987 Apr. 24; 49(2):211-20) and can cleave an inactive a target mRNA. For example, a large number of ribozymes accelerate phosphodiester transfer reactions with a high degree of specificity, often cleaving only one of several phosphodiesters in an oligonucleotide substrate (Cech et al., Cell. 1981 December; 27(3 Pt 2):487-96; Michel and Westhof, J. Mol. Biol. 1990 Dec. 5; 216(3):585-610; Reinhold-Hurek and Shub, Nature. 1992 May 14; 357(6374):173-6). This specificity has been attributed to the requirement that the substrate bind via specific base-pairing interactions to the internal guide sequence (“IGS”) of the ribozyme prior to chemical reaction.


At least six basic varieties of naturally-occurring enzymatic RNAs are known presently. Each can catalyze the hydrolysis of RNA phosphodiester bonds in trans (and thus can cleave other RNA molecules) under physiological conditions. In general, enzymatic nucleic acids act by first binding to a target RNA. Such binding occurs through the target binding portion of a enzymatic nucleic acid which is held in proximity to an enzymatic portion of the molecule that acts to cleave the target RNA. Thus, the enzymatic nucleic acid first recognizes and then binds a target RNA through complementary base-pairing, and once bound to the correct site, acts enzymatically to cut the target RNA. Strategic cleavage of such a target RNA will destroy its ability to direct synthesis of an encoded protein. After an enzymatic nucleic acid has bound and cleaved its RNA target, it is released from that RNA to search for another target and can repeatedly bind and cleave new targets.


The enzymatic nucleic acid molecule may be formed in a hammerhead, hairpin, a hepatitis Δvirus, group I intron or RNaseP RNA (in association with an RNA guide sequence) or Neurospora VS RNA motif, for example. Specific examples of hammerhead motifs are described by Rossi et al. Nucleic Acids Res. 1992 Sep. 11; 20(17):4559-65. Examples of hairpin motifs are described by Hampel et al. (Eur. Pat. Appl. Publ. No. EP 0360257), Hampel and Tritz, Biochemistry 1989 Jun. 13; 28(12):4929-33; Hampel et al., Nucleic Acids Res. 1990 Jan. 25; 18(2):299-304 and U.S. Pat. No. 5,631,359. An example of the hepatitis virus motif is described by Perrotta and Been, Biochemistry. 1992 Dec. 1; 31(47):11843-52; an example of the RNaseP motif is described by Guerrier-Takada et al., Cell. 1983 December; 35(3 Pt 2):849-57; Neurospora VS RNA ribozyme motif is described by Collins (Saville and Collins, Cell. 1990 May 18; 61(4):685-96; Saville and Collins, Proc Natl Acad Sci USA. 1991 Oct. 1; 88(19):8826-30; Collins and Olive, Biochemistry. 1993 Mar. 23; 32(11):2795-9); and an example of the Group I intron is described in U.S. Pat. No. 4,987,071. Desirable characteristics of enzymatic nucleic acid molecules used according to the invention are that they have a specific substrate binding site which is complementary to one or more of the target RNA regions, and that they have nucleotide sequences within or surrounding that substrate binding site which impart an RNA cleaving activity to the molecule. Thus the ribozyme constructs need not be limited to specific motifs mentioned herein.


Methods of producing a ribozyme targeted to any polynucleotide sequence are known in the art. Ribozymes may be designed as described in Int. Pat. Appl. Publ. No. WO 93/23569 and Int. Pat. Appl. Publ. No. WO 94/02595, each specifically incorporated herein by reference, and synthesized to be tested in vitro and in vivo, as described therein.


Ribozyme activity can be optimized by altering the length of the ribozyme binding arms or chemically synthesizing ribozymes with modifications that prevent their degradation by serum ribonucleases (see e.g., Int. Pat. Appl. Publ. No. WO 92/07065; Int. Pat. Appl. Publ. No. WO 93/15187; Int. Pat. Appl. Publ. No. WO 91/03162; Eur. Pat. Appl. Publ. No. 92110298.4; U.S. Pat. No. 5,334,711; and Int. Pat. Appl. Publ. No. WO 94/13688, which describe various chemical modifications that can be made to the sugar moieties of enzymatic RNA molecules), modifications which enhance their efficacy in cells, and removal of stem II bases to shorten RNA synthesis times and reduce chemical requirements.


Cell Penetrating Moieties Attached to the Nucleic Acid Therapeutics


A variety of agents can be associated with the nucleic acid therapeutic, preferably through a reversible covalent linker, in order to enhance the uptake of the therapeutic by cells, particularly the targeted stem cell. These cell penetrating (CP) moieties may be so attached directly or indirectly via a linker. Functionally, the CP moieties may be designed to achieve one or more improved outcomes. As used herein the term “CP moiety” is a compound or molecule or construct which is attached, linked or associated with the nucleic acid therapeutic.


In one embodiment the CP moieties comprise molecules which promote endocytosis of the nucleic acid therapeutic. As such the CP moiety acts as a “membrane intercalator.” For example, the membrane intercalators may comprise C10-C18 moieties which may be attached to the 3′ end of antisense strand. These moieties may facilitate or result in the nucleic acid therapeutic becoming embedded in the lipid bilayer of a cell. Upon “flipping” of the lipids, the nucleic acid therapeutic would then enter the cell. In these constructs, the linker between the CP moiety and the nucleic acid therapeutic can be selected such that it is sensitive to the physicochemical environment of the cell and/or to be susceptible to or resistant to enzymes present. The end result being the liberation of the nucleic acid therapeutic, with or without a portion of the optional linker. The present invention also contemplates nucleic acid therapeutics that bind to receptors which are internalized.


Furthermore, the nucleic acid therapeutics of the invention itself can have one or more CP moieties which facilitates the active or passive transport, localization, or compartmentalization of the nucleic acid therapeutic.


Conjugates as CP Moieties


CP moieties, while attached directly to the nucleic acid therapeutic or to the nucleic acid therapeutic via an optional linker may comprise conjugate groups attached to one or more of the nucleic acid therapeutic termini at selected nucleobase positions, sugar positions or to one of the terminal internucleoside linkages.


There are numerous methods for preparing conjugates of nucleic acid therapeutics. Generally, a nucleic acid therapeutic is attached to a conjugate moiety by contacting a reactive group (e.g., OH, SH, amine, carboxyl, aldehyde, and the like) on the oligomeric compound with a reactive group on the conjugate moiety. In some embodiments, one reactive group is electrophilic and the other is nucleophilic. For example, an electrophilic group can be a carbonyl-containing functionality and a nucleophilic group can be an amine or thiol. Methods for conjugation of nucleic acids and related compounds with and without linking groups are well described in the literature such as, for example, in Manoharan in Antisense Research and Applications, Crooke and LeBleu, eds., CRC Press, Boca Raton, Fla., 1993, Chapter 17, which is incorporated herein by reference in its entirety.


In some embodiments, conjugate moieties can be attached to the terminus of a nucleic acid therapeutic such as a 5′ or 3′ terminal residue of either strand. Conjugate moieties can also be attached to internal residues of the oligomeric compounds. For nucleic acid therapeutics, conjugate moieties can be attached to one or both strands. In some embodiments, a double-stranded nucleic acid therapeutic contains a conjugate moiety attached to each end of the sense strand. In other embodiments, a double-stranded nucleic acid therapeutic contains a conjugate moiety attached to both ends of the antisense strand.


In some embodiments, conjugate moieties can be attached to heterocyclic base moieties (e.g., purines and pyrimidines), monomeric subunits (e.g., sugar moieties), or monomeric subunit linkages (e.g., phosphodiester linkages) of nucleic acid molecules. Conjugation to purines or derivatives thereof can occur at any position including, endocyclic and exocyclic atoms. In some embodiments, the 2-, 6-, 7-, or 8-positions of a purine base are attached to a conjugate moiety. Conjugation to pyrimidines or derivatives thereof can also occur at any position. In some embodiments, the 2-, 5-, and 6-positions of a pyrimidine base can be substituted with a conjugate moiety. Conjugation to sugar moieties of nucleosides can occur at any carbon atom. Example carbon atoms of a sugar moiety that can be attached to a conjugate moiety include the 2′, 3′, and 5′ carbon atoms.


Internucleosidic linkages can also bear conjugate moieties. For phosphorus-containing linkages (e.g., phosphodiester, phosphorothioate, phosphorodithioate, phosphoroamidate, and the like), the conjugate moiety can be attached directly to the phosphorus atom or to an O, N, or S atom bound to the phosphorus atom. For amine- or amide-containing internucleosidic linkages (e.g., PNA), the conjugate moiety can be attached to the nitrogen atom of the amine or amide or to an adjacent carbon atom.


These CP moieties act to enhance the properties of the nucleic acid therapeutic or may be used to track the nucleic acid therapeutic or its metabolites and/or effect the trafficking of the construct. Properties that are typically enhanced include without limitation activity, cellular distribution and cellular uptake. In one embodiment, the nucleic acid therapeutics are prepared by covalently attaching the CP moieties to chemically functional groups available on the nucleic acid therapeutic or linker such as hydroxyl or amino functional groups. Conjugates which may be used as terminal moities include intercalators, reporter molecules, polyamines, polyamides, polyethylene glycols, polyethers, and groups that enhance the pharmacodynamic and/or pharmacokinetic properties of the nucleic acid therapeutic.


Typical conjugate groups include cholesterols, lipids, phospholipids, biotin, phenazine, folate, phenanthridine, anthraquinone, acridine, fluoresceins, rhodamines, coumarins, and dyes. Groups that enhance the pharmacodynamic properties, in the context of this invention, include groups that improve properties including but not limited to construct uptake, construct resistance to degradation, and/or strengthen sequence-specific hybridization with RNA.


Conjugate groups also include but are not limited to lipid moieties such as a cholesterol moiety, cholic acid, a thioether, an aliphatic chain, a phospholipid, a polyamine or a polyethylene glycol chain or adamantane acetic acid, a palmityl moiety or an octadecylamine or hexylamino-carbonyl-oxycholesterol moiety.


The nucleic acid therapeutics of the invention may also be conjugated to active drug substances. Representative U.S. patents that teach the preparation of such conjugates include, but are not limited to, U.S. Pat. Nos. 4,828,979; 4,948,882; 5,218,105; 5,525,465; 5,541,313; 5,545,730; 5,552,538; 5,578,717, 5,580,731; 5,580,731; 5,591,584; 5,109,124; 5,118,802; 5,138,045; 5,414,077; 5,486,603; 5,512,439; 5,578,718; 5,608,046; 4,587,044; 4,605,735; 4,667,025; 4,762,779; 4,789,737; 4,824,941; 4,835,263; 4,876,335; 4,904,582; 4,958,013; 5,082,830; 5,112,963; 5,214,136; 5,082,830; 5,112,963; 5,214,136; 5,245,022; 5,254,469; 5,258,506; 5,262,536; 5,272,250; 5,292,873; 5,317,098; 5,371,241, 5,391,723; 5,416,203, 5,451,463; 5,510,475; 5,512,667; 5,514,785; 5,565,552; 5,567,810; 5,574,142; 5,585,481; 5,587,371; 5,595,726; 5,597,696; 5,599,923; 5,599,928 and 5,688,941.


The present invention provides, inter alia, nucleic acid therapeutics and compositions containing the same wherein the CP moiety comprises one or more conjugate moieties. The CP moieties (e.g., conjugates) of the present invention can be covalently attached, optionally through one or more linkers, to one or more nucleic acid therapeutics. The resulting constructs can have modified or enhanced pharmacokinetic, pharmacodynamic, and other properties compared with non-conjugated constructs. A conjugate moiety that can modify or enhance the pharmacokinetic properties of a nucleic acid therapeutic can improve cellular distribution, bioavailability, metabolism, excretion, permeability, and/or cellular uptake of the nucleic acid therapeutic. A conjugate moiety that can modify or enhance pharmacodynamic properties of a nucleic acid therapeutic can improve activity, resistance to degradation, sequence-specific hybridization, uptake, and the like.


Representative conjugate moieties can include lipophilic molecules (aromatic and non-aromatic) including steroid molecules; proteins (e.g., antibodies, enzymes, serum proteins); peptides; vitamins (water-soluble or lipid-soluble); polymers (water-soluble or lipid-soluble); small molecules including drugs, toxins, reporter molecules, and receptor ligands; carbohydrate complexes; nucleic acid cleaving complexes; metal chelators (e.g., porphyrins, texaphyrins, crown ethers, etc.); intercalators including hybrid photonuclease/intercalators; crosslinking agents (e.g., photoactive, redox active), and combinations and derivatives thereof. Oligonucleotide conjugates and their syntheses are also reported in comprehensive reviews by Manoharan in Antisense Drug Technology, Principles, Strategies, and Applications, S. T. Crooke, ed., Ch. 16, Marcel Dekker, Inc., 2001 and Manoharan, Antisense & Nucleic Acid Drug Development, 2002, 12, 103, each of which is incorporated herein by reference in its entirety.


Lipophilic conjugate moieties can be used, for example, to counter the hydrophilic nature of a nucleic acid therapeutic and enhance cellular penetration. Lipophilic moieties include, for example, steroids and related compounds such as cholesterol (U.S. Pat. No. 4,958,013 and Letsinger et al., Proc. Natl. Acad. Sci. USA, 1989, 86, 6553), thiocholesterol (Oberhauser et al., Nuc. Acids Res., 1992, 20, 533), lanosterol, coprostanol, stigmasterol, ergosterol, calciferol, cholic acid, deoxycholic acid, estrone, estradiol, estratriol, progesterone, stilbestrol, testosterone, androsterone, deoxycorticosterone, cortisone, 17-hydroxycorticosterone, their derivatives, and the like.


Other lipophilic conjugate moieties include aliphatic groups, such as, for example, straight chain, branched, and cyclic alkyls, alkenyls, and alkynyls. The aliphatic groups can have, for example, 5 to about 50, 6 to about 50, 8 to about 50, or 10 to about 50 carbon atoms. Example aliphatic groups include undecyl, dodecyl, hexadecyl, heptadecyl, octadecyl, nonadecyl, terpenes, bornyl, adamantyl, derivatives thereof and the like. In some embodiments, one or more carbon atoms in the aliphatic group can be replaced by a heteroatom such as O, S, or N (e.g., geranyloxyhexyl). Further suitable lipophilic conjugate moieties include aliphatic derivatives of glycerols such as alkylglycerols, bis(alkyl)glycerols, tris(alkyl)glycerols, monoglycerides, diglycerides, and triglycerides. Saturated and unsaturated fatty functionalities, such as, for example, fatty acids, fatty alcohols, fatty esters, and fatty amines, can also serve as lipophilic conjugate moieties. In some embodiments, the fatty functionalities can contain from about 6 carbons to about 30 or about 8 to about 22 carbons. Example fatty acids include, capric, caprylic, lauric, palmitic, myristic, stearic, oleic, linoleic, linolenic, arachidonic, eicosanoic acids and the like.


In further embodiments, lipophilic conjugate groups can be polycyclic aromatic groups having from 6 to about 50, 10 to about 50, or 14 to about 40 carbon atoms. Example polycyclic aromatic groups include pyrenes, purines, acridines, xanthenes, fluorenes, phenanthrenes, anthracenes, quinolines, isoquinolines, naphthalenes, derivatives thereof and the like.


Other suitable lipophilic conjugate moieties include menthols, trityls (e.g., dimethoxytrityl (DMT)), phenoxazines, lipoic acid, phospholipids, ethers, thioethers (e.g., hexyl-5-tritylthiol), derivatives thereof and the like. nucleic acid therapeutics containing conjugate moieties with affinity for low density lipoprotein (LDL) can help provide an effective targeted delivery system. High expression levels of receptors for LDL on tumor cells makes LDL an attractive carrier for selective delivery of drugs to these cells (Rump et al., Bioconjugate Chem. 9: 341, 1998; Firestone, Bioconjugate Chem. 5: 105, 1994; Mishra et al., Biochim. Biophys. Acta 1264: 229, 1995). Moieties having affinity for LDL include many lipophilic groups such as steroids (e.g., cholesterol), fatty acids, derivatives thereof and combinations thereof. In some embodiments, conjugate moieties having LDL affinity can be dioleyl esters of cholic acids such as chenodeoxycholic acid and lithocholic acid.


Conjugate moieties can also include vitamins. Vitamins are known to be transported into cells by numerous cellular transport systems. Typically, vitamins can be classified as water soluble or lipid soluble. Water soluble vitamins include thiamine, riboflavin, nicotinic acid or niacin, the vitamin B6 pyridoxal group, pantothenic acid, biotin, folic acid, the B12 cobamide coenzymes, inositol, choline and ascorbic acid. Lipid soluble vitamins include the vitamin A family, vitamin D, the vitamin E tocopherol family and vitamin K (and phytols).


In some embodiments, the conjugate moiety includes folic acid (folate) and/or one or more of its various forms, such as dihydrofolic acid, tetrahydrofolic acid, folinic acid, pteropolyglutamic acid, dihydrofolates, tetrahydrofolates, tetrahydropterins, 1-deaza, 3-deaza, 5-deaza, 8-deaza, 10-deaza, 1,5-dideaza, 5,10-dideaza, 8,10-dideaza and 5,8-dideaza folate analogs, and antifolates.


Vitamin conjugate moieties include, for example, vitamin A (retinol) and/or related compounds. The vitamin A family (retinoids), including retinoic acid and retinol, are typically absorbed and transported to target tissues through their interaction with specific proteins such as cytosol retinol-binding protein type II (CRBP-II), retinol binding protein (RBP), and cellular retinol-binding protein (CRBP). The vitamin A family of compounds can be attached to a nucleic acid therapeutic via acid or alcohol functionalities found in the various family members. For example, conjugation of an N-hydroxy succinimide ester of an acid moiety of retinoic acid to an amine function on a linker pendant to a nucleic acid therapeutic can result in linkage of vitamin A compound to the nucleic acid therapeutic via an amide bond. Also, retinol can be converted to its phosphoramidite, which is useful for 5′ conjugation.


alpha-Tocopherol (vitamin E) and the other tocopherols (beta through zeta) can be conjugated to nucleic acid therapeutics to enhance uptake because of their lipophilic character. Also, vitamin D, and its ergosterol precursors, can be conjugated to nucleic acid therapeutics through their hydroxyl groups by first activating the hydroxyl groups to, for example, hemisuccinate esters. Conjugation can then be effected directly to the nucleic acid therapeutic or to an amino linker pendant from the nucleic acid therapeutic. Other vitamins that can be conjugated to nucleic acid therapeutics in a similar manner on include thiamine, riboflavin, pyridoxine, pyridoxamine, pyridoxal, deoxypyridoxine. Lipid soluble vitamin K's and related quinone-containing compounds can be conjugated via carbonyl groups on the quinone ring. The phytol moiety of vitamin K can also serve to enhance binding of the oligomeric compounds to cells.


Pyridoxal (vitamin B6) has specific B6-binding proteins. Other pyridoxal family members include pyridoxine, pyridoxamine, pyridoxal phosphate, and pyridoxic acid. Pyridoxic acid, niacin, pantothenic acid, biotin, folic acid and ascorbic acid can be conjugated to nucleic acid therapeutics, for example, using N-hydroxysuccinimide esters that are reactive with amino linkers located on the nucleic acid therapeutic, as described above for retinoic acid.


Conjugate moieties can also include polymers. Polymers can provide added bulk and various functional groups to affect permeation, cellular transport, and localization of the conjugated nucleic acid therapeutic. For example, increased hydrodynamic radius caused by conjugation of a nucleic acid therapeutic with a polymer can help prevent entry into the nucleus and encourage localization in the cytoplasm. In some embodiments, the polymer does not substantially reduce cellular uptake or interfere with hybridization to a complementary strand or other target. In further embodiments, the conjugate polymer moiety has, for example, a molecular weight of less than about 40, less than about 30, or less than about 20 kDa. Additionally, polymer conjugate moieties can be water-soluble and optionally further comprise other conjugate moieties such as peptides, carbohydrates, drugs, reporter groups, or further conjugate moieties.


In some embodiments, polymer conjugates include polyethylene glycol (PEG) and copolymers and derivatives thereof. Conjugation to PEG has been shown to increase nuclease stability of nucleic acid based compounds. PEG conjugate moieties can be of any molecular weight including for example, about 100, about 500, about 1000, about 2000, about 5000, about 10,000 and higher. In some embodiments, the PEG conjugate moieties contains at least 4, at least 5, at least 6, at least 7, at least 8, at least 9, at least 10, at least 15, at least 20, or at least 25 ethylene glycol residues. In further embodiments, the PEG conjugate moiety contains from about 4 to about 10, about 4 to about 8, about 5 to about 7, or about 6 ethylene glycol residues. The PEG conjugate moiety can also be modified such that a terminal hydroxyl is replaced by alkoxy, carboxy, acyl, amido, or other functionality. Other conjugate moieties, such as reporter groups including, for example, biotin or fluorescein can also be attached to a PEG conjugate moiety. Copolymers of PEG are also suitable as conjugate moieties. Preparation and biological activity of polyethylene glycol conjugates of oligonucleotides are described, for example, in Bonora et al., Nucleosides Nucleotides 18: 1723, 1999; Bonora et al., Farmaco 53: 634, 1998; Efimov, Bioorg. Khim. 19: 800, 1993; and Jaschke et al., Nucleic Acids Res. 22: 4810, 1994. Further example PEG conjugate moieties and preparation of corresponding conjugated oligomeric compounds is described in, for example, U.S. Pat. Nos. 4,904,582 and 5,672,662, each of which is incorporated by reference herein in its entirety. Nucleic acid compounds conjugated to one or more PEG moieties are available commercially.


Other polymers suitable as conjugate moieties include polyamines, polypeptides, polymethacrylates (e.g., hydroxylpropyl methacrylate (HPMA)), poly(L-lactide), poly(DL lactide-co-glycolide (PGLA), polyacrylic acids, polyethylenimines (PEI), polyalkylacrylic acids, polyurethanes, polyacrylamides, N-alkylacrylamides, polyspermine (PSP), polyethers, cyclodextrins, derivatives thereof and co-polymers thereof. Many polymers, such as PEG and polyamines have receptors present in certain cells, thereby facilitating cellular uptake. Polyamines and other amine-containing polymers can exist in protonated form at physiological pH, effectively countering an anionic backbone of some oligomeric compounds, effectively enhancing cellular permeation. Some example polyamines include polypeptides (e.g., polylysine, polyomithine, polyhistadine, polyarginine, and copolymers thereof), triethylenetetramine, spermine, polyspermine, spermidine, synnorspermidine, C-branched spermidine, and derivatives thereof. Other amine-containing moieties can also serve as suitable conjugate moieties due to, for example, the formation of cationic species at physiological conditions. Example amine-containing moieties include 3-aminopropyl, 3-(N,N-dimethylamino)propyl, 2-(2-(N,N-dimethylamino)ethoxy)ethyl, 2-N-(2-aminoethyl)-N-methylaminooxy)ethyl, 2-(1-imidazolyl)ethyl, and the like.


Conjugate moieties can also include peptides. Suitable peptides can have from 2 to about 30, 2 to about 20, 2 to about 15, or 2 to about 10 amino acid residues. Amino acid residues can be naturally or non-naturally occurring, including both D and L isomers.


In some embodiments, peptide conjugate moieties are pH sensitive peptides such as fusogenic peptides. Fusogenic peptides can facilitate endosomal release of agents such as nucleic acid therapeutics to the cytoplasm.


It is believed that fusogenic peptides change conformation in acidic pH, effectively destabilizing the endosomal membrane thereby enhancing cytoplasmic delivery of endosomal contents. Example fusogenic peptides include peptides derived from polymyxin B, influenza HA2, GAL4, KALA, EALA, melittin-derived peptide, .alpha.-helical peptide or Alzheimer .beta.-amyloid peptide, and the like. Preparation and biological activity of oligonucleotides conjugated to fusogenic peptides are described in, for example, Bongartz et al., Nucleic Acids Res. 22: 4681, 1994, and U.S. Pat. Nos. 6,559,279 and 6,344,436.


Other peptides that can serve as conjugate moieties include delivery peptides which have the ability to transport relatively large, polar molecules (including peptides, oligonucleotides, and proteins) across cell membranes. Example delivery peptides include Tat peptide from HIV Tat protein and Ant peptide from Drosophila antenna protein. Conjugation of Tat and Ant with oligonucleotides is described in, for example, Astriab-Fisher et al., Biochem. Pharmacol. 60: 83, 2000.


Conjugated delivery peptides can help control localization of nucleic acid therapeutics and constructs to specific regions of a cell, including, for example, the cytoplasm, nucleus, nucleolus, and endoplasmic reticulum (ER). Nuclear localization can be effected by conjugation of a nuclear localization signal (NLS). In contrast, cytoplasmic localization can be facilitated by conjugation of a nuclear export signal (NES). Methods for conjugating peptides to oligomeric compounds such as oligonucleotides is described in, for example, U.S. Pat. No. 6,559,279, which is incorporated herein by reference in its entirety.


Many drugs, receptor ligands, toxins, reporter molecules, and other small molecules can serve as conjugate moieties. Small molecule conjugate moieties often have specific interactions with certain receptors or other biomolecules, thereby allowing targeting of conjugated nucleic acid therapeutics to specific cells or tissues.


Other conjugate moieties can include proteins, subunits, or fragments thereof. Proteins include, for example, enzymes, reporter enzymes, antibodies, receptors, and the like. In some embodiments, protein conjugate moieties can be antibodies or fragments. Antibodies can be designed to bind to desired targets such as tumor and other disease-related antigens. In further embodiments, protein conjugate moieties can be serum proteins. In yet further embodiments, nucleic acid therapeutics can be conjugated to RNAi-related proteins, RNAi-related protein complexes, subunits, and fragments thereof. For example, oligomeric compounds can be conjugated to Dicer or RISC or fragments thereof. RISC is a ribonucleoprotein complex that contains an oligonucleotide component and proteins of the Argonaute family of proteins, among others. Argonaute proteins make up a highly conserved family whose members have been implicated in RNA interference and the regulation of related phenomena. Members of this family have been shown to possess the canonical PAZ and Piwi domains, thought to be a region of protein-protein interaction. Other proteins containing these domains have been shown to effect target cleavage, including the RNAse, Dicer.


