MICRORNAS DIFFERENTIALLY EXPRESSED IN PANCREATIC DISEASES AND USES THEREOF

Abstract
The present invention concerns methods and compositions for identifying a miRNA profile for a particular condition, such as pancreatic disease, and using the profile in assessing the condition of a patient.
Description
BACKGROUND OF THE INVENTION

I. Field of the Invention


The present invention relates generally to the field of molecular biology. More particularly, it concerns methods and compositions involving microRNA (miRNAs) molecules. Certain aspects of the invention include applications for miRNAs in diagnostics, therapeutics, and prognostics of pancreatic cancer.


II. Background


In 2001, several groups used a cloning method to isolate and identify a large group of “microRNAs” (miRNAs) from C. elegans, Drosophila, and human s (Lagos-Quintana et al., 2001; Lau et al., 2001; Lee and Ambros, 2001). Several hundreds of miRNAs have been identified in plants and animals—including humans—which do not appear to have endogenous siRNAs. Thus, while similar to siRNAs, miRNAs are nonetheless distinct.


miRNAs thus far observed have been approximately 21-22 nucleotides in length and they arise from longer precursors, which are transcribed from non-protein-encoding genes. See review of Carrington et al. (2003). The precursors form structures that fold back on themselves in self-complementary regions; they are then processed by the nuclease Dicer in animals or DCL1 in plants. miRNA molecules interrupt translation through precise or imprecise base-pairing with their targets.


Many miRNAs are conserved among diverse organisms, and this has led to the suggestion that miRNAs are involved in essential biological processes throughout the life span of an organism (Esquela-Kerscher and Slack, 2006). In particular, miRNAs have been implicated in regulating cell growth and cell and tissue differentiation; cellular processes that are associated with the development of cancer. For instance, lin-4 and let-7 both regulate passage from one larval state to another during C. elegans development (Ambros, 2001). miR-14 and bantam are Drosophila miRNAs that regulate cell death, apparently by regulating the expression of genes involved in apoptosis (Brennecke et al., 2003, Xu et al., 2003).


Research on miRNAs is increasing as scientists are beginning to appreciate the broad role that these molecules play in the regulation of eukaryotic gene expression. In particular, several recent studies have shown that expression levels of numerous miRNAs are associated with various cancers (reviewed in Esquela-Kerscher and Slack, 2006). Reduced expression of two miRNAs correlates strongly with chronic lymphocytic leukemia in human s, providing a possible link between miRNAs and cancer (Calin et al., 2002). Others have evaluated the expression patterns of large numbers of miRNAs in multiple human cancers and observed differential expression of almost all miRNAs across numerous cancer types (Lu et al., 2005). Most such studies link miRNAs to cancer only by indirect evidence. In contrast, a single study has provided more direct evidence that miRNAs may contribute directly to causing cancer. By forcing the over-expression of six miRNAs in mice, He et al. (2005) demonstrated a significant increase in B cell lymphomas.


Pancreatic cancer is a particularly challenging disease to diagnose and treat. Each year about 33,000 people in the United States are diagnosed with adenocarcinoma of the pancreas, and about 32,000 people die each year from pancreatic cancer (Jemal et al., 2006). Pancreatic carcinoma ranks as the fourth leading cause of cancer deaths in the United States, and the five year survival rate (˜4%) is the lowest among all cancers (Jemal et al., 2006).


Currently, effective diagnostic methods and/or treatments for pancreatic cancer are lacking (Monti et al., 2004). Combinations of chemotherapy and radiation therapy may extend patient survival; but, only the surgical removal of part or all of the pancreas offers a potential cure for pancreatic cancer. Additional diagnostic methods and therapeutic interventions are needed to address this normally incurable disease.


Distinguishing between chronic pancreatitis and pancreatic cancer can be extremely difficult. Symptoms are frequently non-specific and limited to jaundice, weight loss and bruising. Many patients with chronic pancreatitis (non-cancerous condition) exhibit the same symptoms as patients with pancreatic cancer, which are mostly adenocarcinomas of the ductal epithelium (Freelove and Walling, 2006)—or pancreatic ductal adenocarcinomas (PDAC). Serum levels of certain proteins may be suggestive of pancreatic adenocarcinoma but are not diagnostic; and the serum tumor marker CA19-9 can help confirm pancreatic cancer diagnosis, but is ineffective as a patient screening tool (Freelove and Walling, 2006). A need exists for additional diagnostic assays that can assess the condition of the pancreas in general and distinguish chronic pancreatitis from pancreatic adenocarcinoma in particular.


SUMMARY OF THE INVENTION

The present invention overcomes these problems in the art by identifying miRNAs that are differentially expressed or mis-regulated in various states of diseased, normal, cancerous, and/or abnormal tissues, including but not limited to normal pancreas, non-cancerous diseased pancreas, and pancreatic cancer (e.g., pancreatic ductal adenocarcinomas (PDAC)). Further, the invention describes a method for diagnosing diseased, normal, cancerous, and/or abnormal tissues, including but not limited to pancreatic cancer and chronic pancreatitis that is based on determining levels (increased or decreased) of selected miRNAs in patient-derived samples. The invention also describes genes that the inventors contemplate are influenced by the expression or lack of expression (mis-regulation) of miRNAs in biological samples. Samples obtained and/or analyzed from patients, including but not limited to patient having or suspected of having PDAC or chronic pancreatitis, or patient suspected of having one or the other condition. These genes and their regulatory pathways represent targets for therapeutic intervention by regulating their expression with miRNAs.


The term “miRNA” is used according to its ordinary and plain meaning and refers to a microRNA molecule found in eukaryotes that is involved in RNA-based gene regulation. See, e.g., Carrington et al., 2003, which is hereby incorporated by reference. The term will be used to refer to the single-stranded RNA molecule processed from a precursor. Individual miRNAs have been identified and sequenced in different organisms, and they have been given names. Names of miRNAs and their sequences related to the present invention are provided herein. The methods and compositions should not be limited to miRNAs identified in the application, as they are provided as examples, not necessarily as limitations of the invention.


It is understood that a “synthetic nucleic acid” of the invention means that the nucleic acid does not have a chemical structure or sequence of a naturally occurring nucleic acid. Consequently, it will be understood that the term “synthetic miRNA” refers to a “synthetic nucleic acid” that functions in a cell or under physiological conditions as a naturally occurring miRNA.


While many of the embodiments of the invention involve synthetic miRNAs or synthetic nucleic acids, in some embodiments of the invention, the nucleic acid molecule(s) need not be “synthetic.” In certain embodiments, a non-synthetic miRNA employed in methods and compositions of the invention may have the entire sequence and structure of a naturally occurring miRNA precursor or the mature miRNA. For example, non-synthetic miRNAs used in methods and compositions of the invention may not have one or more modified nucleotides or nucleotide analogs. In these embodiments, the non-synthetic miRNA may or may not be recombinantly produced. In particular embodiments, the nucleic acid in methods and/or compositions of the invention is specifically a synthetic miRNA and not a non-synthetic miRNA (that is, not a miRNA that qualifies as “synthetic”); though in other embodiments, the invention specifically involves a non-synthetic miRNA and not a synthetic miRNA. Any embodiments discussed with respect to the use of synthetic miRNAs can be applied with respect to non-synthetic miRNAs, and vice versa.


It will be understood that the term “naturally occurring” refers to something found in an organism without any intervention by a person; it could refer to a naturally-occurring wildtype or mutant molecule. In some embodiments a synthetic miRNA molecule does not have the sequence of a naturally occurring miRNA molecule. In other embodiments, a synthetic miRNA molecule may have the sequence of a naturally occurring miRNA molecule, but the chemical structure of the molecule, particularly in the part unrelated specifically to the precise sequence (non-sequence chemical structure) differs from chemical structure of the naturally occurring miRNA molecule with that sequence. In some cases, the synthetic miRNA has both a sequence and non-sequence chemical structure that are not found in a naturally-occurring miRNA. Moreover, the sequence of the synthetic molecules will identify which miRNA is effectively being provided or inhibited; the endogenous miRNA will be referred to as the “corresponding miRNA.” Corresponding miRNA sequences that can be used in the context of the invention include, but are not limited to, all or a portion of those sequences in SEQ ID NOs: 1-350, as well as any other miRNA sequence, miRNA precursor sequence, or any sequence complementary thereof. In some embodiments, the sequence is or is derived from or contains all or part of a sequence identified in Table 1 below to target a particular miRNA (or set of miRNAs) that can be used with that sequence.


In some embodiments, it may be useful to know whether a cell expresses a particular miRNA endogenously or whether such expression is affected under particular conditions or when it is in a particular disease state. Thus, in some embodiments of the invention, methods include assaying a cell or a sample containing a cell for the presence of one or more miRNA. Consequently, in some embodiments, methods include a step of generating a miRNA profile for a sample. The term “miRNA profile” refers to a set of data regarding the expression pattern for a plurality of miRNAs (e.g., one or more miRNA from Table 1) in the sample; it is contemplated that the miRNA profile can be obtained using a set of miRNAs, using for example nucleic acid amplification or hybridization techniques well know to one of ordinary skill in the art.


In some embodiments of the invention, a miRNA profile is generated by steps that include: (a) labeling miRNA in the sample; b) hybridizing miRNA to a number of probes, or amplifying a number of miRNA, and c) determining miRNA hybridization to the probes or detection miRNA amplification products, wherein a miRNA profile is generated. See U.S. Provisional Patent Application 60/575,743 and the U.S. Provisional Patent Application 60/649,584, and U.S. patent application Ser. No. 11/141,707, all of which are hereby incorporated by reference.


Methods of the invention involve diagnosing a patient based on a miRNA expression profile. In certain embodiments, the elevation or reduction in the level of expression of a particular miRNA or set of miRNA in a cell is correlated with a disease state compared to the expression level of that miRNA or set of miRNA in a normal cell. This correlation allows for diagnostic methods to be carried out when that the expression level of a miRNA is measured in a biological sample being assessed and then compared to the expression level of a normal cell. It is specifically contemplated that miRNA profiles for patients, particularly those suspected of having a particular disease or condition such as pancreatits or pancreatic cancer, can be generated by evaluating any of or sets of the miRNAs discussed in this application. The miRNA profile that is generated from the patient will be one that provides information regarding the particular disease or condition. In many embodiments, the miRNA profile is generated using miRNA hybridization or amplification, (e.g., array hybridization or RT-PCR). In certain aspects, a miRNA profile can be used in conjunction with other diagnostic tests, such protein profiles in the serum, e.g., CA19-9 detection.


Embodiments of the invention include methods for diagnosing and/or assessing a condition in a patient comprising measuring an expression profile of one or more miRNAs in a sample from the patient. The difference in the expression profile in the sample from the patient and a reference expression profile, such as an expression profile from a normal or non-pathologic sample, is indicative of a pathologic, disease, or cancerous condition. A miRNA or probe set comprising or identifying a segment of a corresponding miRNA can include all or part of 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100, 125, 150, 175, 200, 250, 300, 350, or any integer or range derivable there between, of a miRNA or a probe listed in Table 1 below.


In certain aspects, the methods for diagnosing a condition in a patient comprise measuring an expression profile of one or more miRNAs in a sample from the patient, wherein a difference in the expression profile in the sample from the patient and an expression profile of a normal sample is indicative of a pathological condition; wherein the miRNA is one or more of hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-103, hsa-miR-106a, hsa-miR-106b, hsa-miR-107, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-140, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-154, hsa-miR-155, hsa-miR-15b, hsa-miR-17-5p, hsa-miR-18a, hsa-miR-181b, hsa-miR-182, hsa-miR-186, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27a, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-331, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-93, hsa-miR-95, hsa-miR-96, hsa-miR-98, hsa-miR-99a, hsa-miR-99b, hsa-miR-452, hsa-miR-494, hsa-miR-497, miR-205, or ambi-miR-7105.


In a further aspect, the miRNA is one or more of miR-205, miR-29c, miR-216, miR-217, miR-375, miR-143, miR-145, miR-146a, miR-148a, miR-196b, miR-93, miR-96, miR-31, miR-210, miR-148b, miR-196a, miR-141, miR-18a, miR-203, miR-150, miR-155, miR-130b, miR-221, miR-222, miR-223, or miR-224.


In still further aspects of the invention the miRNA is miR-196a, miR-217, or both miR-196a and miR-217.


Embodiments of the invention include methods wherein differential expression of one or more miRNA is indicative of pancreatitis, wherein the miRNA is one or more of hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-18a, hsa-miR-182, hsa-miR-186, hsa-miR-199a hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-222, hsa-miR-223, hsa-miR-24, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-376a, hsa-miR-429, hsa-miR-95, hsa-miR-96, hsa-miR-98, hsa-miR-99a, hsa-miR-497, or ambi-miR-7105.


In certain aspects, an increase in expression of one or more miRNA in a patient sample is indicative of pancreatitis, wherein the miRNA is one or more of hsa-let-7i, hsa-miR-100, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-150, hsa-miR-18a, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-210, hsa-miR-214, hsa-miR-222, hsa-miR-223, hsa-miR-24, hsa-miR-31, hsa-miR-99a, or hsa-miR-497.


In further aspects, a decrease in expression of one or more miRNA in a patient sample is indicative of pancreatitis, wherein the miRNA is one or more of hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-miR-101, hsa-miR-130a, hsa-miR-130b, hsa-miR-141, hsa-miR-148a, hsa-miR-148b, hsa-miR-182, hsa-miR-186, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-216, hsa-miR-217, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-376a, hsa-miR-429, hsa-miR-95, hsa-miR-96, hsa-miR-98, or ambi-miR-7105.


In still further aspects, differential expression of one or more miRNA is indicative of pancreatic cancer, wherein the miRNA is one or more of hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-103, hsa-miR-106b, hsa-miR-107, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-140, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-154, hsa-miR-155, hsa-miR-18a, hsa-miR-181b, hsa-miR-182, hsa-miR-186, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-26a, hsa-miR-26b, hsa-miR-27a, hsa-miR-27b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-331, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-93, hsa-miR-95, hsa-miR-96, hsa-miR-99b, hsa-miR-452, hsa-miR-494, hsa-miR-497, miR-205, or ambi-miR-7105.


In certain aspects, an increase in expression of one or more miRNA is indicative of pancreatic cancer, wherein the miRNA is one or more of hsa-let-7i, hsa-miR-100, hsa-miR-103, hsa-miR-106b, hsa-miR-107, hsa-miR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-140, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-150, hsa-miR-155, hsa-miR-18a, hsa-miR-181b, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-27a, hsa-miR-31, hsa-miR-331, hsa-miR-93, hsa-miR-99b, hsa-miR-452, hsa-miR-497, or ambi-miR-7105.


In a further aspect, a decrease in expression of one or more miRNA is indicative of pancreatic cancer, wherein the miRNA is one or more of hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-miR-101, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-141, hsa-miR-148a, hsa-miR-148b, hsa-miR-154, hsa-miR-182, hsa-miR-186, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-216, hsa-miR-217, hsa-miR-26a, hsa-miR-26b, hsa-miR-27b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-95, hsa-miR-96, or hsa-miR-494.


In still another aspect, pancreatitis is distinguished from pancreatic cancer by differential expression of one or more of hsa-let-7b, hsa-let-7e, hsa-miR-103, hsa-miR-106a, hsa-miR-106b, hsa-miR-107, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-141, hsa-miR-146a, hsa-miR-148a, hsa-miR-154, hsa-miR-155, hsa-miR-15b, hsa-miR-17-5p, hsa-miR-18a, hsa-miR-181b, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a-AS, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-25, hsa-miR-27a, hsa-miR-28, hsa-miR-29a, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-5p, hsa-miR-331, hsa-miR-368, hsa-miR-375, hsa-miR-377, hsa-miR-379, hsa-miR-93, hsa-miR-452, hsa-miR-494, hsa-miR-497, or ambi-miR-7105.


A sample may be taken from a patient having or suspected of having a disease or pathological condition. In certain aspects, the sample can be, but is not limited to tissue (e.g., biopsy, particularly fine needle biopsy), blood, serum, plasma, or a pancreatic juice samples. The sample can be fresh, frozen, fixed (e.g., formalin fixed), or embedded (e.g., paraffin embedded). In a particular aspect, the sample can be a pancreatic sample.


Methods of the invention can be used to diagnose or assess a pathological condition. In certain aspect, the condition is a non-cancerous condition, such as pancreatits or chronic pancreatitis. In other aspects the condition is cancerous condition, such as pancreatic cancer and particularly pancreatic ductal adenocarcinoma (PDAC).


The methods can further comprise one or more of steps including: (a) obtaining a sample from the patient, (b) isolating nucleic acids from the sample, (c) labeling the nucleic acids isolated from the sample, and (d) hybridizing the labeled nucleic acids to one or more probes. Nucleic acids of the invention include one or more nucleic acid comprising at least one segment having a sequence or complementary sequence of one or more of the miRNA sequences in Table 1. In certain aspects, the nucleic acids identify one or more miRNAs listed in Table 1. Nucleic acids of the invention are typically coupled to a support. Such supports are well known to those of ordinary skill in the art and include, but are not limited to glass, plastic, metal, or latex. In particular aspects of the invention, the support can be planar or in the form of a bead or other geometric shapes or configurations.


Certain embodiments of the invention include determining expression of one or more miRNA by using an amplification assay or a hybridization assay, a variety of which are well known to one of ordinary skill in the art. In certain aspects, an amplification assay can be a quantitative amplification assay, such as quantitative RT-PCR or the like. In still further aspects, a hybridization assay can include array hybridization assays or solution hybridization assays.


Aspects of the invention can be used to diagnose or assess a patient's condition. For example, the methods can be used to screen for a pathological condition, assess prognosis of a pathological condition, stage a pathological condition, or assess response of a pathological condition to therapy.


Embodiments of the invention concern nucleic acids that perform the activities of or inhibit endogenous miRNAs when introduced into cells. In certain aspects, nucleic acids are synthetic or non-synthetic miRNA. Sequence-specific miRNA inhibitors can be used to inhibit sequentially or in combination the activities of one or more endogenous miRNAs in cells, as well those genes and associated pathways modulated by the endogenous miRNA.


The present invention concerns, in some embodiments, short nucleic acid molecules that function as miRNAs or as inhibitors of miRNA in a cell. The term “short” refers to a length of a single polynucleotide that is 25, 50, 100, or 150 nucleotides or fewer, including all integers or range derivable there between.


The nucleic acid molecules are typically synthetic. The term “synthetic” means the nucleic acid molecule is isolated and not identical in sequence (the entire sequence) and/or chemical structure to a naturally-occurring nucleic acid molecule, such as an endogenous precursor miRNA or miRNA molecule. While in some embodiments, nucleic acids of the invention do not have an entire sequence that is identical to a sequence of a naturally-occurring nucleic acid, such molecules may encompass all or part of a naturally-occurring sequence. It is contemplated, however, that a synthetic nucleic acid administered to a cell may subsequently be modified or altered in the cell such that its structure or sequence is the same as non-synthetic or naturally occurring nucleic acid, such as a mature miRNA sequence. For example, a synthetic nucleic acid may have a sequence that differs from the sequence of a precursor miRNA, but that sequence may be altered once in a cell to be the same as an endogenous, processed miRNA. The term “isolated” means that the nucleic acid molecules of the invention are initially separated from different (in terms of sequence or structure) and unwanted nucleic acid molecules such that a population of isolated nucleic acids is at least about 90% homogenous, and may be at least about 95, 96, 97, 98, 99, or 100% homogenous with respect to other polynucleotide molecules. In many embodiments of the invention, a nucleic acid is isolated by virtue of it having been synthesized in vitro separate from endogenous nucleic acids in a cell. It will be understood, however, that isolated nucleic acids may be subsequently mixed or pooled together.


In certain aspects, synthetic miRNA of the invention are RNA or RNA analogs. miRNA inhibitors may be DNA or RNA, or analogs thereof. miRNA and miRNA inhibitors of the invention are collectively referred to as “synthetic nucleic acids.”


In some embodiments, there is a synthetic miRNA having a length of between 17 and 130 residues. The present invention concerns synthetic miRNA molecules that are, are at least, or are at most 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 140, 145, 150, 160, 170, 180, 190, 200 or more residues in length, including any integer or any range derivable therein.


In certain embodiments, synthetic miRNA have (a) a “miRNA region” whose sequence from 5′ to 3′ is identical to all or a segment of a mature miRNA sequence, and (b) a “complementary region” whose sequence from 5′ to 3′ is between 60% and 100% complementary to the miRNA sequence. In certain embodiments, these synthetic miRNA are also isolated, as defined above. The term “miRNA region” refers to a region on the synthetic miRNA that is at least 75, 80, 85, 90, 95, or 100% identical, including all integers there between, to the entire sequence of a mature, naturally occurring miRNA sequence. In certain embodiments, the miRNA region is or is at least 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 99.1, 99.2, 99.3, 99.4, 99.5, 99.6, 99.7, 99.8, 99.9 or 100% identical to the sequence of a naturally-occurring miRNA.


The term “complementary region” refers to a region of a synthetic miRNA that is or is at least 60% complementary to the mature, naturally occurring miRNA sequence that the miRNA region is identical to. The complementary region is or is at least 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 99.1, 99.2, 99.3, 99.4, 99.5, 99.6, 99.7, 99.8, 99.9 or 100% complementary, or any range derivable therein. With single polynucleotide sequences, there is a hairpin loop structure as a result of chemical bonding between the miRNA region and the complementary region. In other embodiments, the complementary region is on a different nucleic acid molecule than the miRNA region, in which case the complementary region is on the complementary strand and the miRNA region is on the active strand.


In other embodiments of the invention, there are synthetic nucleic acids that are miRNA inhibitors. A miRNA inhibitor is between about 17 to 25 nucleotides in length and comprises a 5′ to 3′ sequence that is at least 90% complementary to the 5′ to 3′ sequence of a mature miRNA. In certain embodiments, a miRNA inhibitor molecule is 17, 18, 19, 20, 21, 22, 23, 24, or 25 nucleotides in length, or any range derivable therein. Moreover, a miRNA inhibitor has a sequence (from 5′ to 3′) that is or is at least 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 99.1, 99.2, 99.3, 99.4, 99.5, 99.6, 99.7, 99.8, 99.9 or 100% complementary, or any range derivable therein, to the 5′ to 3′ sequence of a mature miRNA, particularly a mature, naturally occurring miRNA. Probe sequences for miRNAs are disclosed in Table 1. One of skill in the art could use a portion of the probe sequence that is complementary to the sequence of a mature miRNA as the sequence for a miRNA inhibitor. Table 1 indicates what the mature sequence of a miRNA. Moreover, that portion of the probe sequence can be altered so that it is still 90% complementary to the sequence of a mature miRNA.