Other conjugate moieties can include, for example, oligosaccharides and carbohydrate clusters; a glycotripeptide that binds to GaI/GaINAc receptors on hepatocytes, lysine-based galactose clusters; and cholane-based galactose clusters (e.g., carbohydrate recognition motif for asialoglycoprotein receptor). Further suitable conjugates can include oligosaccharides that can bind to carbohydrate recognition domains (CRD) found on the asialoglycoprotein-receptor (ASGP-R).


A wide variety of linker groups are known in the art that can be useful in the attachment of CP moieties to nucleic acid therapeutics. A review of many of the useful linker groups can be found in, for example, Antisense Research and Applications, S. T. Crooke and B. Lebleu, Eds., CRC Press, Boca Raton, Fla., 1993, p. 303-350. Any of the reported groups can be used as a single linker or in combination with one or more further linkers.


Linkers and their use in preparation of conjugates of oligonucleotides are provided throughout the art. For example, see U.S. Pat. Nos. 4,948,882; 5,525,465; 5,541,313; 5,545,730; 5,552,538; 5,580,731; 5,486,603; 5,608,046; 4,587,044; 4,667,025; 5,254,469; 5,245,022; 5,112,963; 5,391,723; 5,510,475; 5,512,667; 5,574,142; 5,684,142; 5,770,716; 6,096,875; 6,335,432; and 6,335,437.


In one embodiment, the linker may comprise a nucleic acid hairpin which links the 5′ end of one strand


The term “linking moiety,” or “linker” as used herein is generally a bi-functional group, molecule or compound. It may covalently or non-covalently bind the nucleic acid therapeutic to the CP moiety. The covalent binding may be at both or only one end of the linker. Whether the nature of binding to the nucleic acid therapeutic and CP moiety is either covalent or noncovalent, the linker itself may be labile. As used herein the term “labile” as it applies to linkers means that the linker is either temporally or spatially stable for only a definite period or under certain environmental conditions. For example, a labile linker may lose integrity at a certain, time, temperature, pH, pressure, or under a certain magnetic field or electric field. The result of lost integrity being the severance of the connection between the nucleic acid therapeutic and one or more CP moieties.


Suitable linking moieties or linkers include, but are not limited to, divalent group such as alkylene, cycloalkylene, arylene, heterocyclyl, heteroarylene, and the other variables are as described herein.


C. Imaging Methods

In another aspect, the invention provides methods for imaging metaplasia (e.g., esophageal metaplasia). The methods of the invention generally comprise administering to a subject an effective amount of an agent that specifically binds to a cell surface polypeptide encoded by one of the genes set forth in Tables 1-5, 15 and 16 and FIGS. 9-11, and visualizing the agent. In a preferred embodiment, cell surface proteins are used that are differentially expressed in Barrett's esophagus progenitor cells and squamous cell progenitor cells and/or gastric cardia progenitor cells.


Any agent that binds to the desired cell surface polypeptide is suitable for use in the methods of the invention. Suitable agents include, without limitation, antibodies, aptamers, peptides, cell surface receptor ligands, or small molecules. In a preferred embodiment, the agent is an antibody, antibody-like molecule or cell surface receptor ligand.


In some embodiments, the agent is linked (covalently or non-covalently) to an imaging moiety to facilitate detection of the agent. Any imaging moiety is suitable for use in the methods of the invention, including, without limitation, positron-emitters, nuclear magnetic resonance spin probes, an optically visible dye, or an optically visible particle. Suitable positron-emitters include, without limitation, positron emitters of oxygen, nitrogen, iron, carbon, or gallium, 43K, 52Fe, 57Co, 67Cu, 67Ga, 66Ga, 123I, 125I, 131I, 132, or 99Tc. Suitable nuclear magnetic resonance spin probes include, without limitation, iron chelates and radioactive chelates of gadolinium or manganese.


In certain embodiments, abalation techniques are used in conjunction with imaging methods disclosed herein. For example, the expression markers described herein may improve the ability to image or otherwise visualize metaplastic cells and facilitate their ablation. The types of ablation technique that techniques that be used in conjunction with imaging or other visualization of markers described herein include radiofrequency, laser, microwave, cryogenic, thermal, chemical, and the like. The ablation probe may conform to the ablation energy source. For example, an endoscope with fiber optics can be used to view the operation field, and to help select the areas for ablation based on the detection of one or more markers described here.


D. Diagnostic Methods

In another aspect, the invention provides methods for diagnosing, or predicting the future development of metaplasia (e.g., esophageal metaplasia). The methods of the invention generally comprise measuring the expression level of one or more of the genes set forth in Tables 1-5, 15 and 16 and FIGS. 9-11 in an epithelial tissue sample from a subject, wherein an increase in the expression level relative to a suitable control indicates that the subject has, or has a future risk of developing, metaplasia. In a preferred embodiment, cell surface proteins are used that are differentially expressed in Barrett's esophagus progenitor cells and squamous cell progenitor cells.


Any means for measuring the expression level of a gene is suitable for use in the methods of the invention. Exemplary, art recognized, methods include, without limitation, gene expression profiling using gene chips to detect mRNA levels or antibody-based binding assays (e.g. ELISA) to detect the protein-product of a gene.


The epithelial tissue sample can be obtained by any means, including biopsy or by scraping or swabbing an area or by using a needle to aspirate. Methods for collecting various body samples are well known in the art, including, without limitation, endoscopic biopsy. Tissue samples may be fresh, frozen, or fixed according to methods known to one of skill in the art.


The diagnostic methods of the invention are generally performed in vitro. However, in certain embodiments, the tissue sample is not excised, but instead, assayed in vivo, for example, by using agents that can measure the real-time levels of a gene or gene product in the patient's tissue.


In certain embodiments, those patients that have been determined to be at risk of developing metaplasia and are at high degree of risk of developing cancer can then be selected for prophylactic treatment. In exemplary embodiments, the epithelial stem cell crypts that give rise to the metaplasia can be proactively and selectively ablated, such as using techniques described above, before any occurrence of transformed cells or development of esophageal or other cancers.


E. Screening Methods

In another aspect, the invention provides methods of identifying a compound useful for treating esophageal metaplasia (e.g., esophageal metaplasia).


In one embodiment, the method generally comprises administering a test compound to a p63 null mouse and determining the amount of epithelial metaplasia in the presence and absence of the test compound, wherein a decrease in the amount of epithelial metaplasia identifies a compound useful for treating esophageal metaplasia.


Suitable p63 null mice include mice with complete germ-line deletion of the p63 gene (see e.g., Yang et al. Nature 1999; 398: 714-8), mice in which the p63 gene has been conditionally deleted in one or more epithelial tissue, and mice in which the cellular levels of p63 protein have been reduced (e.g., by RNAi-mediated gene silencing).


In another embodiment, the method generally comprises administering a test compound to a mouse, wherein the mouse comprises stratified epithelial tissue in which basal cells have been ablated, and determining the amount of epithelial metaplasia in said epithelial tissue in the presence and absence of the test compound, wherein a decrease in the amount of epithelial metaplasia identifies a compound useful for treating esophageal metaplasia.


The basal cells of the mouse stratified epithelial tissue can be ablated using any art-recognized means. In a preferred embodiment, basal cells are ablated using Cre-mediated expression of diphtheria toxin fragment A as described in Ivanova et al. Genesis. 2005; 43:129-35.


The amount of epithelial metaplasia can be determined by any means, including by the examination of pathological specimens obtained from sacrificed mice.


The test compound can be administered to the mice by any route and means that will achieve delivery of the test compound to the requisite location.


In another embodiment, the method generally comprises administering a test compound to a Barrett's esophagus progenitor cell, wherein in the presence and absence of the test compound, wherein a decrease in the viability of the Barrett's esophagus progenitor cell identifies a compound useful for treating esophageal metaplasia. The reduction in viability can be a 50, 60, 70, 75, 80, 85, 90, 95, 96, 97, 98, 99 or 100% reduction in viability.


IV. Exemplification

The invention now being generally described, it will be more readily understood by reference to the following examples, which are included merely for purposes of illustration of certain aspects and embodiments of the present invention, and are not intended to limit the invention.


General Methods

In general, the practice of the present invention employs, unless otherwise indicated, conventional techniques of chemistry, molecular biology, recombinant DNA technology, immunology (especially, e.g., immunoglobulin technology), and animal husbandry. See, e.g., Sambrook, Fritsch and Maniatis, Molecular Cloning: Cold Spring Harbor Laboratory Press (1989); Antibody Engineering Protocols (Methods in Molecular Biology), 510, Paul, S., Humana Pr (1996); Antibody Engineering: A Practical Approach (Practical Approach Series, 169), McCafferty, Ed., Irl Pr (1996); Antibodies: A Laboratory Manual, Harlow et al, C.S.H.L. Press, Pub. (1999); Current Protocols in Molecular Biology, eds. Ausubel et al., John Wiley & Sons (1992).


Animal Models

p63−/− mice used in this study were backcrossed 10-12 times on a BALB/c background (Yang et al., 1999 supra). Wild type controls were derived from littermates. To obtain staged embryos, heterozygotes were crossed and the presence of vaginal plugs set the timing at E0.5. The heterozygous DTA-Krt14-Cre strain was generated by crossing the homozygous Gt(ROSA)26Sor<tm1(DTA)Jpmb>/J stain (Ivanova et al. Genesis. 2005; 43:129-35. (Jackson Laboratory) with the homozygous Tg(KRT14-cre/Esr1)20Efu/J (see Vasioukhin et al. Proc Natl Acad Sci USA. 1999; 96:8551-6) (Jackson laboratory). Diptheria toxin A was transcriptionally activated in basal cells of stratified epithelia via intraperitoneal injection of Tamoxifen in corn oil (100 mg/kg) one to three weeks prior to analysis. Porcine gastroesophageal junctions of three-month-old pigs were obtained from a local abattoir in Strasbourg. Human gastrointestinal junctions were obtained from autopsies at the Brigham and Women's Hospital under IRB approval.


Expression Microarrays and Bioinformatics

All Cel files were processed using GeneChip Operating Software to calculate probeset intensity values, and probe hybridization ratios were calculated using Affymetrix Expression Console Software to valid sample quality. These intensity values were log 2 transformed and then imported into Partek Genomics Suite 6.5 (beta). A 1-way ANOVA was performed to identify differentially expressed genes. For each analysis, fold-changes and p-values for probesets were calculated. Principal component analysis (PCA) was carried out using all probesets, and heatmaps were generated using sorted datasets based on Euclidean distance and average linkage methods.


Gene expression datasets from normal and Barrett's esophagus were downloaded from the Gene Expression Omnibus (GEO) Genesets of the NCBI (Stairs et al. PLoS One. 2008; 3:e3534). Barrett's metaplasia datasets containing considerable squamous gene expression were excluded from the analysis.


Histology and Immunofluorescence

Histology, immunohistochemistry, and immunofluorescence were performed using standard techniques. Details on the primary and secondary antibodies employed in these studies are detailed in the Appendix.


Example 1
Gastric and Esophageal Metaplasia in the p63 Null Mouse is Similar to that Seen in Barrett's Metaplasia

The squamocolumnar junction present at the distal esophagus in humans is shifted posteriorly in mice due to an extension of squamous epithelium to the gastric midline (FIG. 1a). As with all stratified epithelia, the p63 gene is expressed in the basal cells of the esophageal and gastric squamous epithelia (Yang et al. Mol. Cell. 1998; 2:305-16) (FIG. 1a). In p63 null mice, embryos develop to term but are born without an epidermis, mammary or prostate glands, and virtually all other stratified epithelial are either absent or highly deranged (Yang et al. 1999, supra). The epidermis, for instance, begins its normal stratification from a single layer of ectoderm at embryonic day 13-14 (E13-14) and by E17 is a squamous epithelium with suprabasal expression of differentiation markers such as loricrin (FIG. 1b). However, the p63 null epidermis begins to degrade from that point on as evidenced by discontinuous loricrin and keratin 5 staining (FIG. 1b) in a process of non-regenerative differentiation due to the depletion of stem cells (Senoo et al. Cell. 2007; 129:523-36). To determine if similar events occur in the squamous epithelia of the esophagus and proximal stomach of p63 null embryos, these regions were examined by histologically. Although the wild type E18 embryo shows a mature squamous epithelium in the proximal stomach (FIG. 1c), the p63 null embryo showed a remarkably well-developed columnar epithelium marked by hobnail apical projections (FIG. 1d). Taken together these data demonstrate that gastric and esophageal metaplasia in the p63 Null Mouse is similar to that seen in Barrett's metaplasia.


Example 2
Gene Expression of Metaplasia the in p63 Null Mouse is Similar to that Seen in Barrett's Metaplasia

To more fully characterize the metaplasia in the proximal stomach of the p63 null embryo, its gene expression profile was compared with those of specific regions of the gastrointestinal tract in mutant and wild type animals. In brief, RNA was extracted from microdissected tissues and used to probe expression microarray chips (Mouse Genome 430 2.0 Array, Affymetrix). Unsupervised principal component analysis of these data revealed that the wild type and p63 null colon, small intestine, and distal stomach formed concordant pairs of overall gene expression (FIGS. 2a, 2b). In contrast, the comparisons of gene expression between wild type and p63 null proximal stomach revealed stark differences, thus the observed metaplasia was clearly distinct from the indigenous squamous epithelia at this site. Moreover, a broad comparison of the gene expression profiles of the metaplasia in the p63 null embryos indicated only passing relationships with either the small or large intestines (FIG. 2b, “intestine-like” box), demonstrating that this metaplasia is much more an entity unto itself rather than of other major tissues of the gastrointestinal tract. The gene expression profile of the metaplasia in the p63 null embryo was then compared with available datasets (Stairs et al. 2008 supra) from the intestinal metaplasia of human Barrett's esophagus (FIG. 2c). Within the top fifty genes overrepresented in the metaplasia of the p63 null embryos were many of the markers established for Barrett's and gastric intestinal metaplasia (Wang et al. J Gastroenterol 2009; 44:897-911), including mucin 4 (73×), keratin 20 (61×), trefoil factor 2 (49×), claudin 3 (46×), Agr2 (120×), and villin (27×; p<10−7 for all) (FIG. 2d). Moreover, antibodies to multiple markers, including Adh7 and Agr2, showed robust staining of the proximal stomach of the mutant embryos (FIG. 2e), validating the relevance of these expression datasets to the observed metaplasia. Taken together these data demonstrate that gene expression of metaplasia the in p63 null mouse is similar to that seen in Barrett's metaplasia


Example 3
Metaplasia Evolves from a Car-4-Positive, Primitive Embryonic Epithelium

To identify the source of the metaplasia evident in the p63 null proximal stomach, known biomarkers of Barrett's metaplasia were used to perform a retrospective analysis of embryological development. Using antibodies to claudin 3 (Cdn3), keratin 7 (Krt7), and carbonic anhydrase 4 (Car4) that show robust staining of E18 metaplasia (FIG. 3a), it was demonstrated that metaplasia was present as early as E14, when the metaplastic tissue in the stomach presents as a highly proliferative columnar epithelium marked by Car4, Cdn3, and Ki67 expression (FIG. 3b). One day earlier in development, at E13, Car-4-positive cells were detected in a single layer in the stomach of the mutant embryos on an extended region of basement membrane of the proximal stomach (FIG. 3c). Significantly, the wild type E13 embryos also showed a similar population of Car-4-positive cells at the basement membrane of the proximal stomach (FIG. 3c), demonstrating that this cell population is the origin of the observed metaplasia in the mutants, and that at E13, the evolution of the metaplasia had not been initiated. Given the both the p63 null and the wild type embryos displayed an apparently similar layer of Car-4-positive cells on the basement membrane of the proximal stomach at E13, it was unclear why the p63 null embryos went on to develop a Barrett's-like metaplasia while the wild type embryos did not. p63 is a transcription factor required for long-term self-renewal of stem cells of stratified epithelia but is not required for their commitment to stem cells nor for their differentiation (Yang et al., 1999; Senoo et al., 2007 supra). Strong p63 expression was first detected at E13 in a population of cells at the esophageal gastric junction and this expression is notably weaker in cells that extended distally to the junction of Car4 cells (FIG. 3d). By E14, this population of p63-positive cells appears to extend to and actually among and under the population of Car4/Cdn3 positive cells in an anterior-posterior gradient (FIG. 3d), such that many of the Car4/Cdn3 cells are displaced from the basement membrane to an apical position about the p63-expressing cells. Remarkably, whereas the Car4 expressing cells positioned on the basement membrane at the posterior end of this gradient are highly proliferative, those undermined by p63-expressing cells show significantly reduced cell cycle activity as judged by decreased Ki67 expression (FIG. 6). In the p63 null embryo, the Car4 cells are not undermined by epithelial cells at E14 and instead appear to rapidly propagate to a columnar epithelium. This lack of epithelial cells is due to the absence of p63 and their loss of self-renewal capacity, as has been demonstrated for stem cells of other squamous epithelia including the epidermis and thymic epithelial cells (Senoo et al., 2007 supra). It was also noted that both the epidermal and thymic epithelial stem cells still undergo complete differentiation programs in the absence of p63, no evidence of squamous differentiation at any stage of the metaplasia was found in the p63 null embryos (FIG. 7). These data demonstrate that the Car4 cells that nucleate the metaplasia in the p63 null embryos lack inherent squamous differentiation programs.


Example 4
Undermined Embryonic Epithelium is Retained at the Squamocolumnar Junction in Adult Mammals

To determine the ultimate fate of the Car4/Cdn3-expressing cells undermined by the p63-positive cells at E14, their fate was followed from E14 through to adulthood in wild type mice. By E15, these cells cease expression of Car4 but retain Cdn3 expression and assume expression of keratin 7 (not shown). At E17, these cells maintain their apical position above the stratifying squamous epithelia in the proximal stomach (FIG. 4a), but at E18 undergo a wholesale detachment from the underlying epithelia in large sheets (FIG. 4b). By E19, the Krt7-expressing cells have exfoliated from the entire proximal stomach with the exception of a discrete population of cells (numbering approximately 30 cells in cross-section) remaining precisely at the squamocolumnar junction (FIG. 4c). A similar population of Krt7-positive cells was observed in mice at three weeks of age (FIG. 4d) and as late as one year (not shown). Transcriptome analysis of RNA derived by microdissection of the squamocolumnar junction and compared with adjacent squamous and columnar regions of the three-week-old mouse stomach revealed a distinct junctional signature marked by carcinoembryonic antigen (CEACAM1), Muc4, and Gabrp, all of which were significantly elevated (11-40×) in metaplasia from E18 p63 knockout embryos (FIG. 8). The similarity between the persistent embryonic cells at this junction in wild type mice and the embryonic metaplasia in the p63 null embryos are further links to their common origins in the Car-4-positive cells observed at E13. These data were directly supported by laser capture microdissection (LCM) of the junction Krt7-positive cells from three-week only mice compared with epithelial regions of the proximal and distal stomach (FIG. 4e). Lastly, it was determined if gastroesophageal junction tissues obtained from autopsies of humans without overt Barrett's also possessed cells similar to those described in mice. Antibodies to keratin 7, CEACAM1, and mucin 4 all revealed a discrete population of positive cells at the human gastroesophageal junction (FIG. 4e). These data demonstrate that the retention of embryonic epithelia at the squamocolumnar junction in the gastrointestinal tract is a common feature of adult mammals.


Example 5
Retained Embryonic Epithelia Nucleate Barrett's-Like Metaplasia

The persistence of a discrete population of cells having a lineage relation to an embryonic version of Barrett's metaplasia raised the possibility that they might spawn similar metaplasias in the adult. To test this hypothesis, mice were generated in which diptheria toxin A was conditionally expressed in basal cells of stratified epithelia by crossing the ROSA26-tm-DTA mouse (see Ivanova et al. 2005 supra) with one having a Tamoxifen-dependent Cre recombinase under the control of the Krt14 promoter Vasioukhin et al. (hereafter the DTA-Krt14Cre mouse). Treatment of three-week-old DTA-Krt14Cre mice with Tamoxifen resulted in a rapid expansion of the Krt7-expressing cells from their original site at the squamocolumnar junction to more anterior regions of the proximal stomach (FIG. 5a). Significantly, accompanying the expansion of these Krt7-expressing cells was their intimate association with the basement membrane that was presumably vacated by basal cells weakened or killed as a consequence of Cre-mediated diptheria toxin A expression (FIG. 5b). In accord with their rapid expansion, these cells also show high levels of Ki67 indicative of cell cycle progression (FIG. 5c). Overall, the progression of this Barrett's-like metaplasia in the DTA-Krt14Cre mouse underscores the need of these retained embryonic cells to access the basement membrane for expansion, in turn, made possible by damage to the resident squamous epithelia. Taken together these data demonstrate that retained embryonic epithelia nucleate Barrett's-like metaplasia.


Example 6
Gene Expression of Barrett's Esophagus Progenitor Cell Compared to Squamous and Gastric Cardia Progenitor Cells

Expression microarrays were used to compare the mRNA expression of an isolated clonal population of Barrett's esophagus progenitor cells and a clonal population of squamous progenitor cells. The results of this comparison are shown in Table ZZ, below.














TABLE ZZ








p-value

Fold-Change


Gene

p-value
(Barrett's vs.
Ratio (Barrett's
(Barrett's vs.


Symbol
RefSeq No.
(Attribute)
Squamous)
vs. Squamous)
Squamous)




