In some embodiments, of the invention, a synthetic miRNA contains one or more design elements. These design elements include, but are not limited to: (i) a replacement group for the phosphate or hydroxyl of the nucleotide at the 5′ terminus of the complementary region; (ii) one or more sugar modifications in the first or last 1 to 6 residues of the complementary region; or, (iii) noncomplementarity between one or more nucleotides in the last 1 to 5 residues at the 3′ end of the complementary region and the corresponding nucleotides of the miRNA region.


In certain embodiments, a synthetic miRNA has a nucleotide at its 5′ end of the complementary region in which the phosphate and/or hydroxyl group has been replaced with another chemical group (referred to as the “replacement design”). In some cases, the phosphate group is replaced, while in others, the hydroxyl group has been replaced. In particular embodiments, the replacement group is biotin, an amine group, a lower alkylamine group, an acetyl group, 2′O-Me (2′oxygen-methyl), DMTO (4,4′-dimethoxytrityl with oxygen), fluoroscein, a thiol, or acridine, though other replacement groups are well known to those of skill in the art and can be used as well. This design element can also be used with a miRNA inhibitor.


Additional embodiments concern a synthetic miRNA having one or more sugar modifications in the first or last 1 to 6 residues of the complementary region (referred to as the “sugar replacement design”). In certain cases, there is one or more sugar modifications in the first 1, 2, 3, 4, 5, 6 or more residues of the complementary region, or any range derivable therein. In additional cases, there is one or more sugar modifications in the last 1, 2, 3, 4, 5, 6 or more residues of the complementary region, or any range derivable therein, have a sugar modification. It will be understood that the terms “first” and “last” are with respect to the order of residues from the 5′ end to the 3′ end of the region. In particular embodiments, the sugar modification is a 2′O-Me modification. In further embodiments, there is one or more sugar modifications in the first or last 2 to 4 residues of the complementary region or the first or last 4 to 6 residues of the complementary region. This design element can also be used with a miRNA inhibitor. Thus, a miRNA inhibitor can have this design element and/or a replacement group on the nucleotide at the 5′ terminus, as discussed above.


In other embodiments of the invention, there is a synthetic miRNA in which one or more nucleotides in the last 1 to 5 residues at the 3′ end of the complementary region are not complementary to the corresponding nucleotides of the miRNA region (“noncomplementarity”) (referred to as the “noncomplementarity design”). The noncomplementarity may be in the last 1, 2, 3, 4, and/or 5 residues of the complementary miRNA. In certain embodiments, there is noncomplementarity with at least 2 nucleotides in the complementary region.


It is contemplated that synthetic miRNA of the invention have one or more of the replacement, sugar modification, or noncomplementarity designs. In certain cases, synthetic RNA molecules have two of them, while in others these molecules have all three designs in place.


The miRNA region and the complementary region may be on the same or separate polynucleotides. In cases in which they are contained on or in the same polynucleotide, the miRNA molecule will be considered a single polynucleotide. In embodiments in which the different regions are on separate polynucleotides, the synthetic miRNA will be considered to be comprised of two polynucleotides.


When the RNA molecule is a single polynucleotide, there is a linker region between the miRNA region and the complementary region. In some embodiments, the single polynucleotide is capable of forming a hairpin loop structure as a result of bonding between the miRNA region and the complementary region. The linker constitutes the hairpin loop. It is contemplated that in some embodiments, the linker region is, is at least, or is at most 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, or 40 residues in length, or any range derivable therein. In certain embodiments, the linker is between 3 and 30 residues (inclusive) in length.


In addition to having a miRNA region and a complementary region, there may be flanking sequences as well at either the 5′ or 3′ end of the region. In some embodiments, there is or is at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 nucleotides or more, or any range derivable therein, flanking one or both sides of these regions.


Methods of the invention include reducing or eliminating activity of one or more miRNAs in a cell comprising introducing into a cell a miRNA inhibitor; or supplying or enhancing the activity of one or more miRNAs in a cell. The present invention also concerns inducing certain cellular characteristics by providing to a cell a particular nucleic acid, such as a specific synthetic miRNA molecule or a synthetic miRNA inhibitor molecule. However, in methods of the invention, the miRNA molecule or miRNA inhibitor need not be synthetic. They may have a sequence that is identical to a naturally occurring miRNA or they may not have any design modifications. In certain embodiments, the miRNA molecule and/or a miRNA inhibitor are synthetic, as discussed above.


The particular nucleic acid molecule provided to the cell is understood to correspond to a particular miRNA in the cell, and thus, the miRNA in the cell is referred to as the “corresponding miRNA.” In situations in which a named miRNA molecule is introduced into a cell, the corresponding miRNA will be understood to be the induced miRNA. It is contemplated, however, that the miRNA molecule introduced into a cell is not a mature miRNA but is capable of becoming a mature miRNA under the appropriate physiological conditions. In cases in which a particular corresponding miRNA is being inhibited by a miRNA inhibitor, the particular miRNA will be referred to as the targeted miRNA. It is contemplated that multiple corresponding miRNAs may be involved. In particular embodiments, more than one miRNA molecule is introduced into a cell. Moreover, in other embodiments, more than one miRNA inhibitor is introduced into a cell. Furthermore, a combination of miRNA molecule(s) and miRNA inhibitor(s) may be introduced into a cell.


Methods include identifying a cell or patient in need of inducing those cellular characteristics. Also, it will be understood that an amount of a synthetic nucleic acid that is provided to a cell or organism is an “effective amount,” which refers to an amount needed to achieve a desired goal, such as inducing a particular cellular characteristic(s).


In certain embodiments of the methods include providing or introducing to a cell a nucleic acid molecule corresponding to a mature miRNA in the cell in an amount effective to achieve a desired physiological result.


Moreover, methods can involve providing synthetic or nonsynthetic miRNA molecules. It is contemplated that in these embodiments, methods may or may not be limited to providing only one or more synthetic miRNA molecules or only on or more nonsynthetic miRNA molecules. Thus, in certain embodiments, methods may involve providing both synthetic and nonsynthetic miRNA molecules. In this situation, a cell or cells are most likely provided a synthetic miRNA molecule corresponding to a particular miRNA and a nonsynthetic miRNA molecule corresponding to a different miRNA. Furthermore, any method articulated a list of miRNAs using Markush group language may be articulated without the Markush group language and a disjunctive article (i.e., or) instead, and vice versa.


In some embodiments, there is a method for reducing or inhibiting cell proliferation in a cell comprising introducing into or providing to the cell an effective amount of (i) a miRNA inhibitor molecule or (ii) a synthetic or nonsynthetic miRNA molecule that corresponds to a miRNA sequence. In certain embodiments the methods involves introducing into the cell an effective amount of (i) a miRNA inhibitor molecule having a 5′ to 3′ sequence that is at least 90% complementary to the 5′ to 3′ sequence of one or more mature miRNA of Table 1.


Certain embodiments of the invention include methods of treating a pancreatic condition. In one aspect, the method comprises contacting a pancreatic cell with one or more nucleic acid, synthetic miRNA, or miRNA comprising at least one nucleic acid segment having all or a portion of a miRNA sequence. The segment may be 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 30 or more nucleotides or nucleotide analog, including all integers there between. An aspect of the invention includes the modulation of a miRNA or a mRNA within a target cell, such as a pancreatic cell.


Typically, an endogenous gene, miRNA or mRNA is modulated in the cell. In particular embodiments, the nucleic acid sequence comprises at least one segment that is at least 70, 75, 80, 85, 90, 95, or 100% identical in nucleic acid sequence to one or more miRNA sequence listed in Table 1. Modulation of the expression or processing of an endogenous gene, miRNA, or mRNA can be through modulation of the processing of a mRNA, such processing including transcription, transportation and/or translation with in a cell. Modulation may also be effected by the inhibition or enhancement of miRNA activity with a cell, tissue, or organ. Such processing may effect the expression of an encoded product or the stability of the mRNA. In still other embodiments, a nucleic acid sequence can comprise a modified nucleic acid sequence.


In particular embodiments the pancreatic cell is a pancreatic cancer cell, such as a pancreatic ductal adenocarcinoma cell. Methods of the invention can further comprise administering a second therapy, such as chemotherapy, radiotherapy, surgery, or immunotherapy. The nucleic acid can be transcribed from a nucleic acid vector, such as a plasmid vector or a viral vector.


Method of treating a pancreatic condition include contacting or administering to a pancreatic cell with one or more nucleic acid comprise a miRNA sequence, wherein expression of an endogenous miRNA is modulated in the pancreatic cell; where the miRNA sequence is at least 70, 75, 80, 85% or more identical to one or more of hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-103, hsa-miR-106a, hsa-miR-106b, hsa-miR-107, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-140, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-154, hsa-miR-155, hsa-miR-15b, hsa-miR-17-5p, hsa-miR-18a, hsa-miR-181b, hsa-miR-182, hsa-miR-186, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27a, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-331, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-93, hsa-miR-95, hsa-miR-96, hsa-miR-98, hsa-miR-99a, hsa-miR-99b, hsa-miR-452, hsa-miR-494, hsa-miR-497, miR-205, or ambi-miR-7105.


In certain aspects, one or more miRNA sequence may include or comprise a modified nucleobase or nucleic acid sequence.


In other aspects, a pancreatic cell is a pancreatic cancer cell.


The methods may further comprise administering a second therapy. The second therapy can be, but is not limited to chemotherapy, radiotherapy, surgery, or immunotherapy.


In still further aspects, one or more miRNA are transcribed from a nucleic acid vector, such as a plasmid or viral vector.


Embodiments of the invention include methods for treating pancreatic ductal adenocarcinoma in a subject comprising administering to the subject an effective amount of one or more synthetic miRNA molecules or inhibitors having a nucleic acid segment having at least 80% nucleic acid sequence identity to hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-103, hsa-miR-106b, hsa-miR-107, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-140, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-154, hsa-miR-155, hsa-miR-18a, hsa-miR-181b, hsa-miR-182, hsa-miR-186, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-26a, hsa-miR-26b, hsa-miR-27a, hsa-miR-27b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-331, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-93, hsa-miR-95, hsa-miR-96, hsa-miR-99b, hsa-miR-452, hsa-miR-494, hsa-miR-497, miR-205, or ambi-miR-7105.


In certain aspects, a subject is administered: one or more miRNA inhibitors having a nucleic acid segment having at least 80% nucleic acid sequence identity to hsa-let-71, hsa-miR-100, hsa-miR-103, hsa-miR-106b, hsa-miR-107, hsa-miR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-140, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-150, hsa-miR-155, hsa-miR-18a, hsa-miR-181b, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-27a, hsa-miR-31, hsa-miR-331, hsa-miR-93, hsa-miR-99b, hsa-miR-452, hsa-miR-497, or ambi-miR-7105; and/or one or miRNAs having a nucleic acid segment having at least 80% nucleic acid sequence identity to hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-miR-101, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-141, hsa-miR-148a, hsa-miR-148b, hsa-miR-154, hsa-miR-182, hsa-miR-186, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-216, hsa-miR-217, hsa-miR-26a, hsa-miR-26b, hsa-miR-27b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-95, hsa-miR-96, or hsa-miR-494.


In other aspects, a method for treating chronic pancreatitis in a subject comprises administering to the subject an effective amount of one or more synthetic miRNA molecules or miRNA inhibitors comprising a nucleic acid segment having at least 80% nucleic acid sequence identity to hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-18a, hsa-miR-182, hsa-miR-186, hsa-miR-199a hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-222, hsa-miR-223, hsa-miR-24, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-376a, hsa-miR-429, hsa-miR-95, hsa-miR-96, hsa-miR-98, hsa-miR-99a, hsa-miR-497, or ambi-miR-7105.


In still a further aspect, the subject is administered one or more miRNA inhibitors having a nucleic acid segment having at least 80% nucleic acid sequence identity to hsa-let-7i, hsa-miR-100, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-150, hsa-miR-18a, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-210, hsa-miR-214, hsa-miR-222, hsa-miR-223, hsa-miR-24, hsa-miR-31, hsa-miR-99a, or hsa-miR-497; and/or one or miRNAs having a nucleic acid segment having at least 80% nucleic acid sequence identity to hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-miR-101, hsa-miR-130a, hsa-miR-130b, hsa-miR-141, hsa-miR-148a, hsa-miR-148b, hsa-miR-182, hsa-miR-186, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-216, hsa-miR-217, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-376a, hsa-miR-429, hsa-miR-95, hsa-miR-96, hsa-miR-98, or ambi-miR-7105.


Synthetic nucleic acids can be administered to the subject or patient using modes of administration that are well known to those of skill in the art, particularly for therapeutic applications. It is particularly contemplated that a patient is human or any other mammal or animal having miRNA.


It will be understood in methods of the invention that a cell or other biological matter such as an organism (including patients) can be provided a miRNA or miRNA molecule corresponding to a particular miRNA by administering to the cell or organism a nucleic acid molecule that functions as the corresponding miRNA once inside the cell. The form of the molecule provided to the cell may not be the form that acts as a miRNA once inside the cell. Thus, it is contemplated that in some embodiments, biological matter is provided a synthetic miRNA or a nonsynthetic miRNA, such as one that becomes processed into a mature and active miRNA once it has access to the cell's miRNA processing machinery. In certain embodiments, it is specifically contemplated that the miRNA molecule provided to the biological matter is not a mature miRNA molecule but a nucleic acid molecule that can be processed into the mature miRNA once it is accessible to miRNA processing machinery. The term “nonsynthetic” in the context of miRNA means that the miRNA is not “synthetic,” as defined herein. Furthermore, it is contemplated that in embodiments of the invention that concern the use of synthetic miRNAs, the use of corresponding nonsynthetic miRNAs is also considered an aspect of the invention, and vice versa.


In other embodiments, the methods involve reducing cell viability comprising introducing into or providing to the cell an effective amount of (i) a miRNA inhibitor molecule or (ii) a synthetic or nonsynthetic miRNA molecule that corresponds to a miRNA sequence. Methods for inducing apoptosis have a number of therapeutic applications including, but not limited to, the treatment of cancer.


The present invention also concerns using miRNA compositions to treat diseases or conditions or to prepare therapeutics for the treatment of diseases or conditions. It is contemplated that 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, or 40 more miRNA (or any range derivable therein) may be used for these embodiments. In certain embodiments, methods involve one or more miRNA inhibitors and/or a miRNA molecules corresponding to any of these miRNAs, particularly for the treatment or prevention of cancer. Cancer includes, but is not limited to, malignant cancers, tumors, metastatic cancers, unresectable cancers, chemo- and/or radiation-resistant cancers, and terminal cancers.


It will be understood that shorthand notations are employed such that a generic description of a miRNA refers to any of its gene family members (distinguished by a number), unless otherwise indicated. It is understood by those of skill in the art that a “gene family” refers to a group of genes having the same miRNA coding sequence. Typically, members of a gene family are identified by a number following the initial designation. For example, miR-16-1 and miR-16-2 are members of the miR-16 gene family and “miR-7” refers to miR-7-1, miR-7-2 and miR-7-3. Moreover, unless otherwise indicated, a shorthand notation refers to related miRNAs (distinguished by a letter). Thus, “let-7,” for example, refers to let-7a-1, let7-a-2, let-7b, let-7c, let-7d, let-7e, let-7f-1, and let-7f-2.” Exceptions to these shorthand notations will be otherwise identified.


It will be understood that the term “providing” an agent is used to include “administering” the agent to a patient.


In certain embodiments, methods also include targeting a miRNA to modulate in a cell or organism. The term “targeting a miRNA to modulate” means a nucleic acid of the invention will be employed so as to modulate the selected miRNA. In some embodiments the modulation is achieved with a synthetic or non-synthetic miRNA that corresponds to the targeted miRNA, which effectively provides the targeted miRNA to the cell or organism (positive modulation). In other embodiments, the modulation is achieved with a miRNA inhibitor, which effectively inhibits the targeted miRNA in the cell or organism (negative modulation).


In some embodiments, the miRNA targeted to be modulated is a miRNA that affects a disease, condition, or pathway. In certain embodiments, the miRNA is targeted because a treatment can be provided by negative modulation of the targeted miRNA. In other embodiments, the miRNA is targeted because a treatment can be provided by positive modulation of the targeted miRNA.


In certain methods of the invention, there is a further step of administering the selected miRNA modulator to a cell, tissue, organ, or organism (collectively “biological matter”) in need of treatment related to modulation of the targeted miRNA or in need of the physiological or biological results discussed herein (such as with respect to a particular cellular pathway or result like decrease in cell viability). Consequently, in some methods of the invention there is a step of identifying a patient in need of treatment that can be provided by the miRNA modulator(s). It is contemplated that an effective amount of a miRNA modulator can be administered in some embodiments. In particular embodiments, there is a therapeutic benefit conferred on the biological matter, where a “therapeutic benefit” refers to an improvement in the one or more conditions or symptoms associated with a disease or condition or an improvement in the prognosis, duration, or status with respect to the disease. It is contemplated that a therapeutic benefit includes, but is not limited to, a decrease in pain, a decrease in morbidity, a decrease in a symptom. For example, with respect to cancer, it is contemplated that a therapeutic benefit can be inhibition of tumor growth, prevention of metastasis, reduction in number of metastases, inhibition of cancer cell proliferation, inhibition of cancer cell proliferation, induction of cell death in cancer cells, inhibition of angiogenesis near cancer cells, induction of apoptosis of cancer cells, reduction in pain, reduction in risk of recurrence, induction of chemo- or radiosensitivity in cancer cells, prolongation of life, and/or delay of death directly or indirectly related to cancer.


Furthermore, it is contemplated that the miRNA compositions may be provided as part of a therapy to a patient, in conjunction with traditional therapies or preventative agents. Moreover, it is contemplated that any method discussed in the context of therapy may be applied as preventatively, particularly in a patient identified to be potentially in need of the therapy or at risk of the condition or disease for which a therapy is needed.


In addition, methods of the invention concern employing one or more nucleic acids corresponding to a miRNA and a therapeutic drug. The nucleic acid can enhance the effect or efficacy of the drug, reduce any side effects or toxicity, modify its bioavailability, and/or decrease the dosage or frequency needed. In certain embodiments, the therapeutic drug is a cancer therapeutic. Consequently, in some embodiments, there is a method of treating cancer in a patient comprising administering to the patient the cancer therapeutic and an effective amount of at least one miRNA molecule that improves the efficacy of the cancer therapeutic or protects non-cancer cells. Cancer therapies also include a variety of combination therapies with both chemical and radiation based treatments. Combination chemotherapies include but are not limited to, for example, bevacizumab, cisplatin (CDDP), carboplatin, EGFR inhibitors (gefitinib and cetuximab), procarbazine, mechlorethamine, cyclophosphamide, camptothecin, COX-2 inhibitors (e.g., celecoxib) ifosfamide, melphalan, chlorambucil, busulfan, nitrosurea, dactinomycin, daunorubicin, doxorubicin (adriamycin), bleomycin, plicomycin, mitomycin, etoposide (VP16), tamoxifen, raloxifene, estrogen receptor binding agents, taxol, taxotere, gemcitabien, navelbine, farnesyl-protein transferase inhibitors, transplatinum, 5-fluorouracil, vincristin, vinblastin and methotrexate, or any analog or derivative variant of the foregoing.


Alternatively or additionally, the miRNA molecule in methods of the invention protects non-cancer cells from the cancer therapeutic and is selected from the group consisting of miR-16, miR-24, miR-30a-3p, miR-125b, miR-152, miR-194, miR-197, miR-214, and miR-331.


Generally, inhibitors of miRNAs can be given to achieve the opposite effect as compared to when nucleic acid molecules corresponding to the mature miRNA are given. Similarly, nucleic acid molecules corresponding to the mature miRNA can be given to achieve the opposite effect as compared to when inhibitors of the miRNA are given. For example, miRNA molecules that increase cell proliferation can be provided to cells to increase proliferation or inhibitors of such molecules can be provided to cells to decrease cell proliferation. The present invention contemplates these embodiments in the context of the different physiological effects observed with the different miRNA molecules and miRNA inhibitors disclosed herein. These include, but are not limited to, the following physiological effects: increase and decreasing cell proliferation, increasing or decreasing apoptosis, increasing transformation, increasing or decreasing cell viability, activating ERK, activating/inducing or inhibiting hTert, inhibit stimulation of Stat3, reduce or increase viable cell number, and increase or decrease number of cells at a particular phase of the cell cycle. Methods of the invention are generally contemplated to include providing or introducing one or more different nucleic acid molecules corresponding to one or more different miRNA molecules. It is contemplated that the following, at least the following, or at most the following number of different nucleic acid molecules may be provided or introduced: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, or any range derivable therein. This also applies to the number of different miRNA molecules that can be provided or introduced into a cell.


The present invention also concerns kits containing compositions of the invention or compositions to implement methods of the invention. In some embodiments, kits can be used to evaluate one or more miRNA molecules. In certain embodiments, a kit contains, contains at least or contains at most 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50 or more miRNA probes, synthetic miRNA molecules or miRNA inhibitors, or any range and combination derivable therein. In some embodiments, there are kits for evaluating miRNA activity in a cell.


Kits may comprise components, which may be individually packaged or placed in a container, such as a tube, bottle, vial, syringe, or other suitable container means.


Individual components may also be provided in a kit in concentrated amounts; in some embodiments, a component is provided individually in the same concentration as it would be in a solution with other components. Concentrations of components may be provided as 1×, 2×, 5×, 10×, or 20× or more.


Kits for using miRNA probes, synthetic miRNAs, nonsynthetic, and/or miRNA inhibitors of the invention for therapeutic, prognostic, or diagnostic applications are included as part of the invention. Specifically contemplated are any such molecules corresponding to any miRNA reported to influence biological activity, such as those discussed herein.


In certain aspects, negative and/or positive control synthetic miRNAs and/or miRNA inhibitors are included in some kit embodiments. The Control molecules can be used to verify transfection efficiency and/or control for transfection-induced changes in cells.


It is contemplated that any method or composition described herein can be implemented with respect to any other method or composition described herein and that different embodiments may be combined. It is specifically contemplated that any methods and compositions discussed herein with respect to miRNA molecules or miRNA may be implemented with respect to synthetic miRNAs to the extent the synthetic miRNA is exposed to the proper conditions to allow it to become a mature miRNA under physiological circumstances. The claims originally filed are contemplated to cover claims that are multiply dependent on any filed claim or combination of filed claims.


Any embodiment of the invention involving specific miRNAs by name is contemplated also to cover embodiments involving miRNAs whose sequences are at least 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99% identical to the mature sequence of the specified miRNA.