FABP1
NM_001443
2.34E−09
0.085908
1.47483
1.47483


CPS1
NM_001122633
2.60E−07
0.010034
0.434438
−2.30182


FABP2
NM_000134
5.39E−08
0.386115
1.19002
1.19002


PRSS2
NM_002770
2.27E−05
0.566736
0.808094
−1.23748


KRT20
NM_019010
5.33E−07
0.149126
1.44708
1.44708


DMBT1
NM_007329
7.79E−09
0.774347
1.03935
1.03935


SI
NM_001041
8.23E−09
0.022277
1.43479
1.43479


MTTP
NM_000253
2.97E−09
0.003091
1.54794
1.54794


RBP2
NM_004164
2.08E−07
0.080011
1.42961
1.42961


MT1H
NM_005951
2.21E−06
0.833756
0.952728
−1.04962


CLCA1
NM_001285
1.94E−07
0.284001
1.20283
1.20283


KGFLP2
NR_003670
7.43E−06
0.685646
0.906698
−1.1029


GUCY2C
NM_004963
3.89E−09
0.002247
1.56122
1.56122


GSTA2
NM_000846
0.000164
0.018224
4.07423
4.07423


CDH17
NM_004063
3.78E−09
5.02E−07
9.55456
9.55456


C17orf78
NM_173625
0.00023
0.780594
0.905833
−1.10396


GPR128
NM_032787
3.01E−08
0.009887
1.4728
1.4728


TM4SF4
NM_004617
1.49E−08
2.71E−07
14.0435
14.0435


GJA1
NM_000165
0.000666
0.000192
0.04303
−23.2396


OTC
NM_000531
1.40E−07
0.000185
2.93928
2.93928


BEX1
NM_018476
3.43E−05
0.947974
0.983379
−1.0169


HIST1H1A
NM_005325
1.95E−07
0.00842
1.65384
1.65384


OLFM4
NM_006418
1.75E−10
4.36E−09
15.251
15.251


LOC29034
NR_002763
1.07E−07
0.167948
1.18132
1.18132


BTNL3
NM_197975
4.86E−06
0.027782
1.68628
1.68628


DPY19L2P2
NR_003561
0.000999
0.228149
1.64931
1.64931


CPE
NM_001873
1.65E−06
0.001361
0.513199
−1.94856


RGS5
NM_003617
1.02E−05
0.025869
1.76086
1.76086


CPVL
NM_019029
1.05E−06
0.005975
0.643632
−1.55368


DSG3
NM_001944
7.14E−10
2.84E−10
0.01217
−82.1708


TM4SF20
NM_024795
3.07E−07
0.20159
1.17546
1.17546


SLC38A11
NM_173512
2.05E−06
0.431078
1.12989
1.12989


ADH4
NM_000670
2.50E−07
0.005823
1.58646
1.58646


CEACAM6
NM_002483
3.08E−05
0.001177
8.35385
8.35385


SYNPR
NM_001130003
2.23E−05
0.348375
1.22134
1.22134


ALDOB
NM_000035
2.00E−07
2.93E−05
3.90662
3.90662


FAM13A
NM_001015045
2.05E−05
0.471827
1.15247
1.15247


SLC17A4
NM_005495
4.81E−06
0.237349
1.23116
1.23116


CACNA2D1
NM_000722
9.75E−08
0.00453
1.50218
1.50218


ATF7IP2
NM_024997
2.12E−05
0.759455
0.946229
−1.05683


MEP1A
NM_005588
1.31E−06
0.075815
1.32331
1.32331


RBM46
NM_144979
7.01E−05
0.19628
0.748349
−1.33628


ZG16
NM_152338
8.01E−05
0.648568
1.11182
1.11182


REG4
NM_001159352
2.83E−08
2.50E−07
11.2549
11.2549


MUC17
NM_001040105
1.67E−06
8.78E−05
5.67432
5.67432


LGR5
NM_003667
3.55E−07
0.000603
2.01122
2.01122


PRSS1
NM_002769
8.44E−05
0.161547
1.42939
1.42939


SLC2A2
NM_000340
3.42E−06
0.079066
1.35541
1.35541


PHYHIPL
NM_032439
1.38E−05
0.065554
1.46452
1.46452


ACE2
NM_021804
1.43E−07
0.000437
1.8846
1.8846


CCND2
NM_001759
5.19E−05
2.30E−05
0.091416
−10.939


SULT1E1
NM_005420
3.45E−07
1.97E−07
0.063952
−15.6367


SLC5A1
NM_000343
8.44E−06
0.001409
2.71989
2.71989


SEMA6A
NM_020796
7.77E−07
0.00025
2.72895
2.72895


MT1L
NR_001447
0.004952
0.000668
0.044037
−22.7081


HMGCS2
NM_005518
3.07E−07
1.87E−05
3.67728
3.67728


MGAT4A
NM_012214
6.97E−06
0.000308
3.50807
3.50807


UGT2B17
NM_001077
5.68E−06
0.001365
2.32882
2.32882


C15orf48
NM_032413
1.19E−08
5.90E−06
2.33056
2.33056


CISD2
NM_001008388
0.000711
0.031534
0.574783
−1.73979


SST
NM_001048
0.000975
0.565834
1.17549
1.17549


SPC25
NM_020675
0.033633
0.373577
0.690568
−1.44808


PLA2G12B
NM_032562
1.29E−05
0.415062
1.12817
1.12817


LGALS2
NM_006498
1.72E−08
3.07E−06
2.57988
2.57988


NR1H4
NM_005123
5.91E−06
0.0257
1.45199
1.45199


UGT3A1
NM_152404
1.50E−05
0.184394
1.22895
1.22895


GIP
NM_004123
0.066104
0.751954
1.19265
1.19265


LOC147727
NR_024333
1.58E−05
0.188258
0.831438
−1.20274


ABCG2
NM_004827
0.000813
0.013104
0.524561
−1.90636


OCR1
AF314543
0.024574
0.808636
1.12556
1.12556


LMBR1
NM_022458
0.008559
0.00191
0.095088
−10.5166


A1CF
NM_138933
7.40E−07
4.35E−05
3.6505
3.6505


IGF2BP1
NM_006546
1.50E−07
0.001471
1.46936
1.46936


TSPAN7
NM_004615
0.000601
0.978363
1.00601
1.00601


CEACAM7
NM_006890
3.74E−06
0.064122
1.28262
1.28262


MYB
NM_001130173
4.65E−06
0.000341
2.52787
2.52787


CFI
NM_000204
8.87E−06
0.000331
3.21941
3.21941


SLC10A2
NM_000452
6.69E−05
0.141134
1.31867
1.31867


UGT2A3
NR_024010
1.48E−07
2.25E−06
7.27273
7.27273


IFITM1
NM_003641
6.18E−05
6.04E−05
0.139414
−7.17288


TMEM20
NM_001134658
0.000102
0.498743
1.12714
1.12714


TNFRSF11B
NM_002546
1.34E−05
0.000327
3.09331
3.09331


SMOC2
NM_022138
8.35E−05
0.047803
1.51645
1.51645


TGFBI
NM_000358
0.000306
8.74E−05
0.107698
−9.28521


GPA33
NM_005814
0.00014
0.144044
1.33829
1.33829


NELL2
NM_001145108
4.57E−05
0.158833
1.26394
1.26394


ATP1B3
NM_001679
7.11E−07
1.23E−07
0.100257
−9.97437


FGF9
NM_002010
2.98E−05
0.295931
1.16051
1.16051


FOLH1
NM_004476
1.41E−05
0.014508
1.5141
1.5141


RGS2
NM_002923
7.55E−06
0.460428
0.886527
−1.128


NAT2
NM_000015
4.42E−05
0.003952
2.07047
2.07047


CCL25
NM_005624
8.63E−05
0.142099
1.28954
1.28954


SEMA6D
NM_153618
1.55E−05
0.147042
0.838921
−1.19201


ANXA13
NM_001003954
2.27E−08
1.51E−07
15.5115
15.5115


KLHL23
ENST00000392647
8.54E−06
0.00107
2.12725
2.12725


GSTA1
NM_145740
1.25E−06
3.65E−06
13.4613
13.4613


S100G
NM_004057
6.67E−05
0.082683
1.37934
1.37934


LCT
NM_002299
1.06E−05
0.047808
1.31511
1.31511


FAM5C
NM_199051
4.88E−06
0.405939
1.08729
1.08729


ANPEP
NM_001150
3.32E−06
0.005603
1.68274
1.68274


HIST1H2AE
NM_021052
0.001216
0.2424
1.31829
1.31829


SLC11A2
NM_000617
1.91E−06
0.002027
1.56795
1.56795


LRRC19
NM_022901
4.02E−06
0.001068
1.87406
1.87406


SLC27A2
NM_003645
1.60E−05
0.000193
3.33023
3.33023


LDHC
NM_002301
5.51E−06
0.128855
1.17817
1.17817


SCGN
NM_006998
0.000129
0.105465
1.31481
1.31481


GPR160
NM_014373
2.16E−05
0.000152
3.88993
3.88993


SLC16A10
NM_018593
0.000465
0.188271
1.30369
1.30369


CLRN3
NM_152311
4.69E−08
2.24E−07
11.4491
11.4491


C12orf28
BC143553
1.27E−05
0.269447
1.18243
1.18243


SATB1
NM_002971
0.000101
6.00E−05
0.132514
−7.54637


GOLT1A
NM_198447
4.68E−07
5.93E−05
1.92107
1.92107


UFM1
NM_016617
1.64E−05
0.140695
0.862813
−1.159


HIBCH
NM_014362
0.011898
0.480496
0.835616
−1.19672


L1TD1
NM_019079
0.000304
0.000105
0.145075
−6.89301


HOXA9
NM_152739
2.96E−05
1.09E−05
0.090174
−11.0897


TPH1
NM_004179
0.000951
0.822371
1.04004
1.04004


HEPH
NM_138737
7.75E−08
1.80E−06
3.68292
3.68292


BMS1P5
NR_003611
0.240068
0.968687
1.02442
1.02442


ASAH2
NM_019893
7.62E−05
0.145436
1.23563
1.23563


KIAA1324
NM_020775
3.22E−08
0.00884
1.48311
1.48311


ALDOC
NM_005165
2.49E−06
0.330685
1.10185
1.10185


KPNA2
NM_002266
0.022754
0.772384
1.09878
1.09878


NEUROD1
NM_002500
0.06316
0.666654
1.17268
1.17268


MS4A8B
NM_031457
5.65E−06
0.003764
1.48823
1.48823


EPHB2
NM_017449
0.001129
0.180313
0.805308
−1.24176


MSI1
NM_002442
9.22E−06
0.012047
1.38697
1.38697


IFNK
NM_020124
0.002165
0.001768
0.168645
−5.92962


FGFBP1
NM_005130
1.79E−08
2.67E−09
0.032053
−31.1981


CDKN1B
NM_004064
3.54E−05
0.900479
0.985955
−1.01425


TFPI
NM_006287
1.26E−05
2.84E−05
7.05765
7.05765


STAMBPL1
NM_020799
4.70E−06
0.109009
0.878368
−1.13848


NLGN4Y
NM_014893
4.39E−05
2.77E−05
0.185298
−5.39672


PLD1
NM_002662
0.000446
0.701913
0.934448
−1.07015


APOBEC3B
NM_004900
0.001419
0.321714
1.22865
1.22865


MEP1B
NM_005925
5.41E−05
0.120667
1.21259
1.21259




0.001183
0.000292
0.157535
−6.34781


EPHX2
NM_001979
1.10E−06
0.122339
0.898451
−1.11303


XRCC4
NM_022550
0.001579
0.024582
2.32654
2.32654


GAS2
NM_005256
3.49E−05
0.022857
1.37523
1.37523


DPP10
NM_020868
0.000864
0.293544
1.1938
1.1938


TLR4
NR_024168
9.63E−05
0.007119
1.66233
1.66233


LSAMP
NM_002338
2.16E−05
0.002367
1.65097
1.65097


SEPT7
NM_001788
0.01691
0.003851
0.18092
−5.52729


CCNB2
NM_004701
0.009939
0.814129
0.952239
−1.05016


MT1A
NM_005946
1.80E−05
0.000411
0.439688
−2.27434


C2orf43
BC017473
0.002035
0.506445
1.12716
1.12716


EML4
NM_019063
0.003235
0.085036
1.55247
1.55247


CKS2
NM_001827
2.48E−05
0.183434
1.13856
1.13856


CYP2B6
NM_000767
0.000209
0.002722
2.38855
2.38855


CCDC34
NM_030771
4.73E−05
0.48388
0.934202
−1.07043


ADH6
NM_001102470
2.18E−06
3.67E−05
2.77804
2.77804


ATP8A1
NM_006095
9.35E−06
2.53E−05
5.38379
5.38379


FAR2
NM_018099
3.78E−07
0.066621
1.16312
1.16312


TF
NM_001063
7.43E−06
0.63424
1.03621
1.03621


MYO1B
NM_001130158
1.47E−06
9.52E−07
0.114773
−8.71287


SLC35D1
NM_015139
0.066551
0.909823
0.965605
−1.03562


CXorf52
AY168775
0.026084
0.012721
0.219586
−4.55402


PCDH11Y
NM_032971
0.368856
0.665542
1.29083
1.29083


SERPINE2
NM_001136529
2.73E−07
9.54E−08
0.032271
−30.9872


ERP27
NM_152321
0.002033
0.712918
1.07767
1.07767


DNAJC2
NM_014377
0.000601
0.000118
0.173456
−5.76516


PCDH20
NM_022843
0.000951
0.136199
1.2937
1.2937


HNF4G
NM_004133
3.36E−07
5.08E−07
11.2611
11.2611


HIST1H3G
NM_003534
7.92E−05
0.010087
1.48882
1.48882


HPDL
NM_032756
0.001394
0.024925
1.72923
1.72923


SH3PXD2A
NM_014631
2.02E−05
3.22E−06
0.052282
−19.1269


COX18
NM_173827
0.001081
0.111706
1.32598
1.32598


HHLA2
NM_007072
1.26E−05
2.55E−05
5.74993
5.74993


ZNF770
NM_014106
2.22E−05
5.56E−06
0.155206
−6.44304


LYPLA1
NM_006330
5.75E−05
1.43E−05
0.112802
−8.86512


DHRS11
NM_024308
0.000217
0.016866
1.61863
1.61863


EPB41L2
NM_001431
0.003371
0.07753
1.57053
1.57053


EXOC3
AK074086
1.49E−06
0.003021
1.31235
1.31235


GHRL
NR_024138
0.027865
0.649993
1.11777
1.11777


DACH1
NM_080759
0.000217
0.135116
1.21114
1.21114


SPARC
NM_003118
1.66E−06
6.35E−07
0.131619
−7.5977


SLCO4C1
NM_180991
3.06E−05
0.010122
1.40569
1.40569


KLHL23
NM_144711
0.000249
0.00203
2.3695
2.3695


KRT6B
NM_005555
9.83E−11
3.36E−11
0.019068
−52.4439


EPCAM
NM_002354
1.17E−07
1.65E−07
10.5781
10.5781


IL20RB
NM_144717
7.88E−07
2.82E−07
0.024169
−41.3761


MEIS2
NM_172316
5.41E−06
0.00904
1.34573
1.34573


MMP12
NM_002426
0.003373
0.379449
1.17563
1.17563


ACPL2
NM_152282
8.11E−06
0.006848
1.32703
1.32703


TIMP3
NM_000362
3.21E−07
9.08E−08
0.107177
−9.33032


CXCL14
NM_004887
0.000211
0.000136
0.225227
−4.43996


METTL6
NM_152396
0.001275
0.000276
0.240784
−4.15311


ZNF770
NM_014106
1.21E−06
4.25E−07
0.259739
−3.85002


CLDND1
NM_001040199
0.000346
6.39E−05
0.254923
−3.92275


RAET1L
NM_130900
5.71E−06
1.04E−06
0.040894
−24.4532


SDAD1
NM_018115
0.022444
0.003522
0.263153
−3.80007


PLEKHF2
NM_024613
0.005965
0.001481
0.20412
−4.89908


TMEM117
NM_032256
0.000172
3.16E−05
0.205018
−4.87762


RASA1
NM_002890
0.000185
5.26E−05
0.246229
−4.06126


S100A16
NM_080388
2.27E−05
4.60E−06
0.177264
−5.64132


KCTD9
NM_017634
0.000344
5.35E−05
0.225387
−4.4368


GRHL1
NM_014552
2.68E−07
1.05E−07
0.12599
−7.93715


ARHGAP29
NM_004815
8.76E−05
3.38E−05
0.137068
−7.29567


BNIP2
NM_004330
4.25E−05
2.47E−05
0.19726
−5.06945


MARCH7
NM_022826
0.017224
0.00286
0.282151
−3.5442


RAB23
NM_016277
0.001104
0.000412
0.293115
−3.41163


STK17A
NM_004760
0.001954
0.000537
0.142798
−7.00291


REEP3
ENST00000298249
0.000142
4.20E−05
0.194872
−5.13157


ATL2
NM_022374
0.002578
0.000458
0.253567
−3.94373


MALT1
NM_006785
3.81E−07
8.68E−08
0.216331
−4.62254


LOC554203
NR_024582
0.005588
0.002116
0.264831
−3.776


DUSP11
NM_003584
8.27E−05
2.00E−05
0.230212
−4.34382


IGF2BP2
NM_006548
0.00154
0.001246
0.314178
−3.18291


SEPT10
NM_144710
0.005078
0.000948
0.278222
−3.59426


REPS1
NM_031922
0.001111
0.000185
0.275492
−3.62987


C3orf14
AF236158
0.000139
0.000224
0.201203
−4.9701


ADK
NM_006721
6.58E−05
2.37E−05
0.293314
−3.40932


SSR3
NM_007107
0.010975
0.001855
0.262664
−3.80714


PRRG4
NM_024081
3.02E−05
5.11E−06
0.279794
−3.57406


PDPN
NM_006474
8.09E−07
3.12E−07
0.113888
−8.78052


KIAA1586
NM_020931
1.65E−05
6.29E−06
0.20561
−4.86357


PEX3
NM_003630
1.98E−05
7.68E−06
0.169278
−5.90744




0.000761
0.000453
0.290274
−3.44502


EIF2AK2
NM_002759
0.012021
0.00241
0.265477
−3.76681


GTF2F2
NM_004128
0.000579
0.000127
0.319385
−3.13102


SMYD2
NM_020197
7.87E−05
1.92E−05
0.332855
−3.00431


CTSC
NM_001814
1.37E−07
4.24E−08
0.142682
−7.0086


MPP7
NM_173496
1.95E−07
5.74E−07
0.291796
−3.42705


GDAP1
NM_018972
1.52E−06
2.78E−06
0.317421
−3.15039


FN1
NM_212482
0.000112
0.0001
0.165688
−6.03545


TROVE2
NM_004600
0.004196
0.001181
0.324991
−3.07701


C1orf149
NM_022756
0.000508
0.000104
0.338246
−2.95643


CLEC2B
NM_005127
0.003209
0.001006
0.197704
−5.05808


ALS2CR4
NM_001044385
1.40E−06
7.40E−07
0.270404
−3.69817


PTPN12
NM_002835
0.001268
0.000833
0.298352
−3.35175


BOD1L
NM_148894
0.007872
0.001731
0.31122
−3.21316


TNNT1
NM_003283
3.38E−06
1.81E−06
0.202203
−4.94552


FABP7
NM_001446
0.012746
0.00318
0.349501
−2.86123


HDGFRP3
NM_016073
5.09E−07
4.68E−07
0.26362
−3.79334


SPRR2D
NM_006945
1.59E−06
8.94E−07
0.012125
−82.4744


FJX1
NM_014344
4.64E−06
1.75E−06
0.175931
−5.68403


S100A14
NM_020672
9.03E−05
2.19E−05
0.16304
−6.13347


MT1M
NM_176870
6.30E−07
0.004867
1.8299
1.8299


LRRC37B2
NR_015341
0.000454
0.000132
0.296469
−3.37303


IL18
NM_001562
2.33E−06
1.26E−06
0.142113
−7.03667


GABRE
NM_004961
5.51E−05
2.97E−05
0.34087
−2.93367


GNPDA2
NM_138335
5.96E−05
3.00E−05
0.334367
−2.99073


ELOVL4
NM_022726
2.26E−07
9.97E−08
0.050865
−19.6597


WASF1
NM_003931
4.90E−05
3.01E−05
0.218251
−4.58189


PIK3CA
NM_006218
0.000544
0.000205
0.296013
−3.37823


MBOAT2
NM_138799
0.000192
4.28E−05
0.116684
−8.57019


PAR1
AF019616
0.000965
0.000672
0.341623
−2.92721


IVNS1ABP
NM_006469
0.006048
0.001203
0.34905
−2.86492


CHIC2
NM_012110
0.000122
2.47E−05
0.3046
−3.283


VSNL1
NM_003385
3.02E−08
7.56E−08
0.103554
−9.65682


LRRC37A3
NM_199340
0.00638
0.001372
0.365782
−2.73387


FYTTD1
NM_001011537
0.004033
0.000927
0.34136
−2.92946


RNF217
NM_152553
1.89E−10
1.33E−10
0.109281
−9.1507


PLA2G4A
NM_024420
0.006562
0.001299
0.326068
−3.06685


P2RY5
NM_005767
2.90E−06
1.24E−06
0.185982
−5.37686


NT5E
NM_002526
2.00E−07
6.50E−08
0.078079
−12.8076


CTSL2
NM_001333
1.96E−05
6.68E−06
0.138232
−7.23424


ZNF354A
NM_005649
0.006993
0.001288
0.36314
−2.75376


KIFAP3
NM_014970
2.61E−06
1.91E−06
0.217485
−4.59801


RAB18
NM_021252
4.91E−05
9.69E−06
0.26303
−3.80185


C1orf74
BC039719
7.17E−05
2.99E−05
0.315305
−3.17153


RB1
NM_000321
0.000478
8.36E−05
0.331091
−3.02032


CEP170
NM_014812
3.10E−05
2.97E−05
0.172938
−5.78243


KIF13A
NM_022113
7.87E−06
2.98E−06
0.248976
−4.01645


PRKCQ
NM_006257
5.36E−06
1.90E−06
0.29012
−3.44685


C6orf105
NM_001143948
9.93E−05
1.94E−05
0.187106
−5.34455


KRT23
NM_015515
5.21E−08
5.19E−08
0.139057
−7.19128


C10orf55
NM_001001791
0.004044
0.00097
0.269528
−3.71019


EFTUD1
NM_024580
5.31E−05
1.74E−05
0.328301
−3.04598


EDNRA
NM_001957
0.00118
0.000393
0.308992
−3.23633


TMTC1
NM_175861
8.69E−08
2.91E−08
0.146925
−6.80621


DUSP14
NM_007026
3.77E−06
1.88E−06
0.261097
−3.82999


GPNMB
NM_001005340
1.01E−06
4.60E−07
0.072804
−13.7356


PRSS3
NM_007343
0.001276
0.000294
0.339983
−2.94132


EMB
NM_198449
2.20E−07
1.33E−07
0.200409
−4.9898


SLC1A3
NM_004172
3.98E−07
8.12E−08
0.19971
−5.00727


TCTEX1D2
NM_152773
5.43E−08
2.37E−08
0.326036
−3.06715


NUDT11
NM_018159
0.000877
0.000344
0.119
−8.40337


AIG1
NM_016108
4.81E−05
4.03E−05
0.351938
−2.84141


NEDD4
NM_006154
6.37E−05
1.52E−05
0.348084
−2.87287


MMP10
NM_002425
0.005493
0.001812
0.110691
−9.03418


NDFIP2
NM_019080
9.17E−05
4.06E−05
0.298297
−3.35236


D4S234E
NM_014392
2.06E−05
8.81E−06
0.140193
−7.13301


PCTK2
NM_002595
8.48E−06
4.13E−06
0.310024
−3.22556


KIAA0922
NM_001131007
5.88E−07
2.22E−07
0.19079
−5.24136


EFCAB2
NR_026588
0.023377
0.006229
0.32682
−3.05979


RABGEF1
NM_014504
0.002164
0.000498
0.369088
−2.70938


MCART1
NR_024873
0.056152
0.013192
0.258038
−3.8754


IGFL3
NM_207393
9.80E−08
2.73E−08
0.251981
−3.96855


ANTXR2
NM_058172
5.41E−06
1.99E−06
0.242524
−4.12331


FBN2
NM_001999
2.36E−07
1.18E−07
0.102509
−9.75528


SCFD1
NM_016106
0.008561
0.00178
0.362447
−2.75903


C11orf60
NM_020153
2.60E−06
6.09E−07
0.300207
−3.33103


UNQ1887
NM_139015
6.66E−07
6.29E−07
0.394384
−2.5356


HOMER1
NM_004272
0.001456
0.000418
0.265524
−3.76614


LPAR3
NM_012152
1.27E−07
5.44E−08
0.116731
−8.56672


LRRC42
NM_052940
0.000315
8.76E−05
0.385761
−2.59228


GOLGA8B
NR_027410
3.19E−05
0.000633
0.364663
−2.74226


CYB5R2
NM_016229
0.000242
5.19E−05
0.251877
−3.97019


UBE2F
NM_080678
0.0049
0.001097
0.367286
−2.72267


TMTC3
NM_181783
2.84E−05
9.59E−06
0.327532
−3.05314


ZCCHC11
NM_001009881
0.000345
0.000248
0.29348
−3.40739


PPP3CC
NM_005605
0.000139
3.95E−05
0.301889
−3.31247


SESN3
NM_144665
1.87E−05
6.52E−06
0.25186
−3.97047


C14orf149
NM_144581
5.47E−05
1.51E−05
0.359233
−2.78371


PTPLA
NM_014241
9.50E−07
3.15E−07
0.308401
−3.24253


ODF2L
NM_020729
5.20E−05
0.000116
0.359137
−2.78445


FAM174A
NM_198507
0.001283
0.000276
0.267556
−3.73754


CBL
NM_005188
4.47E−06
1.54E−06
0.379841
−2.63268


PDCD1LG2
NM_025239
0.000571
0.000181
0.25123
−3.98041


PMAIP1
NM_021127
1.14E−05
3.36E−05
0.314938
−3.17523


SACS
NM_014363
9.98E−06
1.22E−05
0.223218
−4.47992


FKBP14
NM_017946
0.000421
0.000142
0.318607
−3.13866


ROBO1
NM_133631
5.83E−07
2.71E−07
0.096517
−10.3609


QPCT
NM_012413
0.000184
9.96E−05
0.282185
−3.54378


ZFP42
NM_174900
0.048358
0.018558
0.330818
−3.02281


DSP
NM_004415
2.60E−05
9.56E−06
0.278281
−3.59349


SPRR1A
NM_005987
1.72E−08
5.55E−09
0.022361
−44.7214


IL1A
NM_000575
8.93E−10
3.70E−10
0.013557
−73.7616


LOC654433
NR_015377
0.146494
0.039079
0.328085
−3.04799


EPS15
NM_001981
0.013543
0.003282
0.416586
−2.40046


S100A11
NM_005620
0.000261
6.90E−05
0.335729
−2.97859


SLC36A4
NM_152313
3.46E−05
8.13E−06
0.21093
−4.74091


RRAGC
NM_022157
0.000313
8.26E−05
0.418533
−2.3893


DOCK11
NM_144658
8.05E−07
2.49E−07
0.122978
−8.1315


KDSR
NM_002035
5.66E−08
3.70E−08
0.305384
−3.27456


ERGIC2
NM_016570
0.000598
0.000175
0.383298
−2.60894


CSGALNACT2
NM_018590
0.000202
0.000104
0.376549
−2.65569


LOC554202
NR_027054
1.47E−07
9.82E−08
0.19967
−5.00826


WFDC5
NM_145652
7.11E−06
2.73E−06
0.119263
−8.38481


PLXDC2
NM_032812
1.91E−08
8.73E−09
0.085799
−11.6551


FBXW7
NM_033632
0.001172
0.000341
0.377776
−2.64707


TMEM69
NM_016486
0.000973
0.00066
0.413698
−2.41722


TMEM45A
NM_018004
1.87E−11
8.63E−12
0.012327
−81.123


BBS10
NM_024685
0.001013
0.000372
0.392586
−2.54721


SOX2OT
NR_004053
0.003922
0.723792
0.901073
−1.10979


KDM5B
NM_006618
0.00124
0.000431
0.408709
−2.44673


CDA
NM_001785
7.22E−05
3.37E−05
0.17196
−5.8153


IFIT5
NM_012420
0.001922
0.000722
0.353867
−2.82592


GTF2H1
NM_001142307
0.000615
0.000174
0.396649
−2.52112


NEFM
NM_005382
0.000894
0.000569
0.197269
−5.06923


SGCE
NM_001099401
3.31E−05
0.00013
0.41879
−2.38783


DIRC2
NM_032839
3.81E−05
9.74E−05
0.431249
−2.31885


ITGA1
NM_181501
3.45E−05
2.15E−05
0.419243
−2.38525


RSAD2
NM_080657
0.014966
0.007299
0.275054
−3.63566


SLFN5
NM_144975
2.52E−05
0.000539
0.334263
−2.99166


SLC2A3
NM_006931
1.19E−05
5.47E−06
0.107329
−9.31717


ADAMTS1
NM_006988
8.15E−06
6.46E−06
0.30871
−3.23929


ZBTB1
NM_001123329
0.00013
3.70E−05
0.433489
−2.30686


PIP5K1A
NM_001135638
0.026998
0.007491
0.363813
−2.74867


DFNA5
NM_004403
2.70E−06
4.22E−06
0.205887
−4.85704


DMKN
NM_033317
4.50E−07
2.82E−07
0.236827
−4.22248


FLRT3
NM_198391
7.17E−07
2.66E−06
0.175075
−5.71182


SPRR3
NM_005416
1.85E−07
8.19E−08
0.066713
−14.9897


TTPAL
NM_024331
2.86E−06
1.31E−06
0.264339
−3.78302


RPS6KA5
NM_004755
4.57E−05
1.78E−05
0.432782
−2.31063


CLN5
NM_006493
0.000897
0.000251
0.442076
−2.26206


EFEMP1
NM_004105
2.65E−08
1.20E−08
0.037632
−26.5735


SLC20A1
NM_005415
6.24E−06
2.49E−06
0.1965
−5.08907


GNAI1
NM_002069
0.000112
0.000636
0.315859
−3.16597


FERMT1
NM_017671
0.000364
0.000113
0.412809
−2.42243


FN1
NM_212482
9.48E−07
5.86E−07
0.040084
−24.9475


GJB6
NM_001110219
1.86E−06
1.22E−06
0.038268
−26.1318


GPR1
NM_005279
6.76E−05
2.62E−05
0.430078
−2.32516


GPR115
NM_153838
1.43E−05
6.36E−06
0.170203
−5.87533


ZNF607
NM_032689
4.95E−06
1.90E−06
0.403938
−2.47563


MTHFD2L
NM_001144978
2.12E−06
9.60E−07
0.349225
−2.86348


LRAT
NM_004744
1.74E−05
8.62E−06
0.210638
−4.74749


C3orf64
NM_173654
0.000232
6.09E−05
0.290622
−3.4409


ALDH3B2
NM_000695
0.000138
0.000102
0.417624
−2.3945


MT1X
NM_005952
0.002024
0.000961
0.250085
−3.99863


USP25
NM_013396
0.000737
0.0002
0.422213
−2.36847


USP53
NM_019050
0.007056
0.002821
0.441503
−2.26499


DUSP6
NM_001946
0.00301
0.001557
0.414692
−2.41143


TLE4
NM_007005
5.00E−05
0.000131
0.426477
−2.34479


INHBA
NM_002192
0.000639
0.000228
0.283392
−3.52868


COL12A1
NM_004370
3.22E−07
1.88E−07
0.089012
−11.2344


SLIT2
NM_004787
8.48E−06
3.43E−06
0.316361
−3.16095


KLF8
NM_007250
1.93E−05
6.92E−06
0.309101
−3.23519


IQCA1
NM_024726
3.76E−08
1.67E−08
0.105066
−9.5178


BNC1
NM_001717
2.55E−08
1.17E−08
0.083375
−11.9941


TCFL5
NM_006602
4.73E−05
4.71E−05
0.435426
−2.2966


S100A7
NM_002963
8.46E−06
4.68E−06
0.015904
−62.876


EMP3
NM_001425
0.000135
7.01E−05
0.145977
−6.85038


DEGS1
NM_003676
0.000529
0.00038
0.161454
−6.19372


SPG20
NM_001142295
0.000483
0.000236
0.383804
−2.60549


TPD52L1
NM_001003395
1.12E−05
5.47E−06
0.32833
−3.04572


GPR137B
NM_003272
1.43E−05
6.28E−06
0.31312
−3.19367


NIACR2
NM_006018
2.84E−05
1.54E−05
0.16667
−5.99987


RBMS3
NM_001003793
0.000283
0.000104
0.430427
−2.32327


MUC15
NM_001135091
2.23E−07
1.01E−07
0.062663
−15.9583


PPP4R1
NM_001042388
6.81E−05
2.25E−05
0.376984
−2.65263


FCHO2
NM_138782
0.041643
0.012552
0.361248
−2.76818


LEF1
NM_016269
0.01014
0.003991
0.394152
−2.53709


CLASP1
NM_015282
0.000646
0.000217
0.38302
−2.61083


TMEM154
NM_152680
3.06E−07
1.60E−07
0.091846
−10.8879


IKIP
NM_153687
2.32E−08
9.14E−09
0.100386
−9.96159


HIVEP2
NM_006734
4.23E−07
6.58E−07
0.200746
−4.98141


DSC3
NM_024423
1.04E−10
5.14E−11
0.01042
−95.9707


CLDN1
NM_021101
1.30E−06
1.03E−05
0.383847
−2.60521


GJB2
NM_004004
3.20E−09
1.78E−09
0.088101
−11.3506


WDR47
NM_001142550
5.48E−05
2.11E−05
0.218538
−4.57587


SPINK5
NM_001127698
4.21E−06
1.42E−06
0.061908
−16.1529


S1PR1
NM_001400
2.02E−06
8.79E−07
0.194019
−5.15413


IL1RAP
NM_002182
2.28E−07
1.32E−07
0.17259
−5.79408


VEGFC
NM_005429
2.82E−05
1.50E−05
0.274021
−3.64935


AHSA2
NM_152392
0.007404
0.007981
0.405076
−2.46867


FBXO3
NM_033406
8.51E−05
3.64E−05
0.400594
−2.49629


SRY
NM_003140
0.000306
0.00011
0.25687
−3.89302


RPSAP52
NR_026825
5.72E−06
3.46E−06
0.283622
−3.52582


TAGLN3
NM_013259
7.20E−06
4.26E−06
0.268918
−3.71861


BACH1
NM_206866
3.25E−07
1.18E−07
0.421982
−2.36977


LY6G6C
NM_025261
0.000167
6.47E−05
0.356472
−2.80527


ARL17P1
NM_001113738
0.065934
0.028718
0.39738
−2.51648


PTGS1
NM_000962
0.000309
0.000142
0.327626
−3.05226


NRG1
NM_013960
1.99E−06
9.51E−07
0.216476
−4.61945


TCF4
NM_001083962
1.44E−05
8.70E−06
0.4601
−2.17344


ZFYVE9
NM_004799
0.00013
6.39E−05
0.390789
−2.55892


FAM83A
NM_032899
3.35E−06
1.35E−06
0.291145
−3.43472


ITGA2
NM_002203
0.000116
4.76E−05
0.337958
−2.95894


HERC6
NM_017912
0.000901
0.000419
0.222522
−4.49394


FHL1
NM_001159704
2.69E−05
1.99E−05
0.315264
−3.17194


USP9Y
NM_004654
2.78E−05
3.05E−05
0.348306
−2.87103


PLAU
NM_002658
0.000318
0.000278
0.360965
−2.77035


FGF11
NM_004112
0.000923
0.000345
0.456957
−2.18839


CYP4F12
NM_023944
2.48E−06
1.28E−05
3.4983
3.4983


BCAT1
NM_005504
2.88E−05
1.70E−05
0.225882
−4.42708


KLK8
NM_144505
3.28E−08
1.77E−08
0.088545
−11.2937


BPIL2
NM_174932
3.22E−07
1.47E−07
0.207224
−4.8257


GLI3
NM_000168
1.10E−05
5.21E−06
0.247333
−4.04314


ZBED2
NM_024508
1.18E−06
5.68E−07
0.063856
−15.6602


AADACL2
NM_207365
8.51E−05
4.51E−05
0.24326
−4.11083


RHCG
NM_016321
0.001734
0.000868
0.202579
−4.93635


CCNA1
NM_003914
3.86E−06
2.36E−06
0.11351
−8.80982


CA12
NM_001218
8.75E−06
2.92E−06
0.270851
−3.69207


S100A12
NM_005621
5.41E−05
3.26E−05
0.158186
−6.32166


TP53AIP1
NM_022112
2.01E−06
9.95E−07
0.270922
−3.6911


IFNA1
NM_024013
0.00099
0.00061
0.395885
−2.52599


DENND2C
NM_198459
1.87E−08
8.23E−09
0.266934
−3.74625


DSE
NM_013352
2.20E−07
1.72E−07
0.078935
−12.6686


SLC26A2
NM_000112
0.000313
0.000135
0.405488
−2.46616


RECQL
NM_002907
0.022406
0.009808
0.479229
−2.08668


SERPINB4
NM_002974
1.08E−05
5.21E−06
0.053201
−18.7968


UPP1
NM_003364
5.20E−06
4.01E−06
0.427104
−2.34135


PTER
NM_030664
2.00E−06
0.000123
2.40143
2.40143


IVL
NM_005547
1.03E−07
4.73E−08
0.027985
−35.7334


GJC1
NM_005497
5.99E−05
0.002915
0.470474
−2.12552


SLC2A1
NM_006516
1.53E−07
6.53E−08
0.257368
−3.88548


SLC10A6
NM_197965
2.31E−06
1.37E−06
0.192929
−5.18324


CLIP1
NM_002956
1.41E−05
5.67E−06
0.331249
−3.01888


TPM2
NM_003289
3.73E−05
5.11E−05
0.264382
−3.78241


CNTN1
NM_001843
2.39E−09
1.41E−09
0.043076
−23.2147


SLC7A5
NM_003486
1.38E−05
9.46E−05
0.434743
−2.30021


PAQR7
NM_178422
0.000521
0.000873
0.4232
−2.36295


FBLN1
NM_006486
0.000326
0.00016
0.467469
−2.13918


SEMA3D
NM_152754
0.002343
0.000797
0.20209
−4.94828


CCDC3
NM_031455
0.000571
0.000331
0.264646
−3.77864


TRAF3IP3
NM_025228
0.000398
0.000202
0.329368
−3.03612


NETO1
NM_138966
0.10033
0.042964
0.478779
−2.08865


BCO2
NM_031938
6.33E−06
3.89E−06
0.224959
−4.44525


AMIGO2
NM_001143668
4.45E−08
3.42E−08
0.090723
−11.0225


KRT4
NM_002272
6.63E−07
3.56E−07
0.078699
−12.7067


AKTIP
NM_001012398
0.006513
0.005756
0.413823
−2.41649


SP100
NM_001080391
0.000455
0.000268
0.261235
−3.82797


THSD1P
NR_002816
0.002072
0.001556
0.46573
−2.14717


TMEM136
NM_174926
8.25E−06
3.86E−06
0.31672
−3.15736


TTLL7
NM_024686
0.000107
4.68E−05
0.299448
−3.33948


RND3
NM_005168
7.33E−05
4.65E−05
0.434314
−2.30248


TACSTD2
NM_002353
1.62E−06
8.66E−07
0.446874
−2.23777


RBP7
NM_052960
2.56E−05
1.85E−05
0.148066
−6.75377


OR10A3
NM_001003745
3.64E−05
1.46E−05
0.227959
−4.38675


PLA2R1
NM_007366
2.45E−07
2.75E−07
0.16495
−6.06243


KRTDAP
NM_207392
1.02E−08
6.43E−09
0.010491
−95.3198


PRNP
NM_000311
2.18E−06
1.34E−06
0.274292
−3.64575


SLC9A9
NM_173653
0.000842
0.000526
0.428703
−2.33262


CDC42SE1
NM_001038707
1.84E−05
1.06E−05
0.366331
−2.72977


KLK5
NM_012427
9.59E−07
5.02E−07
0.06538
−15.2951


KTN1
NM_182926
0.001011
0.00053
0.462558
−2.16189


KRT1
NM_006121
6.75E−07
3.49E−07
0.054981
−18.1883


RGS20
NM_170587
6.81E−05
7.00E−05
0.403782
−2.47659


LHFP
NM_005780
9.78E−05
5.16E−05
0.343621
−2.91019


C21orf91
NM_001100420
3.26E−05
1.17E−05
0.193793
−5.16014


ST3GAL5
NM_003896
1.62E−05
7.91E−06
0.222702
−4.49031


KRT24
NM_019016
8.72E−06
4.87E−06
0.252014
−3.96804


DSG1
NM_001942
1.97E−11
1.13E−11
0.006685
−149.599


PLAT
NM_000930
0.001276
0.000698
0.482639
−2.07194


THBS2
NM_003247
4.78E−07
2.87E−07
0.153925
−6.49666


NIACR1
NM_177551
1.23E−05
7.06E−06
0.164225
−6.08919


DSC1
NM_004948
1.38E−08
7.85E−09
0.031029
−32.2285


AQP9
NM_020980
0.001541
0.000661
0.33178
−3.01404


BNIPL
NM_001159642
5.78E−06
3.38E−06
0.299299
−3.34114


TNFAIP3
NM_006290
9.56E−05
6.56E−05
0.495565
−2.0179


LASS3
NM_178842
3.98E−09
2.52E−09
0.061733
−16.1989


RUFY2
NM_017987
3.06E−05
2.21E−05
0.377722
−2.64745


SLC26A9
NM_052934
5.61E−07
0.000865
1.76058
1.76058


RORA
NM_134260
0.0006
0.000263
0.452926
−2.20787


AMOTL1
NM_130847
2.34E−07
2.26E−07
0.222749
−4.48937


CARD18
NM_021571
1.65E−06
9.58E−07
0.101109
−9.89028


C20orf197
NM_173644
0.012273
0.006479
0.450831
−2.21813


CAPN6
NM_014289
1.50E−06
0.001521
1.97105
1.97105


TUBB6
NM_032525
2.26E−06
6.75E−06
0.365262
−2.73776


CCDC80
NM_199511
5.69E−06
3.25E−06
0.178956
−5.58798


TEX2
NM_018469
1.14E−06
5.04E−07
0.401033
−2.49356


EEA1
NM_003566
0.000621
0.000249
0.391432
−2.55472


RAET1G
NM_001001788
7.86E−06
4.61E−06
0.111441
−8.97337


NR3C1
NM_000176
3.04E−05
1.74E−05
0.432923
−2.30988


NCF2
NM_000433
4.35E−06
2.50E−06
0.294316
−3.39771


TRIML2
NM_173553
0.035133
0.018707
0.417187
−2.39701


SLC31A2
NM_001860
7.56E−07
3.48E−07
0.206476
−4.84317


ANO4
NM_178826
0.137128
0.060183
0.449205
−2.22616


SBSN
NM_198538
1.23E−09
7.37E−10
0.020168
−49.5844


ELAVL2
NM_004432
4.22E−06
2.42E−06
0.329714
−3.03293


BIVM
NM_017693
0.000217
0.000141
0.452207
−2.21138


LAMC2
NM_005562
1.16E−06
6.74E−07
0.180854
−5.52931


PHLDB2
NM_001134438
9.26E−06
5.98E−06
0.220681
−4.53142


SFRS12IP1
NM_173829
0.001825
0.001164
0.429242
−2.32969


SYT14
NM_001146261
1.09E−07
7.04E−08
0.084672
−11.8103


DGKH
NM_178009
6.27E−06
4.49E−06
0.427725
−2.33795


KRT10
NM_000421
1.21E−09
6.90E−10
0.02733
−36.5893


ULK2
NM_014683
3.67E−07
3.23E−07
0.481301
−2.0777


DOCK4
NM_014705
1.38E−09
8.71E−10
0.161512
−6.1915


CSRNP2
NM_030809
0.00012
0.000104
0.498398
−2.00643


LOC284033
AK095052
0.00016
7.84E−05
0.306697
−3.26055


DAAM1
NM_014992
6.72E−05
3.06E−05
0.333974
−2.99425


HERC5
NM_016323
8.63E−05
5.19E−05
0.154135
−6.48784


FGD6
NM_018351
5.97E−06
1.78E−05
0.33315
−3.00165


C17orf39
NM_024052
5.60E−05
5.97E−05
0.463506
−2.15747


TIPARP
NM_015508
7.04E−06
7.05E−06
0.331273
−3.01865


ADARB1
NM_001033049
0.000101
6.75E−05
0.434436
−2.30183


TLL1
NM_012464
0.000226
0.000137
0.339309
−2.94717


EFCAB1
NM_024593
1.04E−07
6.34E−08
0.23938
−4.17746


CAMSAP1L1
NM_203459
6.46E−06
3.14E−06
0.187895
−5.32212


BMPR2
NM_001204
0.000242
0.000155
0.359176
−2.78415


CPA4
NM_016352
9.48E−07
5.95E−07
0.09492
−10.5351


UBE2Q2
NM_173469
0.001354
0.000658
0.439636
−2.27461


CAB39L
NM_030925
1.27E−06
7.97E−07
0.340316
−2.93844


TUBA1A
NM_006009
0.07469
0.032673
0.437043
−2.2881


ORM2
NM_000608
6.33E−06
0.073705
1.39226
1.39226


CLCA2
NM_006536
8.01E−11
4.51E−11
0.013943
−71.7201


NIN
NM_020921
4.70E−08
3.06E−08
0.144863
−6.90308


EML1
NM_001008707
2.17E−06
9.65E−07
0.330429
−3.02637


MYO3B
NM_138995
0.000197
0.000141
0.45953
−2.17613


BBOX1
NM_003986
3.51E−10
2.00E−10
0.043911
−22.7735


ZFP36L1
NM_004926
1.83E−05
1.81E−05
0.456181
−2.19211


KRT17
NM_000422
5.11E−07
2.90E−07
0.011104
−90.0602


EPHA4
NM_004438
6.81E−06
2.90E−06
0.259308
−3.85641


ASAP1
NM_018482
5.27E−05
3.37E−05
0.361779
−2.76412


PARD6G
NM_032510
3.74E−05
1.95E−05
0.346776
−2.88371


TUBA4A
NM_006000
3.89E−08
1.67E−08
0.273785
−3.6525


LOC84740
NR_026892
6.94E−08
0.740089
1.04468
1.04468


TMEM40
NM_018306
9.61E−06
6.85E−06
0.154403
−6.47655


ARL14
NM_025047
3.77E−07
6.60E−07
9.80972
9.80972


BTBD11
NM_001018072
2.57E−06
1.75E−06
0.230868
−4.33147


SPRR1B
NM_003125
6.11E−09
2.83E−09
0.007571
−132.083


HIPK3
NM_005734
0.000546
0.000271
0.414886
−2.4103


PLS3
NM_005032
1.43E−05
7.64E−06
0.353785
−2.82658


SULF2
NM_018837
8.04E−05
5.16E−05
0.402102
−2.48693


IGFL2
NM_001002915
1.96E−08
1.39E−08
0.057
−17.544


SNAPC1
NM_003082
0.000251
0.000323
0.441525
−2.26488


MYO9A
NM_006901
0.000169
9.69E−05
0.466126
−2.14534


CASP14
NM_012114
6.22E−07
3.53E−07
0.096227
−10.3921


LOC100131726
NR_024479
7.07E−07
3.36E−07
0.142613
−7.012


TSHZ3
NM_020856
7.41E−06
3.91E−06
0.096776
−10.3332


FBXO27
NM_178820
5.13E−05
4.66E−05
0.424143
−2.35769


DDX26B
NM_182540
2.10E−07
2.14E−07
0.435689
−2.29521


IL1F9
NM_019618
0.005257
0.003634
0.347607
−2.87682


CSDA
NM_003651
6.66E−05
0.00011
0.473359
−2.11256


SLC30A4
NM_013309
7.96E−06
6.10E−06
0.43967
−2.27443


RAB9A
NM_004251
0.000183
0.00012
0.468324
−2.13527


DSG4
NM_001134453
2.29E−05
1.53E−05
0.35497
−2.81714


MYCBP2
NM_015057
0.000554
0.000367
0.493869
−2.02483


STK3
NM_006281
1.09E−05
1.22E−05
0.341489
−2.92835


GABRP
NM_014211
0.013059
0.600955
1.24205
1.24205


SLC6A11
NM_014229
1.84E−05
1.33E−05
0.34986
−2.85829


KRT5
NM_000424
3.19E−09
2.07E−09
0.021941
−45.5779


CCL27
NM_006664
0.001975
0.001156
0.457267
−2.1869


PTPN14
NM_005401
1.54E−05
1.60E−05
0.356726
−2.80327


C3orf34
NM_032898
1.69E−08
1.77E−08
0.212946
−4.69603


LAYN
NM_178834
1.42E−06
1.38E−06
0.233102
−4.28997


NEK1
NM_012224
0.002354
0.001458
0.381839
−2.6189


LY6K
NM_017527
4.86E−05
3.34E−05
0.220512
−4.53491


ULBP1
NM_025218
0.004888
0.002621
0.240299
−4.16148


TMPRSS11F
NM_207407
4.77E−06
2.85E−06
0.16775
−5.96125


GADD45A
NM_001924
0.00014
0.000159
0.413059
−2.42096


PPP1R14C
NM_030949
2.91E−05
2.49E−05
0.262596
−3.80814


NAV3
NM_014903
8.29E−06
5.74E−06
0.326906
−3.05898


TFPI2
NM_006528
2.13E−11
1.56E−11
0.027611
−36.217


SPRR2A
NM_005988
3.49E−08
1.85E−08
0.11895
−8.40688


CYYR1
NM_052954
0.000156
0.000109
0.33116
−3.01969


AQP3
NM_004925
1.81E−08
1.03E−08
0.19219
−5.20318


SNCA
NM_000345
1.06E−07
8.88E−08
0.204606
−4.88745


MORC3
NM_015358
9.63E−06
6.22E−06
0.417415
−2.3957


FAT2
NM_001447
2.37E−07
1.62E−07
0.153144
−6.5298


PKP1
NM_000299
2.05E−07
1.40E−07
0.131756
−7.58976


FEZ1
NM_005103
8.18E−08
4.85E−08
0.10453
−9.56661


SFRP1
NM_003012
3.17E−05
2.21E−05
0.286746
−3.48741


TGM1
NM_000359
3.34E−07
2.70E−07
0.157519
−6.34845


LYST
NM_000081
0.006956
0.003186
0.383653
−2.60652


HOXC9
NM_006897
8.36E−05
6.27E−05
0.327183
−3.05639


SHC1
NM_183001
3.06E−05
2.84E−05
0.488294
−2.04795


S100A8
NM_002964
5.73E−10
3.66E−10
0.004813
−207.77


GSDMC
NM_031415
3.72E−09
2.21E−09
0.07223
−13.8447


RAB38
NM_022337
5.10E−09
3.71E−09
0.165795
−6.03155


SAA1
NM_000331
0.003802
0.003989
0.213549
−4.68277


HERC3
NM_014606
0.000663
0.000421
0.362275
−2.76033


FAM127A
NM_001078171
1.05E−05
6.75E−06
0.117546
−8.50732


FLRT2
NM_013231
7.17E−08
5.06E−08
0.072015
−13.8859


PPP4R4
NM_058237
0.000209
0.000185
0.497693
−2.00927


INTS6
NM_012141
0.0002
0.000152
0.423852
−2.35931


CRCT1
NM_019060
0.000408
0.000238
0.322439
−3.10136


DNAJB4
NM_007034
0.000509
0.000531
0.316077
−3.16378


ZNF750
NM_024702
3.22E−08
2.04E−08
0.09617
−10.3982


HTR7
NM_019859
0.004453
0.004553
0.497268
−2.01099


FABP4
NM_001442
0.097674
0.056799
0.482036
−2.07453


TNNT2
NM_000364
4.41E−05
2.85E−05
0.193259
−5.17441


FER
NM_005246
0.000641
0.000443
0.323276
−3.09333


GJB4
NM_153212
0.001835
0.002072
0.499175
−2.0033


STARD5
NM_181900
4.65E−06
3.04E−06
0.302556
−3.30518


DUOXA1
NM_144565
0.000575
0.000451
0.418438
−2.38984


SERPINB3
NM_006919
2.94E−08
2.00E−08
0.012711
−78.6698


HIAT1
NM_033055
0.01459
0.007654
0.422788
−2.36525


MAL
NM_002371