Embodiments of the invention include kits for analysis of a pathological sample by assessing miRNA profile for a sample comprising, in suitable container means, two or more miRNA probes, wherein the miRNA probes detect one or more of hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-103, hsa-miR-106a, hsa-miR-106b, hsa-miR-107, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-140, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-154, hsa-miR-155, hsa-miR-15b, hsa-miR-17-5p, hsa-miR-18, hsa-miR-181b, hsa-miR-182, hsa-miR-186, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27a, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-331, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-93, hsa-miR-95, hsa-miR-96, hsa-miR-98, hsa-miR-99a, hsa-miR-99b, hsa-miR-452, hsa-miR-494, hsa-miR-497 or ambi-miR-7105. The kit can further comprise reagents for labeling miRNA in the sample. The kit may also include the labeling reagents include at least one amine-modified nucleotide, poly(A) polymerase, and poly(A) polymerase buffer. Labeling reagents can include an amine-reactive dye.









TABLE 1







Listing of miRNA probes for pancreatic sample assessment.










Probe Sequence
SEQ ID NO:
miRNA
miR Base Information














UGAGGUAGUAGGUUGUAUAGUU
SEQ ID NO:1
hsa-let-7a
>hsa-let-7a MIMAT0000062






UGAGGUAGUAGGUUGUGUGGUU
SEQ ID NO:2
hsa-let-7b
>hsa-let-7b MIMAT0000063





UGAGGUAGUAGGUUGUAUGGUU
SEQ ID NO:3
hsa-let-7c
>hsa-let-7c MIMAT0000064





AGAGGUAGUAGGUUGCAUAGU
SEQ ID NO:4
hsa-let-7d
>hsa-let-7d MIMAT0000065





UGAGGUAGGAGGUUGUAUAGU
SEQ ID NO:5
hsa-let-7e
>hsa-let-7e MIMAT0000066





UGAGGUAGUAGAUUGUAUAGUU
SEQ ID NO:6
hsa-let-7f
>hsa-let-7f MIMAT0000067





UGAGGUAGUAGUUUGUACAGU
SEQ ID NO:7
hsa-let-7g
>hsa-let-7g MIMAT0000414





UGAGGUAGUAGUUUGUGCUGU
SEQ ID NO:8
hsa-let-7i
>hsa-let-7i MIMAT0000415





UGGAAUGUAAAGAAGUAUGUA
SEQ ID NO:9
hsa-miR-1
>hsa-miR-1 MIMA10000416





AACCCGUAGAUCCGAACUUGUG
SEQ ID NO:10
hsa-miR-100
>hsa-miR-100 MIMAT0000098





UACAGUACUGUGAUAACUGAAG
SEQ ID NO:11
hsa-miR-101
>hsa-miR-101 MIMAT0000099





AGCAGCAUUGUACAGGGCUAUGA
SEQ ID NO:12
hsa-miR-103
>hsa-miR-103 MIMAT0000101





UCAAAUGCUCAGACUCCUGU
SEQ ID NO:13
hsa-miR-105
>hsa-miR-105 MIMAT0000102





AAAAGUGCUUACAGUGCAGGUAGC
SEQ ID NO:14
hsa-miR-106a
>hsa-miR-106a MIMAT0000103





UAAAGUGCUGACAGUGCAGAU
SEQ ID NO:15
hsa-miR-106b
>hsa-miR-106b MIMAT0000680





AGCAGCAUUGUACAGGGCUAUCA
SEQ ID NO:16
hsa-miR-107
>hsa-miR-107 MIMAT0000104





UACCCUGUAGAUCCGAAUUUGUG
SEQ ID NO:17
hsa-miR-10a
>hsa-miR-10a MIMAT0000253





UACCCUGUAGAACCGAAUUUGU
SEQ ID NO:18
hsa-miR-10b
>hsa-miR-10b MIMAT0000254





UGGAGUGUGACAAUGGUGUUUGU
SEQ ID NO:19
hsa-miR-122a
>hsa-miR-122a MIMAT0000421





UUAAGGCACGCGGUGAAUGCCA
SEQ ID NO:20
hsa-miR-124a
>hsa-miR-124a MIMAT0000422





UCCCUGAGACCCUUUAACCUGUG
SEQ ID NO:21
hsa-miR-125a
>hsa-miR-125a MIMAT0000443





UCCCUGAGACCCUAACUUGUGA
SEQ ID NO:22
hsa-miR-125b
>hsa-miR-125b MIMAT0000423





UCGUACCGUGAGUAAUAAUGC
SEQ ID NO:23
hsa-miR-126
>hsa-miR-126 MIMAT0000445





CAUUAUUACUUUUGGUACGCG
SEQ ID NO:24
hsa-miR-126-AS
>hsa-miR-126* MIMAT0000444





UCGGAUCCGUCUGAGCUUGGCU
SEQ ID NO:25
hsa-miR-127
>hsa-miR-127 MIMAT0000446





UCACAGUGAACCGGUCUCUUUU
SEQ ID NO:26
hsa-miR-128a
>hsa-miR-128a MIMAT0000424





CUUUUUGCGGUCUGGGCUUGC
SEQ ID NO:27
hsa-miR-129
>hsa-miR-129 MIMAT0000242





CAGUGCAAUGUUAAAAGGGCAU
SEQ ID NO:28
hsa-miR-130a
>hsa-miR-130a MIMAT0000425





CAGUGCAAUGAUGAAAGGGCAU
SEQ ID NO:29
hsa-miR-130b
>hsa-miR-130b MIMAT0000691





UAACAGUCUACAGCCAUGGUCG
SEQ ID NO:30
hsa-miR-132
>hsa-miR-132 MIMAT0000426





UUGGUCCCCUUCAACCAGCUGU
SEQ ID NO:31
hsa-miR-133a
>hsa-miR-133a MIMAT0000427





UGUGACUGGUUGACCAGAGGG
SEQ ID NO:32
hsa-miR-134
>hsa-miR-134 MIMAT0000447





UAUGGCUUUUUAUUCCUAUGUGA
SEQ ID NO:33
hsa-miR-135a
>hsa-miR-135a MIMA10000428





UAUGGCUUUUCAUUCCUAUGUG
SEQ ID NO:34
hsa-miR-135b
>hsa-miR-135b MIMAT0000758





ACUCCAUUUGUUUUGAUGAUGGA
SEQ ID NO:35
hsa-miR-136
>hsa-miR-136 MIMAT0000448





UAUUGCUUAAGAAUACGCGUAG
SEQ ID NO:36
hsa-miR-137
>hsa-miR-137 MIMAT0000429





AGCUGGUGUUGUGAAUC
SEQ ID NO:37
hsa-miR-138
>hsa-miR-138 MIMAT0000430





UCUACAGUGCACGUGUCU
SEQ ID NO:38
hsa-miR-139
>hsa-miR-139 MIMAT0000250





AGUGGUUUUACCCUAUGGUAG
SEQ ID NO:39
hsa-miR-140
>hsa-miR-140 MIMAT0000431





UAACACUGUCUGGUAAAGAUGG
SEQ ID NO:40
hsa-miR-141
>hsa-miR-141 MIMAT0000432





UGUAGUGUUUCCUACUUUAUGGA
SEQ ID NO:41
hsa-miR-142-3p
>hsa-miR-142-3p MIMAT0000434





CAUAAAGUAGAAAGCACUAC
SEQ ID NO:42
hsa-miR-142-5p
>hsa-miR-142-5p MIMAT0000433





UGAGAUGAAGCACUGUAGCUCA
SEQ ID NO:43
hsa-miR-143
>hsa-miR-143 MIMAT0000435





UACAGUAUAGAUGAUGUACUAG
SEQ ID NO:44
hsa-miR-144
>hsa-miR-144 MIMAT0000436





GUCCAGUUUUCCCAGGAAUCCCUU
SEQ ID NO:45
hsa-miR-145
>hsa-miR-145 MIMAT0000437





UGAGAACUGAAUUCCAUGGGUU
SEQ ID NO:46
hsa-miR-146a
>hsa-miR-146a MIMAT0000449





GUGUGUGGAAAUGCUUCUGC
SEQ ID NO:47
hsa-miR-147
>hsa-miR-147 MIMAT0000251





UCAGUGCACUACAGAACUUUGU
SEQ ID NO:48
hsa-miR-148a
>hsa-miR-148a MIMAT0000243





UCAGUGCAUCACAGAACUUUGU
SEQ ID NO:49
hsa-miR-148b
>hsa-miR-148b MIMAT0000759





UCUGGCUCCGUGUCUUCACUCC
SEQ ID NO:50
hsa-miR-149
>hsa-miR-149 MIMAT0000480





UCUCCCAACCCUUGUACCAGUG
SEQ ID NO:51
hsa-miR-150
>hsa-miR-150 MIMAT0000451





ACUAGACUGAAGCUCCUUGAGG
SEQ ID NO:52
hsa-miR-151
>hsa-miR-151 MIMAT0000757





UCAGUGCAUGACAGAACUUGGG
SEQ ID NO:53
hsa-miR-152
>hsa-miR-152 MIMAT0000438





UUGCAUAGUCACAAAAGUGA
SEQ ID NO:54
hsa-miR-153
>hsa-miR-153 MIMAT0000439





UAGGUUAUCCGUGUUGCCUUCG
SEQ ID NO:55
hsa-miR-154
>hsa-miR-154 MIMAT0000452





UUAAUGCUAAUCGUGAUAGGGG
SEQ ID NO:56
hsa-miR-155
>hsa-miR-155 MIMAT0000646





UAGCAGCACAUAAUGGUUUGUG
SEQ ID NO:57
hsa-miR-15a
>hsa-miR-15a MIMAT0000068





UAGCAGCACAUCAUGGUUUACA
SEQ ID NO:58
hsa-miR-15b
>hsa-miR-15b MIMAT0000417





UAGCAGCACGUAAAUAUUGGCG
SEQ ID NO:59
hsa-miR-16
>hsa-miR-16 MIMAT0000069





ACUGCAGUGAAGGCACUUGU
SEQ ID NO:60
hsa-miR-17-3p
>hsa-miR-17-3p MIMAT0000071





CAAAGUGCUUACAGUGCAGGUAGU
SEQ ID NO:61
hsa-miR-17-5p
>hsa-miR-17-5p MIMAT0000070





UAAGGUGCAUCUAGUGCAGAUA
SEQ ID NO:62
hsa-miR-18a
>hsa-miR-18a MIMAT0000072





AACAUUCAACGCUGUCGGUGAGU
SEQ ID NO:63
hsa-miR-181a
>hsa-miR-181a MIMA10000256





AACAUUCAUUGCUGUCGGUGGG
SEQ ID NO:64
hsa-miR-181b
>hsa-miR-181b MIMAT0000257





AACAUUCAACCUGUCGGUGAGU
SEQ ID NO:65
hsa-miR-181c
>hsa-miR-181c MIMAT0000258





UUUGGCAAUGGUAGAACUCACA
SEQ ID NO:66
hsa-miR-182
>hsa-miR-182 MIMAT0000259





UGGUUCUAGACUUGCCAACUA
SEQ ID NO:67
hsa-miR-182-AS
>hsa-miR-182* MIMAT0000260





UAUGGCACUGGUAGAAUUCACUG
SEQ ID NO:68
hsa-miR-183
>hsa-miR-183 MIMAT0000261





UGGACGGAGAACUGAUAAGGGU
SEQ ID NO:69
hsa-miR-184
>hsa-miR-184 MIMAT0000454





UGGAGAGAAAGGCAGUUC
SEQ ID NO:70
hsa-miR-185
>hsa-miR-185 MIMAT0000455





CAAAGAAUUCUCCUUUUGGGCUU
SEQ ID NO:71
hsa-miR-186
>hsa-miR-186 MIMAT0000456





UCGUGUCUUGUGUUGCAGCCG
SEQ ID NO:72
hsa-miR-187
>hsa-miR-187 MIMAT0000262





CAUCCCUUGCAUGGUGGAGGGU
SEQ ID NO:73
hsa-miR-188
>hsa-miR-188 MIMAT0000457





GUGCCUACUGAGCUGAUAUCAGU
SEQ ID NO:74
hsa-miR-189
>hsa-miR-189 MIMAT0000079





UGAUAUGUUUGAUAUAUUAGGU
SEQ ID NO:75
hsa-miR-190
>hsa-miR-190 MIMAT0000458





CAACGGAAUCCCAAAAGCAGCU
SEQ ID NO:76
hsa-miR-191
>hsa-miR-191 MIMAT0000440





CUGACCUAUGAAUUGACAGCC
SEQ ID NO:77
hsa-miR-192
>hsa-miR-192 MIMAT0000222





AACUGGCCUACAAAGUCCCAG
SEQ ID NO:78
hsa-miR-193a
>hsa-miR-193a MIMAT0000459





UGUAACAGCAACUCCAUGUGGA
SEQ ID NO:79
hsa-miR-194
>hsa-miR-194 MIMAT0000460





UAGCAGCACAGAAAUAUUGGC
SEQ ID NO: 80
hsa-miR-195
>hsa-miR-195 MIMAT0000461





UAGGUAGUUUCAUGUUGUUGG
SEQ ID NO:81
hsa-miR-196a
>hsa-miR-196a MIMAT0000226





UAGGUAGUUUCCUGUUGUUGG
SEQ ID NO:82
hsa-miR-196b
>hsa-miR-196b MIMAT0001080





UUCACCACCUUCUCCACCCAGC
SEQ ID NO:83
hsa-miR-197
>hsa-miR-197 MIMAT0000227





GGUCCAGAGGGGAGAUAGG
SEQ ID NO:84
hsa-miR-198
>hsa-miR-198 MIMAT0000228





CCCAGUGUUCAGACUACCUGUUC
SEQ IDNO:85
hsa-miR-199a
>hsa-miR-199a MIMAT0000231





UACAGUAGUCUGCACAUUGGUU
SEQ ID NO:86
hsa-miR-199a-AS
>hsa-miR-199a* MIMAT0000232





CCCAGUGUUUAGACUAUCUGUUC
SEQ ID NO:87
hsa-miR-199b
>hsa-miR-199b MIMAT0000263





UGUGCAAAUCUAUGCAAAACUGA
SEQ ID NO:88
hsa-miR-19a
>hsa-miR-19a MIMAT0000073





UGUGCAAAUCCAUGCAAAACUGA
SEQ ID NO:89
hsa-miR-19b
>hsa-miR-19b MIMAT0000074





UAAAGUGCUUAUAGUGCAGGUAG
SEQ ID NO:90
hsa-miR-20a
>hsa-miR-20a MIMAT0000075





UAACACUGUCUGGUAACGAUGU
SEQ ID NO:91
hsa-miR-200a
>hsa-miR-200a MIMAT0000682





UAAUACUGCCUGGUAAUGAUGAC
SEQ ID NO:92
hsa-miR-200b
>hsa-miR-200b MIMAT0000318





UAAUACUGCCGGGUAAUGAUGG
SEQ ID NO:93
hsa-miR-200c
>hsa-miR-200c MIMAT0000617





GUGAAAUGUUUAGGACCACUAG
SEQ ID NO:94
hsa-miR-203
>hsa-miR-203 MIMAT0000264





UUCCCUUUGUCAUCCUAUGCCU
SEQ ID NO:95
hsa-miR-204
>hsa-miR-204 MIMAT0000265





UCCUUCAUUCCACCGGAGUCUG
SEQ ID NO:96
hsa-miR-205
>hsa-miR-205 MIMAT0000266





UGGAAUGUAAGGAAGUGUGUGG
SEQ ID NO:97
hsa-miR-206
>hsa-miR-206 MIMAT0000462





AUAAGACGAGCAAAAAGCUUGU
SEQ ID NO:98
hsa-miR-208
>hsa-miR-208 MIMAT0000241





UAGCUUAUCAGACUGAUGUUGA
SEQ ID NO:99
hsa-miR-21
>hsa-miR-21 MIMAT0000076





CUGUGCGUGUGACAGCGGCUGA
SEQ ID NO:100
bsa-miR-210
>hsa-miR-210 MIMA10000267





UUCCCUUUGUCAUCCUUCGCCU
SEQ ID NO:101
hsa-miR-211
>hsa-miR-211 MIMAT0000268





UAACAGUCUCCAGUCACGGCC
SEQ ID NO:102
hsa-miR-212
>hsa-miR-212 MIMAT0000269





ACCAUCGACCGUUGAUUGUACC
SEQ ID NO:103
hsa-miR-213
>hsa-miR-181a* MIMAT0000270





ACAGCAGGCACAGACAGGCAG
SEQ ID NO:104
hsa-miR-214
>hsa-miR-214 MIMAT0000271





AUGACCUAUGAAUUGACAGAC
SEQ ID NO:105
hsa-miR-215
>hsa-miR-215 MIMAT0000272





UAAUCUCAGCUGGCAACUGUG
SEQ ID NO:106
hsa-miR-216
>hsa-miR-216 MIMAT0000273





UACUGCAUCAGGAACUGAUUGGAU
SEQ ID NO:107
hsa-miR-217
>hsa-miR-217 MIMAT0000274





UUGUGCUUGAUCUAACCAUGU
SEQ ID NO:108
hsa-mi R-218
>hsa-miR-218 MIMAT0000275





UGAUUGUCCAAACGCAAUUCU
SEQ ID NO:109
hsa-miR-219
>hsa-miR-219 MIMAT0000276





AAGCUGCCAGUUGAAGAACUGU
SEQ ID NO:110
hsa-miR-22
>hsa-miR-22 MIMAT0000077





CCACACCGUAUCUGACACUUU
SEQ ID NO:111
hsa-miR-220
>hsamiR-220 MIMAT0000277





AGCUACAUUGUCUGCUGGGUUUC
SEQ ID NO:112
hsa-miR-221
>hsa-miR-221 MIMAT0000278





AGCUACAUCUGGCUACUGGGUCUC
SEQ ID NO:113
hsa-miR-222
>hsa-miR-222 MIMAT0000279





UGUCAGUUUGUCAAAUACCCC
SEQ ID NO:114
hsa-miR-223
>hsa-miR-223 MIMAT0000280





CAAGUCACUAGUGGUUCCGUUUA
SEQ ID NO:115
hsa-miR-224
>hsa-miR-224 MIMAT0000281





AUCACAUUGCCAGGGAUUUCC
SEQ ID NO:116
hsa-miR-23a
>hsa-miR-23a MIMAT0000078





AUCACAUUGCCAGGGAUUACC
SEQ ID NO:117
hsa-miR-23b
>hsa-miR-23b MIMAT0000418





UGGCUCAGUUCAGCAGGAACAG
SEQ ID NO:118
hsa-miR-24
>hsa-miR-24 MIMAT0000080





CAUUGCACUUGUCUCGGUCUGA
SEQ ID NO:119
hsa-miR-25
>hsa-miR-25 MIMAT0000081





UUCAAGUAAUCCAGGAUAGGC
SEQ ID NO:120
hsa-miR-26a
>hsa-miR-26a MIMAT0000082





UUCAAGUAAUUCAGGAUAGGUU
SEQ ID NO:121
hsa-miR-26b
>hsa-miR-26b MIMAT0000083





UUCACAGUGGCUAAGUUCCGC
SEQ ID NO:122
hsa-miR-27a
>hsa-miR-27a MIMAT0000084





UUCACAGUGGCUAAGUUCUGC
SEQ ID NO:123
hsa-miR-27b
>hsa-miR-27b MIMAT0000419





AAGGAGCUCACAGUCUAUUGAG
SEQ ID NO:124
hsa-miR-28
>hsa-miR-28 MIMAT000085





AGGGCCCCCCCUCAAUCCUGU
SEQ ID NO:125
hsa-miR-296
>hsa-miR-296 MIMAT0000690





UGGUUUACCGUCCCACAUACAU
SEQ ID NO:126
hsa-miR-299-5p
>hsa-miR-299-5p MIMAT0002890





UAGCACCAUCUGAAAUCGGUU
SEQ ID NO:127
hsa-miR-29a
>hsa-miR-29a MIMAT0000086





UAGCACCAUUUGAAAUCAGUGUU
SEQ ID NO:128
hsa-miR-29b
>hsa-miR-29b MIMAT0000100





UAGCACCAUUUGAAAUCGGU
SEQ ID NO:129
hsa-miR-29c
>hsa-miR-29c MIMAT0000681





CAGUGCAAUAGUAUUGUCAAAGC
SEQ ID NO:130
hsa-miR-301
>hsa-miR-301 MIMAT0000688





UAAGUGCUUCCAUGUUUUGGUGA
SEQ ID NO:131
hsa-miR-302a
>hsa-miR-302a MIMAT0000684





UAAGUGCUUCCAUGUUUUAGUAG
SEQ ID NO:132
hsa-miR-302b
>hsa-miR-302b MIMAT0000715





ACUUUAACAUGGAAGUGCUUUCU
SEQ ID NO:133
hsa-miR-302b-AS
>hsa-miR-302b* MIMAT0000714





UAAGUGCUUCCAUGUUUCAGUGG
SEQ ID NO:134
hsa-miR-302c
>hsa-miR-302c MIMAT0000717





UUUAACAUGGGGGUACCUGCUG
SEQ ID NO:135
hsa-miR-302c-AS
>hsa-miR-302c* MIMAT0000716





UAAGUGCUUCCAUGUUUGAGUGU
SEQ ID NO:136
hsa-miR-302d
>hsa-miR-302d MIMAT0000718





CUUUCAGUCGGAUGUUUGCAGC
SEQ ID NO:137
hsa-miR-30a-3p
>hsa-miR-30a-3p MIMAT0000088





UGUAAACAUCCUCGACUGGAAG
SEQ ID NO:138
hsa-miR-30a-5p
>hsa-miR-30a-5p MIMAT0000087





UGUAAACAUCCUACACUCAGCU
SEQ ID NO:139
hsa-miR-30b
>hsa-miR-30b MIMAT0000420





UGUAAACAUCCUACACUCUCAGC
SEQ ID NO:140
hsa-miR-30c
>hsa-miR-30c MIMAT0000244





UGUAAACAUCCCCGACUGGAAG
SEQ ID NO:141
hsa-miR-30d
>hsa-miR-30d MIMAT0000245





CUUUCAGUCGGAUGUUUACAGC
SEQ ID NO:142
hsa-miR-30e-3p
>hsa-miR-30e-3p MIMAT0000693





UGUAAACAUCCUUGACUGGA
SEQ ID NO:143
hsa-miR-30e-5p
>hsa-miR-30e-5p MIMAT0000692





GGCAAGAUGCUGGCAUAGCUG
SEQ ID NO:144
hsa-miR-31
>hsa-miR-31 MIMAT0000089





UAUUGCACAUUACUAAGUUGC
SEQ ID NO:145
hsa-miR-32
>hsa-miR-32 MIMAT0000090





AAAAGCUGGGUUGAGAGGGCGAA
SEQ ID NO:146
hsa-miR-320
>hsa-miR-320 MIMAT0000510





GCACAUUACACGGUCGACCUCU
SEQ ID NO:147
hsa-miR-323
>hsa-miR-323 MIMAT0000755





CCACUGCCCCAGGUGCUGCUGG
SEQ ID NO:148
hsa-miR-324-3p
>hsa-miR-324-3p MIMAT0000762





CGCAUCCCCUAGGGCAUUGGUGU
SEQ ID NO:149
hsa-miR-324-5p
>hsa-miR-324-5p MIMAT0000761





CCUAGUAGGUGUCCAGUAAGUGU
SEQ ID NO:150
hsa-miR-325
>hsa-miR-325 MIMAT0000771





CCUCUGGGCCCUUCCUCCAG
SEQ ID NO:151
hsa-miR-326
>hsa-miR-326 MIMAT0000756





CUGGCCCUCUCUGCCCUUCCGU
SEQ ID NO:152
hsa-miR-328
>hsa-miR-328 MIMAT0000752





GUGCAUUGUAGUUGCAUUG
SEQ ID NO:153
hsa-miR-33
>hsa-miR-33 MIMAT0000091





GCAAAGCACACGGCCUGCAGAGA
SEQ ID NO:154
hsa-miR-330
>hsa-miR-330 MIMAT0000751





GCCCCUGGGCCUAUCCUAGAA
SEQ ID NO:155
hsa-miR-331
>hsa-miR-331 MIMAT0000760





UCAAGAGCAAUAACGAAAAAUGU
SEQ ID NO:156
hsa-miR-335
>hsa-miR-335 MIMAT0000765





UCCAGCUCCUAUAUGAUGCCUUU
SEQ ID NO:157
hsa-miR-337
>hsa-miR-337 MIMAT0000754





UCCAGCAUCAGUGAUUUUGUUGA
SEQ ID NO:158
hsa-miR-338
>hsa-miR-338 MIMAT0000763





UCCCUGUCCUCCAGGAGCUCA
SEQ ID NO:159
hsa-miR-339
>hsa-miR-339 MIMAT0000764





UCCGUCUCAGUUACUUUAUAGCC
SEQ ID NO:160
hsa-miR-340
>hsa-miR-340 MIMAT0000750





UCUCACACAGAAAUCGCACCCGUC
SEQ ID NO:161
hsa-miR-342
>hsa-miR-342 MIMAT0000753





UGCUGACUCCUAGUCCAGGGC
SEQ ID NO:162
hsa-miR-345
>hsa-miR-345 MIMAT0000772





UGUCUGCCCGCAUGCCUGCCUCU
SEQ ID NO:163
hsa-miR-346
>hsa-miR-346 MIMAT0000773





UGGCAGUGUCUUAGCUGGUUGUU
SEQ ID NO:164
hsa-miR-34a
>hsa-miR-34a MIMAT0000255





UAGGCAGUGUCAUUAGCUGAUUG
SEQ ID NO:165
hsa-miR-34b
>hsa-miR-34b MIMAT0000685





AGGCAGUGUAGUUAGCUGAUUGC
SEQ ID NO:166
hsa-miR-34c
>hsa-miR-34c MIMAT0000686





UUAUCAGAAUCUCCAGGGGUAC
SEQ ID NO:167
hsa-miR-361
>hsa-miR-361 MIMAT0000703





UAAUGCCCCUAAAAAUCCUUAU
SEQ ID NO:168
hsa-miR-365
>hsa-miR-365 MIMAT0000710





AAUUGCACUUUAGCAAUGGUGA
SEQ ID NO:169
hsa-miR-367
>hsa-miR-367 MIMAT0000719





ACAUAGAGGAAAUUCCACGUUU
SEQ ID NO:170
hsa-miR-368
>hsa-miR-368 MIMAT0000720





AAUAAUACAUGGUUGAUCUUU
SEQ ID NO:171
hsa-miR-369-3p
>hsa-miR-369-3p MIMAT0000721





GCCUGCUGGGGUGGAACCUGG
SEQ ID NO:172
hsa-miR-370
>hsa-miR-370 MIMAT0000722





GUGCCGCCAUCUUUUGAGUGU
SEQ ID NO:173
hsa-miR-371
>hsa-miR-371 MIMAT0000723





AAAGUGCUGCGACAUUUGAGCGU
SEQ ID NO:174
hsa-miR-372
>hsa-miR-372 MIMAT0000724





GAAGUGCUUCGAUUUUGGGGUGU
SEQ ID NO:175
hsa-miR-373
>hsa-miR-373 MIMAT0000726





ACUCAAAAUGGGGGCGCUUUCC
SEQ ID NO:176
hsa-miR-373-AS
>hsa-miR-373* MIMAT0000725





UUAUAAUACAACCUGAUAAGUG
SEQ ID NO:177
hsa-miR-374
>hsa-miR-374 MIMAT0000727





UUUGUUCGUUCGGCUCGCGUGA
SEQ ID NO:178
hsa-miR-375
>hsa-miR-375 MIMA10000728





AUCAUAGAGGAAAAUCCACGU
SEQ ID NO:179
hsa-miR-376a
>hsa-miR-376a MIMAT0000729





AUCACACAAAGGCAACUUUUGU
SEQ ID NO:180
hsa-miR-377
>hsa-miR-377 MIMAT0000730





CUCCUGACUCCAGGUCCUGUGU
SEQ ID NO:181
hsa-miR-378
>hsa-miR-378 MIMAT0000731





UGGUAGACUAUGGAACGUA
SEQ ID NO:182
hsa-miR-379
>hsa-miR-379 MIMAT0000733





UAUGUAAUAUGGUCCACAUCUU
SEQ ID NO:183
hsa-miR-380-3p
>hsa-miR-380-3p MIMAT0000735





UGGUUGACCAUAGAACAUGCGC
SEQ ID NO:184
hsa-miR-380-5p
>hsa-miR-380-5p MIMAT0000734





UAUACAAGGGCAAGCUCUCUGU
SEQ ID NO:185
hsa-miR-381
>hsa-miR-381 MIMAT0000736





GAAGUUGUUCGUGGUGGAUUCG
SEQ ID NO:186
hsa-miR-382
>hsa-miR-382 MIMAT0000737





AGAUCAGAAGGUGAUUGUGGCU
SEQ ID NO:187
hsa-miR-383
>hsa-miR-383 MIMAT0000738





AUUCCUAGAAAUUGUUCAUA
SEQ ID NO:188
hsa-miR-384
>hsa-miR-384 MIMAT0001075





CUGGACUUAGGGUCAGAAGGCC
SEQ ID NO:189
hsa-miR-422a
>hsa-miR-422a MIMAT0001339





CUGGACUUGGAGUCAGAAGGCC
SEQ ID NO:190
hsa-miR-422b
>hsa-miR-422b MIMAT0000732





AGCUCGGUCUGAGGCCCCUCAG
SEQ ID NO:191
hsa-miR-423
>hsa-miR-423 MIMAT0001340





CAGCAGCAAUUCAUGUUUUGAA
SEQ ID NO:192
hsa-miR-424
>hsa-miR-424 MIMAT0001341





AUCGGGAAUGUCGUGUCCGCC
SEQ ID NO:193
hsa-miR-425
>hsa-miR-425-3p MIMAT0001343





UAAUACUGUCUGGUAAAACCGU
SEQ ID NO:194
hsa-miR-429
>hsa-miR-429 MIMAT0001536





UUGCAUAUGUAGGAUGUCCCAU
SEQ ID NO:195
hsa-miR-448
>hsa-miR-448 MIMAT0001532





UGGCAGUGUAUUGUUAGCUGGU
SEQ ID NO:196
hsa-miR-449
>hsa-miR-449 MIMAT0001541





UUUUUGCGAUGUGUUCCUAAUA
SEQ ID NO:197
hsa-miR-450
>hsa-miR-450 MIMAT0001545





UGGAAGACUAGUGAUUUUGUUG
SEQ ID NO:198
hsa-miR-7
>hsa-miR-7 MIMAT0000252





UCUUUGGUUAUCUAGCUGUAUGA
SEQ ID NO:199
hsa-miR-9
>hsa-miR-9 MIMAT0000441





UAAAGCUAGAUAACCGAAAGU
SEQ ID NO:200
hsa-miR-9-AS
>hsa-miR-9* MIMAT0000442





UAUUGCACUUGUCCCGGCCUG
SEQ ID NO:201
hsa-miR-92
>hsa-miR-92 MIMAT0000092





AAAGUGCUGUUCGUGCAGGUAG
SEQ ID NO:202
hsa-miR-93
>hsa-miR-93 MIMAT0000093





UUCAACGGGUAUUUAUUGAGCA
SEQ ID NO:203
hsa-miR-95
>hsa-miR-95 MIMAT0000094





UUUGGCACUAGCACAUUUUUGC
SEQ ID NO:204
hsa-miR-96
>hsa-miR-96 MIMAT0000095





UGAGGUAGUAAGUUGUAUUGUU
SEQ ID NO:205
hsa-miR-98
>hsa-miR-98 MIMAT0000096





AACCCGUAGAUCCGAUCUUGUG
SEQ ID NO:206
hsa-miR-99a
>hsa-miR-99a MIMAT0000097





CACCCGUAGAACCGACCUUGCG
SEQ ID NO:207
hsa-miR-99b
>hsa-miR-99b MIMAT0000689





CUAUACGACCUGCUGCCUUUCU
SEQ ID NO:208
mmu-let-7d-AS
>mmu-let-7d* MIMAT0000384





UACAGUACUGUGAUAGCUGAAG
SEQ ID NO:209
mmu-miR-101b
>mmu-miR-101b MIMAT0000616





CAAAGUGCUAACAGUGCAGGUA
SEQ ID NO:210
mmu-miR-106a
>mmu-miR-106a MIMAT0000385





AAGCCCUUACCCCAAAAAGCAU
SEQ ID NO:211
mmu-miR-129-3p
>mmu-miR-129-3p MIMAT0000544





UACCACAGGGUAGAACCACGGA
SEQ ID NO:212
mmu-miR-140-AS
>mmu-miR-140* MIMAT0000152





CUAGACUGAGGCUCCUUGAGG
SEQ ID NO:213
mmu-miR-151
>mmu-miR-151 MIMAT0000161





UUAAUGCUAAUUGUGAUAGGGG
SEQ ID NO:214
mmu-miR-155
>mmu-miR-155 MIMAT0000165





ACUGCAGUGAGGGCACUUGUA
SEQ ID NO:215
mmu-miR-17-3p
>mmu-miR-17-3p MIMAT0000650





CUGACCUAUGAAUUGACA
SEQ ID NO:216
mmu-miR-192
>mmu-miR-192 MIMAT0000517





CCCAGUGUUUAGACUACCUGUUC
SEQ ID NO:217
mmu-miR-199b
>mmu-miR-199b MIMAT0000672





UACUCAGUAAGGCAUUGUUCU
SEQ ID NO:215
mmu-miR-201
>mmu-miR-201 MIMAT0000234





AGAGGUAUAGCGCAUGGGAAGA
SEQ ID NO:219
mmu-miR-202
>mmu-miR-202 MIMAT0000235





GCUUCUCCUGGCUCUCCUCCCUC
SEQ ID NO:220
mmu-miR-207
>mmu-miR-207 MIMAT0000240





UUCCCUUUGUCAUCCUUUGCCU
SEQ ID NO:221
mmu-miR-211
>mmu-miR-211 MIMAT0000668





AUGACCUAUGAUUUGACAGAC
SEQ ID NO:222
mmu-miR-215
>mmu-miR-215 MIMAT0000904





UACUGCAUCAGGAACUGACUGGAU
SEQ ID NO:223
mmu-miR-217
>mmu-miR-217 MIMA10000679





CUCAAACUAUGGGGGCACUUUUU
SEQ ID NO:224
mmu-miR-290
>mmu-miR-290 MIMAT0000366





AAAGUGCUUCCACUUUGUGUGCC
SEQ ID NO:225
mmu-miR-291-3p
>mmu-miR-291a-3p MIMAT0000365





CAUCAAAGUGGAGGCCCUCUCU
SEQ ID NO:226
mmu-miR-291-5p
>mmu-miR-291a-5p MIMAT0000367





AAGUGCCGCCAGGUUUUGAGUGU
SEQ ID NO:227
mmu-miR-292-3p
>mmu-miR-292-3p MIMAT0000370





ACUCAAACUGGGGGCUCUUUUG
SEQ ID NO:228
mmu-miR-292-5p
>mmu-miR-292-5p MIMAT0000369





AGUGCCGCAGAGUUUGUAGUGU
SEQ ID NO:229
mmu-miR-293
>mmu-miR-293 MIMAT0000371





AAAGUGCUUCCCUUUUGUGUGU
SEQ ID NO:230
mmu-miR-294
>mmu-miR-294 MIMAT0000372





AAAGUGCUACUACUUUUGAGUCU
SEQ ID NO:231
mmu-miR-295
>mmu-miR-295 MIMAT0000373





AUGUAUGUGUGCAUGUGCAUG
SEQ ID NO:232
mmu-miR-297
>mmu-miR-297 MIMAT0000375





GGCAGAGGAGGGCUGUUCUUCC
SEQ ID NO:233
mmu-miR-298
>mmu-miR-298 MIMAT0000376





UAUGCAAGGGCAAGCUCUCUUC
SEQ ID NO:234
mmu-miR-300
>mmu-miR-300 MIMAT0000378





AAACAUGAAGCGCUGCAACA
SEQ ID NO:235
mmu-miR-322
>mmu-miR-322 MIMAT0000549





CAGCAGCAAUUCAUGUUUUGGA
SEQ ID NO:236
mmu-miR-424
>mmu-miR-424 MIMAT0000548





CCUAGUAGGUGCUCAGUAAGUGU
SEQ ID NO:237
mmu-miR-325
>mmu-miR-325 MIMAT0000558





AACACACCCAGCUAACCUUUUU
SEQ ID NO:238
mmu-miR-329
>mmu-miR-329 MIMAT0000567





GCAAAGCACAGGGCCUGCAGAGA
SEQ ID NO:239
mmu-miR-330
>mmu-miR-330 MIMAT0000569





UUCAGCUCCUAUAUGAUGCCUUU
SEQ ID NO:240
mmu-miR-337
>mmu-miR-337 MIMAT0000578





UCGAUCGGUCGGUCGGUCAGU
SEQ ID NO:241
mmu-miR-341
>mmu-miR-341 MIMAT0000588





UGAUCUAGCCAAAGCCUGACUGU
SEQ ID NO:242
mmu-miR-344
>mmu-miR-344 MIMAT0000593





UGCUGACCCCUAGUCCAGUGC
SEQ ID NO:243
mmu-miR-345
>mmu-miR-345 MIMAT0000595





UGUCUGCCCGAGUGCCUGCCUCU
SEQ ID NO:244
mmu-miR-346
>mmu-miR-346 MIMAT0000597





UAGGCAGUGUAAUUAGCUGAUUG
SEQ ID NO:245
mmu-miR-346
>mmu-miR-346 MIMAT0000382





UUCACAAAGCCCAUACACUUUCA
SEQ ID NO:246
mmu-miR-350
>mmu-miR-350 MIMAT0000605





UCCCUGAGGAGCCCUUUGAGCCUG
SEQ ID NO:247
mmu-miR-351
>mmu-miR-351 MIMAT0000609





AUCGUAGAGGAAAAUCCACGU
SEQ ID NO:248
mmu-miR-376a
>mmu-miR-376a MIMAT0000740





AUCAUAGAGGAACAUCCACUUU
SEQ ID NO:249
mmu-miR-376b
>mmu-miR-376b MIMAT0001092





UAUGUAGUAUGGUCCACAUCUU
SEQ ID NO:250
mmu-miR-380-3p
>mmu-miR-380-3p MIMAT0000745





AGAUCAGAAGGUGACUGUGGCU
SEQ ID NO:251
mmu-miR-383
>mmu-miR-383 MIMAT0000748





AUUCCUAGAAAUUGUUCACA
SEQ ID NO:252
mmu-miR-384
>inmu-miR-384 MIMAT0001076





GAAUGUUGCUCGGUGAACCCCUU
SEQ ID NO:253
mmu-miR-409
>mmu-miR-409 MIMAT0001090





AAUAUAACACAGAUGGCCUGU
SEQ ID NO:254
hsa-miR-410
>hsa-miR-410 MIMAT0002171





AACACGGUCCACUAACCCUCAGU
SEQ ID NO:255
mmu-miR-411
>mmu-miR-411 MIMAT0001093





ACUUCACCUGGUCCACUAGCCGU
SEQ ID NO:256
hsa-miR-412
>hsa-miR-412 MIMAT0002170





UAAUACUGUCUGGUAAUGCCGU
SEQ ID NO:257
mmu-miR-429
>mmu-miR-429 MIMAT0001537





UGGAAGACUUGUGAUUUUGUU
SEQ ID NO:258
mmu-miR-7b
>mmu-miR-7b MIMAT0000678





UCGAGGAGCUCACAGUCUAGUA
SEQ ID NO:259
rno-miR-151-AS
>rno-miR-151* MIMAT0000613





ACUGCAUUACGAGCACUUACA
SEQ ID NO:260
rno-miR-20-AS
>rno-miR-20a* MIMAT0000603





AUGUAUGUGUGCAUGUAUGCAUG
SEQ ID NO:261
rno-miR-297
>rno-miR-297 MIMAT0000899





CCUUGAGGGGCAUGAGGGU
SEQ ID NO:262
rno-miR-327
>rno-miR-327 MIMAT0000561





GUGGUGUGCUAGUUACUUUU
SEQ ID NO:263
rno-miR-333
>rno-miR-333 MIMAT0000572





UCACCCUUCCAUAUCUAGUCU
SEQ ID NO:264
rno-miR-336
>rno-miR-336 MIMAT0000576





UCUCCCUCCGUGUGCCCAGA
SEQ ID NO:265
rno-miR-343
>rno-miR-343 MIMAT0000591





UGAUCUAGCCAAAGCCUGACCGU
SEQ ID NO:266
rno-miR-344
>rno-miR-344 MIMAT0000592





UGUCUGCCUGAGUGCCUGCCUCU
SEQ ID NO:267
rno-miR-346
>rno-miR-346 MIMAT0000596





UGUCCCUCUGGGUCGCCCA
SEQ ID NO:268
rno-miR-347
>rno-miR-347 MIMAT0000598





CAGCCCUGCUGUCUUAACCUCU
SEQ ID NO:269
rno-miR-349
>rno-miR-349 MIMAT0000599





AGAGUAGUAGGUUGCAUAGUA
SEQ ID NO:270
rno-miR-352
>rno-miR-352 MIMAT0000610





GGCCUCAUUAAAUGUUUGUUG
SEQ ID NO:271
rno-miR-421
>rno-miR-421 MIMAT0001320





CAACAAAUCACAGUCUGCCAUA
SEQ ID NO:272
rno-miR7-7-AS
>rno-miR-7* MIMAT0000607





AAAAUGGUUCCCUUUAGAGUGUU
SEQ ID NO:273
hsa-miR-522
>hsa-miR-522 MIMAT0002868





AAAGUGCAUCCUUUUAGAGGUUU
SEQ ID NO:274
hsa-miR-519b
>hsa-miR-519b MIMAT0002837





AAAGUGCUUCCUUUUAGAGGGUU
SEQ ID NO:275
hsa-miR-520c
>hsa-miR-520c MIMAT0002846





AAAGUGCCUCCUUUUAGAGUGU
SEQ ID NO:276
hsa-miR-519e
>hsa-miR-519e MIMAT0002829





CAAAGUGCCUCCCUUUAGAGUGU
SEQ ID NO:277
hsa-miR-519d
>hsa-miR-519d MIMAT0002853





AAAGUGCUUCCUUUUAGAGGG
SEQ ID NO:278
hsa-miR-520b
>hsa-miR-520b MIMAT0002843





AAAGUGCAUCUUUUUAGAGGAU
SEQ ID NO:279
hsa-miR-519c
>hsa-miR-519c MIMAT0002832





AAAGUGCUUCCUUUUAGAGGC
SEQ ID NO:280
hsa-miR-526b-AS
>hsa-miR-526b* MIMAT0002836





AAAGUGCUUCCUUUUUGAGGG
SEQ ID NO:281
hsa-miR-520e
>hsa-miR-520e MIMAT0002825





AAAGUGCUUCCCUUUGGACUGU
SEQ ID NO:282
hsa-miR-520a
>hsa-miR-520a MIMAT0002834





AAAGUGCUUCUCUUUGGUGGGUU
SEQ ID NO:283
hsa-miR-520d
>hsa-miR-520d MIMAT0002856





ACAAAGUGCUUCCCUUUAGAGU
SEQ ID NO:284
hsa-miR-520h
>hsa-miR-520h MIMAT0002867





AUCGUGCAUCCCUUUAGAGUGUU
SEQ ID NO:285
hsa-miR-517a
>hsa-miR-517a MIMAT0002852





AAAGCGCUUCCCUUCAGAGUGU
SEQ IDNO:286
hsa-miR-518e
>hsa-miR-518e MIMAT0002861





AACGCACUUCCCUUUAGAGUGU
SEQ ID NO:287
hsa-miR-521
>hsa-miR-521 MIMAT0002854





AACGCGCUUCCCUAUAGAGGG
SEQ ID NO:288
hsa-miR-523
>hsa-miR-523 MIMAT0002840





AAAGCGCUUCUCUUUAGAGGA
SEQ ID NO:289
hsa-miR-518f
>hsa-miR-518f MIMAT0002842





CAAAGCGCUUCUCUUUAGAGUG
SEQ ID NO:290
hsa-miR-518c
>hsa-miR-518c MIMAT0002848





CAAAGCGCUCCCCUUUAGAGGU
SEQ ID NO:291
hsa-miR-518b
>hsa-miR-518b MIMAT0002844





CAAAGCGCUUCCCUUUGGAGC
SEQ ID NO:292
hsa-miR-518d
>hsa-miR-518d MIMAT0002864





GAAGGCGCUUCCCUUUAGAGC
SEQ ID NO:293
hsa-miR-525-AS
>hsa-miR-525* MIMAT0002839





GAAGGCGCUUCCCUUUGGAGU
SEQ ID NO:294
hsa-miR-524
>hsa-miR-524 MIMAT0002850





AAAGCGCUUCCCUUUGCUGGA
SEQ ID NO:295
hsa-miR-518a
>hsa-miR-518a MIMAT0002863





GAGUGCCUUCUUUUGGAGCGU
SEQ ID NO:296
hsa-miR-515-3p
>hsa-miR-515-3p MIMAT0002827





UGCUUCCUUUCAGAGGGU
SEQ ID NO:297
hsa-miR-516-3p
>hsa-miR-516-3p MIMAT0002860





AAGUGCUGUCAUAGCUGAGGUC
SEQ ID NO:298
hsa-miR-512-3p
>hsa-miR-512-3p MIMAT0002823





GGAAACCGUUACCAUUACUGAGU
SEQ ID NO:299
ambi-miR-7029





AGUGGGGAACCCUUCCAUGAGGA
SEQ ID NO:300
hsa-miR-491
>hsa-miR-491 MIMAT0002807





UAAGGCACCCUUCUGAGUAGA
SEQ ID NO:301
hsa-miR-506
>hsa-miR-506 MIMAT0002878





AUUGACACUUCUGUGAGUAG
SEQ ID NO:302
hsa-miR-514
>hsa-miR-514 MIMAT0002883





UGAUUGGUACGUCUGUGGGUAGA
SEQ ID NO:303
hsa-miR-509
>hsa-miR-509 MIMAT0002881





UGAUUGUAGCCUUUUGGAGUAGA
SEQ ID NO:304
hsa-miR-508
>hsa-miR-508 MIMAT0002880





UUUUGCACCUUUUGGAGUGAA
SEQ ID NO:305
hsa-miR-507
>hsa-miR-507 MIMAT0002879





AACUGGCCCUCAAAGUCCCGCUUU
SEQ ID NO:306
hsa-miR-193b
>hsa-miR-193b MIMAT0002819





GCCGAGACUAGAGUCACAUCCUG
SEQ ID NO:307
ambi-miR-7039





CCCAGAUAAUGGCACUCUCAA
SEQ ID NO:308
hsa-miR-488
>hsa-miR-488 MIMAT0002804





UACUCAGGAGAGUGGCAAUCACA
SEQ ID NO:309
hsa-miR-510
>hsa-miR-510 MIMA10002882





CCUCUAGAUGGAAGCACUGUCU
SEQ ID NO:310
hsa-miR-517-AS
>hsa-miR-517* MIMAT0002851





CUCUAGAGGGAAGCACUUUCUCU
SEQ ID NO:311
hsa-miR-518f-AS
>hsa-miR-518f* MIMAT0002841