7.23E−05
0.39336
0.893702
−1.11894


MMP9
NM_004994
0.000388
0.000361
0.364991
−2.73979


CD86
NM_175862
0.006281
0.006303
0.488157
−2.04852


GM2A
NM_000405
8.00E−07
6.52E−07
0.230115
−4.34565


NFAT5
NM_138714
3.81E−06
5.42E−06
0.454936
−2.19811


AJAP1
NM_018836
1.05E−05
9.40E−06
0.401521
−2.49053


CNGA1
NM_001142564
0.045943
0.065021
0.452679
−2.20907


OSBPL6
NM_032523
6.84E−08
5.06E−08
0.167078
−5.98522


MTSS1
NM_014751
1.35E−08
8.38E−09
0.207966
−4.80847


TRIM23
NM_001656
6.72E−06
5.22E−06
0.393904
−2.53869


COPZ2
NM_016429
0.000202
0.000108
0.347427
−2.87831


C20orf114
NM_033197
1.48E−08
0.025151
1.28715
1.28715


SGTB
NM_019072
8.79E−05
6.25E−05
0.448303
−2.23063


LYPD3
NM_014400
1.84E−07
1.38E−07
0.121182
−8.25202


ALOX15B
NM_001141
3.55E−07
2.58E−07
0.235379
−4.24847


SLC6A15
NM_182767
2.71E−08
1.70E−08
0.023514
−42.5281


MARK3
NM_001128918
1.02E−05
1.05E−05
0.483147
−2.06976


BICD2
NM_001003800
6.95E−05
5.18E−05
0.333536
−2.99818


PTHLH
NM_198965
5.00E−08
3.20E−08
0.063055
−15.8592


TPRG1
NM_198485
1.20E−06
9.21E−07
0.197023
−5.07554


CYP4F11
NM_021187
5.46E−05
4.85E−05
0.243507
−4.10666


PARP9
NM_001146106
0.011648
0.007957
0.337264
−2.96504


ITGA5
NM_002205
0.000201
0.000206
0.452953
−2.20774


CTSL1
NM_001912
1.13E−05
8.72E−06
0.289579
−3.45329


SFN
NM_006142
7.85E−09
5.23E−09
0.273003
−3.66297


ETNK2
NM_018208
0.000167
0.000131
0.336163
−2.97475


SPINK6
NM_205841
1.67E−10
9.48E−11
0.007065
−141.545


TFAP2A
NM_003220
1.99E−07
1.01E−07
0.203498
−4.91405


EMR2
NM_013447
0.00025
0.000274
0.490212
−2.03993


CLCA4
NM_012128
1.90E−07
1.20E−07
0.041414
−24.1466


S100A9
NM_002965
4.79E−07
2.96E−07
0.032138
−31.1161


EPGN
NM_001013442
2.48E−08
1.59E−08
0.024427
−40.9378


GJB5
NM_005268
1.40E−06
6.39E−07
0.113731
−8.79268


MPZL2
NM_144765
8.50E−07
5.95E−07
0.365191
−2.7383


NOTCH2
NM_024408
2.38E−06
5.20E−06
0.456723
−2.18951


PTPRZ1
NM_002851
1.89E−09
1.20E−09
0.041355
−24.1807


KRT14
NM_000526
7.05E−10
4.13E−10
0.011096
−90.1236


FAP
NM_004460
0.000184
0.00014
0.249611
−4.00624


SLC39A2
NM_014579
1.02E−06
7.37E−07
0.227705
−4.39164


TMPRSS11E
NM_014058
2.32E−05
1.49E−05
0.068107
−14.6828


KCNQ5
NM_019842
0.002317
0.001959
0.467845
−2.13746


ARL4D
NM_001661
1.68E−05
1.48E−05
0.206539
−4.84169


PTGS2
NM_000963
0.00066
0.000381
0.241888
−4.13415


SIM2
NM_009586
1.67E−06
0.10316
1.16053
1.16053


CDH13
NM_001257
6.12E−08
4.66E−08
0.073861
−13.5389


RAB37
NM_175738
4.76E−06
0.002977
1.43301
1.43301


NUAK1
NM_014840
0.001449
0.00114
0.474631
−2.1069


ST6GALNAC2
NM_006456
9.39E−08
5.37E−08
0.172351
−5.80212


NTM
NM_001144058
9.37E−05
0.000142
0.386502
−2.58731


PTPRE
NM_006504
5.05E−07
6.26E−07
0.301006
−3.3222


EMP1
NM_001423
8.78E−06
9.68E−06
0.264861
−3.77557


PLD5
NM_152666
1.99E−05
1.77E−05
0.168198
−5.94536


GBP6
NM_198460
5.06E−05
3.77E−05
0.304061
−3.28882


LAMP2
NM_002294
0.000116
0.000115
0.340154
−2.93984


F2R
NM_001992
0.000105
0.000565
0.40176
−2.48905


PYGL
NM_002863
1.53E−08
3.26E−08
0.167494
−5.97036


PGLYRP3
NM_052891
0.001406
0.001542
0.452129
−2.21176


ORM1
NM_000607
0.000765
0.437758
1.16127
1.16127


LPCAT2
NM_017839
0.00011
7.07E−05
0.312527
−3.19972


HOXC10
NM_017409
7.80E−05
6.97E−05
0.31526
−3.17198


PLA2G4E
NM_001080490
4.00E−08
3.36E−08
0.177956
−5.61936


NEBL
NM_006393
9.72E−05
5.95E−05
0.282602
−3.53855


PCDH21
NM_033100
5.93E−05
6.57E−05
0.434091
−2.30367


CALB2
NM_001740
0.000121
8.20E−05
0.183533
−5.44861


FSCN1
NM_003088
0.000138
0.000192
0.465068
−2.15022


SWAP70
NM_015055
2.00E−07
2.12E−07
0.371359
−2.69281


MARK1
NM_018650
1.32E−07
1.18E−07
0.265896
−3.76087


IGFL1
NM_198541
4.72E−06
3.02E−06
0.12375
−8.0808


KRT77
NM_175078
1.52E−05
1.36E−05
0.274278
−3.64593


ERC1
NM_178037
6.44E−06
9.84E−06
0.49748
−2.01013


GNAL
NM_182978
7.49E−05
6.78E−05
0.44032
−2.27108


SERPING1
NM_000062
2.86E−05
3.83E−05
0.253286
−3.94811


ATP12A
NM_001676
0.000248
0.00019
0.306484
−3.26281


LAMP3
NM_014398
0.028786
0.019166
0.470295
−2.12632


FST
NM_006350
5.16E−07
3.36E−07
0.124071
−8.05989


DUOX1
NM_017434
5.36E−05
5.29E−05
0.396325
−2.52318


CYP1B1
NM_000104
0.001671
0.001644
0.398847
−2.50723


ERCC6
NM_000124
1.12E−08
9.06E−09
0.241083
−4.14795


ABCA12
NM_173076
4.61E−09
2.31E−09
0.019165
−52.1794


ERCC1
NM_202001
4.26E−05
4.26E−05
0.362622
−2.75769


CCDC109B
NM_017918
0.002651
0.001655
0.34527
−2.89628


TMEM86A
NM_153347
5.02E−05
6.66E−05
0.423458
−2.36151


KCTD1
NM_001142730
2.89E−07
2.43E−07
0.354433
−2.82141


FLJ21511
NM_025087
2.01E−08
1.40E−08
0.024546
−40.7406


MSRB3
NM_001031679
0.000156
0.00024
0.457294
−2.18678


GATA3
NM_001002295
1.57E−06
1.52E−06
0.307929
−3.2475


ETS1
NM_001143820
3.08E−08
4.67E−08
0.340598
−2.93602


JUP
NM_002230
2.79E−06
2.68E−06
0.366333
−2.72976


TAGLN
NM_001001522
0.002535
0.002146
0.44908
−2.22677


SLC7A1
NM_003045
2.99E−05
3.58E−05
0.462538
−2.16198


QKI
NM_206855
0.000221
0.000276
0.446033
−2.24199


XG
NM_001141919
5.23E−06
2.82E−06
0.147072
−6.79939


FERMT2
NM_006832
7.03E−07
1.34E−06
0.243822
−4.10136


MACF1
NM_012090
3.54E−05
3.46E−05
0.333934
−2.9946


OSMR
NM_003999
0.000719
0.000927
0.448172
−2.23129


GNA15
NM_002068
2.27E−06
1.29E−06
0.160651
−6.22468


IFNE
NM_176891
1.48E−08
9.98E−09
0.088706
−11.2732


AMZ2
NM_016627
5.92E−05
9.02E−05
0.459625
−2.17569


TBC1D19
NM_018317
1.69E−05
1.96E−05
0.431646
−2.31671


CRIM1
NM_016441
4.50E−07
4.71E−07
0.312858
−3.19634


CALML5
NM_017422
2.24E−05
2.14E−05
0.269774
−3.7068


GPR64
NM_001079858
3.59E−05
0.061676
1.38514
1.38514


SNX24
NM_014035
0.00317
0.002572
0.404827
−2.47019


SERPINB13
NM_012397
2.87E−11
1.85E−11
0.010222
−97.826


KRT15
NM_002275
1.07E−09
6.99E−10
0.035418
−28.2344


MCC
NM_001085377
5.92E−06
7.10E−06
0.337538
−2.96263


TP63
NM_003722
1.98E−09
1.32E−09
0.060277
−16.59


CYB5R1
NM_016243
8.18E−08
5.36E−08
0.196948
−5.07747


SERPINB2
NM_001143818
0.000522
0.000316
0.130409
−7.66815


MARVELD1
NR_026753
0.000246
0.001632
0.499073
−2.00371


ERRFI1
NM_018948
4.24E−05
0.00015
0.461638
−2.1662


SLCO3A1
NM_013272
3.37E−06
8.70E−06
0.475199
−2.10438


TIMP1
NM_003254
7.98E−06
5.22E−06
0.177266
−5.64125


CAPRIN2
NM_001002259
0.000102
0.000198
0.43531
−2.29721


PLTP
NM_006227
0.000998
0.001704
0.473561
−2.11166


CALCRL
NM_005795
7.23E−07
2.74E−06
0.465558
−2.14796


IFIH1
NM_022168
0.015725
0.0111
0.37925
−2.63678


CLIC4
NM_013943
0.001914
0.002345
0.482499
−2.07254


IRF6
NM_006147
2.28E−07
2.73E−07
0.274871
−3.63807


A2ML1
NM_144670
7.47E−08
4.30E−08
0.012286
−81.3962


FCHSD2
NM_014824
3.04E−05
2.74E−05
0.342655
−2.91839


DNAJB5
NM_001135005
0.0014
0.002946
0.450186
−2.2213


TIAM1
NM_003253
1.18E−06
1.01E−06
0.280659
−3.56304


CAPNS2
NM_032330
1.59E−07
1.38E−07
0.028316
−35.3156


KATNAL1
NM_001014380
1.94E−06
2.23E−06
0.220371
−4.53781


GRHL3
NM_198173
3.64E−09
3.70E−09
0.247268
−4.04419


MAP2
NM_002374
1.28E−07
1.26E−07
0.251667
−3.97351


SMARCA1
NM_003069
3.35E−05
0.00021
0.459756
−2.17507


C9orf95
NR_023352
0.00091
0.001364
0.477435
−2.09453


LUM
NM_002345
0.00038
0.0381
1.75631
1.75631


MLF1
NM_001130157
0.000152
0.000314
0.434315
−2.30248


RPE65
NM_000329
0.004304
0.009863
0.482605
−2.07209


KLF7
NM_003709
3.34E−07
3.44E−07
0.281847
−3.54802


STEAP4
NM_024636
4.23E−09
3.62E−09
0.067452
−14.8253


ARSJ
NM_024590
3.70E−05
6.21E−05
0.408595
−2.44741


FGF5
NM_004464
0.000358
0.000318
0.281323
−3.55463


IFI44L
NM_006820
0.001777
0.001409
0.093098
−10.7414


TNC
NM_002160
3.71E−06
3.69E−06
0.229225
−4.36253


LY6D
NM_003695
0.00028
0.00047
0.391998
−2.55103


SLITRK6
NM_032229
0.00074
0.000631
0.266593
−3.75104


RAET1E
NM_139165
3.95E−06
4.49E−06
0.217168
−4.60473


SEC14L2
NM_012429
2.11E−06
3.38E−06
0.399713
−2.5018


DUSP7
NM_001947
3.65E−06
8.31E−06
0.46662
−2.14307


ELK3
NM_005230
1.44E−06
2.42E−06
0.300748
−3.32504


SMURF2
NM_022739
8.79E−06
2.18E−05
0.451238
−2.21612


TRIM29
NM_012101
1.30E−08
9.48E−09
0.137993
−7.24674


UGT1A9
NM_021027
3.69E−06
0.008457
0.673124
−1.48561




0.017796
0.034272
0.41183
−2.42819


SERPINE1
NM_000602
0.000464
0.000338
0.187171
−5.3427


MYO5A
NM_000259
6.81E−10
6.71E−10
0.098157
−10.1878




1.57E−06
1.47E−06
0.184668
−5.41512


EGFR
NM_005228
7.76E−08
1.17E−07
0.289142
−3.45851


SLC38A2
NM_018976
7.02E−08
7.65E−08
0.288013
−3.47207


HAS2
NM_005328
0.004297
0.007023
0.488528
−2.04697


LRRC8C
NM_032270
1.86E−05
4.09E−05
0.253481
−3.94506


MPDZ
NM_003829
0.001944
0.006307
0.455314
−2.19629


DDX60
NM_017631
0.006426
0.009508
0.325216
−3.07488


PCDHB2
NM_018936
0.000695
0.175936
1.2872
1.2872


IL1B
NM_000576
5.25E−07
3.89E−07
0.10028
−9.97204


BBS9
NM_198428
0.003029
0.00491
0.471346
−2.12158


STEAP1
NM_012449
0.135915
0.156455
0.419955
−2.38121


CD274
NM_014143
5.19E−05
7.83E−05
0.361298
−2.7678


SLC39A6
NM_012319
3.85E−07
4.72E−07
0.255285
−3.91719


MGAM
NM_004668
1.99E−07
0.000115
1.54142
1.54142


SEMA3C
NM_006379
0.000153
0.000259
0.394099
−2.53744


WDFY2
NM_052950
2.45E−08
6.49E−08
0.38159
−2.62061


LDOC1
NM_012317
1.18E−05
2.88E−05
0.374132
−2.67285


GLTP
NM_016433
0.000199
0.000481
0.429942
−2.3259


CAPN13
NM_144575
1.06E−07
7.76E−06
1.96105
1.96105


IKZF2
NM_001079526
1.78E−06
2.80E−06
0.309067
−3.23554


RBP1
NM_001130992
1.32E−06
0.001574
0.470568
−2.12509


SCGB2A1
NM_002407
4.48E−06
0.059586
1.31277
1.31277


IGFBP6
NM_002178
6.93E−06
1.33E−05
0.219911
−4.54729


C7orf10
NM_024728
1.87E−07
8.84E−07
0.437612
−2.28513


SLPI
NM_003064
1.62E−06
1.44E−06
0.127431
−7.84737


CD109
NM_133493
9.85E−09
7.72E−09
0.072182
−13.8539


SP110
NM_080424
0.002794
0.005834
0.475861
−2.10145


VGLL1
NM_016267
0.000107
0.00025
0.261018
−3.83115


LRP12
NM_013437
1.05E−06
2.43E−06
0.334472
−2.98979


PRB4
NM_002723
0.023507
0.028814
0.366051
−2.73186


OPTN
NM_001008211
1.79E−05
6.64E−05
0.471762
−2.11971


YPEL5
NM_001127401
0.000254
0.000762
0.476714
−2.09769


SULT2B1
NM_004605
7.72E−05
0.000455
0.474461
−2.10766


CDH3
NM_001793
7.22E−06
3.22E−05
0.412099
−2.4266


MLLT11
NM_006818
7.84E−05
0.00014
0.167583
−5.9672


DRAP1
NM_006442
0.000223
0.000666
0.465382
−2.14877


CASP1
NM_033292
1.68E−06
6.26E−06
0.197904
−5.05296


TFAP2C
NM_003222
7.94E−06
2.51E−05
0.434692
−2.30048


EREG
NM_001432
0.000459
0.00082
0.215688
−4.63633


CAV1
NM_001753
3.96E−08
5.88E−08
0.095451
−10.4766


OGFRL1
NM_024576
8.46E−06
1.81E−05
0.240403
−4.15968


DEFB1
NM_005218
1.17E−05
1.07E−05
0.125584
−7.96278


MRAP2
NM_138409
1.35E−07
5.55E−06
2.6499
2.6499


KRT6A
NM_005554
9.88E−08
6.23E−08
0.019287
−51.8491


FDXACB1
NM_138378
5.58E−06
4.87E−06
0.058653
−17.0494


PI3
NM_002638
2.91E−05
0.000337
0.324725
−3.07953


FZD6
NM_003506
0.00022
0.001103
0.488675
−2.04635


SPTLC3
NM_018327
1.08E−05
5.58E−05
0.396875
−2.51968


CLIP4
NM_024692
1.46E−05
5.76E−05
0.307238
−3.2548


RAB31
NM_006868
1.73E−06
4.05E−06
0.201838
−4.95448


KLK13
NM_015596
2.92E−05
7.82E−05
0.365322
−2.73731


CD44
NM_000610
6.59E−06
0.000944
0.464831
−2.15132


DZIP1
NM_198968
3.02E−06
4.18E−05
0.436947
−2.28861




0.010603
0.021757
0.467854
−2.13742


CALD1
NM_033138
1.59E−05
6.56E−05
0.290067
−3.44748


TUBG2
NM_016437
7.33E−06
6.60E−05
0.471308
−2.12176


PRKCH
NM_006255
2.73E−05
0.000208
0.477771
−2.09305


KRT16
NM_005557
3.75E−08
2.92E−08
0.016898
−59.18


FAM63B
NM_001040450
1.96E−05
6.06E−05
0.274221
−3.64669


C3orf67
BC132815
3.15E−07
2.16E−06
0.426573
−2.34426


RIMKLB
NM_020734
1.58E−05
3.10E−05
0.275478
−3.63005


ATP10D
NM_020453
1.04E−06
1.38E−06
0.156271
−6.39915


ARL4C
NM_005737
8.07E−07
1.61E−06
0.264687
−3.77805


FRMD6
NM_001042481
5.92E−07
8.16E−07
0.15212
−6.57374


KRT13
NM_153490
2.54E−07
2.72E−07
0.039864
−25.0852


KIF3A
NM_007054
0.006094
0.01185
0.360572
−2.77337


FBP2
NM_003837
6.19E−06
0.000707
2.038
2.038


PHLDB2
NM_001134438
2.38E−06
4.18E−06
0.181124
−5.52107


SNAI2
NM_003068
4.56E−08
7.90E−08
0.039535
−25.2942


IFIT1
NM_001548
0.000118
0.000184
0.078991
−12.6596


SCEL
NM_144777
7.26E−07
1.49E−06
0.135947
−7.3558


PITPNC1
NM_181671
4.67E−08
2.43E−07
0.337134
−2.96618


DDX58
NM_014314
1.91E−05
5.21E−05
0.265773
−3.76262


ITGBL1
NM_004791
1.75E−05
0.003058
2.23812
2.23812


PYGB
NM_002862
7.79E−06
9.30E−05
0.48814
−2.04859


CAV2
NM_001233
2.37E−05
0.000191
0.353143
−2.83172


DCBLD2
NM_080927
1.79E−07
5.13E−07
0.261835
−3.8192


PALMD
NM_017734
8.09E−09
2.20E−08
0.191061
−5.23394


EPHX3
NM_024794
0.007575
0.044958
0.495538
−2.01801


UGT2B15
NM_001076
8.86E−05
0.001024
4.48116
4.48116


CYBRD1
NM_024843
7.67E−07
1.17E−06
0.143509
−6.96818


STXBP1
NM_003165
1.67E−06
2.62E−05
0.408365
−2.44879


IFIT3
NM_001031683
0.012789
0.047085
0.401431
−2.49109


PLK2
NM_006622
4.19E−06
3.34E−05
0.314953
−3.17508


ATP2B4
NM_001001396
2.62E−06
1.20E−05
0.316108
−3.16347


MID2
NM_012216
1.44E−07
1.55E−06
0.396467
−2.52228


CCL28
NM_148672
9.94E−05
1.19E−05
4.73086
4.73086


ZNF185
NM_007150
9.88E−08
8.44E−07
0.370874
−2.69634


USP44
NM_032147
3.67E−05
1.13E−05
2.46786
2.46786


STC2
NM_003714
0.007593
0.001551
2.71205
2.71205


ANXA1
NM_000700
1.81E−05
0.000396
0.496828
−2.01277


DAPP1
NM_014395
6.66E−07
4.14E−06
0.334232
−2.99194


TCP11L1
NM_018393
1.16E−07
1.36E−06
0.398607
−2.50873


PIK3C2G
NM_004570
1.19E−05
0.005384
1.97156
1.97156


ITGB6
NM_000888
1.44E−05
0.000105
0.35966
−2.7804


IFI6
NM_002038
0.000558
0.002824
0.370478
−2.69922


AREG
NM_001657
9.80E−08
2.46E−07
0.147063
−6.79982


TCEA3
NM_003196
6.03E−05
0.004343
1.89648
1.89648


NKX6-3
NM_152568
0.000222
4.36E−05
2.62399
2.62399


CRABP2
NM_001878
1.24E−09
1.60E−09
0.070954
−14.0936


NEXN
NM_144573
0.000501
0.010025
0.433806
−2.30518


HSPC159
NM_014181
7.31E−08
5.29E−07
0.320174
−3.1233


SAMD9L
NM_152703
0.002066
0.020527
0.481049
−2.07879


TNS4
NM_032865
1.33E−06
1.11E−05
0.309366
−3.23242


PTPN13
NM_080683
2.15E−06
5.85E−06
0.143409
−6.97308


SERPINB7
NM_003784
5.70E−08
7.81E−08
0.027398
−36.4991


PSCA
NM_005672
6.84E−07
0.000149
2.73319
2.73319


NPSR1
NM_207172
2.73E−06
3.99E−05
3.10457
3.10457


CTH
NM_001902
0.000612
8.41E−05
3.8776
3.8776


MX1
NM_001144925
0.000642
0.004132
0.296965
−3.3674


LRRC6
NM_012472
0.002159
0.000568
3.03333
3.03333


TNFRSF10C
NM_003841
7.46E−05
1.74E−05
4.07284
4.07284


CYR61
NM_001554
4.65E−05
0.002536
0.486456
−2.05568


CXCL17
NM_198477
1.48E−06
0.686453
1.10161
1.10161


ANKRD50
NM_020337
1.33E−05
0.000643
0.479385
−2.08601


GSTM4
NM_000850
1.62E−06
2.29E−07
15.5494
15.5494


GSTM2
NM_000848
0.000898
0.000207
3.39662
3.39662


HRASLS2
NM_017878
0.000251
0.009109
2.71842
2.71842


C11orf92
NM_207429
9.79E−08
8.14E−07
4.28703
4.28703


ODAM
NM_017855
6.17E−06
9.19E−07
21.2503
21.2503


AHNAK2
NM_138420
8.07E−08
6.68E−07
0.20488
−4.88091


DDX43
NM_018665
0.000328
6.84E−05
5.61594
5.61594


IFI16
NM_005531
1.79E−06
5.60E−06
0.106816
−9.36187


SLC16A4
NM_004696
0.000184
0.00011
10.6066
10.6066


AK5
NM_174858
0.000101
1.64E−05
5.2323
5.2323


FKBP5
NM_001145775
8.41E−05
0.001373
0.314812
−3.1765


THBS1
NM_003246
6.21E−05
0.000356
0.188047
−5.31782


KCNJ15
NM_002243
5.99E−07
0.000208
0.498867
−2.00454


LCN2
NM_005564
4.89E−05
0.000961
0.309656
−3.22939


HS3ST5
NM_153612
7.36E−05
1.83E−05
3.97874
3.97874


CAPN9
NM_006615
1.80E−09
9.82E−08
4.95981
4.95981


CLDN10
NM_182848
1.13E−06
4.61E−07
3.6212
3.6212


KLK10
NM_002776
2.17E−06
0.000336
0.448689
−2.22871


SAMD9
NM_017654
8.12E−06
4.59E−05
0.138963
−7.19618


HLA-DMB
NM_002118
0.000348
8.26E−05
4.70494
4.70494


KLK7
NM_139277
5.21E−07
8.75E−06
0.190983
−5.23607


NTS
NM_006183
0.018973
0.0031
9.28925
9.28925


TGFB2
NM_001135599
0.001966
0.000761
3.65589
3.65589


CYP2E1
NM_000773
3.35E−05
1.79E−05
3.40286
3.40286


ALDH3A1
NM_000691
1.89E−08
1.95E−07
5.15825
5.15825


CCBE1
NM_133459
4.81E−06
1.96E−05
2.82626
2.82626


MATN2
NM_002380
6.77E−06
3.60E−05
2.61679
2.61679


MFAP5
NM_003480
3.58E−05
0.000104
0.059705
−16.7491


BAAT
NM_001701
5.52E−08
9.52E−09
7.07911
7.07911


SLC15A1
NM_005073
4.59E−06
3.94E−06
3.51845
3.51845


MXRA5
NM_015419
0.000382
0.0001
5.60412
5.60412


FGF2
NM_002006
4.92E−06
1.56E−06
5.5274
5.5274


IFI44
NM_006417
0.000107
0.000873
0.128059
−7.80893


CSTA
NM_005213
2.09E−07
7.47E−07
0.024791
−40.3374


SERPINB5
NM_002639
1.66E−09
7.33E−08
0.136954
−7.30173


GPR87
NM_023915
1.16E−07
4.53E−06
0.135101
−7.40189


BICC1
NM_001080512
2.71E−06
6.08E−07
14.6863
14.6863


MSN
NM_002444
2.62E−07
0.000796
0.429086
−2.33053


GKN1
NM_019617
1.12E−07
6.54E−07
37.4703
37.4703


GKN2
NM_182536
1.22E−08
4.25E−08
53.4059
53.4059









Expression microarrays were used to compare the mRNA expression of an isolated clonal population of Barrett's esophagus progenitor cells and a clonal population of gastric cardia progenitor cells. The results of this comparison are shown in Table YY, below.














TABLE YY








p-value
Ratio
Fold-Change




p-value
(Barrett's vs.
(Barrett's vs.
(Barrett's vs.