UCUCUGGAGGGAAGCACUUUCUG
SEQ ID NO:312
hsa-miR-518c-AS
>hsa-miR-518c* MIMAT0002847





CUCUAGAGGGAAGCGCUUUCUGUU
SEQ ID NO:313
hsa-miR-526c
>hsa-miR-526c MIMAT0002831





CUCUUGAGGGAAGCACUUUCUGUU
SEQ ID NO:314
hsa-miR-526b
>hsa-miR-526b MIMAT0002835





CUCCAGAGGGAAGUACUUUCU
SEQ ID NO:315
hsa-miR-520a-AS
>hsa-miR-520a* MIMAT0002833





CUCCAGAGGGAUGCACUUUCU
SEQ ID NO:316
hsa-miR-525
>hsa-miR-525 MIMAT0002838





CUACAAAGGGAAGCACUUUCUC
SEQ ID NO:317
hsa-miR-524-AS
>hsa-miR-524* MIMAT0002849





UCUACAAAGGGAAGCCCUUUCUG
SEQ ID NO:318
hsa-miR-520d-AS
>hsa-miR-520d* MIMAT0002855





CUGCAAAGGGAAGCCCUUUCU
SEQ ID NO:319
hsa-miR-527
>hsa-miR-527 MIMAT0002862





UUCUCCAAAAGAAAGCACUUUCUG
SEQ ID NO:320
hsa-miR-515-5p
>hsa-miR-515-5p MIMAT0002826





UUCUCCAAAAGGGAGCACUUUC
SEQ ID NO:321
hsa-miR-519e-AS
>hsa-miR-519e* MIMAT0002828





UUUCAAGCCAGGGGGCGUUUUUC
SEQ ID NO:322
hsa-miR-498
>hsa-miR-498 MIMAT0002824





UUCACAGGGAGGUGUCAUUUAU
SEQ ID NO:323
hsa-miR-513
>hsa-miR-513 MIMAT0002877





UGAGGGGCAGAGAGCGAGACUUU
SEQ ID NO:324
ambi-miR-7058





UGUUUGCAGAGGAAACUGAGAC
SEQ ID NO:325
hsa-miR-452
>hsa-miR-452 MIMAT0001635





UUGUACAUGGUAGGCUUUCAUU
SEQ ID NO:326
hsa-miR-493
>hsa-miR-493-5p MIMAT0002813





UCUUGGAGUAGGUCAUUGGGUGG
SEQ ID NO:327
hsa-miR-432
>hsa-miR-432 MIMAT0002814





AAACAAACAUGGUGCACUUCUUU
SEQ ID NO:328
hsa-miR-495
>hsa-miR-495 MIMAT0002817





UGAAACAUACACGGGAAACCUCUU
SEQ ID NO:329
hsa-miR-494
>hsa-miR-494 MIMAT0002816





AUUACAUGGCCAAUCUC
SEQ ID NO:330
hsa-miR-496
>hsa-miR-496 MIMAT0002818





AGGACCUGCGGGACAAGAUUCUU
SEQ ID NO:331
hsa-miR-492
>hsa-miR-492 MIMAT0002812





CAACCUGGAGGACUCCAUGCUG
SEQ ID NO:332
hsa-miR-490
>hsa-miR-490 MIMAT0002806





CAGCAGCACACUGUGGUUUGU
SEQ ID NO:333
hsa-miR-497
>hsa-miR-497 MIMAT0002820





AAUCCUUGGAACCUAGGUGUGAGU
SEQ ID NO:334
ambi-miR-7076
>hsa-miR-362 MIMAT0000705





AAUCCUUUGUCCCUGGGUGAGA
SEQ ID NO:335
hsa-miR-501
>hsa-miR-501 MIMA10002872





AUCCUUGCUAUCUGGGUGCUA
SEQ ID NO:336
hsa-miR-502
>hsa-miR-502 MIMAT0002873





UUUCCUAUGCAUAUACUUCUUU
SEQ ID NO:337
hsa-miR-202-AS
>hsa-miR-202* MIMAT0002810





GCAGUCCAUGGGCAUAUACAC
SEQ ID NO:338
ambi-miR-7083





CACUCAGCCUUGAGGGCACUUUC
SEQ ID NO:339
hsa-miR-512-
>hsa-miR-512-5p MIMAT0002822





AGACCCUGGUCUGCACUCUAU
SEQ ID NO:340
hsa-miR-504
>hsa-miR-504 MIMAT0002875





GUGUCUUUUGCUCUGCAGUCA
SEQ ID NO:341
hsa-miR-511
>hsa-miR-511 MIMAT0002808





UCAGUCUCAUCUGCAAAGAAG
SEQ ID NO:342
hsa-miR-452-AS
>hsa-miR-452* MIMAT0001636





UAGCAGCGGGAACAGUUCUGCAG
SEQ ID NO:343
hsa-miR-503
>hsa-miR-503 MIMAT0002874





AGAGGCUGGCCGUGAUGAAUUC
SEQ ID NO:344
hsa-miR-485-5p
>hsa-miR-485-5p MIMAT0002175





UUAAGACUUGCAGUGAUGUUUAA
SEQ ID NO:345
hsa-miR-499
>hsa-miR-499 MIMAT0002870





GUCAACACUUGCUGGUUUCCUC
SEQ ID NO:346
hsa-miR-505
>hsa-miR-505 MIMAT0002876





AGUGACAUCACAUAUACGGCAGC
SEQ ID NO:347
hsa-miR-489
>hsa-miR-489 MIMAT0002805





CUGGAUGGCUCCUCCAUGUCU
SEQ ID NO:345
hsa-miR-432-AS
>hsa-miR-432* MIMAT0002815





AUGCACCUGGGCAAGGAUUCUG
SEQ ID NO:349
hsa-miR-500
>hsa-miR-500 MIMAT0002871





UCCCCCAGGUGUGAUUCUGAUUU
SEQ ID NO:350
ambi-miR-7105









Other embodiments of the invention are discussed throughout this application. Any embodiment discussed with respect to one aspect of the invention applies to other aspects of the invention as well and vice versa. The embodiments in the Example section are understood to be embodiments of the invention that are applicable to all aspects of the invention.


The terms “inhibiting,” “reducing,” or “prevention,” or any variation of these terms, when used in the claims and/or the specification includes any measurable decrease or complete inhibition to achieve a desired result.


The use of the word “a” or “an” when used in conjunction with the term “comprising” in the claims and/or the specification may mean “one,” but it is also consistent with the meaning of “one or more,” “at least one,” and “one or more than one.”


It is contemplated that any embodiment discussed herein can be implemented with respect to any method or composition of the invention, and vice versa. Any embodiment discussed with respect to a particular pancreatic disorder can be applied or implemented with respect to a different pancreatic disorder. Furthermore, compositions and kits of the invention can be used to achieve methods of the invention.


Throughout this application, the term “about” is used to indicate that a value includes the standard deviation of error for the device or method being employed to determine the value.


The use of the term “or” in the claims is used to mean “and/or” unless explicitly indicated to refer to alternatives only or the alternatives are mutually exclusive, although the disclosure supports a definition that refers to only alternatives and “and/or.”


As used in this specification and claim(s), the words “comprising” (and any form of comprising, such as “comprise” and “comprises”), “having” (and any form of having, such as “have” and “has”), “including” (and any form of including, such as “includes” and “include”) or “containing” (and any form of containing, such as “contains” and “contain”) are inclusive or open-ended and do not exclude additional, unrecited elements or method steps.


Other objects, features and advantages of the present invention will become apparent from the following detailed description. It should be understood, however, that the detailed description and the specific examples, while indicating specific embodiments of the invention, are given by way of illustration only, since various changes and modifications within the spirit and scope of the invention will become apparent to those skilled in the art from this detailed description.





DESCRIPTION OF THE DRAWINGS

The following drawings form part of the present specification and are included to further demonstrate certain aspects of the present invention. The invention may be better understood by reference to one or more of these drawings in combination with the detailed description of specific embodiments presented herein.



FIG. 1. Integrity of total RNA from pancreatic tissues. About 1 μg of total RNA isolated from each of 24 individual pancreatic tissue samples was analyzed on a 1% denaturing formaldehyde agarose gel stained with ethidium bromide.



FIG. 2. Characterization of the expressed miRNome in normal pancreatic tissues. After global normalization of the raw array data from the 38 samples, the average miRNA expression in the 5 normal pancreatic tissues (N) was compared against the average miRNA expression in the 33 tissue reference set (Ref).



FIG. 3. Comparison of the expressed miRNome in normal and PDAC tissues. After normalization of the raw array data, the average miRNA expression in the 5 normal pancreatic tissues (N) was compared against the average miRNA expression in the 8 PDAC samples (Ca).



FIGS. 4A and 4B. miRNAs differentially expressed in normal (N), chronic pancreatitis (Ch) and PDAC samples (Ca). (FIG. 4A) Venn diagrams illustrating the relationships between sets of differentially expressed miRNAs. Circles include the total number of differentially expressed miRNAs in the direct pair-wise comparison indicated. Intersection areas correspond to the number of differentially expressed miRNAs shared between each comparison. (FIG. 4B) Principal Component Analysis on the 94 differentially expressed miRNAs from Table 6.



FIG. 5. Top 20 miRNAs differentially expressed in normal and diseased pancreatic tissues. miRNA candidates were selected for a |Δh|>1.6 and p-value<0.0001 between at least 2 out of the 3 primary tissue types. The graph shows mean normalized expression values and standard deviations for the 20 indicated miRNAs in the 3 sample types. (N), normal; (Ch), chronic pancreatitis; (Ca), PDAC.



FIG. 6. Principal Component Analysis of miRNAs differentially expressed in normal (N), chronic pancreatitis (Ch), PDAC(Ca) and cell line (CL) samples.



FIG. 7. miRNAs over-expressed in PDAC and cell line samples. Individual normalized miRNA expression levels and associated p-values in 5 normal (N), 6 chronic pancreatic (Ch), 8 PDAC(Ca) and 6 cell lines (CL) samples.



FIG. 8. Comparison between array and qRT-PCR data. Real time RT-PCR were performed using 25 ng of total RNA input from the 19 tissue samples previously profiled plus 2 normal (N), 2 PDAC(Ca) and 1 chronic pancreatic (Ch) samples. miRNA expression data obtained with primer sets specific for the indicated miRNAs were normalized to 5S rRNA expression level for each sample (miRNA Ct-5S Ct). The graphs show the individual normalized miRNA expression levels determined by array (19 samples) or qRT-PCR (24 samples) method, and associated p-values.



FIGS. 9A and 9B. Expression of miR-196a and miR-217 classifies normal and diseased pancreatic tissues. (FIG. 9A) Real time RT-PCR were performed with primer sets specific for miR-196a and -217 using the indicated total RNA input amount from one normal (N5), one PDAC(Ca3) or one chronic pancreatic (Ch1) sample. Raw Ct values were directly used to calculate the ratio of miR-196a to miR-217 expression, i.e., miR-196a Ct-miR217Ct in the logarithmic space. (FIG. 9B) Same study as in (FIG. 9A) with the indicated 24 individual tissue samples and 25 ng of total RNA input.



FIG. 10. Expression of miR-196a and miR-217 classifies normal and diseased pancreatic tissues. TaqMan® MicroRNA Assays (Applied Biosystems; Foster City, Calif., USA) were performed on a subset of 20 frozen pancreatic tissue samples (6 N, 6 Ch and 8 Ca, Example 1). qRT-PCR reactions utilized 10 ng RNA input. RT reactions were carried out using random primers, while for PCR reactions gene-specific priming was used. The graph shows the raw Ct difference between miR-196a and miR-217 in individual samples and the associated p-value (ANOVA).



FIGS. 11A. and 11B. (FIG. 11A.) qRT-PCR expression data for four genes reported in the literature as differentially expressed between normal pancreas, chronic pancreatitis and pancreatic adenocarcinoma. The same sample set as in FIG. 10 (20 frozen pancreatic tissue samples; 6 N, 6 Ch and 8 Ca) was interrogated using TaqMan® Gene Expression Assays (Applied Biosystems). qRT-PCR reactions were performed with random priming for RT reactions and gene-specific priming for PCR reactions, using 5 ng of total RNA input. For each sample, mRNA expression data were normalized to the expression of GAPDH (mRNA-X Ct-GAPDH Ct). The graphs show the individual normalized mRNA expression levels determined by qRT-PCR and associated p-values (ANOVA). (FIG. 11B.) Combinations of miR-196a, miR-217 and mRNA gene expression signatures improve segregation of normal pancreas, chronic pancreatitis and pancreatic cancer. These graphs show separation between the experimental groups achieved through combining the individual Ct values for markers normalized to miR-24 (miRNAs) or GAPDH (mRNAs), as well as associated p-values (ANOVA).



FIG. 12. A comparison of differential expression data for six miRNA and two mRNA genes between frozen pancreatic tissue samples (6 N, 6C h and 8 Ca) and pancreatic fine needle aspirates (FNAs, n=13). Ten FNA samples were pathologically described as PDAC(Ca FNA, solid diamonds). Of the remaining three samples (FNA), two had a non-definitive pathological description (FNA-8—solid circle and FNA-13—star), and one was consistent with neoplasia of endocrine pancreas (FNA-12, solid triangle). Real time RT-PCR reactions were performed and normalized as in FIGS. 10 and 11.



FIG. 13. Performance comparison of combinations of miR-196a, miR-217 and mRNA gene expression signatures between frozen normal pancreas, chronic pancreatitis, pancreatic cancer, pancreatic cancer FNAs (Ca FNAs, solid diamonds) and other FNAs (FNAs, FNA-8—solid circle, FNA-12—solid triangle and FNA-13—star). The graphs show the separation between the experimental groups achieved using the combination of the individual miRNA/mRNA expression signatures normalized to miR-24 (miRNAs) or GAPDH (mRNAs).





DETAILED DESCRIPTION OF THE INVENTION

The present invention is directed to compositions and methods relating to preparation and characterization of miRNAs, as well as use of miRNAs for therapeutic, prognostic, and diagnostic applications, particularly those methods and compositions related to assessing and/or identifying pancreatic disease.


I. miRNA MOLECULES

MicroRNA molecules (“miRNAs”) are generally 21 to 22 nucleotides in length, though lengths of 19 and up to 23 nucleotides have been reported. The miRNAs are each processed from a longer precursor RNA molecule (“precursor miRNA”). Precursor miRNAs are transcribed from non-protein-encoding genes. The precursor miRNAs have two regions of complementarity that enables them to form a stem-loop- or fold-back-like structure, which is cleaved in animals by a ribonuclease III-like nuclease enzyme called Dicer. The processed miRNA is typically a portion of the stem.


The processed miRNA (also referred to as “mature miRNA”) become part of a large complex to down-regulate a particular target gene. Examples of animal miRNAs include those that imperfectly basepair with the target, which halts translation (Olsen et al., 1999; Seggerson et al., 2002). siRNA molecules also are processed by Dicer, but from a long, double-stranded RNA molecule. siRNAs are not naturally found in animal cells, but they can direct the sequence-specific cleavage of an mRNA target through a RNA-induced silencing complex (RISC) (Denli et al., 2003).


A. Nucleic Acids


The present invention concerns miRNAs that can be labeled, used in array analysis, or employed in diagnostic, therapeutic, or prognostic applications, particularly those related to pathological conditions of the pancreas. The RNA may have been endogenously produced by a cell, or been synthesized or produced chemically or recombinantly. They may be isolated and/or purified. The term “miRNA,” unless otherwise indicated, refers to the processed RNA, after it has been cleaved from its precursor. Table 1 indicates which SEQ ID NO correspond to the mature sequence. The name of the miRNA is often abbreviated and referred to without a hsa-, mmu-, or mo-prefix and will be understood as such, depending on the context. Unless otherwise indicated, miRNAs referred to in the application are human sequences identified as miR-X or let-X, where X is a number and/or letter.


In certain experiments, a miRNA probe designated by a suffix “5P” or “3P” can be used. “5P” indicates that the mature miRNA derives from the 5′ end of the precursor and a corresponding “3P” indicates that it derives from the 3′ end of the precursor, as described on the World Wide Web at sanger.ac.uk. Moreover, in some embodiments, a miRNA probe is used that does not correspond to a known human miRNA. It is contemplated that these non-human miRNA probes may be used in embodiments of the invention or that there may exist a human miRNA that is homologous to the non-human miRNA. While the invention is not limited to human miRNA, in certain embodiments, miRNA from human cells or a human biological sample is evaluated. In other embodiments, any mammalian cell, biological sample, or preparation thereof may be employed.


In some embodiments of the invention, methods and compositions involving miRNA may concern miRNA and/or other nucleic acids. Nucleic acids may be, be at least, or be at most 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 120, 130, 140, 150, 160, 170, 180, 190, 200, 210, 220, 230, 240, 250, 260, 270, 280, 290, 300, 310, 320, 330, 340, 350, 360, 370, 380, 390, 400, 410, 420, 430, 440, 441, 450, 460, 470, 480, 490, 500, 510, 520, 530, 540, 550, 560, 570, 580, 590, 600, 610, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 840, 850, 860, 870, 880, 890, 900, 910, 920, 930, 940, 950, 960, 970, 980, 990, or 1000 nucleotides, or any range derivable therein, in length. Such lengths cover the lengths of processed miRNA, miRNA probes, precursor miRNA, miRNA containing vectors, control nucleic acids, and other probes and primers. In many embodiments, miRNA are 19-24 nucleotides in length, while miRNA probes are 19-35 nucleotides in length, depending on the length of the processed miRNA and any flanking regions added. miRNA precursors are generally between 62 and 110 nucleotides in human s.


Nucleic acids of the invention may have regions of identity or complementarity to another nucleic acid. It is contemplated that the region of complementarity or identity can be at least 5 contiguous residues, though it is specifically contemplated that the region is, is at least, or is at most 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 110, 120, 130, 140, 150, 160, 170, 180, 190, 200, 210, 220, 230, 240, 250, 260, 270, 280, 290, 300, 310, 320, 330, 340, 350, 360, 370, 380, 390, 400, 410, 420, 430, 440, 441, 450, 460, 470, 480, 490, 500, 510, 520, 530, 540, 550, 560, 570, 580, 590, 600, 610, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 840, 850, 860, 870, 880, 890, 900, 910, 920, 930, 940, 950, 960, 970, 980, 990, or 1000 contiguous nucleotides. It is further understood that the length of complementarity within a precursor miRNA or between a miRNA probe and a miRNA or a miRNA gene are such lengths. Moreover, the complementarity may be expressed as a percentage, meaning that the complementarity between a probe and its target is 90% or greater over the length of the probe. In some embodiments, complementarity is or is at least 90%, 95% or 100%. In particular, such lengths may be applied to any nucleic acid comprising a nucleic acid sequence identified in any of SEQ ID NO:1 through SEQ ID NO:350 or any other sequence disclosed herein. Each of these SEQ ID NOs is disclosed herein. The commonly used name of the miRNA is given (with its identifying source in the prefix, for example, “hsa” for human sequences) and the processed miRNA sequence. Unless otherwise indicated, a miRNA without a prefix will be understood to refer to a human miRNA. A miRNA designated, for example, as miR-1-2 in the application will be understood to refer to hsa-miR-1-2. Moreover, a lowercase letter in the table below may or may not be lowercase; for example, hsa-mir-130b can also be referred to as miR-130B. In addition, miRNA sequences with a “mu” or “mmu” sequence will be understood to refer to a mouse miRNA and miRNA sequences with a “rno” sequence will be understood to refer to a rat miRNA. The term “miRNA probe” refers to a nucleic acid probe that can identify a particular miRNA or structurally related miRNAs.


It is understood that a miRNA is derived from genomic sequences or a gene. In this respect, the term “gene” is used for simplicity to refer to the genomic sequence encoding the precursor miRNA for a given miRNA. However, embodiments of the invention may involve genomic sequences of a miRNA that are involved in its expression, such as a promoter or other regulatory sequences.


The term “recombinant” may be used and this generally refers to a molecule that has been manipulated in vitro or that is a replicated or expressed product of such a molecule.


The term “nucleic acid” is well known in the art. A “nucleic acid” as used herein will generally refer to a molecule (one or more strands) of DNA, RNA or a derivative or analog thereof, comprising a nucleobase. A nucleobase includes, for example, a naturally occurring purine or pyrimidine base found in DNA (e.g., an adenine “A,” a guanine “G,” a thymine “T” or a cytosine “C”) or RNA (e.g., an A, a G, an uracil “U” or a C). The term “nucleic acid” encompasses the terms “oligonucleotide” and “polynucleotide,” each as a subgenus of the term “nucleic acid.”


The term “miRNA” generally refers to a single-stranded molecule, but in specific embodiments, molecules implemented in the invention will also encompass a region or an additional strand that is partially (between 10 and 50% complementary across length of strand), substantially (greater than 50% but less than 100% complementary across length of strand) or fully complementary to another region of the same single-stranded molecule or to another nucleic acid. Thus, nucleic acids may encompass a molecule that comprises one or more complementary or self-complementary strand(s) or “complement(s)” of a particular sequence comprising a molecule. For example, precursor miRNA may have a self-complementary region, which is up to 100% complementary. miRNA probes or nucleic acids of the invention can include, can be or can be at least 60, 65, 70, 75, 80, 85, 90, 95, 96, 97, 98, 99 or 100% complementary to their target.


As used herein, “hybridization”, “hybridizes” or “capable of hybridizing” is understood to mean the forming of a double or triple stranded molecule or a molecule with partial double or triple stranded nature. The term “anneal” as used herein is synonymous with “hybridize.” The term “hybridization”, “hybridize(s)” or “capable of hybridizing” encompasses the terms “stringent condition(s)” or “high stringency” and the terms “low stringency” or “low stringency condition(s).”


As used herein “stringent condition(s)” or “high stringency” are those conditions that allow hybridization between or within one or more nucleic acid strand(s) containing complementary sequence(s), but preclude hybridization of random sequences. Stringent conditions tolerate little, if any, mismatch between a nucleic acid and a target strand. Such conditions are well known to those of ordinary skill in the art, and are preferred for applications requiring high selectivity. Non-limiting applications include isolating a nucleic acid, such as a gene or a nucleic acid segment thereof, or detecting at least one specific mRNA transcript or a nucleic acid segment thereof, and the like.


Stringent conditions may comprise low salt and/or high temperature conditions, such as provided by about 0.02 M to about 0.5 M NaCl at temperatures of about 42° C. to about 70° C. It is understood that the temperature and ionic strength of a desired stringency are determined in part by the length of the particular nucleic acid(s), the length and nucleobase content of the target sequence(s), the charge composition of the nucleic acid(s), and to the presence or concentration of formamide, tetramethylammonium chloride or other solvent(s) in a hybridization mixture.


It is also understood that these ranges, compositions and conditions for hybridization are mentioned by way of non-limiting examples only, and that the desired stringency for a particular hybridization reaction is often determined empirically by comparison to one or more positive or negative controls. Depending on the application envisioned it is preferred to employ varying conditions of hybridization to achieve varying degrees of selectivity of a nucleic acid towards a target sequence. In a non-limiting example, identification or isolation of a related target nucleic acid that does not hybridize to a nucleic acid under stringent conditions may be achieved by hybridization at low temperature and/or high ionic strength. Such conditions are termed “low stringency” or “low stringency conditions,” and non-limiting examples of low stringency include hybridization performed at about 0.15 M to about 0.9 M NaCl at a temperature range of about 20° C. to about 50° C. Of course, it is within the skill of one in the art to further modify the low or high stringency conditions to suite a particular application.


1. Nucleobases


As used herein a “nucleobase” refers to a heterocyclic base, such as for example a naturally occurring nucleobase (i.e., an A, T, G, C or U) found in at least one naturally occurring nucleic acid (i.e., DNA and RNA), and naturally or non-naturally occurring derivative(s) and analogs of such a nucleobase. A nucleobase generally can form one or more hydrogen bonds (“anneal” or “hybridize”) with at least one naturally occurring nucleobase in manner that may substitute for naturally occurring nucleobase pairing (e.g., the hydrogen bonding between A and T, G and C, and A and U).


“Purine” and/or “pyrimidine” nucleobase(s) encompass naturally occurring purine and/or pyrimidine nucleobases and also derivative(s) and analog(s) thereof, including but not limited to, those a purine or pyrimidine substituted by one or more of an alkyl, caboxyalkyl, amino, hydroxyl, halogen (i.e., fluoro, chloro, bromo, or iodo), thiol or alkylthiol moiety. Preferred alkyl (e.g., alkyl, caboxyalkyl, etc.) moieties comprise of from about 1, about 2, about 3, about 4, about 5, to about 6 carbon atoms. Other non-limiting examples of a purine or pyrimidine include a deazapurine, a 2,6-diaminopurine, a 5-fluorouracil, a xanthine, a hypoxanthine, a 8-bromoguanine, a 8-chloroguanine, a bromothyrnine, a 8-aminoguanine, a 8-hydroxyguanine, a 8-methylguanine, a 8-thioguanine, an azaguanine, a 2-aminopurine, a 5-ethylcytosine, a 5-methylcyosine, a 5-bromouracil, a 5-ethyluracil, a 5-iodouracil, a 5-chlorouracil, a 5-propyluracil, a thiouracil, a 2-methyladenine, a methylthioadenine, a N,N-diemethyladenine, an azaadenines, a 8-bromoadenine, a 8-hydroxyadenine, a 6-hydroxyaminopurine, a 6-thiopurine, a 4-(6-aminohexyl/cytosine), and the like. Other examples are well known to those of skill in the art.


A nucleobase may be comprised in a nucleoside or nucleotide, using any chemical or natural synthesis method described herein or known to one of ordinary skill in the art. Such nucleobase may be labeled or it may be part of a molecule that is labeled and contains the nucleobase.


2. Nucleosides


As used herein, a “nucleoside” refers to an individual chemical unit comprising a nucleobase covalently attached to a nucleobase linker moiety. A non-limiting example of a “nucleobase linker moiety” is a sugar comprising 5-carbon atoms (i.e., a “5-carbon sugar”), including but not limited to a deoxyribose, a ribose, an arabinose, or a derivative or an analog of a 5-carbon sugar. Non-limiting examples of a derivative or an analog of a 5-carbon sugar include a 2′-fluoro-2′-deoxyribose or a carbocyclic sugar where a carbon is substituted for an oxygen atom in the sugar ring.


Different types of covalent attachment(s) of a nucleobase to a nucleobase linker moiety are known in the art. By way of non-limiting example, a nucleoside comprising a purine (i.e., A or G) or a 7-deazapurine nucleobase typically covalently attaches the 9 position of a purine or a 7-deazapurine to the 1′-position of a 5-carbon sugar. In another non-limiting example, a nucleoside comprising a pyrimidine nucleobase (i.e., C, T or U) typically covalently attaches a 1 position of a pyrimidine to a 1′-position of a 5-carbon sugar (Kornberg and Baker, 1992).


3. Nucleotides


As used herein, a “nucleotide” refers to a nucleoside further comprising a “backbone moiety”. A backbone moiety generally covalently attaches a nucleotide to another molecule comprising a nucleotide, or to another nucleotide to form a nucleic acid. The “backbone moiety” in naturally occurring nucleotides typically comprises a phosphorus moiety, which is covalently attached to a 5-carbon sugar. The attachment of the backbone moiety typically occurs at either the 3′- or 5′-position of the 5-carbon sugar. However, other types of attachments are known in the art, particularly when a nucleotide comprises derivatives or analogs of a naturally occurring 5-carbon sugar or phosphorus moiety.


4. Nucleic Acid Analogs


A nucleic acid may comprise, or be composed entirely of, a derivative or analog of a nucleobase, a nucleobase linker moiety and/or backbone moiety that may be present in a naturally occurring nucleic acid. RNA with nucleic acid analogs may also be labeled according to methods of the invention. As used herein a “derivative” refers to a chemically modified or altered form of a naturally occurring molecule, while the terms “mimic” or “analog” refer to a molecule that may or may not structurally resemble a naturally occurring molecule or moiety, but possesses similar functions. As used herein, a “moiety” generally refers to a smaller chemical or molecular component of a larger chemical or molecular structure. Nucleobase, nucleoside and nucleotide analogs or derivatives are well known in the art, and have been described (see for example, Scheit, 1980, incorporated herein by reference).


Additional non-limiting examples of nucleosides, nucleotides or nucleic acids comprising 5-carbon sugar and/or backbone moiety derivatives or analogs, include those in: U.S. Pat. No. 5,681,947, which describes oligonucleotides comprising purine derivatives that form triple helixes with and/or prevent expression of dsDNA; U.S. Pat. Nos. 5,652,099 and 5,763,167, which describe nucleic acids incorporating fluorescent analogs of nucleosides found in DNA or RNA, particularly for use as fluorescent nucleic acids probes; U.S. Pat. No. 5,614,617, which describes oligonucleotide analogs with substitutions on pyrimidine rings that possess enhanced nuclease stability; U.S. Pat. Nos. 5,670,663, 5,872,232 and 5,859,221, which describe oligonucleotide analogs with modified 5-carbon sugars (i.e., modified 2′-deoxyfuranosyl moieties) used in nucleic acid detection; U.S. Pat. No. 5,446,137, which describes oligonucleotides comprising at least one 5-carbon sugar moiety substituted at the 4′ position with a substituent other than hydrogen that can be used in hybridization assays; U.S. Pat. No. 5,886,165, which describes oligonucleotides with both deoxyribonucleotides with 3′-5′ internucleotide linkages and ribonucleotides with 2′-5′ internucleotide linkages; U.S. Pat. No. 5,714,606, which describes a modified internucleotide linkage wherein a 3′-position oxygen of the internucleotide linkage is replaced by a carbon to enhance the nuclease resistance of nucleic acids; U.S. Pat. No. 5,672,697, which describes oligonucleotides containing one or more 5′ methylene phosphonate internucleotide linkages that enhance nuclease resistance; U.S. Pat. Nos. 5,466,786 and 5,792,847, which describe the linkage of a substituent moiety which may comprise a drug or label to the 2′ carbon of an oligonucleotide to provide enhanced nuclease stability and ability to deliver drugs or detection moieties; U.S. Pat. No. 5,223,618, which describes oligonucleotide analogs with a 2 or 3 carbon backbone linkage attaching the 4′ position and 3′ position of adjacent 5-carbon sugar moiety to enhanced cellular uptake, resistance to nucleases and hybridization to target RNA; U.S. Pat. No. 5,470,967, which describes oligonucleotides comprising at least one sulfamate or sulfamide internucleotide linkage that are useful as nucleic acid hybridization probe; U.S. Pat. Nos. 5,378,825, 5,777,092, 5,623,070, 5,610,289 and 5,602,240, which describe oligonucleotides with three or four atom linker moiety replacing phosphodiester backbone moiety used for improved nuclease resistance, cellular uptake, and regulating RNA expression; U.S. Pat. No. 5,858,988, which describes hydrophobic carrier agent attached to the 2′-O position of oligonucleotides to enhanced their membrane permeability and stability; U.S. Pat. No. 5,214,136, which describes oligonucleotides conjugated to anthraquinone at the 5′ terminus that possess enhanced hybridization to DNA or RNA; enhanced stability to nucleases; U.S. Pat. No. 5,700,922, which describes PNA-DNA-PNA chimeras wherein the DNA comprises 2′-deoxy-erythro-pentofuranosyl nucleotides for enhanced nuclease resistance, binding affinity, and ability to activate RNase H; and U.S. Pat. No. 5,708,154, which describes RNA linked to a DNA to form a DNA-RNA hybrid; U.S. Pat. No. 5,728,525, which describes the labeling of nucleoside analogs with a universal fluorescent label.


Additional teachings for nucleoside analogs and nucleic acid analogs are U.S. Pat. No. 5,728,525, which describes nucleoside analogs that are end-labeled; U.S. Pat. Nos. 5,637,683, 6,251,666 (L-nucleotide substitutions), and 5,480,980 (7-deaza-2′deoxyguanosine nucleotides and nucleic acid analogs thereof).


5. Modified Nucleotides


Labeling methods and kits of the invention specifically contemplate the use of nucleotides that are both modified for attachment of a label and can be incorporated into a miRNA molecule. Such nucleotides include those that can be labeled with a dye, including a fluorescent dye, or with a molecule such as biotin. Labeled nucleotides are readily available; they can be acquired commercially or they can be synthesized by reactions known to those of skill in the art.


Modified nucleotides for use in the invention are not naturally occurring nucleotides, but instead, refer to prepared nucleotides that have a reactive moiety on them. Specific reactive functionalities of interest include: amino, sulfhydryl, sulfoxyl, aminosulfhydryl, azido, epoxide, isothiocyanate, isocyanate, anhydride, monochlorotriazine, dichlorotriazine, mono- or dihalogen substituted pyridine, mono- or disubstituted diazine, maleimide, epoxide, aziridine, sulfonyl halide, acid halide, alkyl halide, aryl halide, alkylsulfonate, N-hydroxysuccinimide ester, imido ester, hydrazine, azidonitrophenyl, azide, 3-(2-pyridyl dithio)-propionamide, glyoxal, aldehyde, iodoacetyl, cyanomethyl ester, p-nitrophenyl ester, o-nitrophenyl ester, hydroxypyridine ester, carbonyl imidazole, and the other such chemical groups. In some embodiments, the reactive functionality may be bonded directly to a nucleotide, or it may be bonded to the nucleotide through a linking group. The functional moiety and any linker cannot substantially impair the ability of the nucleotide to be added to the miRNA or to be labeled. Representative linking groups include carbon containing linking groups, typically ranging from about 2 to 18, usually from about 2 to 8 carbon atoms, where the carbon containing linking groups may or may not include one or more heteroatoms, e.g. S, O, N etc., and may or may not include one or more sites of unsaturation. Of particular interest in many embodiments are alkyl linking groups, typically lower alkyl linking groups of 1 to 16, usually 1 to 4 carbon atoms, where the linking groups may include one or more sites of unsaturation. The functionalized nucleotides (or primers) used in the above methods of functionalized target generation may be fabricated using known protocols or purchased from commercial vendors, e.g., Sigma, Roche, Ambion, Biosearch Technologies and NEN. Functional groups may be prepared according to ways known to those of skill in the art, including the representative information found in U.S. Pat. Nos. 4,404,289; 4,405,711; 4,337,063 and 5,268,486, and U.K. Patent 1,529,202, which are all incorporated by reference.


Amine-modified nucleotides are used in several embodiments of the invention. The amine-modified nucleotide is a nucleotide that has a reactive amine group for attachment of the label. It is contemplated that any ribonucleotide (G, A, U, or C) or deoxyribonucleotide (G, A, T, or C) can be modified for labeling. Examples include, but are not limited to, the following modified ribo- and deoxyribo-nucleotides: 5-(3-aminoallyl)-UTP; 8-[(4-amino)butyl]-amino-ATP and 8-[(6-amino)butyl]-amino-ATP; N6-(4-amino)butyl-ATP, N6-(6-amino)butyl-ATP, N4-[2,2-oxy-bis-(ethylamine)]-CTP; N6-(6-Amino)hexyl-ATP; 8-[(6-Amino)hexyl]-amino-ATP; 5-propargylamino-CTP, 5-propargylamino-UTP; 5-(3-aminoallyl)-dUTP; 8-[(4-amino)butyl]-amino-dATP and 8-[(6-amino)butyl]-amino-dATP; N6-(4-amino)butyl-dATP, N6-(6-amino)butyl-dATP, N4-[2,2-oxy-bis-(ethylamine)]-dCTP; N6-(6-Amino)hexyl-dATP; 8-[(6-Amino)hexyl]-amino-dATP; 5-propargylamino-dCTP, and 5-propargylamino-dUTP. Such nucleotides can be prepared according to methods known to those of skill in the art. Moreover, a person of ordinary skill in the art could prepare other nucleotide entities with the same amine-modification, such as a 5-(3-aminoallyl)-CTP, GTP, ATP, dCTP, dGTP, dTTP, or dUTP in place of a 5-(3-aminoallyl)-UTP.


B. Preparation of Nucleic Acids


A nucleic acid may be made by any technique known to one of ordinary skill in the art, such as for example, chemical synthesis, enzymatic production or biological production. It is specifically contemplated that miRNA probes of the invention are chemically synthesized.


In some embodiments of the invention, miRNAs are recovered or isolated from a biological sample. The miRNA may be recombinant or it may be natural or endogenous to the cell (produced from the cell's genome). It is contemplated that a biological sample may be treated in a way so as to enhance the recovery of small RNA molecules such as miRNA. U.S. patent application Ser. No. 10/667,126 describes such methods and it is specifically incorporated by reference herein. Generally, methods involve lysing cells with a solution having guanidinium and a detergent.


Alternatively, nucleic acid synthesis is performed according to standard methods. See, for example, Itakura and Riggs (1980). Additionally, U.S. Pat. Nos. 4,704,362, 5,221,619, and 5,583,013 each describe various methods of preparing synthetic nucleic acids. Non-limiting examples of a synthetic nucleic acid (e.g., a synthetic oligonucleotide), include a nucleic acid made by in vitro chemically synthesis using phosphotriester, phosphite, or phosphoramidite chemistry and solid phase techniques such as described in EP 266,032, incorporated herein by reference, or via deoxynucleoside H-phosphonate intermediates as described by Froehler et al., 1986 and U.S. Pat. No. 5,705,629, each incorporated herein by reference. In the methods of the present invention, one or more oligonucleotide may be used. Various different mechanisms of oligonucleotide synthesis have been disclosed in for example, U.S. Pat. Nos. 4,659,774, 4,816,571, 5,141,813, 5,264,566, 4,959,463, 5,428,148, 5,554,744, 5,574,146, 5,602,244, each of which is incorporated herein by reference.


A non-limiting example of an enzymatically produced nucleic acid include one produced by enzymes in amplification reactions such as PCR (see for example, U.S. Pat. Nos. 4,683,202 and 4,682,195, each incorporated herein by reference), or the synthesis of an oligonucleotide described in U.S. Pat. No. 5,645,897, incorporated herein by reference. A non-limiting example of a biologically produced nucleic acid includes a recombinant nucleic acid produced (i.e., replicated) in a living cell, such as a recombinant DNA vector replicated in bacteria (see for example, Sambrook et al., 2001, incorporated herein by reference).


Oligonucleotide synthesis is well known to those of skill in the art. Various different mechanisms of oligonucleotide synthesis have been disclosed in for example, U.S. Pat. Nos. 4,659,774, 4,816,571, 5,141,813, 5,264,566, 4,959,463, 5,428,148, 5,554,744, 5,574,146, 5,602,244, each of which is incorporated herein by reference.


Basically, chemical synthesis can be achieved by the diester method, the triester method polynucleotides phosphorylase method and by solid-phase chemistry. The diester method was the first to be developed to a usable state, primarily by Khorana and co-workers. (Khorana, 1979). The basic step is the joining of two suitably protected deoxynucleotides to form a dideoxynucleotide containing a phosphodiester bond.


The main difference between the diester and triester methods is the presence in the latter of an extra protecting group on the phosphate atoms of the reactants and products (Itakura et al., 1975). Purification's are typically done in chloroform solutions. Other improvements in the method include (i) the block coupling of trimers and larger oligomers, (ii) the extensive use of high-performance liquid chromatography for the purification of both intermediate and final products, and (iii) solid-phase synthesis.


Polynucleotide phosphorylase method is an enzymatic method of DNA synthesis that can be used to synthesize many useful oligonucleotides (Gillam et al., 1978; Gillam et al., 1979). Under controlled conditions, polynucleotide phosphorylase adds predominantly a single nucleotide to a short oligonucleotide. Chromatographic purification allows the desired single adduct to be obtained. At least a trimer is required to start the procedure, and this primer must be obtained by some other method. The polynucleotide phosphorylase method works and has the advantage that the procedures involved are familiar to most biochemists.


Solid-phase methods draw on technology developed for the solid-phase synthesis of polypeptides, it has been possible to attach the initial nucleotide to solid support material and proceed with the stepwise addition of nucleotides. All mixing and washing steps are simplified, and the procedure becomes amenable to automation. These syntheses are now routinely carried out using automatic nucleic acid synthesizers.


Phosphoramidite chemistry (Beaucage and Lyer, 1992) has become by far the most widely used coupling chemistry for the synthesis of oligonucleotides. Phosphoramidite synthesis of oligonucleotides involves activation of nucleoside phosphoramidite monomer precursors by reaction with an activating agent to form activated intermediates, followed by sequential addition of the activated intermediates to the growing oligonucleotide chain (generally anchored at one end to a suitable solid support) to form the oligonucleotide product.


Recombinant methods for producing nucleic acids in a cell are well known to those of skill in the art. These include the use of vectors (viral and non-viral), plasmids, cosmids, and other vehicles for delivering a nucleic acid to a cell, which may be the target cell (e.g., a cancer cell) or simply a host cell (to produce large quantities of the desired RNA molecule). Alternatively, such vehicles can be used in the context of a cell free system so long as the reagents for generating the RNA molecule are present. Such methods include those described in Sambrook, 2003, Sambrook, 2001 and Sambrook, 1989, which are hereby incorporated by reference.


In certain embodiments, the present invention concerns nucleic acid molecules that are not synthetic. In some embodiments, the nucleic acid molecule has a chemical structure of a naturally occurring nucleic acid and a sequence of a naturally occurring nucleic acid, such as the exact and entire sequence of a single stranded primary miRNA (see Lee 2002), a single-stranded precursor miRNA, or a single-stranded mature miRNA. In addition to the use of recombinant technology, such non-synthetic nucleic acids may be generated chemically, such as by employing technology used for creating oligonucleotides.


C. Isolation of Nucleic Acids


Nucleic acids may be isolated using techniques well known to those of skill in the art, though in particular embodiments, methods for isolating small nucleic acid molecules, and/or isolating RNA molecules can be employed. Chromatography is a process often used to separate or isolate nucleic acids from protein or from other nucleic acids. Such methods can involve electrophoresis with a gel matrix, filter columns, alcohol precipitation, and/or other chromatography. If miRNA from cells is to be used or evaluated, methods generally involve lysing the cells with a chaotropic (e.g., guanidinium isothiocyanate) and/or detergent (e.g., N-lauroyl sarcosine) prior to implementing processes for isolating particular populations of RNA.


In particular methods for separating miRNA from other nucleic acids, a gel matrix is prepared using polyacrylamide, though agarose can also be used. The gels may be graded by concentration or they may be uniform. Plates or tubing can be used to hold the gel matrix for electrophoresis. Usually one-dimensional electrophoresis is employed for the separation of nucleic acids. Plates are used to prepare a slab gel, while the tubing (glass or rubber, typically) can be used to prepare a tube gel. The phrase “tube electrophoresis” refers to the use of a tube or tubing, instead of plates, to form the gel. Materials for implementing tube electrophoresis can be readily prepared by a person of skill in the art or purchased, such as from C.B.S. Scientific Co., Inc. or Scie-Plas.


Methods may involve the use of organic solvents and/or alcohol to isolate nucleic acids, particularly miRNA used in methods and compositions of the invention. Some embodiments are described in U.S. patent application Ser. No. 10/667,126, which is hereby incorporated by reference. Generally, this disclosure provides methods for efficiently isolating small RNA molecules from cells comprising: adding an alcohol solution to a cell lysate and applying the alcohol/lysate mixture to a solid support before eluting the RNA molecules from the solid support. In some embodiments, the amount of alcohol added to a cell lysate achieves an alcohol concentration of about 55% to 60%. While different alcohols can be employed, ethanol works well. A solid support may be any structure, and it includes beads, filters, and columns, which may include a mineral or polymer support with electronegative groups. A glass fiber filter or column has worked particularly well for such isolation procedures.