Gene Symbol
RefSeq
(Attribute)
Cardia)
Cardia)
Cardia)




















FABP1
NM_001443
2.34E−09
0.443141
1.1736
1.1736


CPS1
NM_001122633
2.60E−07
0.721073
1.09633
1.09633


FABP2
NM_000134
5.39E−08
0.915975
0.979547
−1.02088


PRSS2
NM_002770
2.27E−05
0.122173
0.53986
−1.85233


KRT20
NM_019010
5.33E−07
0.135603
0.680989
−1.46845


DMBT1
NM_007329
7.79E−09
0.927446
0.987845
−1.0123


SI
NM_001041
8.23E−09
0.863031
1.02302
1.02302


MTTP
NM_000253
2.97E−09
0.39728
1.09805
1.09805


RBP2
NM_004164
2.08E−07
0.364822
1.18689
1.18689


MT1H
NM_005951
2.21E−06
1.31E−05
0.121771
−8.21216


CLCA1
NM_001285
1.94E−07
0.674392
0.932292
−1.07263


KGFLP2
NR_003670
7.43E−06
0.122882
0.668756
−1.49531


GUCY2C
NM_004963
3.89E−09
0.289294
1.12138
1.12138


GSTA2
NM_000846
0.000164
0.651187
1.24989
1.24989


CDH17
NM_004063
3.78E−09
1.82E−06
6.74546
6.74546


C17orf78
NM_173625
0.00023
0.348551
0.710482
−1.40749


GPR128
NM_032787
3.01E−08
0.20003
1.17444
1.17444


TM4SF4
NM_004617
1.49E−08
0.005923
1.86836
1.86836


GJA1
NM_000165
0.000666
0.195597
0.503858
−1.98469


OTC
NM_000531
1.40E−07
0.001647
2.15821
2.15821


BEX1
NM_018476
3.43E−05
0.912943
0.972302
−1.02849


HIST1H1A
NM_005325
1.95E−07
0.041247
1.42195
1.42195


OLFM4
NM_006418
1.75E−10
2.00E−08
9.46554
9.46554


LOC29034
NR_002763
1.07E−07
0.973418
1.00379
1.00379


BTNL3
NM_197975
4.86E−06
0.389088
1.19403
1.19403


DPY19L2P2
NR_003561
0.000999
0.326134
0.669634
−1.49335


CPE
NM_001873
1.65E−06
0.936389
0.988612
−1.01152


RGS5
NM_003617
1.02E−05
0.010102
0.499497
−2.00202


CPVL
NM_019029
1.05E−06
0.006054
0.644326
−1.55201


DSG3
NM_001944
7.14E−10
0.468093
1.09383
1.09383


TM4SF20
NM_024795
3.07E−07
0.964612
1.00533
1.00533


SLC38A11
NM_173512
2.05E−06
0.498316
1.11012
1.11012


ADH4
NM_000670
2.50E−07
0.054095
1.32233
1.32233


CEACAM6
NM_002483
3.08E−05
0.000582
10.7156
10.7156


SYNPR
NM_001130003
2.23E−05
0.877069
1.03258
1.03258


ALDOB
NM_000035
2.00E−07
0.000338
2.61325
2.61325


FAM13A
NM_001015045
2.05E−05
0.250942
0.792478
−1.26186


SLC17A4
NM_005495
4.81E−06
0.740182
1.0575
1.0575


CACNA2D1
NM_000722
9.75E−08
0.203122
1.15551
1.15551


ATF7IP2
NM_024997
2.12E−05
0.002184
0.461398
−2.16733


MEP1A
NM_005588
1.31E−06
0.680298
1.0605
1.0605


RBM46
NM_144979
7.01E−05
0.895065
0.972392
−1.02839


ZG16
NM_152338
8.01E−05
0.802539
1.05959
1.05959


REG4
NM_001159352
2.83E−08
0.15174
0.785147
−1.27365


MUC17
NM_001040105
1.67E−06
0.000237
4.49768
4.49768


LGR5
NM_003667
3.55E−07
0.413975
1.11663
1.11663


PRSS1
NM_002769
8.44E−05
0.006798
0.43254
−2.31192


SLC2A2
NM_000340
3.42E−06
0.644334
1.07519
1.07519


PHYHIPL
NM_032439
1.38E−05
0.779037
0.949399
−1.0533


ACE2
NM_021804
1.43E−07
0.026458
1.34995
1.34995


CCND2
NM_001759
5.19E−05
0.627003
0.870802
−1.14837


SULT1E1
NM_005420
3.45E−07
0.484764
1.13106
1.13106


SLC5A1
NM_000343
8.44E−06
0.063502
1.57083
1.57083


SEMA6A
NM_020796
7.77E−07
0.001034
2.24175
2.24175


MT1L
NR_001447
0.004952
0.030826
0.218511
−4.57642


HMGCS2
NM_005518
3.07E−07
0.004662
0.569986
−1.75443


MGAT4A
NM_012214
6.97E−06
0.241395
0.76894
−1.30049


UGT2B17
NM_001077
5.68E−06
0.509228
1.12953
1.12953


C15orf48
NM_032413
1.19E−08
0.048232
1.20649
1.20649


CISD2
NM_001008388
0.000711
0.120867
0.691153
−1.44686


SST
NM_001048
0.000975
0.862
1.04966
1.04966


SPC25
NM_020675
0.033633
0.163262
0.547071
−1.82792


PLA2G12B
NM_032562
1.29E−05
0.818515
0.967277
−1.03383


LGALS2
NM_006498
1.72E−08
0.002572
1.42912
1.42912


NR1H4
NM_005123
5.91E−06
0.994737
1.00093
1.00093


UGT3A1
NM_152404
1.50E−05
0.373038
0.874674
−1.14328


GIP
NM_004123
0.066104
0.974579
1.01786
1.01786


LOC147727
NR_024333
1.58E−05
0.819467
0.970185
−1.03073


ABCG2
NM_004827
0.000813
0.308928
0.801872
−1.24708


OCR1
AF314543
0.024574
0.35436
1.59119
1.59119


LMBR1
NM_022458
0.008559
0.417077
0.641549
−1.55873


A1CF
NM_138933
7.40E−07
0.000107
3.13037
3.13037


IGF2BP1
NM_006546
1.50E−07
0.643519
1.03984
1.03984


TSPAN7
NM_004615
0.000601
0.992739
1.00201
1.00201


CEACAM7
NM_006890
3.74E−06
0.853763
1.02232
1.02232


MYB
NM_001130173
4.65E−06
0.040136
0.683024
−1.46408


CFI
NM_000204
8.87E−06
0.01031
1.91938
1.91938


SLC10A2
NM_000452
6.69E−05
0.836931
1.03668
1.03668


UGT2A3
NR_024010
1.48E−07
6.93E−06
5.52838
5.52838


IFITM1
NM_003641
6.18E−05
0.237116
1.39004
1.39004


TMEM20
NM_001134658
0.000102
0.600376
1.0965
1.0965


TNFRSF11B
NM_002546
1.34E−05
0.396002
1.18421
1.18421


SMOC2
NM_022138
8.35E−05
0.680888
1.07905
1.07905


TGFBI
NM_000358
0.000306
0.525043
0.81542
−1.22636


GPA33
NM_005814
0.00014
0.753218
1.06031
1.06031


NELL2
NM_001145108
4.57E−05
0.587981
1.0888
1.0888


ATP1B3
NM_001679
7.11E−07
0.004315
0.593605
−1.68462


FGF9
NM_002010
2.98E−05
0.821578
0.969452
−1.03151


FOLH1
NM_004476
1.41E−05
0.817179
0.968607
−1.03241


RGS2
NM_002923
7.55E−06
0.000328
2.53448
2.53448


NAT2
NM_000015
4.42E−05
0.292778
1.22741
1.22741


CCL25
NM_005624
8.63E−05
0.690336
0.937517
−1.06665


SEMA6D
NM_153618
1.55E−05
0.945868
0.992365
−1.00769


ANXA13
NM_001003954
2.27E−08
3.99E−07
11.2408
11.2408


KLHL23
ENST00000392647
8.54E−06
0.023326
1.52693
1.52693


GSTA1
NM_145740
1.25E−06
0.154535
0.693914
−1.4411


S100G
NM_004057
6.67E−05
0.166669
1.27986
1.27986


LCT
NM_002299
1.06E−05
0.997468
1.00038
1.00038


FAM5C
NM_199051
4.88E−06
0.38727
0.91647
−1.09114


ANPEP
NM_001150
3.32E−06
0.000306
2.31363
2.31363


HIST1H2AE
NM_021052
0.001216
0.592642
0.885169
−1.12973


SLC11A2
NM_000617
1.91E−06
0.192241
1.15331
1.15331


LRRC19
NM_022901
4.02E−06
0.009847
1.52777
1.52777


SLC27A2
NM_003645
1.60E−05
0.241477
1.265
1.265


LDHC
NM_002301
5.51E−06
0.881698
0.985233
−1.01499


SCGN
NM_006998
0.000129
0.294288
0.845082
−1.18332


GPR160
NM_014373
2.16E−05
0.934977
1.01721
1.01721


SLC16A10
NM_018593
0.000465
0.54731
1.12282
1.12282


CLRN3
NM_152311
4.69E−08
1.73E−06
6.49979
6.49979


C12orf28
BC143553
1.27E−05
0.000652
2.14142
2.14142


SATB1
NM_002971
0.000101
0.405523
1.26097
1.26097


GOLT1A
NM_198447
4.68E−07
0.367544
1.08473
1.08473


UFM1
NM_016617
1.64E−05
0.381874
0.919883
−1.08709


HIBCH
NM_014362
0.011898
0.985899
0.995584
−1.00444


L1TD1
NM_019079
0.000304
0.87407
0.956311
−1.04568


HOXA9
NM_152739
2.96E−05
0.904783
1.0312
1.0312


TPH1
NM_004179
0.000951
0.843169
0.96601
−1.03519


HEPH
NM_138737
7.75E−08
5.35E−06
3.09377
3.09377


BMS1P5
NR_003611
0.240068
0.609905
1.37201
1.37201


ASAH2
NM_019893
7.62E−05
0.547895
1.08578
1.08578


KIAA1324
NM_020775
3.22E−08
2.29E−08
0.084891
−11.7798


ALDOC
NM_005165
2.49E−06
0.001135
1.58838
1.58838


KPNA2
NM_002266
0.022754
0.49921
1.24956
1.24956


NEUROD1
NM_002500
0.06316
0.67004
0.854231
−1.17064


MS4A8B
NM_031457
5.65E−06
0.538728
1.06533
1.06533


EPHB2
NM_017449
0.001129
0.354389
0.865019
−1.15604


MSI1
NM_002442
9.22E−06
0.406005
1.09288
1.09288


IFNK
NM_020124
0.002165
0.348535
1.47073
1.47073


FGFBP1
NM_005130
1.79E−08
2.67E−06
0.241632
−4.13853


CDKN1B
NM_004064
3.54E−05
0.080701
1.24482
1.24482


TFPI
NM_006287
1.26E−05
0.119822
1.49285
1.49285


STAMBPL1
NM_020799
4.70E−06
0.902034
0.990904
−1.00918


NLGN4Y
NM_014893
4.39E−05
0.374066
1.20471
1.20471


PLD1
NM_002662
0.000446
0.042352
1.51016
1.51016


APOBEC3B
NM_004900
0.001419
0.288154
1.24833
1.24833


MEP1B
NM_005925
5.41E−05
0.61469
0.943529
−1.05985




0.001183
0.524315
0.817098
−1.22384


EPHX2
NM_001979
1.10E−06
0.097773
1.12319
1.12319


XRCC4
NM_022550
0.001579
0.028941
2.25274
2.25274


GAS2
NM_005256
3.49E−05
0.391309
1.10823
1.10823


DPP10
NM_020868
0.000864
0.827068
0.965055
−1.03621


TLR4
NR_024168
9.63E−05
0.960524
1.00726
1.00726


LSAMP
NM_002338
2.16E−05
0.478213
0.918271
−1.089


SEPT7
NM_001788
0.01691
0.535765
0.759353
−1.31691


CCNB2
NM_004701
0.009939
0.652125
0.910009
−1.09889


MT1A
NM_005946
1.80E−05
2.09E−06
0.181046
−5.52346


C2orf43
BC017473
0.002035
0.907738
1.0208
1.0208


EML4
NM_019063
0.003235
0.874733
1.03711
1.03711


CKS2
NM_001827
2.48E−05
0.253809
0.896221
−1.1158


CYP2B6
NM_000767
0.000209
0.052391
1.5905
1.5905


CCDC34
NM_030771
4.73E−05
0.58764
1.05377
1.05377


ADH6
NM_001102470
2.18E−06
0.000522
2.005
2.005


ATP8A1
NM_006095
9.35E−06
0.919121
0.979759
−1.02066


FAR2
NM_018099
3.78E−07
3.34E−05
1.80602
1.80602


TF
NM_001063
7.43E−06
0.733031
0.974911
−1.02574


MYO1B
NM_001130158
1.47E−06
0.085899
1.37399
1.37399


SLC35D1
NM_015139
0.066551
0.848775
1.06074
1.06074


CXorf52
AY168775
0.026084
0.737231
1.17926
1.17926


PCDH11Y
NM_032971
0.368856
0.94435
0.959851
−1.04183


SERPINE2
NM_001136529
2.73E−07
0.798267
0.95069
−1.05187


ERP27
NM_152321
0.002033
0.06942
1.50846
1.50846


DNAJC2
NM_014377
0.000601
0.248587
0.730929
−1.36812


PCDH20
NM_022843
0.000951
0.938596
1.01243
1.01243


HNF4G
NM_004133
3.36E−07
0.789701
1.04722
1.04722


HIST1H3G
NM_003534
7.92E−05
0.642299
0.944271
−1.05902


HPDL
NM_032756
0.001394
0.85299
0.962647
−1.0388


SH3PXD2A
NM_014631
2.02E−05
0.003589
0.34797
−2.87381


COX18
NM_173827
0.001081
0.986366
1.00279
1.00279


HHLA2
NM_007072
1.26E−05
0.062731
1.5504
1.5504


ZNF770
NM_014106
2.22E−05
0.36345
0.843946
−1.18491


LYPLA1
NM_006330
5.75E−05
0.408349
0.815345
−1.22648


DHRS11
NM_024308
0.000217
0.026583
1.54368
1.54368


EPB41L2
NM_001431
0.003371
0.243803
1.32387
1.32387


EXOC3
AK074086
1.49E−06
0.140389
1.11189
1.11189


GHRL
NR_024138
0.027865
0.917204
0.974975
−1.02567


DACH1
NM_080759
0.000217
0.930392
1.01044
1.01044


SPARC
NM_003118
1.66E−06
0.745461
1.04966
1.04966


SLCO4C1
NM_180991
3.06E−05
0.128833
1.18801
1.18801


KLHL23
NM_144711
0.000249
0.113175
1.40747
1.40747


KRT6B
NM_005555
9.83E−11
0.091889
0.85651
−1.16753


EPCAM
NM_002354
1.17E−07
0.395177
1.13504
1.13504


IL20RB
NM_144717
7.88E−07
0.782018
0.934046
−1.07061


MEIS2
NM_172316
5.41E−06
0.001467
1.50829
1.50829


MMP12
NM_002426
0.003373
0.45577
1.14604
1.14604


ACPL2
NM_152282
8.11E−06
0.30308
1.09
1.09


TIMP3
NM_000362
3.21E−07
0.325432
0.878479
−1.13833


CXCL14
NM_004887
0.000211
0.329507
1.25497
1.25497


METTL6
NM_152396
0.001275
0.389509
0.809846
−1.2348


ZNF770
NM_014106
1.21E−06
0.825134
0.979436
−1.021


CLDND1
NM_001040199
0.000346
0.168171
0.76108
−1.31392


RAET1L
NM_130900
5.71E−06
0.000821
0.283356
−3.52913


SDAD1
NM_018115
0.022444
0.149688
0.593853
−1.68392


PLEKHF2
NM_024613
0.005965
0.648635
0.853017
−1.17231


TMEM117
NM_032256
0.000172
0.139495
0.732889
−1.36446


RASA1
NM_002890
0.000185
0.674089
0.924542
−1.08162


S100A16
NM_080388
2.27E−05
0.117999
0.756328
−1.32218


KCTD9
NM_017634
0.000344
0.058892
0.655909
−1.5246


GRHL1
NM_014552
2.68E−07
0.670364
1.05302
1.05302


ARHGAP29
NM_004815
8.76E−05
0.827322
1.05553
1.05553


BNIP2
NM_004330
4.25E−05
0.276324
1.24493
1.24493


MARCH7
NM_022826
0.017224
0.205183
0.662246
−1.51001


RAB23
NM_016277
0.001104
0.884425
1.03235
1.03235


STK17A
NM_004760
0.001954
0.683331
0.862241
−1.15977


REEP3
ENST00000298249
0.000142
0.740284
0.932601
−1.07227


ATL2
NM_022374
0.002578
0.213772
0.722131
−1.38479


MALT1
NM_006785
3.81E−07
0.056831
0.829054
−1.20619


LOC554203
NR_024582
0.005588
0.849364
1.06021
1.06021


DUSP11
NM_003584
8.27E−05
0.380791
0.85819
−1.16524


IGF2BP2
NM_006548
0.00154
0.276382
1.32037
1.32037


SEPT10
NM_144710
0.005078
0.295213
0.754419
−1.32552


REPS1
NM_031922
0.001111
0.130513
0.716519
−1.39564


C3orf14
AF236158
0.000139
0.036881
1.883
1.883


ADK
NM_006721
6.58E−05
0.918164
1.01505
1.01505


SSR3
NM_007107
0.010975
0.187956
0.655579
−1.52537


PRRG4
NM_024081
3.02E−05
0.040066
0.74722
−1.33829


PDPN
NM_006474
8.09E−07
0.908853
1.01679
1.01679


KIAA1586
NM_020931
1.65E−05
0.815177
1.0374
1.0374


PEX3
NM_003630
1.98E−05
0.82392
1.04112
1.04112




0.000761
0.393051
1.21631
1.21631


EIF2AK2
NM_002759
0.012021
0.374086
0.751052
−1.33147


GTF2F2
NM_004128
0.000579
0.377913
0.856518
−1.16752


SMYD2
NM_020197
7.87E−05
0.407177
0.898136
−1.11342


CTSC
NM_001814
1.37E−07
0.278963
0.892579
−1.12035


MPP7
NM_173496
1.95E−07
0.000139
1.79904
1.79904


GDAP1
NM_018972
1.52E−06
0.00234
1.54283
1.54283


FN1
NM_212482
0.000112
0.117263
1.55772
1.55772


TROVE2
NM_004600
0.004196
0.795748
0.940558
−1.0632


C1orf149
NM_022756
0.000508
0.277797
0.836815
−1.19501


CLEC2B
NM_005127
0.003209
0.86596
0.945449
−1.0577


ALS2CR4
NM_001044385
1.40E−06
0.189331
1.14579
1.14579


PTPN12
NM_002835
0.001268
0.344662
1.26374
1.26374


BOD1L
NM_148894
0.007872
0.484484
0.83063
−1.20391


TNNT1
NM_003283
3.38E−06
0.23944
1.18015
1.18015


FABP7
NM_001446
0.012746
0.674857
0.895753
−1.11638


HDGFRP3
NM_016073
5.09E−07
0.009735
1.35995
1.35995


SPRR2D
NM_006945
1.59E−06
0.384946
1.35186
1.35186


FJX1
NM_014344
4.64E−06
0.973508
1.00484
1.00484


S100A14
NM_020672
9.03E−05
0.19977
0.749712
−1.33385


MT1M
NM_176870
6.30E−07
7.31E−07
0.114584
−8.72719


LRRC37B2
NR_015341
0.000454
0.741343
0.94108
−1.06261


IL18
NM_001562
2.33E−06
0.261551
1.20103
1.20103


GABRE
NM_004961
5.51E−05
0.348973
1.13527
1.13527


GNPDA2
NM_138335
5.96E−05
0.419588
1.11695
1.11695


ELOVL4
NM_022726
2.26E−07
0.904397
1.02091
1.02091


WASF1
NM_003931
4.90E−05
0.254721
1.24822
1.24822


PIK3CA
NM_006218
0.000544
0.862504
1.03449
1.03449


MBOAT2
NM_138799
0.000192
0.004061
0.34441
−2.90351


PAR1
AF019616
0.000965
0.300889
1.24773
1.24773


IVNS1ABP
NM_006469
0.006048
0.335337
0.80216
−1.24663


CHIC2
NM_012110
0.000122
0.140178
0.798603
−1.25219


VSNL1
NM_003385
3.02E−08
3.48E−05
2.75331
2.75331


LRRC37A3
NM_199340
0.00638
0.446635
0.845344
−1.18295


FYTTD1
NM_001011537
0.004033
0.498991
0.861433
−1.16086


RNF217
NM_152553
1.89E−10
0.000313
1.38293
1.38293


PLA2G4A
NM_024420
0.006562
0.304921
0.775583
−1.28935


P2RY5
NM_005767
2.90E−06
0.68288
1.05684
1.05684


NT5E
NM_002526
2.00E−07
0.114638
0.786981
−1.27068


CTSL2
NM_001333
1.96E−05
0.629843
0.908449
−1.10078


ZNF354A
NM_005649
0.006993
0.240775
0.767069
−1.30366


KIFAP3
NM_014970
2.61E−06
0.06349
1.30939
1.30939


RAB18
NM_021252
4.91E−05
0.049838
0.730702
−1.36855


C1orf74
BC039719
7.17E−05
0.688993
1.05848
1.05848


RB1
NM_000321
0.000478
0.076805
0.735413
−1.35978


CEP170
NM_014812
3.10E−05
0.067147
1.55308
1.55308


KIF13A
NM_022113
7.87E−06
0.933653
1.01045
1.01045


PRKCQ
NM_006257
5.36E−06
0.942759
0.992509
−1.00755


C6orf105
NM_001143948
9.93E−05
0.007267
0.51191
−1.95347


KRT23
NM_015515
5.21E−08
0.00182
1.59222
1.59222


C10orf55
NM_001001791
0.004044
0.453532
0.815553
−1.22616


EFTUD1
NM_024580
5.31E−05
0.855198
0.977134
−1.0234


EDNRA
NM_001957
0.00118
0.939445
0.984322
−1.01593


TMTC1
NM_175861
8.69E−08
0.211894
0.882779
−1.13279


DUSP14
NM_007026
3.77E−06
0.3473
1.11611
1.11611


GPNMB
NM_001005340
1.01E−06
0.850774
1.03534
1.03534


PRSS3
NM_007343
0.001276
0.384432
0.84951
−1.17715


EMB
NM_198449
2.20E−07
0.075382
1.21044
1.21044


SLC1A3
NM_004172
3.98E−07
2.90E−05
0.475033
−2.10512


TCTEX1D2
NM_152773
5.43E−08
0.347454
1.05358
1.05358


NUDT11
NM_018159
0.000877
0.980617
0.991066
−1.00901


AIG1
NM_016108
4.81E−05
0.104716
1.26639
1.26639


NEDD4
NM_006154
6.37E−05
0.261659
0.871193
−1.14785


MMP10
NM_002425
0.005493
0.737511
0.846256
−1.18167


NDFIP2
NM_019080
9.17E−05
0.664582
1.06969
1.06969


D4S234E
NM_014392
2.06E−05
0.917355
1.02137
1.02137


PCTK2
NM_002595
8.48E−06
0.424519
1.09366
1.09366


KIAA0922
NM_001131007
5.88E−07
0.692272
0.958666
−1.04312


EFCAB2
NR_026588
0.023377
0.665681
0.872544
−1.14607


RABGEF1
NM_014504
0.002164
0.389878
0.851125
−1.17492


MCART1
NR_024873
0.056152
0.185878
0.538811
−1.85594


IGFL3
NM_207393
9.80E−08
0.036733
0.848766
−1.17818


ANTXR2
NM_058172
5.41E−06
0.801006
0.969992
−1.03094


FBN2
NM_001999
2.36E−07
0.532557
1.08876
1.08876


SCFD1
NM_016106
0.008561
0.269726
0.769348
−1.2998


C11orf60
NM_020153
2.60E−06
0.032384
0.802562
−1.24601


UNQ1887
NM_139015
6.66E−07
0.010253
1.24687
1.24687


HOMER1
NM_004272
0.001456
0.563836
0.870836
−1.14832


LPAR3
NM_012152
1.27E−07
0.819446
0.974058
−1.02663


LRRC42
NM_052940
0.000315
0.553792
0.922073
−1.08451


GOLGA8B
NR_027410
3.19E−05
0.000483
2.86234
2.86234


CYB5R2
NM_016229
0.000242
0.033137
0.635253
−1.57418


UBE2F
NM_080678
0.0049
0.324724
0.809307
−1.23562


TMTC3
NM_181783
2.84E−05
0.718184
0.958463
−1.04334


ZCCHC11
NM_001009881
0.000345
0.259485
1.26918
1.26918


PPP3CC
NM_005605
0.000139
0.40974
0.879464
−1.13706


SESN3
NM_144665
1.87E−05
0.644605
0.938198
−1.06587


C14orf149
NM_144581
5.47E−05
0.365414
0.899314
−1.11196


PTPLA
NM_014241
9.50E−07
0.419147
0.937001
−1.06723


ODF2L
NM_020729
5.20E−05
0.01168
1.61203
1.61203


FAM174A
NM_198507
0.001283
0.049476
0.608776
−1.64264


CBL
NM_005188
4.47E−06
0.736706
0.973469
−1.02725


PDCD1LG2
NM_025239
0.000571
0.603517
0.892033
−1.12103


PMAIP1
NM_021127
1.14E−05
0.002687
1.81509
1.81509


SACS
NM_014363
9.98E−06
0.02187
1.56338
1.56338


FKBP14
NM_017946
0.000421
0.78068
0.952519
−1.04985


ROBO1
NM_133631
5.83E−07
0.960284
1.00768
1.00768


QPCT
NM_012413
0.000184
0.486296
1.13839
1.13839


ZFP42
NM_174900
0.048358
0.907614
1.04601
1.04601


DSP
NM_004415
2.60E−05
0.777212
0.962674
−1.03877


SPRR1A
NM_005987
1.72E−08
0.000821
0.464088
−2.15476


IL1A
NM_000575
8.93E−10
0.025527
0.7224
−1.38428


LOC654433
NR_015377
0.146494
0.503143
0.728255
−1.37315


EPS15
NM_001981
0.013543
0.49308
0.85887
−1.16432


S100A11
NM_005620
0.000261
0.315911
0.855889
−1.16838


SLC36A4
NM_152313
3.46E−05
0.011347
0.602895
−1.65866


RRAGC
NM_022157
0.000313
0.423692
0.904501
−1.10558


DOCK11
NM_144658
8.05E−07
0.035947
0.717119
−1.39447


KDSR
NM_002035
5.66E−08
0.028676
1.16883
1.16883


ERGIC2
NM_016570
0.000598
0.595637
0.922475
−1.08404


CSGALNACT2
NM_018590
0.000202
0.509818
1.09982
1.09982


LOC554202
NR_027054
1.47E−07
0.056703
1.22206
1.22206


WFDC5
NM_145652
7.11E−06
0.50016
0.878851
−1.13785


PLXDC2
NM_032812
1.91E−08
0.777947
0.970972
−1.0299


FBXW7
NM_033632
0.001172
0.587438
0.911701
−1.09685


TMEM69
NM_016486
0.000973
0.328165
1.1862
1.1862


TMEM45A
NM_018004
1.87E−11
0.057522
0.845463
−1.18278


BBS10
NM_024685
0.001013
0.986878
0.997303
−1.0027


SOX2OT
NR_004053
0.003922
0.001297
0.252645
−3.95812


KDM5B
NM_006618
0.00124
0.8956
0.979129
−1.02132


CDA
NM_001785
7.22E−05
0.853675
1.04127
1.04127


IFIT5
NM_012420
0.001922
0.985909
0.99644
−1.00357


GTF2H1
NM_001142307
0.000615
0.471872
0.899256
−1.11203


NEFM
NM_005382
0.000894
0.435712
1.27359
1.27359


SGCE
NM_001099401
3.31E−05
0.00329
1.68958
1.68958


DIRC2
NM_032839
3.81E−05
0.00751
1.51859
1.51859


ITGA1
NM_181501
3.45E−05
0.254011
1.12878
1.12878


RSAD2
NM_080657
0.014966
0.706236
1.15174
1.15174


SLFN5
NM_144975
2.52E−05
0.000355
3.21394
3.21394


SLC2A3
NM_006931
1.19E−05
0.971294
0.992216
−1.00784


ADAMTS1
NM_006988
8.15E−06
0.091202