In specific embodiments, miRNA isolation processes include: a) lysing cells in the sample with a lysing solution comprising guanidinium, wherein a lysate with a concentration of at least about 1 M guanidinium is produced; b) extracting miRNA molecules from the lysate with an extraction solution comprising phenol; c) adding to the lysate an alcohol solution for form a lysate/alcohol mixture, wherein the concentration of alcohol in the mixture is between about 35% to about 70%; d) applying the lysate/alcohol mixture to a solid support; e) eluting the miRNA molecules from the solid support with an ionic solution; and, f) capturing the miRNA molecules. Typically the sample is dried down and resuspended in a liquid and volume appropriate for subsequent manipulation.


II. LABELS AND LABELING TECHNIQUES

In some embodiments, the present invention concerns miRNA that are labeled. It is contemplated that miRNA may first be isolated and/or purified prior to labeling. This may achieve a reaction that more efficiently labels the miRNA, as opposed to other RNA in a sample in which the miRNA is not isolated or purified prior to labeling. In many embodiments of the invention, the label is non-radioactive. Generally, nucleic acids may be labeled by adding labeled nucleotides (one-step process) or adding nucleotides and labeling the added nucleotides (two-step process).


A. Labeling Techniques


In some embodiments, nucleic acids are labeled by catalytically adding to the nucleic acid an already labeled nucleotide or nucleotides. One or more labeled nucleotides can be added to miRNA molecules. See U.S. Pat. No. 6,723,509, which is hereby incorporated by reference.


In other embodiments, an unlabeled nucleotide or nucleotides is catalytically added to a miRNA, and the unlabeled nucleotide is modified with a chemical moiety that enables it to be subsequently labeled. In embodiments of the invention, the chemical moiety is a reactive amine such that the nucleotide is an amine-modified nucleotide. Examples of amine-modified nucleotides are well known to those of skill in the art, many being commercially available such as from Ambion, Sigma, Jena Bioscience, and TriLink.


In contrast to labeling of cDNA during its synthesis, the issue for labeling miRNA is how to label the already existing molecule. The present invention concerns the use of an enzyme capable of using a di- or tri-phosphate ribonucleotide or deoxyribonucleotide as a substrate for its addition to a miRNA. Moreover, in specific embodiments, it involves using a modified di- or tri-phosphate ribonucleotide, which is added to the 3′ end of a miRNA. The source of the enzyme is not limiting. Examples of sources for the enzymes include yeast, gram-negative bacteria such as E. coli, lactococcus lactis, and sheep pox virus.


Enzymes capable of adding such nucleotides include, but are not limited to, poly(A) polymerase, terminal transferase, and polynucleotide phosphorylase. In specific embodiments of the invention, a ligase is contemplated as not being the enzyme used to add the label, and instead, a non-ligase enzyme is employed.


Terminal transferase catalyzes the addition of nucleotides to the 3′ terminus of a nucleic acid.


Polynucleotide phosphorylase can polymerize nucleotide diphosphates without the need for a primer.


B. Labels


Labels on miRNA or miRNA probes may be colorimetric (includes visible and UV spectrum, including fluorescent), luminescent, enzymatic, or positron emitting (including radioactive). The label may be detected directly or indirectly. Radioactive labels include 125I, 32P, 33P, and 35S. Examples of enzymatic labels include alkaline phosphatase, luciferase, horseradish peroxidase, and β-galactosidase. Labels can also be proteins with luminescent properties, e.g., green fluorescent protein and phicoerythrin.


The colorimetric and fluorescent labels contemplated for use as conjugates include, but are not limited to, Alexa Fluor dyes, BODIPY dyes, such as BODIPY FL; Cascade Blue; Cascade Yellow; coumarin and its derivatives, such as 7-amino-4-methylcoumarin, aminocoumarin and hydroxycoumarin; cyanine dyes, such as Cy3 and Cy5; eosins and erythrosins; fluorescein and its derivatives, such as fluorescein isothiocyanate; macrocyclic chelates of lanthanide ions, such as Quantum Dye™; Marina Blue; Oregon Green; rhodamine dyes, such as rhodamine red, tetramethylrhodamine and rhodamine 6G; Texas Red; fluorescent energy transfer dyes, such as thiazole orange-ethidium heterodimer; and, TOTAB.


Specific examples of dyes include, but are not limited to, those identified above and the following: Alexa Fluor 350, Alexa Fluor 405, Alexa Fluor 430, Alexa Fluor 488, Alexa Fluor 500. Alexa Fluor 514, Alexa Fluor 532, Alexa Fluor 546, Alexa Fluor 555, Alexa Fluor 568, Alexa Fluor 594, Alexa Fluor 610, Alexa Fluor 633, Alexa Fluor 647, Alexa Fluor 660, Alexa Fluor 680, Alexa Fluor 700, and, Alexa Fluor 750; amine-reactive BODIPY dyes, such as BODIPY 493/503, BODIPY 530/550, BODIPY 558/568, BODIPY 564/570, BODIPY 576/589, BODIPY 581/591, BODIPY 630/650, BODIPY 650/655, BODIPY FL, BODIPY R6G, BODIPY TMR, and, BODIPY-TR; Cy3, Cy5, 6-FAM, Fluorescein Isothiocyanate, HEX, 6-JOE, Oregon Green 488, Oregon Green 500, Oregon Green 514, Pacific Blue, REG, Rhodamine Green, Rhodamine Red, Renographin, ROX, SYPRO, TAMRA, 2′,4′,5′,7′-Tetrabromosulfonefluorescein, and TET.


Specific examples of fluorescently labeled ribonucleotides are available from Molecular Probes, and these include, Alexa Fluor 488-5-UTP, Fluorescein-12-UTP, BODIPY FL-14-UTP, BODIPY TMR-14-UTP, Tetramethylrhodamine-6-UTP, Alexa Fluor 546-14-UTP, Texas Red-5-UTP, and BODIPY TR-14-UTP. Other fluorescent ribonucleotides are available from Amersham Biosciences, such as Cy3-UTP and Cy5-UTP.


Examples of fluorescently labeled deoxyribonucleotides include Dinitrophenyl (DNP)-11-dUTP, Cascade Blue-7-dUTP, Alexa Fluor 488-5-dUTP, Fluorescein-12-dUTP, Oregon Green 488-5-dUTP, BODIPY FL-14-dUTP, Rhodamine Green-5-dUTP, Alexa Fluor 532-5-dUTP, BODIPY TMR-14-dUTP, Tetramethylrhodamine-6-dUTP, Alexa Fluor 546-14-dUTP, Alexa Fluor 568-5-dUTP, Texas Red-12-dUTP, Texas Red-5-dUTP, BODIPY TR-14-dUTP, Alexa Fluor 594-5-dUTP, BODIPY 630/650-14-dUTP, BODIPY 650/665-14-dUTP; Alexa Fluor 488-7-OBEA-dCTP, Alexa Fluor 546-16-OBEA-dCTP, Alexa Fluor 594-7-OBEA-dCTP, Alexa Fluor 647-12-OBEA-dCTP.


It is contemplated that nucleic acids may be labeled with two different labels. Furthermore, fluorescence resonance energy transfer (FRET) may be employed in methods of the invention (e.g., Klostermeier et al., 2002; Emptage, 2001; Didenko, 2001, each incorporated by reference).


Alternatively, the label may not be detectable per se, but indirectly detectable or allowing for the isolation or separation of the targeted nucleic acid. For example, the label could be biotin, digoxigenin, polyvalent cations, chelator groups and the other ligands, include ligands for an antibody.


C. Visualization Techniques


A number of techniques for visualizing or detecting labeled nucleic acids are readily available. Such techniques include, microscopy, arrays, Fluorometry, Light cyclers or other real time PCR machines, FACS analysis, scintillation counters, Phosphoimagers, Geiger counters, MRI, CAT, antibody-based detection methods (Westerns, immunofluorescence, immunohistochemistry), histochemical techniques, HPLC (Griffey et al., 1997), spectroscopy, capillary gel electrophoresis (Cummins et al., 1996), spectroscopy; mass spectroscopy; radiological techniques; and mass balance techniques.


When two or more differentially colored labels are employed, fluorescent resonance energy transfer (FRET) techniques may be employed to characterize association of one or more nucleic acid. Furthermore, a person of ordinary skill in the art is well aware of ways of visualizing, identifying, and characterizing labeled nucleic acids, and accordingly, such protocols may be used as part of the invention. Examples of tools that may be used also include fluorescent microscopy, a BioAnalyzer, a plate reader, Storm (Molecular Dynamics), Array Scanner, FACS (fluorescent activated cell sorter), or any instrument that has the ability to excite and detect a fluorescent molecule.


III. ARRAY PREPARATION AND SCREENING

A. Array Preparation


The present invention concerns the preparation and use of miRNA arrays or miRNA probe arrays, which are ordered macroarrays or microarrays of nucleic acid molecules (probes) that are fully or nearly complementary or identical to a plurality of miRNA molecules or precursor miRNA molecules and that are positioned on a support or support material in a spatially separated organization. Macroarrays are typically sheets of nitrocellulose or nylon upon which probes have been spotted. Microarrays position the nucleic acid probes more densely such that up to 10,000 nucleic acid molecules can be fit into a region typically 1 to 4 square centimeters. Microarrays can be fabricated by spotting nucleic acid molecules, e.g., genes, oligonucleotides, etc., onto substrates or fabricating oligonucleotide sequences in situ on a substrate. Spotted or fabricated nucleic acid molecules can be applied in a high density matrix pattern of up to about 30 non-identical nucleic acid molecules per square centimeter or higher, e.g. up to about 100 or even 1000 per square centimeter. Microarrays typically use coated glass as the solid support, in contrast to the nitrocellulose-based material of filter arrays. By having an ordered array of miRNA-complementing nucleic acid samples, the position of each sample can be tracked and linked to the original sample. A variety of different array devices in which a plurality of distinct nucleic acid probes are stably associated with the surface of a solid support are known to those of skill in the art. Useful substrates for arrays include nylon, glass, metal, plastic, and silicon. Such arrays may vary in a number of different ways, including average probe length, sequence or types of probes, nature of bond between the probe and the array surface, e.g. covalent or non-covalent, and the like. The labeling and screening methods of the present invention and the arrays are not limited in its utility with respect to any parameter except that the probes detect miRNA; consequently, methods and compositions may be used with a variety of different types of miRNA arrays.


Representative methods and apparatus for preparing a microarray have been described, for example, in U.S. Pat. Nos. 5,143,854; 5,202,231; 5,242,974; 5,288,644; 5,324,633; 5,384,261; 5,405,783; 5,412,087; 5,424,186; 5,429,807; 5,432,049; 5,436,327; 5,445,934; 5,468,613; 5,470,710; 5,472,672; 5,492,806; 5,525,464; 5,503,980; 5,510,270; 5,525,464; 5,527,681; 5,529,756; 5,532,128; 5,545,531; 5,547,839; 5,554,501; 5,556,752; 5,561,071; 5,571,639; 5,580,726; 5,580,732; 5,593,839; 5,599,695; 5,599,672; 5,610,287; 5,624,711; 5,631,134; 5,639,603; 5,654,413; 5,658,734; 5,661,028; 5,665,547; 5,667,972; 5,695,940; 5,700,637; 5,744,305; 5,800,992; 5,807,522; 5,830,645; 5,837,196; 5,871,928; 5,847,219; 5,876,932; 5,919,626; 6,004,755; 6,087,102; 6,368,799; 6,383,749; 6,617,112; 6,638,717; 6,720,138, as well as WO 93/17126; WO 95/11995; WO 95/21265; WO 95/21944; WO 95/35505; WO 96/31622; WO 97/10365; WO 97/27317; WO 99/35505; WO 09923256; WO 09936760; WO0138580; WO 0168255; WO 03020898; WO 03040410; WO 03053586; WO 03087297; WO 03091426; WO03100012; WO 04020085; WO 04027093; EP 373 203; EP 785 280; EP 799 897 and UK 8 803 000; the disclosures of which are all herein incorporated by reference.


It is contemplated that the arrays can be high density arrays, such that they contain 2, 20, 25, 50, 80, 100 or more different probes. It is contemplated that they may contain 1000, 16,000, 65,000, 250,000 or 1,000,000 or more different probes. The probes can be directed to targets in one or more different organisms or cell types. The oligonucleotide probes range from 5 to 50, 5 to 45, 10 to 40, 9 to 34, or 15 to 40 nucleotides in length in some embodiments. In certain embodiments, the oligonucleotide probes are 5, 10, 15, 20 to 20, 25, 30, 35, 40 nucleotides in length including all integers and ranges there between.


The location and sequence of each different probe sequence in the array are generally known. Moreover, the large number of different probes can occupy a relatively small area providing a high density array having a probe density of generally greater than about 60, 100, 600, 1000, 5,000, 10,000, 40,000, 100,000, or 400,000 different oligonucleotide probes per cm2. The surface area of the array can be about or less than about 1, 1.6, 2, 3, 4, 5, 6, 7, 8, 9, or 10 cm2.


Moreover, a person of ordinary skill in the art could readily analyze data generated using an array. Such protocols are disclosed above, and include information found in WO 9743450; WO 03023058; WO 03022421; WO 03029485; WO 03067217; WO 03066906; WO 03076928; WO 03093810; WO 03100448A1, all of which are specifically incorporated by reference.


B. Sample Preparation


It is contemplated that the miRNA of a wide variety of samples can be analyzed using the arrays, index of miRNA probes, or array technology of the invention. While endogenous miRNA is contemplated for use with compositions and methods of the invention, recombinant miRNA—including nucleic acids that are complementary or identical to endogenous miRNA or precursor miRNA—can also be handled and analyzed as described herein. Samples may be biological samples, in which case, they can be from biopsy, fine needle aspirates, exfoliates, blood, tissue, organs, semen, saliva, tears, other bodily fluid, hair follicles, skin, or any sample containing or constituting biological cells. In certain embodiments, samples may be, but are not limited to, fresh, frozen, fixed, formalin fixed, paraffin embedded, or formalin fixed and paraffin embedded. Alternatively, the sample may not be a biological sample, but be a chemical mixture, such as a cell-free reaction mixture (which may contain one or more biological enzymes).


C. Hybridization


After an array or a set of miRNA probes is prepared and the miRNA in the sample is labeled, the population of target nucleic acids is contacted with the array or probes under hybridization conditions, where such conditions can be adjusted, as desired, to provide for an optimum level of specificity in view of the particular assay being performed. Suitable hybridization conditions are well known to those of skill in the art and reviewed in Sambrook et al. (2001) and WO 95/21944. Of particular interest in many embodiments is the use of stringent conditions during hybridization. Stringent conditions are known to those of skill in the art.


It is specifically contemplated that a single array or set of probes may be contacted with multiple samples. The samples may be labeled with different labels to distinguish the samples. For example, a single array can be contacted with a tumor tissue sample labeled with Cy3, and normal tissue sample labeled with Cy5. Differences between the samples for particular miRNAs corresponding to probes on the array can be readily ascertained and quantified.


The small surface area of the array permits uniform hybridization conditions, such as temperature regulation and salt content. Moreover, because of the small area occupied by the high density arrays, hybridization may be carried out in extremely small fluid volumes (e.g., about 250 μl or less, including volumes of about or less than about 5, 10, 25, 50, 60, 70, 80, 90, 100 μl, or any range derivable therein). In small volumes, hybridization may proceed very rapidly.


D. Differential Expression Analyses


Arrays of the invention can be used to detect differences between two samples. Specifically contemplated applications include identifying and/or quantifying differences between miRNA from a sample that is normal and from a sample that is not normal, between a cancerous condition and a non-cancerous condition, or between two differently treated samples. Also, miRNA may be compared between a sample believed to be susceptible to a particular disease or condition and one believed to be not susceptible or resistant to that disease or condition. A sample that is not normal is one exhibiting phenotypic trait(s) of a disease or condition or one believed to be not normal with respect to that disease or condition. It may be compared to a cell that is normal with respect to that disease or condition. Phenotypic traits include symptoms of, or susceptibility to, a disease or condition of which a component is or may or may not be genetic or caused by a hyperproliferative or neoplastic cell or cells.


An array comprises a solid support with nucleic acid probes attached to the support. Arrays typically comprise a plurality of different nucleic acid probes that are coupled to a surface of a substrate in different, known locations. These arrays, also described as “microarrays” or colloquially “chips” have been generally described in the art, for example, U.S. Pat. Nos. 5,143,854, 5,445,934, 5,744,305, 5,677,195, 6,040,193, 5,424,186 and Fodor et al., 1991), each of which is incorporated by reference in its entirety for all purposes. These arrays may generally be produced using mechanical synthesis methods or light directed synthesis methods which incorporate a combination of photolithographic methods and solid phase synthesis methods. Techniques for the synthesis of these arrays using mechanical synthesis methods are described in, e.g., U.S. Pat. No. 5,384,261, incorporated herein by reference in its entirety for all purposes. Although a planar array surface is used in certain aspects, the array may be fabricated on a surface of virtually any shape or even a multiplicity of surfaces. Arrays may be nucleic acids on beads, gels, polymeric surfaces, fibers such as fiber optics, glass or any other appropriate substrate, see U.S. Pat. Nos. 5,770,358, 5,789,162, 5,708,153, 6,040,193 and 5,800,992, which are hereby incorporated in their entirety for all purposes. Arrays may be packaged in such a manner as to allow for diagnostics or other manipulation of an all inclusive device, see for example, U.S. Pat. Nos. 5,856,174 and 5,922,591 incorporated in their entirety by reference for all purposes. See also U.S. patent application Ser. No. 09/545,207, filed Apr. 7, 2000 for additional information concerning arrays, their manufacture, and their characteristics, which is incorporated by reference in its entirety for all purposes.


Particularly arrays can be used to evaluate samples with respect to diseases or conditions that include, but are not limited to: chronic pancreatitis; pancreatic cancer; AIDS, autoimmune diseases (rheumatoid arthritis, multiple sclerosis, diabetes—insulin-dependent and non-independent, systemic lupus erythematosus and Graves disease); cancer (e.g., malignant, benign, metastatic, precancer); cardiovascular diseases (heart disease or coronary artery disease, stroke—ischemic and hemorrhagic, and rheumatic heart disease); diseases of the nervous system; and infection by pathogenic microorganisms (Athlete's Foot, Chickenpox, Common cold, Diarrheal diseases, Flu, Genital herpes, Malaria, Meningitis, Pneumonia, Sinusitis, Skin diseases, Strep throat, Tuberculosis, Urinary tract infections, Vaginal infections, Viral hepatitis); inflammation (allergy, asthma); prion diseases (e.g., CJD, kuru, GSS, FFI).


Moreover, miRNA can be evaluated with respect to the following diseases, conditions, and disorders: pancreatitis, chronic pancreatitis, and/or pancreatic cancer.


Cancers that may be evaluated by methods and compositions of the invention include cancer cells particularly from the pancreas, including pancreatic ductal adenocarcinoma (PDAC), but may also include cells and cancer cells from the bladder, blood, bone, bone marrow, brain, breast, colon, esophagus, gastrointestine, gum, head, kidney, liver, lung, nasopharynx, neck, ovary, prostate, skin, stomach, testis, tongue, or uterus. In addition, the cancer may specifically be of the following histological type, though it is not limited to these: neoplasm, malignant; carcinoma; carcinoma, undifferentiated; giant and spindle cell carcinoma; small cell carcinoma; papillary carcinoma; squamous cell carcinoma; lymphoepithelial carcinoma; basal cell carcinoma; pilomatrix carcinoma; transitional cell carcinoma; papillary transitional cell carcinoma; adenocarcinoma; gastrinoma, malignant; cholangiocarcinoma; hepatocellular carcinoma; combined hepatocellular carcinoma and cholangiocarcinoma; trabecular adenocarcinoma; adenoid cystic carcinoma; adenocarcinoma in adenomatous polyp; adenocarcinoma, familial polyposis coli; solid carcinoma; carcinoid tumor, malignant; branchiolo-alveolar adenocarcinoma; papillary adenocarcinoma; chromophobe carcinoma; acidophil carcinoma; oxyphilic adenocarcinoma; basophil carcinoma; clear cell adenocarcinoma; granular cell carcinoma; follicular adenocarcinoma; papillary and follicular adenocarcinoma; nonencapsulating sclerosing carcinoma; adrenal cortical carcinoma; endometroid carcinoma; skin appendage carcinoma; apocrine adenocarcinoma; sebaceous adenocarcinoma; ceruminous adenocarcinoma; mucoepidermoid carcinoma; cystadenocarcinoma; papillary cystadenocarcinoma; papillary serous cystadenocarcinoma; mucinous cystadenocarcinoma; mucinous adenocarcinoma; signet ring cell carcinoma; infiltrating duct carcinoma; medullary carcinoma; lobular carcinoma; inflammatory carcinoma; paget's disease, mammary; acinar cell carcinoma; adenosquamous carcinoma; adenocarcinoma w/squamous metaplasia; thymoma, malignant; ovarian stromal tumor, malignant; thecoma, malignant; granulosa cell tumor, malignant; androblastoma, malignant; sertoli cell carcinoma; leydig cell tumor, malignant; lipid cell tumor, malignant; paraganglioma, malignant; extra-mammary paraganglioma, malignant; pheochromocytoma; glomangiosarcoma; malignant melanoma; amelanotic melanoma; superficial spreading melanoma; malig melanoma in giant pigmented nevus; epithelioid cell melanoma; blue nevus, malignant; sarcoma; fibrosarcoma; fibrous histiocytoma, malignant; myxosarcoma; liposarcoma; leiomyosarcoma; rhabdomyosarcoma; embryonal rhabdomyosarcoma; alveolar rhabdomyosarcoma; stromal sarcoma; mixed tumor, malignant; mullerian mixed tumor; nephroblastoma; hepatoblastoma; carcinosarcoma; mesenchymoma, malignant; brenner tumor, malignant; phyllodes tumor, malignant; synovial sarcoma; mesothelioma, malignant; dysgerminoma; embryonal carcinoma; teratoma, malignant; struma ovarii, malignant; choriocarcinoma; mesonephroma, malignant; hemangiosarcoma; hemangioendothelioma, malignant; kaposi's sarcoma; hemangiopericytoma, malignant; lymphangiosarcoma; osteosarcoma; juxtacortical osteosarcoma; chondrosarcoma; chondroblastoma, malignant; mesenchymal chondrosarcoma; giant cell tumor of bone; ewing's sarcoma; odontogenic tumor, malignant; ameloblastic odontosarcoma; ameloblastoma, malignant; ameloblastic fibrosarcoma; pinealoma, malignant; chordoma; glioma, malignant; ependymoma; astrocytoma; protoplasmic astrocytoma; fibrillary astrocytoma; astroblastoma; glioblastoma; oligodendroglioma; oligodendroblastoma; primitive neuroectodermal; cerebellar sarcoma; ganglioneuroblastoma; neuroblastoma; retinoblastoma; olfactory neurogenic tumor; meningioma, malignant; neurofibrosarcoma; neurilemmoma, malignant; granular cell tumor, malignant; malignant lymphoma; Hodgkin's disease; Hodgkin's lymphoma; paragranuloma; malignant lymphoma, small lymphocytic; malignant lymphoma, large cell, diffuse; malignant lymphoma, follicular; mycosis fungoides; other specified non-Hodgkin's lymphomas; malignant histiocytosis; multiple myeloma; mast cell sarcoma; immunoproliferative small intestinal disease; leukemia; lymphoid leukemia; plasma cell leukemia; erythroleukemia; lymphosarcoma cell leukemia; myeloid leukemia; basophilic leukemia; eosinophilic leukemia; monocytic leukemia; mast cell leukemia; megakaryoblastic leukemia; myeloid sarcoma; and hairy cell leukemia. Moreover, miRNA can be evaluated in precancers, such as metaplasia, dysplasia, and hyperplasia.