1.24299
1.24299


ZBTB1
NM_001123329
0.00013
0.407351
0.914589
−1.09339


PIP5K1A
NM_001135638
0.026998
0.589881
0.852287
−1.17331


DFNA5
NM_004403
2.70E−06
0.005366
1.72407
1.72407


DMKN
NM_033317
4.50E−07
0.141932
1.16214
1.16214


FLRT3
NM_198391
7.17E−07
0.000218
2.58604
2.58604


SPRR3
NM_005416
1.85E−07
0.490821
0.898669
−1.11276


TTPAL
NM_024331
2.86E−06
0.868857
1.01788
1.01788


RPS6KA5
NM_004755
4.57E−05
0.967021
0.996061
−1.00395


CLN5
NM_006493
0.000897
0.458264
0.902943
−1.10749


EFEMP1
NM_004105
2.65E−08
0.342209
0.86779
−1.15235


SLC20A1
NM_005415
6.24E−06
0.559718
0.919276
−1.08781


GNAI1
NM_002069
0.000112
0.004161
2.32485
2.32485


FERMT1
NM_017671
0.000364
0.51844
0.918142
−1.08916


FN1
NM_212482
9.48E−07
0.344093
1.25565
1.25565


GJB6
NM_001110219
1.86E−06
0.280012
1.33981
1.33981


GPR1
NM_005279
6.76E−05
0.920185
0.989886
−1.01022


GPR115
NM_153838
1.43E−05
0.875384
0.972789
−1.02797


ZNF607
NM_032689
4.95E−06
0.742897
0.975057
−1.02558


MTHFD2L
NM_001144978
2.12E−06
0.857342
1.01476
1.01476


LRAT
NM_004744
1.74E−05
0.802563
1.04117
1.04117


C3orf64
NM_173654
0.000232
0.065142
0.707731
−1.41297


ALDH3B2
NM_000695
0.000138
0.226623
1.17486
1.17486


MT1X
NM_005952
0.002024
0.813716
1.06879
1.06879


USP25
NM_013396
0.000737
0.269933
0.853343
−1.17186


USP53
NM_019050
0.007056
0.936263
1.01602
1.01602


DUSP6
NM_001946
0.00301
0.639665
1.09556
1.09556


TLE4
NM_007005
5.00E−05
0.008608
1.53717
1.53717


INHBA
NM_002192
0.000639
0.631387
0.905254
−1.10466


COL12A1
NM_004370
3.22E−07
0.409874
1.13641
1.13641


SLIT2
NM_004787
8.48E−06
0.680656
0.957377
−1.04452


KLF8
NM_007250
1.93E−05
0.394299
0.902273
−1.10831


IQCA1
NM_024726
3.76E−08
0.315482
0.89791
−1.1137


BNC1
NM_001717
2.55E−08
0.37964
0.906132
−1.10359


TCFL5
NM_006602
4.73E−05
0.07954
1.23475
1.23475


S100A7
NM_002963
8.46E−06
0.764639
1.12581
1.12581


EMP3
NM_001425
0.000135
0.782887
1.07599
1.07599


DEGS1
NM_003676
0.000529
0.364489
1.34899
1.34899


SPG20
NM_001142295
0.000483
0.741705
1.05335
1.05335


TPD52L1
NM_001003395
1.12E−05
0.787244
1.02975
1.02975


GPR137B
NM_003272
1.43E−05
0.891138
0.984364
−1.01588


NIACR2
NM_006018
2.84E−05
0.685785
1.08487
1.08487


RBMS3
NM_001003793
0.000283
0.732447
0.958713
−1.04307


MUC15
NM_001135091
2.23E−07
0.423441
0.877041
−1.1402


PPP4R1
NM_001042388
6.81E−05
0.325871
0.890068
−1.12351


FCHO2
NM_138782
0.041643
0.577163
0.831338
−1.20288


LEF1
NM_016269
0.01014
0.975765
0.992718
−1.00733


CLASP 1
NM_015282
0.000646
0.506131
0.900357
−1.11067


TMEM154
NM_152680
3.06E−07
0.906144
1.01745
1.01745


IKIP
NM_153687
2.32E−08
0.02648
0.77252
−1.29446


HIVEP2
NM_006734
4.23E−07
0.001835
1.68848
1.68848


DSC3
NM_024423
1.04E−10
0.148326
0.85442
−1.17039


CLDN1
NM_021101
1.30E−06
9.63E−05
2.02073
2.02073


GJB2
NM_004004
3.20E−09
0.511514
1.05777
1.05777


WDR47
NM_001142550
5.48E−05
0.430766
0.867016
−1.15338


SPINK5
NM_001127698
4.21E−06
0.019621
0.527906
−1.89428


S1PR1
NM_001400
2.02E−06
0.479086
0.913656
−1.0945


IL1RAP
NM_002182
2.28E−07
0.468287
1.08077
1.08077


VEGFC
NM_005429
2.82E−05
0.731719
1.05089
1.05089


AHSA2
NM_152392
0.007404
0.225778
1.40222
1.40222


FBXO3
NM_033406
8.51E−05
0.807121
0.972252
−1.02854


SRY
NM_003140
0.000306
0.385178
0.837197
−1.19446


RPSAP52
NR_026825
5.72E−06
0.451358
1.09257
1.09257


TAGLN3
NM_013259
7.20E−06
0.515786
1.08487
1.08487


BACH1
NM_206866
3.25E−07
0.070202
0.901991
−1.10866


LY6G6C
NM_025261
0.000167
0.516811
0.911763
−1.09678


ARL17P1
NM_001113738
0.065934
0.896144
1.04782
1.04782


PTGS1
NM_000962
0.000309
0.92096
0.983269
−1.01702


NRG1
NM_013960
1.99E−06
0.700954
0.955373
−1.04671


TCF4
NM_001083962
1.44E−05
0.465419
1.06152
1.06152


ZFYVE9
NM_004799
0.00013
0.933287
1.01076
1.01076


FAM83A
NM_032899
3.35E−06
0.237368
0.883703
−1.1316


ITGA2
NM_002203
0.000116
0.559486
0.919839
−1.08715


HERC6
NM_017912
0.000901
0.954878
0.984915
−1.01532


FHL1
NM_001159704
2.69E−05
0.266689
1.1672
1.1672


USP9Y
NM_004654
2.78E−05
0.066875
1.30466
1.30466


PLAU
NM_002658
0.000318
0.2318
1.23969
1.23969


FGF11
NM_004112
0.000923
0.559071
0.922811
−1.08365


CYP4F12
NM_023944
2.48E−06
0.000355
0.457181
−2.18732


BCAT1
NM_005504
2.88E−05
0.640106
1.08261
1.08261


KLK8
NM_144505
3.28E−08
0.948291
0.992733
−1.00732


BPIL2
NM_174932
3.22E−07
0.324773
0.907337
−1.10213


GLI3
NM_000168
1.10E−05
0.70959
0.950737
−1.05182


ZBED2
NM_024508
1.18E−06
0.533492
0.882086
−1.13368


AADACL2
NM_207365
8.51E−05
0.878873
1.02832
1.02832


RHCG
NM_016321
0.001734
0.897862
1.04188
1.04188


CCNA1
NM_003914
3.86E−06
0.551723
1.12086
1.12086


CA12
NM_001218
8.75E−06
0.001318
0.578875
−1.72749


S100A12
NM_005621
5.41E−05
0.62284
1.11988
1.11988


TP53AIP1
NM_022112
2.01E−06
0.780029
0.971965
−1.02884


IFNA1
NM_024013
0.00099
0.576181
1.10418
1.10418


DENND2C
NM_198459
1.87E−08
0.080943
0.897954
−1.11364


DSE
NM_013352
2.20E−07
0.073832
1.36852
1.36852


SLC26A2
NM_000112
0.000313
0.721084
0.95225
−1.05014


RECQL
NM_002907
0.022406
0.952671
1.01346
1.01346


SERPINB4
NM_002974
1.08E−05
0.69221
0.893295
−1.11945


UPP1
NM_003364
5.20E−06
0.169556
1.12327
1.12327


PTER
NM_030664
2.00E−06
1.74E−05
0.316463
−3.15992


IVL
NM_005547
1.03E−07
0.187625
0.769062
−1.30028


GJC1
NM_005497
5.99E−05
0.000343
2.89407
2.89407


SLC2A1
NM_006516
1.53E−07
0.104053
0.876208
−1.14128


SLC10A6
NM_197965
2.31E−06
0.62639
1.06766
1.06766


CLIP1
NM_002956
1.41E−05
0.254683
0.879449
−1.13708


TPM2
NM_003289
3.73E−05
0.040905
1.51262
1.51262


CNTN1
NM_001843
2.39E−09
0.517092
1.07211
1.07211


SLC7A5
NM_003486
1.38E−05
0.00079
1.83556
1.83556


PAQR7
NM_178422
0.000521
0.065449
1.42775
1.42775


FBLN1
NM_006486
0.000326
0.980281
0.997089
−1.00292


SEMA3D
NM_152754
0.002343
0.261945
0.691205
−1.44675


CCDC3
NM_031455
0.000571
0.712647
1.08856
1.08856


TRAF3IP3
NM_025228
0.000398
0.973547
1.00592
1.00592


NETO1
NM_138966
0.10033
0.961758
1.01528
1.01528


BCO2
NM_031938
6.33E−06
0.606651
1.07471
1.07471


AMIGO2
NM_001143668
4.45E−08
0.053988
1.3033
1.3033


KRT4
NM_002272
6.63E−07
0.884442
0.975147
−1.02549


AKTIP
NM_001012398
0.006513
0.332753
1.27583
1.27583


SP100
NM_001080391
0.000455
0.710058
1.08744
1.08744


THSD1P
NR_002816
0.002072
0.423221
1.14732
1.14732


TMEM136
NM_174926
8.25E−06
0.501499
0.929729
−1.07558


TTLL7
NM_024686
0.000107
0.525888
0.904002
−1.10619


RND3
NM_005168
7.33E−05
0.588714
1.06102
1.06102


TACSTD2
NM_002353
1.62E−06
0.851125
0.988506
−1.01163


RBP7
NM_052960
2.56E−05
0.351309
1.23374
1.23374


OR10A3
NM_001003745
3.64E−05
0.219649
0.809049
−1.23602


PLA2R1
NM_007366
2.45E−07
0.008386
1.49126
1.49126


KRTDAP
NM_207392
1.02E−08
0.321868
1.20972
1.20972


PRNP
NM_000311
2.18E−06
0.640739
1.05036
1.05036


SLC9A9
NM_173653
0.000842
0.639565
1.07675
1.07675


CDC42SE1
NM_001038707
1.84E−05
0.837519
1.02216
1.02216


KLK5
NM_012427
9.59E−07
0.750788
0.940019
−1.06381


KTN1
NM_182926
0.001011
0.939355
1.01093
1.01093


KRT1
NM_006121
6.75E−07
0.670907
0.919253
−1.08784


RGS20
NM_170587
6.81E−05
0.132416
1.22492
1.22492


LHFP
NM_005780
9.78E−05
0.948746
0.990977
−1.00911


C21orf91
NM_001100420
3.26E−05
0.022371
0.616613
−1.62176


ST3GAL5
NM_003896
1.62E−05
0.616866
0.925493
−1.08051


KRT24
NM_019016
8.72E−06
0.981304
1.0031
1.0031


DSG1
NM_001942
1.97E−11
0.720834
1.03361
1.03361


PLAT
NM_000930
0.001276
0.899146
1.01802
1.01802


THBS2
NM_003247
4.78E−07
0.736915
1.04266
1.04266


NIACR1
NM_177551
1.23E−05
0.889664
1.02556
1.02556


DSC1
NM_004948
1.38E−08
0.969036
1.00566
1.00566


AQP9
NM_020980
0.001541
0.630912
0.902674
−1.10782


BNIPL
NM_001159642
5.78E−06
0.885151
1.01605
1.01605


TNFAIP3
NM_006290
9.56E−05
0.559051
1.05827
1.05827


LASS3
NM_178842
3.98E−09
0.314531
1.11074
1.11074


RUFY2
NM_017987
3.06E−05
0.429326
1.0966
1.0966


SLC26A9
NM_052934
5.61E−07
1.24E−06
0.243313
−4.10993


RORA
NM_134260
0.0006
0.512618
0.916029
−1.09167


AMOTL1
NM_130847
2.34E−07
0.024114
1.29608
1.29608


CARD18
NM_021571
1.65E−06
0.866603
1.03026
1.03026


C20orf197
NM_173644
0.012273
0.852902
1.04266
1.04266


CAPN6
NM_014289
1.50E−06
3.49E−06
0.197617
−5.06028


TUBB6
NM_032525
2.26E−06
0.001073
1.62731
1.62731


CCDC80
NM_199511
5.69E−06
0.952031
1.00945
1.00945


TEX2
NM_018469
1.14E−06
0.063031
0.872803
−1.14573


EEA1
NM_003566
0.000621
0.286705
0.842252
−1.18729


RAET1G
NM_001001788
7.86E−06
0.839722
1.04317
1.04317


NR3C1
NM_000176
3.04E−05
0.940111
0.992877
−1.00717


NCF2
NM_000433
4.35E−06
0.972574
0.996317
−1.0037


TRIML2
NM_173553
0.035133
0.791454
1.0847
1.0847


SLC31A2
NM_001860
7.56E−07
0.146444
0.84624
−1.1817


ANO4
NM_178826
0.137128
0.998072
1.00091
1.00091


SBSN
NM_198538
1.23E−09
0.588773
1.06842
1.06842


ELAVL2
NM_004432
4.22E−06
0.923808
0.99077
−1.00932


BIVM
NM_017693
0.000217
0.701966
1.04755
1.04755


LAMC2
NM_005562
1.16E−06
0.968733
1.00497
1.00497


PHLDB2
NM_001134438
9.26E−06
0.635598
1.07359
1.07359


SFRS12IP1
NM_173829
0.001825
0.694847
1.07242
1.07242


SYT14
NM_001146261
1.09E−07
0.451118
1.11055
1.11055


DGKH
NM_178009
6.27E−06
0.520206
1.05387
1.05387


KRT10
NM_000421
1.21E−09
0.842741
0.978212
−1.02227


ULK2
NM_014683
3.67E−07
0.114604
1.08802
1.08802


DOCK4
NM_014705
1.38E−09
0.493932
1.041
1.041


CSRNP2
NM_030809
0.00012
0.359696
1.10028
1.10028


LOC284033
AK095052
0.00016
0.570407
0.909486
−1.09952


DAAM1
NM_014992
6.72E−05
0.251365
0.851003
−1.17508


HERC5
NM_016323
8.63E−05
0.819443
1.0581
1.0581


FGD6
NM_018351
5.97E−06
0.002279
1.70722
1.70722


C17orf39
NM_024052
5.60E−05
0.161354
1.16761
1.16761


TIPARP
NM_015508
7.04E−06
0.107258
1.21591
1.21591


ADARB1
NM_001033049
0.000101
0.777626
1.03288
1.03288


TLL1
NM_012464
0.000226
0.898293
1.02117
1.02117


EFCAB1
NM_024593
1.04E−07
0.950193
0.995138
−1.00489


CAMSAP1L1
NM_203459
6.46E−06
0.324162
0.857355
−1.16638


BMPR2
NM_001204
0.000242
0.784615
1.04425
1.04425


CPA4
NM_016352
9.48E−07
0.699415
1.06872
1.06872


UBE2Q2
NM_173469
0.001354
0.604512
0.921019
−1.08575


CAB39L
NM_030925
1.27E−06
0.966734
0.996609
−1.0034


TUBA1A
NM_006009
0.07469
0.880957
0.951587
−1.05088


ORM2
NM_000608
6.33E−06
6.64E−06
0.18966
−5.27259


CLCA2
NM_006536
8.01E−11
0.54187
0.943932
−1.0594


NIN
NM_020921
4.70E−08
0.563194
1.05777
1.05777


EML1
NM_001008707
2.17E−06
0.018105
0.781747
−1.27919


MYO3B
NM_138995
0.000197
0.693778
1.04793
1.04793


BBOX1
NM_003986
3.51E−10
0.578459
0.954801
−1.04734


ZFP36L1
NM_004926
1.83E−05
0.189293
1.13282
1.13282


KRT17
NM_000422
5.11E−07
0.968239
0.988188
−1.01195


EPHA4
NM_004438
6.81E−06
0.028544
0.731987
−1.36615


ASAP1
NM_018482
5.27E−05
0.908222
1.01469
1.01469


PARD6G
NM_032510
3.74E−05
0.442029
0.908643
−1.10054


TUBA4A
NM_006000
3.89E−08
4.59E−05
0.631549
−1.58341


LOC84740
NR_026892
6.94E−08
4.32E−08
0.079982
−12.5028


TMEM40
NM_018306
9.61E−06
0.477775
1.14474
1.14474


ARL14
NM_025047
3.77E−07
0.001152
0.447393
−2.23517


BTBD11
NM_001018072
2.57E−06
0.6461
1.05836
1.05836


SPRR1B
NM_003125
6.11E−09
0.023005
0.613446
−1.63014


HIPK3
NM_005734
0.000546
0.455342
0.894018
−1.11855


PLS3
NM_005032
1.43E−05
0.369579
0.907194
−1.1023


SULF2
NM_018837
8.04E−05
0.978442
1.00325
1.00325


IGFL2
NM_001002915
1.96E−08
0.18195
1.20035
1.20035


SNAPC1
NM_003082
0.000251
0.134936
1.25428
1.25428


MYO9A
NM_006901
0.000169
0.6042
0.944044
−1.05927


CASP14
NM_012114
6.22E−07
0.74079
0.948526
−1.05427


LOC100131726
NR_024479
7.07E−07
0.098444
0.787812
−1.26934


TSHZ3
NM_020856
7.41E−06
0.613753
0.895285
−1.11696


FBXO27
NM_178820
5.13E−05
0.329511
1.11889
1.11889


DDX26B
NM_182540
2.10E−07
0.062861
1.11723
1.11723


IL1F9
NM_019618
0.005257
0.63113
1.13872
1.13872


CSDA
NM_003651
6.66E−05
0.05142
1.27608
1.27608


SLC30A4
NM_013309
7.96E−06
0.697786
1.03216
1.03216


RAB9A
NM_004251
0.000183
0.912979
0.987744
−1.01241


DSG4
NM_001134453
2.29E−05
0.937078
1.00917
1.00917


MYCBP2
NM_015057
0.000554
0.98013
0.996926
−1.00308


STK3
NM_006281
1.09E−05
0.098316
1.23481
1.23481


GABRP
NM_014211
0.013059
0.008814
0.254153
−3.93463


SLC6A11
NM_014229
1.84E−05
0.695102
1.0464
1.0464


KRT5
NM_000424
3.19E−09
0.358413
1.1361
1.1361


CCL27
NM_006664
0.001975
0.873923
0.974307
−1.02637


PTPN14
NM_005401
1.54E−05
0.153434
1.19364
1.19364


C3orf34
NM_032898
1.69E−08
0.005592
1.29853
1.29853


LAYN
NM_178834
1.42E−06
0.085162
1.25227
1.25227


NEK1
NM_012224
0.002354
0.892793
1.02864
1.02864


LY6K
NM_017527
4.86E−05
0.681217
1.08069
1.08069


ULBP1
NM_025218
0.004888
0.991583
1.00362
1.00362


TMPRSS11F
NM_207407
4.77E−06
0.854635
0.971205
−1.02965


GADD45A
NM_001924
0.00014
0.192993
1.20764
1.20764


PPP1R14C
NM_030949
2.91E−05
0.329808
1.17407
1.17407


NAV3
NM_014903
8.29E−06
0.896389
1.01437
1.01437


TFPI2
NM_006528
2.13E−11
0.005769
1.28215
1.28215


SPRR2A
NM_005988
3.49E−08
0.119661
0.84558
−1.18262


CYYR1
NM_052954
0.000156
0.805222
1.04086
1.04086


AQP3
NM_004925
1.81E−08
0.155138
0.896981
−1.11485


SNCA
NM_000345
1.06E−07
0.1312
1.15872
1.15872


MORC3
NM_015358
9.63E−06
0.477014
0.939386
−1.06453


FAT2
NM_001447
2.37E−07
0.679351
1.04914
1.04914


PKP1
NM_000299
2.05E−07
0.622854
1.06254
1.06254


FEZ1
NM_005103
8.18E−08
0.654346
0.947736
−1.05515


SFRP1
NM_003012
3.17E−05
0.81695
1.0346
1.0346


TGM1
NM_000359
3.34E−07
0.200733
1.17838
1.17838


LYST
NM_000081
0.006956
0.307764
0.777922
−1.28548


HOXC9
NM_006897
8.36E−05
0.696871
1.06113
1.06113


SHC1
NM_183001
3.06E−05
0.571669
1.05106
1.05106


S100A8
NM_002964
5.73E−10
0.31527
1.17076
1.17076


GSDMC
NM_031415
3.72E−09
0.551774
0.945126
−1.05806


RAB38
NM_022337
5.10E−09
0.32646
1.07178
1.07178


SAA1
NM_000331
0.003802
0.279495
1.56599
1.56599


HERC3
NM_014606
0.000663
0.944061
0.987332
−1.01283


FAM127A
NM_001078171
1.05E−05
0.856793
1.03946
1.03946


FLRT2
NM_013231
7.17E−08
0.369562
1.13719
1.13719


PPP4R4
NM_058237
0.000209
0.672889
1.04805
1.04805


INTS6
NM_012141
0.0002
0.851968
1.02499
1.02499


CRCT1
NM_019060
0.000408
0.723531
0.936078
−1.06829


DNAJB4
NM_007034
0.000509
0.276513
1.27336
1.27336


ZNF750
NM_024702
3.22E−08
0.984116
0.997799
−1.00221


HTR7
NM_019859
0.004453
0.405738
1.1703
1.1703


FABP4
NM_001442
0.097674
0.831132
1.07496
1.07496


TNNT2
NM_000364
4.41E−05
0.947216
1.01332
1.01332


FER
NM_005246
0.000641
0.85206
1.03874
1.03874


GJB4
NM_153212
0.001835
0.345337
1.1685
1.1685


STARD5
NM_181900
4.65E−06
0.563586
0.939106
−1.06484


DUOXA1
NM_144565
0.000575
0.792238
1.04246
1.04246


SERPINB3
NM_006919
2.94E−08
0.330814
1.22933
1.22933


HIAT1
NM_033055
0.01459
0.668688
0.897529
−1.11417


MAL
NM_002371
7.23E−05
4.46E−05
0.370195
−2.70128


MMP9
NM_004994
0.000388
0.439033
1.14921
1.14921


CD86
NM_175862
0.006281
0.433459
1.17482
1.17482


GM2A
NM_000405
8.00E−07
0.399998
1.09767
1.09767


NFAT5
NM_138714
3.81E−06
0.062289
1.17426
1.17426


AJAP1
NM_018836
1.05E−05
0.606008
1.05091
1.05091


CNGA1
NM_001142564
0.045943
0.228827
1.62113
1.62113


OSBPL6
NM_032523
6.84E−08
0.520953
1.06369
1.06369


MTSS1
NM_014751
1.35E−08
0.174182
0.908619
−1.10057


TRIM23
NM_001656
6.72E−06
0.831719
0.981013
−1.01935


COPZ2
NM_016429
0.000202
0.098731
0.755395
−1.32381


C20orf114
NM_033197
1.48E−08
1.36E−08
0.120917
−8.27015


SGTB
NM_019072
8.79E−05
0.451941
0.920019
−1.08693


LYPD3
NM_014400
1.84E−07
0.418123
1.11096
1.11096


ALOX15B
NM_001141
3.55E−07
0.923828
1.00908
1.00908


SLC6A15
NM_182767
2.71E−08
0.858213
1.03144
1.03144


MARK3
NM_001128918
1.02E−05
0.597147
1.04207
1.04207


BICD2
NM_001003800
6.95E−05
0.944173
1.01021
1.01021


PTHLH
NM_198965
5.00E−08
0.972772
1.00473
1.00473


TPRG1
NM_198485
1.20E−06
0.573324
1.07377
1.07377


CYP4F11
NM_021187
5.46E−05
0.399317
1.17296
1.17296


PARP9
NM_001146106
0.011648
0.741725
1.11143
1.11143


ITGA5
NM_002205
0.000201
0.499279
1.09129
1.09129


CTSL1
NM_001912
1.13E−05
0.835256
1.02708
1.02708


SFN
NM_006142
7.85E−09
0.097008
0.910249
−1.0986


ETNK2
NM_018208
0.000167
0.785506
1.04582
1.04582


SPINK6
NM_205841
1.67E−10
0.261146
0.869934
−1.14951


TFAP2A
NM_003220
1.99E−07
0.001986
0.668566
−1.49574


EMR2
NM_013447
0.00025
0.49845
1.08566
1.08566


CLCA4
NM_012128
1.90E−07
0.950937
1.01167
1.01167


S100A9
NM_002965
4.79E−07
0.991769
1.00236
1.00236


EPGN
NM_001013442
2.48E−08
0.788791
1.04667
1.04667


GJB5
NM_005268
1.40E−06
0.004949
0.552073
−1.81136


MPZL2
NM_144765
8.50E−07
0.137208
0.889307
−1.12447


NOTCH2
NM_024408
2.38E−06
0.008463
1.28995
1.28995


PTPRZ1
NM_002851
1.89E−09
0.968372
0.995836
−1.00418


KRT14
NM_000526
7.05E−10
0.522617
0.919211
−1.08789


FAP
NM_004460
0.000184
0.734636
1.07441
1.07441


SLC39A2
NM_014579
1.02E−06
0.940932
0.991832
−1.00824


TMPRSS11E
NM_014058
2.32E−05
0.874615
1.04834
1.04834


KCNQ5
NM_019842
0.002317
0.822837
1.03968
1.03968


ARL4D
NM_001661
1.68E−05
0.378403
1.17177
1.17177


PTGS2
NM_000963
0.00066
0.663103
0.896137
−1.1159


SIM2
NM_009586
1.67E−06
2.08E−06
0.377098
−2.65183


CDH13
NM_001257
6.12E−08
0.281605
1.16533
1.16533


RAB37
NM_175738
4.76E−06
1.60E−05
0.455964
−2.19315


NUAK1
NM_014840
0.001449
0.8209
0.965302
−1.03595


ST6GALNAC2
NM_006456
9.39E−08
0.043628
0.804164
−1.24353


NTM
NM_001144058
9.37E−05
0.11753
1.27909
1.27909


PTPRE
NM_006504
5.05E−07
0.045174
1.22391
1.22391


EMP1
NM_001423
8.78E−06
0.16802
1.22748
1.22748


PLD5
NM_152666
1.99E−05
0.353565
1.21395
1.21395


GBP6
NM_198460
5.06E−05
0.861643
0.974096
−1.02659


LAMP2
NM_002294
0.000116
0.460181
1.12742
1.12742


F2R
NM_001992
0.000105
0.00593
1.84825
1.84825


PYGL
NM_002863
1.53E−08
9.55E−05
1.86349
1.86349


PGLYRP3
NM_052891
0.001406
0.493995
1.12867
1.12867


ORM1
NM_000607
0.000765
0.000815
0.385427
−2.59452


LPCAT2
NM_017839
0.00011
0.306782
0.843871
−1.18502


HOXC10
NM_017409
7.80E−05
0.670233
1.07045
1.07045


PLA2G4E
NM_001080490
4.00E−08
0.343476
1.0885
1.0885


NEBL
NM_006393
9.72E−05
0.013729
0.595382
−1.67959


PCDH21
NM_033100
5.93E−05
0.596516
1.06277
1.06277


CALB2
NM_001740
0.000121
0.946357
0.984058
−1.0162


FSCN1
NM_003088
0.000138
0.308164
1.13718
1.13718


SWAP70
NM_015055
2.00E−07
0.495581
1.04461
1.04461


MARK1
NM_018650
1.32E−07
0.571495
1.04579
1.04579


IGFL1
NM_198541
4.72E−06
0.67711
0.924306
−1.08189


KRT77
NM_175078
1.52E−05
0.635682
1.07023
1.07023


ERC1
NM_178037
6.44E−06
0.268554
1.08836
1.08836


GNAL
NM_182978
7.49E−05
0.538888
0.932404
−1.0725


SERPING1
NM_000062
2.86E−05
0.105436
1.36026
1.36026


ATP12A
NM_001676
0.000248
0.941634
0.986326
−1.01386


LAMP3
NM_014398
0.028786
0.84616
0.949612
−1.05306


FST
NM_006350
5.16E−07
0.528152
0.913803
−1.09433


DUOX1
NM_017434
5.36E−05
0.882588
1.01828
1.01828


CYP1B1
NM_000104
0.001671
0.624845
1.10572
1.10572


ERCC6
NM_000124
1.12E−08
0.551787
0.964147
−1.03719


ABCA12
NM_173076
4.61E−09
0.007414
0.613091
−1.63108


ERCC1
NM_202001
4.26E−05
0.767693
1.03938
1.03938


CCDC109B
NM_017918
0.002651
0.304482
0.777883
−1.28554


TMEM86A
NM_153347
5.02E−05
0.374703
1.11306
1.11306


KCTD1
NM_001142730
2.89E−07
0.056283
0.864729
−1.15643


FLJ21511
NM_025087
2.01E−08
0.517128
1.11595
1.11595


MSRB3
NM_001031679
0.000156
0.27337
1.15808
1.15808


GATA3
NM_001002295
1.57E−06
0.778059
1.02773
1.02773


ETS1
NM_001143820
3.08E−08
0.008698
1.2081
1.2081


JUP
NM_002230
2.79E−06
0.649802
0.960165
−1.04149


TAGLN
NM_001001522
0.002535
0.716696
0.934562
−1.07002


SLC7A1
NM_003045
2.99E−05
0.963659
0.995601
−1.00442


QKI
NM_206855
0.000221
0.586587
1.07727
1.07727


XG
NM_001141919
5.23E−06
0.004947
0.529385
−1.88898


FERMT2
NM_006832
7.03E−07
0.005317
1.52035
1.52035


MACF1
NM_012090
3.54E−05
0.856051
1.02518
1.02518


OSMR
NM_003999
0.000719
0.491391
1.12011
1.12011


GNA15
NM_002068
2.27E−06
0.015346
0.645485
−1.54922


IFNE
NM_176891
1.48E−08
0.451362
0.922917
−1.08352


AMZ2
NM_016627
5.92E−05
0.401675
1.09997
1.09997


TBC1D19
NM_018317
1.69E−05
0.680163
0.960578
−1.04104


CRIM1
NM_016441
4.50E−07
0.803268
1.02068
1.02068


CALML5
NM_017422
2.24E−05
0.723728
1.05588
1.05588


GPR64
NM_001079858
3.59E−05
6.66E−05
0.32254
−3.10039


SNX24
NM_014035
0.00317
0.671286
0.911784
−1.09675


SERPINB13
NM_012397
2.87E−11
0.936936
0.99293
−1.00712


KRT15
NM_002275
1.07E−09
0.510567
0.933518
−1.07122


MCC
NM_001085377
5.92E−06
0.448767
1.08813
1.08813


TP63
NM_003722
1.98E−09
0.410825
0.924053
−1.08219


CYB5R1
NM_016243
8.18E−08
0.004949
0.723942
−1.38133


SERPINB2
NM_001143818
0.000522
0.711281
0.87827
−1.1386


MARVELD1
NR_026753
0.000246
0.009597
1.657
1.657


ERRFI1
NM_018948
4.24E−05
0.017005
1.41294
1.41294


SLCO3A1
NM_013272
3.37E−06
0.028271
1.22074
1.22074


TIMP1
NM_003254
7.98E−06
0.189025
0.79233
−1.2621


CAPRIN2
NM_001002259
0.000102
0.152241
1.22629
1.22629


PLTP
NM_006227
0.000998
0.31831
1.18776
1.18776


CALCRL
NM_005795
7.23E−07
0.001763
1.35315
1.35315


IFIH1
NM_022168
0.015725
0.682984
0.882473
−1.13318


CLIC4
NM_013943
0.001914
0.982278
1.00382
1.00382


IRF6
NM_006147
2.28E−07
0.26013
1.10495
1.10495


A2ML1
NM_144670
7.47E−08
0.278771
0.773098
−1.2935


FCHSD2
NM_014824
3.04E−05
0.065187
0.76483
−1.30748


DNAJB5
NM_001135005
0.0014
0.173331
1.32736
1.32736


TIAM1
NM_003253
1.18E−06
0.077225
0.823143
−1.21486


CAPNS2
NM_032330
1.59E−07
0.142157
1.40374
1.40374


KATNAL1
NM_001014380
1.94E−06
0.254881
1.16813
1.16813


GRHL3
NM_198173
3.64E−09
0.965385
0.997695
−1.00231


MAP2
NM_002374
1.28E−07
0.775196
0.976737
−1.02382


SMARCA1
NM_003069
3.35E−05
0.00418
1.61793
1.61793


C9orf95
NR_023352
0.00091
0.727821
1.05715
1.05715


LUM
NM_002345
0.00038
0.001159
0.326911
−3.05894


MLF1
NM_001130157
0.000152
0.180647
1.22499
1.22499


RPE65
NM_000329
0.004304
0.170309
1.38576
1.38576


KLF7
NM_003709
3.34E−07
0.530485
0.946912
−1.05606


STEAP4
NM_024636
4.23E−09
0.202174
1.14781
1.14781


ARSJ
NM_024590
3.70E−05
0.412978
1.1068
1.1068


FGF5
NM_004464
0.000358
0.815346
0.950385
−1.05221


IFI44L
NM_006820
0.001777
0.615482
1.297
1.297


TNC
NM_002160
3.71E−06
0.913931
1.01482
1.01482


LY6D
NM_003695
0.00028
0.31527
1.19356
1.19356


SLITRK6
NM_032229
0.00074
0.813976
0.942404
−1.06112


RAET1E
NM_139165
3.95E−06
0.457886
1.11564
1.11564


SEC14L2
NM_012429
2.11E−06
0.872635
0.986661
−1.01352


DUSP7
NM_001947
3.65E−06
0.479135
1.05805
1.05805


ELK3
NM_005230
1.44E−06
0.091065
1.21577
1.21577


SMURF2
NM_022739
8.79E−06
0.160301
1.15019
1.15019


TRIM29
NM_012101
1.30E−08
0.01246
0.767939
−1.30219


UGT1A9
NM_021027
3.69E−06
3.62E−06
0.278572
−3.58974




0.017796
0.201567
1.62323
1.62323


SERPINE1
NM_000602
0.000464
0.459577
0.803811
−1.24407


MYO5A
NM_000259
6.81E−10
0.072884
1.15323
1.15323




1.57E−06
0.708859
0.949462
−1.05323


EGFR
NM_005228
7.76E−08
0.207808
1.10214
1.10214


SLC38A2
NM_018976
7.02E−08
0.006881
0.783891
−1.27569


HAS2
NM_005328
0.004297
0.749226
1.06814
1.06814


LRRC8C
NM_032270
1.86E−05
0.03772
1.5262
1.5262


MPDZ
NM_003829
0.001944
0.09554
1.49927
1.49927


DDX60
NM_017631
0.006426
0.31499
1.42656
1.42656


PCDHB2
NM_018936
0.000695
0.00194
0.463338
−2.15825


IL1B
NM_000576
5.25E−07
0.175488
0.795989
−1.2563


BBS9
NM_198428
0.003029
0.779505
0.944932
−1.05828


STEAP1
NM_012449
0.135915
0.392934
1.65021
1.65021


CD274
NM_014143
5.19E−05
0.272787
0.849893
−1.17662


SLC39A6
NM_012319
3.85E−07
0.295822
0.900772
−1.11016


MGAM
NM_004668
1.99E−07
2.04E−06
0.472744
−2.11531


SEMA3C
NM_006379
0.000153
0.339352
0.858519
−1.1648


WDFY2
NM_052950
2.45E−08
0.0586
1.11927
1.11927


LDOC1
NM_012317
1.18E−05
0.219631
1.1671
1.1671


GLTP
NM_016433
0.000199
0.50547
1.10974
1.10974


CAPN13
NM_144575
1.06E−07
2.33E−06
0.454007
−2.20261


IKZF2
NM_001079526
1.78E−06
0.737336
0.965418
−1.03582


RBP1
NM_001130992
1.32E−06
2.52E−06
6.62115
6.62115


SCGB2A1
NM_002407
4.48E−06
1.05E−05
0.299559
−3.33824


IGFBP6
NM_002178
6.93E−06
0.066023
1.40829
1.40829


C7orf10
NM_024728
1.87E−07
0.003813
1.28009
1.28009


SLPI
NM_003064
1.62E−06
0.399929
0.86513
−1.1559


CD109
NM_133493
9.85E−09
0.116094
0.829
−1.20627


SP110
NM_080424
0.002794
0.887726
1.02949
1.02949


VGLL1
NM_016267
0.000107
0.087514
1.52081
1.52081


LRP12
NM_013437
1.05E−06
0.183473
1.14468
1.14468


PRB4
NM_002723
0.023507
0.587484
1.23804
1.23804


OPTN
NM_001008211
1.79E−05
0.563586
1.06182
1.06182


YPEL5
NM_001127401
0.000254
0.896436
1.01909
1.01909


SULT2B1
NM_004605
7.72E−05
0.035154
1.39265
1.39265


CDH3
NM_001793
7.22E−06
0.025863
1.33645
1.33645


MLLT11
NM_006818
7.84E−05
0.116316
1.5896
1.5896


DRAP1
NM_006442
0.000223
0.912902
0.984063
−1.01619


CASP1
NM_033292
1.68E−06
0.001887
2.02769
2.02769


TFAP2C
NM_003222
7.94E−06
0.262607
0.890248
−1.12328


EREG
NM_001432
0.000459
0.212032
1.49169
1.49169


CAV1
NM_001753
3.96E−08
0.011415
1.49491
1.49491


OGFRL1
NM_024576
8.46E−06
0.100833
1.34002
1.34002


DEFB1
NM_005218
1.17E−05
0.375581
0.818125
−1.22231


MRAP2
NM_138409
1.35E−07
3.63E−06
0.356703
−2.80345


KRT6A
NM_005554
9.88E−08
0.048042
0.615147
−1.62563


FDXACB1
NM_138378
5.58E−06
0.986807
0.995518
−1.0045


PI3
NM_002638
2.91E−05
0.001449
2.44838
2.44838


FZD6
NM_003506
0.00022
0.283483
1.18043
1.18043


SPTLC3
NM_018327
1.08E−05
0.024726
1.3906
1.3906


CLIP4
NM_024692
1.46E−05
0.020137
1.55802
1.55802


RAB31
NM_006868
1.73E−06
0.027134
1.47898
1.47898


KLK13
NM_015596
2.92E−05
0.924165
1.01351
1.01351


CD44
NM_000610
6.59E−06
3.45E−05
3.47222
3.47222


DZIP1
NM_198968
3.02E−06
0.000644
1.74329
1.74329




0.010603
0.8323
0.943196
−1.06023


CALD1
NM_033138
1.59E−05
0.016215
1.64354
1.64354


TUBG2
NM_016437
7.33E−06
0.014841
1.36075
1.36075


PRKCH
NM_006255
2.73E−05
0.070199
1.27231
1.27231


KRT16
NM_005557
3.75E−08
0.673889
0.91816
−1.08913


FAM63B
NM_001040450
1.96E−05
0.068358
1.42823
1.42823


C3orf67
BC132815
3.15E−07
0.014819
1.24586
1.24586


RIMKLB
NM_020734
1.58E−05
0.708638
0.942199
−1.06135


ATP10D
NM_020453
1.04E−06
0.710817
0.945438
−1.05771


ARL4C
NM_005737
8.07E−07
0.021078
0.736817
−1.35719


FRMD6
NM_001042481
5.92E−07
0.64632
0.936182
−1.06817


KRT13
NM_153490
2.54E−07
0.343476
1.22976
1.22976


KIF3A
NM_007054
0.006094
0.875752
1.05211
1.05211


FBP2
NM_003837
6.19E−06
0.000103
0.387372
−2.5815


PHLDB2
NM_001134438
2.38E−06
0.800695
1.04141
1.04141


SNAI2
NM_003068
4.56E−08
0.002729
2.11752
2.11752


IFIT1
NM_001548
0.000118
0.197351
1.72857
1.72857


SCEL
NM_144777
7.26E−07
0.053756
1.43077
1.43077


PITPNC1
NM_181671
4.67E−08
0.016814
1.2283
1.2283


DDX58
NM_014314
1.91E−05
0.495801
1.12876
1.12876


ITGBL1
NM_004791
1.75E−05
0.000146
0.272938
−3.66384


PYGB
NM_002862
7.79E−06
0.722711
1.03732
1.03732


CAV2
NM_001233
2.37E−05
0.012178
1.67738
1.67738


DCBLD2
NM_080927
1.79E−07
0.949103
0.993914
−1.00612


PALMD
NM_017734
8.09E−09
0.007945
1.30826
1.30826


EPHX3
NM_024794
0.007575
0.134248
1.6368
1.6368


UGT2B15
NM_001076
8.86E−05
0.00237
0.270879
−3.69168


CYBRD1
NM_024843
7.67E−07
0.102411
0.759074
−1.31739


STXBP1
NM_003165
1.67E−06
0.001928
1.60414
1.60414


IFIT3
NM_001031683
0.012789
0.194776
1.7348
1.7348


PLK2
NM_006622
4.19E−06
0.007484
1.63934
1.63934


ATP2B4
NM_001001396
2.62E−06
0.830052
0.973585
−1.02713


MID2
NM_012216
1.44E−07
0.026004
1.22325
1.22325


CCL28
NM_148672
9.94E−05
0.001755
2.11344
2.11344


ZNF185
NM_007150
9.88E−08
0.165017
1.11833
1.11833


USP44
NM_032147
3.67E−05
1.70E−05
2.35095
2.35095


STC2
NM_003714
0.007593
0.005833
2.20664
2.20664


ANXA1
NM_000700
1.81E−05
0.105435
1.2453
1.2453


DAPP1
NM_014395
6.66E−07
0.875543
1.01624
1.01624


TCP11L1
NM_018393
1.16E−07
0.181957
1.11133
1.11133


PIK3C2G
NM_004570
1.19E−05
0.000104
0.280701
−3.56251


ITGB6
NM_000888
1.44E−05
0.597992
1.08268
1.08268


IFI6
NM_002038
0.000558
0.942851
1.01746
1.01746


AREG
NM_001657
9.80E−08
0.134643
1.22225
1.22225


TCEA3
NM_003196
6.03E−05
0.002289
0.488683
−2.04632


NKX6-3
NM_152568
0.000222
0.000368
2.03266
2.03266


CRABP2
NM_001878
1.24E−09
0.006692
0.727076
−1.37537


NEXN
NM_144573
0.000501
0.013166
2.20289
2.20289


HSPC159
NM_014181
7.31E−08
0.189829
0.89285
−1.12001


SAMD9L
NM_152703
0.002066
0.368463
1.27406
1.27406


TNS4
NM_032865
1.33E−06
0.053027
1.31768
1.31768


PTPN13
NM_080683
2.15E−06
0.229783
1.27158
1.27158


SERPINB7
NM_003784
5.70E−08
0.156301
1.35763
1.35763


PSCA
NM_005672
6.84E−07
1.03E−05
0.232733
−4.29678


NPSR1
NM_207172
2.73E−06
0.000387
0.441786
−2.26354


CTH
NM_001902
0.000612
0.001894
2.32478
2.32478


MX1
NM_001144925
0.000642
0.098969
1.77021
1.77021


LRRC6
NM_012472
0.002159
0.001201
2.68093
2.68093


TNFRSF10C
NM_003841
7.46E−05
4.13E−05
3.48054
3.48054


CYR61
NM_001554
4.65E−05
0.007289
1.81334
1.81334


CXCL17
NM_198477
1.48E−06
2.73E−06
0.068137
−14.6764


ANKRD50
NM_020337
1.33E−05
0.430417
1.1196
1.1196


GSTM4
NM_000850
1.62E−06
1.28E−05
5.0432
5.0432


GSTM2
NM_000848
0.000898
0.00096
2.63294
2.63294


HRASLS2
NM_017878
0.000251
0.005555
0.333009
−3.00292


C11orf92
NM_207429
9.79E−08
5.84E−05
0.439849
−2.27351


ODAM
NM_017855
6.17E−06
0.005289
2.37484
2.37484


AHNAK2
NM_138420
8.07E−08
0.121631
1.21709
1.21709


DDX43
NM_018665
0.000328
0.000219
4.30453
4.30453


IFI16
NM_005531
1.79E−06
0.033083
0.580452
−1.7228


SLC16A4
NM_004696
0.000184
5.26E−05
13.7411
13.7411


AK5
NM_174858
0.000101
0.000176
3.27481
3.27481


FKBP5
NM_001145775
8.41E−05
0.353899
0.788638
−1.26801


THBS1
NM_003246
6.21E−05
0.987229
1.00468
1.00468


KCNJ15
NM_002243
5.99E−07
0.000143
2.08393
2.08393


LCN2
NM_005564
4.89E−05
0.233941
1.34648
1.34648


HS3ST5
NM_153612
7.36E−05
0.000372
2.45858
2.45858


CAPN9
NM_006615
1.80E−09
1.36E−07
0.215242
−4.64593


CLDN10
NM_182848
1.13E−06
2.14E−06
2.86826
2.86826


KLK10
NM_002776
2.17E−06
0.339011
1.14633
1.14633


SAMD9
NM_017654
8.12E−06
0.503399
0.840268
−1.1901


HLA-DMB
NM_002118
0.000348
0.00051
3.27169
3.27169


KLK7
NM_139277
5.21E−07
0.000418
0.383008
−2.61091


NTS
NM_006183
0.018973
0.025816
4.29633
4.29633


TGFB2
NM_001135599
0.001966
0.007631
2.39047
2.39047


CYP2E1
NM_000773
3.35E−05
0.000411
2.1897
2.1897


ALDH3A1
NM_000691
1.89E−08
2.05E−05
0.410963
−2.43331


CCBE1
NM_133459
4.81E−06
1.48E−06
4.33119
4.33119


MATN2
NM_002380
6.77E−06
2.81E−06
3.87824
3.87824


MFAP5
NM_003480
3.58E−05
0.045897
0.390572
−2.56035


BAAT
NM_001701
5.52E−08
1.78E−06
2.7204
2.7204


SLC15A1
NM_005073
4.59E−06
2.83E−05
2.62386
2.62386


MXRA5
NM_015419
0.000382
0.001087
3.33408
3.33408


FGF2
NM_002006
4.92E−06
7.38E−05
2.76247
2.76247


IFI44
NM_006417
0.000107
0.808255
1.10526
1.10526


CSTA
NM_005213
2.09E−07
0.770347
1.08448
1.08448


SERPINB5
NM_002639
1.66E−09
0.001188
0.591351
−1.69104


GPR87
NM_023915
1.16E−07
0.008842
1.88356
1.88356


BICC1
NM_001080512
2.71E−06
1.66E−05
5.66854
5.66854


MSN
NM_002444
2.62E−07
0.016787
1.62807
1.62807


GKN1
NM_019617
1.12E−07
0.001325
0.287564
−3.47749


GKN2
NM_182536
1.22E−08
0.00082
0.353334
−2.83019










The data in Tables ZZ and YY are also summarized in the heat map shown in FIG. 12.


Example 7
Differential Expression of Proteins in Barrett's Esophagus Progenitor Cells Compared to Squamous Progenitor Cells and Gastric Cardia Progenitor Cells

Cultures of Barrett's Esophagus progenitor cells, squamous progenitor cells and gastric cardia progenitor cells were compared to determine expression of p63, CEACAM6 and Sox2. As shown in FIG. 13, p63 is expressed in squamous progenitor cells, but not in gastric cardia or Barrett's progenitor cells. As shown in FIG. 14, Barrett's esophagus progenitor cells (left panels) lack Sox2 while expressing CEAMCAM6, while gastric cardia progenitor cells (right panels) express Sox2, but lack CEAMCAM6.


EQUIVALENTS

Those skilled in the art will recognize, or be able to ascertain using no more than routine experimentation, many equivalents to the specific embodiments of the invention described herein. Such equivalents are intended to be encompassed by the following claims.

Claims
  • 1-55. (canceled)
  • 56. A composition comprising a clonal population of stem cells isolated from an esophagus of a subject, wherein the stem cells differentiate into Barrett's epithelium.
  • 57. The composition of claim 56, wherein the stem cells are characterized as having an mRNA profile wherein the amount of one or more of GSTM4, SLC16A4, CMBL, CEACAM6, NRFA2, CFTR, GCNT3 mRNA are each in the range of 5 to 50 percent of the amount of actin mRNA in the stem cell.
  • 58. The composition of claim 56, wherein the stein cells are characterized as having an mRNA profile wherein the amount of one or more of GSTM4, SLC16A4, CMBL, CEACAM6, NRFA2, CFTR, GCNT3 mRNA are each at least 10 percent of the amount of actin mRNA in the stem cell.
  • 59. The composition of claim 56, wherein the stem cells are further characterized as having an mRNA profile wherein mRNA for BICC1 and NTS are present in detectable levels.
  • 60. The composition of claim 56, wherein the stem cells are further characterized as having an mRNA profile wherein mRNA for SOX2, p63, Krt20, GKN1/2, FABP1/2, Krt14, CXCL17 is present in amounts less than 0.1 percent the level of actin.
  • 61. The composition of claim 56, wherein the stem cells are further characterized as CEACAM6 positive, and Krt20, Sox2 and p63 negative, as detected by standard antibody staining.
  • 62. A method of screening for an agent which may be used to treat or prevent the occurrence of Barrett's esophagus, or which may be effective in the detection of the Barrett's esophagus, comprising a) providing the cells of claim 1;b) contacting the BE stem cells with the test agent;c) detecting the ability of the test agent to reduce viability, growth or differentiation of the BE stem cells, or detecting the ability of the test agent to bind to the BE stem cells;wherein if the test agent reduces the viability, growth or differentiation of the BE stem cells than the test agent may be effective in the treatment or prevention of Barrett's esophagus, or wherein if the test agent binds to the BE stem cells, the test agent may be an agent effective in the detection of the Barrett's esophagus.
  • 63. The method of claim 62, wherein the test agent is also contacted with normal cells or tissue of the alimentary canal, and the differential ability, if any, of the test agent to reduces the viability, growth or differentiation of the normal cells or tissue is compared to that with the BE stem cells.
  • 64. The method of claim 62, wherein the BE stem cells are human BE stein cells.
  • 65. The method of claim 62, wherein the test agent is selected for further drug development if the test reduces the viability, growth or ability to differentiation of the BE stem cells is reduced by at least 70%.
  • 66. The method of claim wherein the BE stem cells are provided as a clonal population of cells.
  • 67. The method of claim 62, wherein the test agent is small molecule, carbohydrate, peptide or nucleic acid.
  • 68. The method of claim 62, wherein the test agent specifically binds to a cell surface protein on the clonal population of cells.
  • 69. A method for treating or preventing Barrett's esophagus and/or esophageal metaplasia in a subject in need thereof comprising administering to the subject an effective amount of an therapeutic agent that is cytotoxic or cytostatic for Barrett's Esophagus (BE) stein cells in the esophagus of the subject, or inhibits differentiation of the BE stem cells to columnar epithelium.
  • 70. The method claim 69, wherein the subject is a mammal.
  • 71. A composition comprising a clonal population of stem cells isolated from an esophagus or gastric cardia of a subject, wherein the stem cells differentiate into gastric cardia cells.
  • 72. The composition of claim 71, wherein the stem cells are characterized as having an mRNA profile wherein the amount of one or more of CXCL17, CAPN6, PSCA, GKN1, GKN2 or MT1 G mRNA are each in the range of 5 to 50 percent of the amount of actin mRNA in the stem cells.
  • 73. The composition of claims 71, wherein the mRNA profile further comprises a profile wherein the amount of one or more of CXCL17, CAPN6, PSCA, GKN1, GKN2 or MT1 G mRNA are each at least 10 percent of the amount of actin mRNA in the stem cells.
  • 74. The composition of claim 71, fluffier characterized as having an mRNA profile wherein mRNA for CEACAM6, p63, FABP1, FABP2, Krt14 or Krt20 are present in amounts less than 0.1 percent the level of actin.
  • 75. The composition of claim 71, wherein the stem cells are further characterized as CEACAM6 negative as detected by standard antibody staining.
RELATED APPLICATION

This application is a continuation of U.S. application Ser. No. 13/876,476 filed Mar. 27, 2013, Attorney Docket No. 544332 ET9-001 US, which is an 35 U.S.C. §371 filing of International Application No. PCT/US2011/054323, filed Sep. 30, 2011, which claims priority to U.S. Provisional Application No. 61/388,394, Attorney Docket No. ET9-001-1, filed Sep. 30, 2010, entitled “METHODS AND REAGENTS FOR DETECTION AND TREATMENT OF ESOPHAGEAL METAPLASIA”. The contents of any patents, patent applications, and references cited throughout this specification are hereby incorporated by reference in their entireties.

GOVERNMENTAL FUNDING

The invention described herein was supported, in part, by grants from the National Institutes of Health (R01 GM 083348). The United States government may have certain rights in the invention.

Provisional Applications (1)
Number Date Country
61388394 Sep 2010 US
Continuations (1)
Number Date Country
Parent 13876476 US
Child 14136736 US