It is specifically contemplated that the invention can be used to evaluate differences between stages of disease, such as between hyperplasia, neoplasia, pre-cancer and cancer, or between a primary tumor and a metastasized tumor.


Moreover, it is contemplated that samples that have differences in the activity of certain pathways may also be compared. These pathways include the following and those involving the following factors: antibody response, apoptosis, calcium/NFAT signaling, cell cycle, cell migration, cell adhesion, cell division, cytokines and cytokine receptors, drug metabolism, growth factors and growth factor receptors, inflammatory response, insulin signaling, NFκ-B signaling, angiogenesis, adipogenesis, cell adhesion, viral infection, bacterial infection, senescence, motility, glucose transport, stress response, oxidation, aging, telomere extension, telomere shortening, neural transmission, blood clotting, stem cell differentiation, G-Protein Coupled Receptor (GPCR) signaling, and p53 activation.


Cellular pathways that may be profiled also include but are not limited to the following: any adhesion or motility pathway including but not limited to those involving cyclic AMP, protein kinase A, G-protein couple receptors, adenylyl cyclase, L-selectin, E-selectin, PECAM, VCAM-1, α-actinin, paxillin, cadherins, AKT, integrin-α, integrin-β, RAF-1, ERK, PI-3 kinase, vinculin, matrix metalloproteinases, Rho GTPases, p85, trefoil factors, profilin, FAK, MAP kinase, Ras, caveolin, calpain-1, calpain-2, epidermal growth factor receptor, ICAM-1, ICAM-2, cofilin, actin, gelsolin, RhoA, RAC1, myosin light chain kinase, platelet-derived growth factor receptor or ezrin; any apoptosis pathway including but not limited to those involving AKT, Fas ligand, NFκB, caspase-9, PI3 kinase, caspase-3, caspase-7, ICAD, CAD, EndoG, Granzyme B, Bad, Bax, Bid, Bak, APAF-1, cytochrome C, p53, ATM, Bcl-2, PARP, Chk1, Chk2, p21, c-Jun, p73, Rad51, Mdm2, Rad50, c-Abl, BRCA-1, perforin, caspase-4, caspase-8, caspase-6, caspase-1, caspase-2, caspase-10, Rho, Jun kinase, Jun kinase kinase, Rip2, lamin-A, lamin-B1, lamin-B2, Fas receptor, H2O2, Granzyme A, NADPH oxidase, HMG2, CD4, CD28, CD3, TRADD, IKK, FADD, GADD45, DR3 death receptor, DR4/5 death receptor, FLIPs, APO-3, GRB2, SHC, ERK, MEK, RAF-1, cyclic AMP, protein kinase A, E2F, retinoblastoma protein, Smac/Diablo, ACH receptor, 14-3-3, FAK, SODD, TNF receptor, RIP, cyclin-D1, PCNA, Bcl-XL, PIP2, PIP3, PTEN, ATM, Cdc2, protein kinase C, calcineurin, IKKα, IKKβ, IKKγ, SOS-1, c-FOS, Traf-1, Traf-2, IκBβ or the proteasome; any cell activation pathway including but not limited to those involving protein kinase A, nitric oxide, caveolin-1, actin, calcium, protein kinase C, Cdc2, cyclin B, Cdc25, GRB2, SRC protein kinase, ADP-ribosylation factors (ARFs), phospholipase D, AKAP95, p68, Aurora B, CDK1, Eg7, histone H3, PKAc, CD80, PI3 kinase, WASP, Arp2, Arp3, p16, p34, p20, PP2A, angiotensin, angiotensin-converting enzyme, protease-activated receptor-1, protease-activated receptor-4, Ras, RAF-1, PLCβ, PLCγ, COX-1, G-protein-coupled receptors, phospholipase A2, IP3, SUMO1, SUMO 2/3, ubiquitin, Ran, Ran-GAP, Ran-GEF, p53, glucocorticoids, glucocorticoid receptor, components of the SWI/SNF complex, RanBP1, RanBP2, importins, exportins, RCC1, CD40, CD40 ligand, p38, IKKα, IKKβ, NFκB, TRAF2, TRAF3, TRAF5, TRAF6, IL-4, IL-4 receptor, CDK5, AP-1 transcription factor, CD45, CD4, T cell receptors, MAP kinase, nerve growth factor, nerve growth factor receptor, c-Jun, c-Fos, Jun kinase, GRB2, SOS-1, ERK-1, ERK, JAK2, STAT4, IL-12, IL-12 receptor, nitric oxide synthase, TYK2, IFNγ, elastase, IL-8, epithelins, IL-2, IL-2 receptor, CD28, SMAD3, SMAD4, TGFβ or TGFβ receptor; any cell cycle regulation, signaling or differentiation pathway including but not limited to those involving TNFs, SRC protein kinase, Cdc2, cyclin B, Grb2, Sos-1, SHC, p68, Aurora kinases, protein kinase A, protein kinase C, Eg7, p53, cyclins, cyclin-dependent kinases, neural growth factor, epidermal growth factor, retinoblastoma protein, ATF-2, ATM, ATR, AKT, CHK1, CHK2, 14-3-3, WEE1, CDC25 CDC6, Origin Recognition Complex proteins, p15, p16, p27, p21, ABL, c-ABL, SMADs, ubiquitin, SUMO, heat shock proteins, Wnt, GSK-3, angiotensin, p73 any PPAR, TGFα, TGFβ, p300, MDM2, GADD45, Notch, cdc34, BRCA-1, BRCA-2, SKP1, the proteasome, CUL1, E2F, p107, steroid hormones, steroid hormone receptors, IκBα, IκBβ, Sin3A, heat shock proteins, Ras, Rho, ERKs, IKKs, PI3 kinase, Bcl-2, Bax, PCNA, MAP kinases, dynein, RhoA, PKAc, cyclin AMP, FAK, PIP2, PIP3, integrins, thrombopoietin, Fas, Fas ligand, PLK3, MEKs, JAKs, STATs, acetylcholine, paxillin calcineurin, p38, importins, exportins, Ran, Rad50, Rad51, DNA polymerase, RNA polymerase, Ran-GAP, Ran-GEF, NuMA, Tpx2, RCC1, Sonic Hedgehog, Crm1, Patched (Ptc-1), MPF, CaM kinases, tubulin, actin, kinetochore-associated proteins, centromere-binding proteins, telomerase, TERT, PP2A, c-MYC, insulin, T cell receptors, B cell receptors, CBP, IKβ, NFκB, RAC1, RAF1, EPO, diacylglycerol, c-Jun, c-Fos, Jun kinase, hypoxia-inducible factors, GATA4, β-catenin, α-catenin, calcium, arrestin, survivin, caspases, procaspases, CREB, CREM, cadherins, PECAMs, corticosteroids, colony-stimulating factors, calpains, adenylyl cyclase, growth factors, nitric oxide, transmembrane receptors, retinoids, G-proteins, ion channels, transcriptional activators, transcriptional coactivators, transcriptional repressors, interleukins, vitamins, interferons, transcriptional corepressors, the nuclear pore, nitrogen, toxins, proteolysis, or phosphorylation; or any metabolic pathway including but not limited to those involving the biosynthesis of amino acids, oxidation of fatty acids, biosynthesis of neurotransmitters and other cell signaling molecules, biosynthesis of polyamines, biosynthesis of lipids and sphingolipids, catabolism of amino acids and nutrients, nucleotide synthesis, eicosanoids, electron transport reactions, ER-associated degradation, glycolysis, fibrinolysis, formation of ketone bodies, formation of phagosomes, cholesterol metabolism, regulation of food intake, energy homeostasis, prothrombin activation, synthesis of lactose and other sugars, multi-drug resistance, biosynthesis of phosphatidylcholine, the proteasome, amyloid precursor protein, Rab GTPases, starch synthesis, glycosylation, synthesis of phoshoglycerides, vitamins, the citric acid cycle, IGF-1 receptor, the urea cycle, vesicular transport, or salvage pathways. Additional cellular pathways include pathways that include genes and their related mRNAs identified in Table 10. It is further contemplated that nucleic acids molecules of the invention can be employed in diagnostic and therapeutic methods with respect to any of the above pathways or factors. Thus, in some embodiments of the invention, a miRNA may be differentially expressed with respect to one or more of the above pathways or factors.


Phenotypic traits also include characteristics such as longevity, morbidity, appearance (e.g., baldness, obesity), strength, speed, endurance, fertility, susceptibility or receptivity to particular drugs or therapeutic treatments (drug efficacy), and risk of drug toxicity. Samples that differ in these phenotypic traits may also be evaluated using the arrays and methods described.


In certain embodiments, miRNA profiles may be generated to evaluate and correlate those profiles with pharmacokinetics. For example, miRNA profiles may be created and evaluated for patient tumor and blood samples prior to the patient's being treated or during treatment to determine if there are miRNAs whose expression correlates with the outcome of the patient. Identification of differential miRNAs can lead to a diagnostic assay involving them that can be used to evaluate tumor and/or blood samples to determine what drug regimen the patient should be provided. In addition, it can be used to identify or select patients suitable for a particular clinical trial. If a miRNA profile is determined to be correlated with drug efficacy or drug toxicity, that may be relevant to whether that patient is an appropriate patient for receiving the drug or for a particular dosage of the drug.


In addition to the above prognostic assay, blood samples from patients with a variety of diseases can be evaluated to determine if different diseases can be identified based on blood miRNA levels. A diagnostic assay can be created based on the profiles that doctors can use to identify individuals with a disease or who are at risk to develop a disease. Alternatively, treatments can be designed based on miRNA profiling. Examples of such methods and compositions are described in the U.S. Provisional Patent Application entitled “Methods and Compositions Involving miRNA and miRNA Inhibitor Molecules” filed on May 23, 2005 in the names of David Brown, Lance Ford, Angie Cheng and Rich Jarvis, which is hereby incorporated by reference in its entirety.


E. Other Assays


In addition to the use of arrays and microarrays, it is contemplated that a number of difference assays could be employed to analyze miRNAs, their activities, and their effects. Such assays include, but are not limited to, nucleic amplification, polymerase chain reaction, quantitative PCR, RT-PCR, in situ hybridization, Northern hybridization, hybridization protection assay (HPA)(GenProbe), branched DNA (bDNA) assay (Chiron), rolling circle amplification (RCA), single molecule hybridization detection (US Genomics), Invader assay (ThirdWave Technologies), and/or Bridge Litigation Assay (Genaco).


IV. KITS

Any of the compositions described herein may be comprised in a kit. In a non-limiting example, reagents for isolating miRNA, labeling miRNA, and/or evaluating a miRNA population using an array, nucleic acid amplification, and/or hybridization can be included in a kit, as well reagents for preparation of samples from pancreatic samples. The kit may further include reagents for creating or synthesizing miRNA probes. The kits will thus comprise, in suitable container means, an enzyme for labeling the miRNA by incorporating labeled nucleotide or unlabeled nucleotides that are subsequently labeled. In certain aspects, the kit can include amplification reagents. In other aspects, the kit may include various supports, such as glass, nylon, polymeric beads, and the like, and/or reagents for coupling any probes and/or target nucleic acids. It may also include one or more buffers, such as reaction buffer, labeling buffer, washing buffer, or a hybridization buffer, compounds for preparing the miRNA probes, and components for isolating miRNA. Other kits of the invention may include components for making a nucleic acid array comprising miRNA, and thus, may include, for example, a solid support.


Kits for implementing methods of the invention described herein are specifically contemplated. In some embodiments, there are kits for preparing miRNA for multi-labeling and kits for preparing miRNA probes and/or miRNA arrays. In these embodiments, kit comprise, in suitable container means, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 or more of the following: 1) poly(A) polymerase; 2) unmodified nucleotides (G, A, T, C, and/or U); 3) a modified nucleotide (labeled or unlabeled); 4) poly(A) polymerase buffer; and, 5) at least one microfilter; 6) label that can be attached to a nucleotide; 7) at least one miRNA probe; 8) reaction buffer; 9) a miRNA array or components for making such an array; 10) acetic acid; 11) alcohol; 12) solutions for preparing, isolating, enriching, and purifying miRNAs or miRNA probes or arrays. Other reagents include those generally used for manipulating RNA, such as formamide, loading dye, ribonuclease inhibitors, and DNase.


In specific embodiments, kits of the invention include an array containing miRNA probes, as described in the application. An array may have probes corresponding to all known miRNAs of an organism or a particular tissue or organ in particular conditions, or to a subset of such probes. The subset of probes on arrays of the invention may be or include those identified as relevant to a particular diagnostic, therapeutic, or prognostic application. For example, the array may contain one or more probes that is indicative or suggestive of 1) a disease or condition (chronic pancreatitis and/or pancreatic cancer), 2) susceptibility or resistance to a particular drug or treatment; 3) susceptibility to toxicity from a drug or substance; 4) the stage of development or severity of a disease or condition (prognosis); and 5) genetic predisposition to a disease or condition.


For any kit embodiment, including an array, there can be nucleic acid molecules that contain or can be used to amplify a sequence that is a variant of, identical to or complementary to all or part of any of SEQ ID NOS: 1-350. In certain embodiments, a kit or array of the invention can contain one or more probes for the miRNAs identified by SEQ ID NOS:1-350. Any nucleic acid discussed above may be implemented as part of a kit.


The components of the kits may be packaged either in aqueous media or in lyophilized form. The container means of the kits will generally include at least one vial, test tube, flask, bottle, syringe or other container means, into which a component may be placed, and preferably, suitably aliquotted. Where there is more than one component in the kit (labeling reagent and label may be packaged together), the kit also will generally contain a second, third or other additional container into which the additional components may be separately placed. However, various combinations of components may be comprised in a vial. The kits of the present invention also will typically include a means for containing the nucleic acids, and any other reagent containers in close confinement for commercial sale. Such containers may include injection or blow molded plastic containers into which the desired vials are retained.


When the components of the kit are provided in one and/or more liquid solutions, the liquid solution is an aqueous solution, with a sterile aqueous solution being particularly preferred.


However, the components of the kit may be provided as dried powder(s). When reagents and/or components are provided as a dry powder, the powder can be reconstituted by the addition of a suitable solvent. It is envisioned that the solvent may also be provided in another container means. In some embodiments, labeling dyes are provided as a dried power. It is contemplated that 10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 120, 120, 130, 140, 150, 160, 170, 180, 190, 200, 300, 400, 500, 600, 700, 800, 900, 1000 μg or at least or at most those amounts of dried dye are provided in kits of the invention. The dye may then be resuspended in any suitable solvent, such as DMSO.


The container means will generally include at least one vial, test tube, flask, bottle, syringe and/or other container means, into which the nucleic acid formulations are placed, preferably, suitably allocated. The kits may also comprise a second container means for containing a sterile, pharmaceutically acceptable buffer and/or other diluent.


The kits of the present invention will also typically include a means for containing the vials in close confinement for commercial sale, such as, e.g., injection and/or blow-molded plastic containers into which the desired vials are retained.


Such kits may also include components that facilitate isolation of the labeled miRNA. It may also include components that preserve or maintain the miRNA or that protect against its degradation. Such components may be RNAse-free or protect against RNAses. Such kits generally will comprise, in suitable means, distinct containers for each individual reagent or solution.


A kit will also include instructions for employing the kit components as well the use of any other reagent not included in the kit. Instructions may include variations that can be implemented.


Kits of the invention may also include one or more of the following: Control RNA; nuclease-free water; RNase-free containers, such as 1.5 ml tubes; RNase-free elution tubes; PEG or dextran; ethanol; acetic acid; sodium acetate; ammonium acetate; guanidinium; detergent; nucleic acid size marker; RNase-free tube tips; and RNase or DNase inhibitors.


It is contemplated that such reagents are embodiments of kits of the invention. Such kits, however, are not limited to the particular items identified above and may include any reagent used for the manipulation or characterization of miRNA.


V. EXAMPLES

The following examples are given for the purpose of illustrating various embodiments of the invention and are not meant to limit the present invention in any fashion. One skilled in the art will appreciate readily that the present invention is well adapted to carry out the objects and obtain the ends and advantages mentioned, as well as those objects, ends and advantages inherent herein. The present examples, along with the methods described herein are presently representative of preferred embodiments, are exemplary, and are not intended as limitations on the scope of the invention. Changes therein and other uses which are encompassed within the spirit of the invention as defined by the scope of the claims will occur to those skilled in the art. Unless otherwise designated, catalog numbers refer to products available by that number from Ambion, Inc.®, The RNA Company.


Example 1
Sample Collection and RNA Isolation

Six pancreatic primary ductal adenocarcinoma cell lines (IMIMPC2, PT45, PL45, SKPC1, PancTuI, PaCa44) and tissue samples from normal pancreas (N, n=7), chronic pancreatitis (Ch, n=7), and pancreatic ductal adenocarcinomas (PDAC) (Ca, n=10) were collected, flash frozen and stored at −80° C. The latter two diseased tissues were macro-dissected to remove as much normal pancreatic tissue as possible. Complete pathologic analyses were performed on all 24 tissue samples (Table 2). Thirteen fine needle aspirate (FNA) samples of diseased pancreatic tissue were collected during surgery and placed in RNARetain™ (Asuragen, Inc.; Austin, Tex.) within 30 minutes of collection and stored at 4° C.


RNA isolation was performed using the mirVana™ miRNA Isolation Kit (Ambion) according to the manufacturer's protocol. As isolation of high quality RNA from organs containing high levels of nucleases such as pancreas can be challenging, the integrity of the isolated RNA was verified on a standard 1% formaldehyde agarose gel (FIG. 1). FNA samples were centrifuged at 3,000 rpm for five minutes at 4° C. prior to RNA isolation to recover diseased pancreatic tissue from RNARetain™ solution. Purified total RNA was quantified using a Nanodrop® ND-1000 (Nanodrop Technologies).









TABLE 2







Tissue Sample Pathology Report



















Features of tissue


ID
Sex
Age
Assay
Diagnosis
Comment
block
















Ca1
M
63
Array
pancreatic ductal
Grade 3,
tumor content: 100%,





PCR
adenocarcinoma
T4N1M0
desmoplasia: 40%,








inflammatory cells:








strongly neutrophils,








lymphocytes


Ca2
M
62
Array
pancreatic ductal
Grade 3,
tumor content: 100%,





PCR
adenocarcinoma
T4N1M0
desmoplasia: 80%,








inflammatory cells:








weakly neutrophils


Ca3
F
69
Array
pancreatic ductal
Grade 2,
tumor content: 100%,





PCR
adenocarcinoma
T3N0M0
desmoplasia: 60%,








inflammatory cells:








weakly neutrophils


Ca4
M
71
Array
pancreatic ductal
Grade 3,
tumor content: 100%,





PCR
adenocarcinoma
T3N1M0
desmoplasia: 50%,








inflammatory cells:








moderately








lymphocytes


Ca5
F
70
Array
pancreatic ductal
Grade 3,
tumor content: 100%,





PCR
adenocarcinoma
T4N1M0
desmoplasia: 40%,








inflammatory cells:








moderately








neutrophils,








lymphocytes, plasma








cells


Ca6
F
63
Array
pancreatic ductal
Grade 3,
tumor content: 80%,





PCR
adenocarcinoma
T3N1M0
desmoplasia: 70%,








inflammatory cells:








weakly neutrophils


Ca7
F
71
Array
pancreatic ductal
Grade 2,
tumor content: 100%,





PCR
adenocarcinoma
T3N0M0
desmoplasia: 70%,








inflammatory cells:








weakly lymphocytes


Ca8
F
51
Array
pancreatic ductal
Grade 2,
tumor content: 80%,





PCR
adenocarcinoma
T3N1M0
desmoplasia: 80%,








inflammatory cells:








weakly neutrophils,








lymphocytes


Ca9
F
77
PCR
pancreatic ductal
Grade 3,
tumor content: 90%,






adenocarcinoma
T3N1M0
desmoplasia: 80%,








inflammatory cells:








weakly neutrophils


Ca10
M
80
PCR
pancreatic ductal
Grade 3,
tumor content: 100%,






adenocarcinoma
T3N0M0
desmoplasia: 30%, no








inflammatory cells


Ch1
M
58
Array
chronic
pronounced
fibrosis app. 90%,





PCR
pancreatitis
fibrosis,
moderate







formation of
inflammatory activity







pseudocysts







and numerous







calculi


Ch2
M
37
Array
chronic
scattered small
fibrosis app. 75%,





PCR
pancreatitis
pseudocyst,
moderate







fibrosis, calculi
inflammatory activity


Ch3
F
43
Array
chronic
pronounced
fibrosis app. 30%, low





PCR
pancreatitis
fibrosis, calculi
inflammatory activity


Ch4
F
56
Array
chronic
moderate
fibrosis app. 80%, low





PCR
pancreatitis
fibrosis, few
inflammatory activity,







calculi
CAVE: small








fragments of lymph








node as well


Ch5
M
37
Array
chronic
pronounced
fibrosis app. 50%, low





PCR
pancreatitis
fibrosis, focal
inflammatory activity







acute







inflammation







and numerous







calculi


Ch6
F
58
Array
chronic
pronounced
fibrosis app. 50%, low





PCR
pancreatitis
fibrosis, calculi
inflammatory activity


Ch7
F
70
PCR
chronic
moderate
fibrosis app. 25%,






pancreatitis
fibrosis, no
moderate







calculi
inflammatory activity


N1
F
35
Array
histologically
resection
Normal





PCR
normal pancreas
because of







solid







pseudopapillary







neoplasm


N2
M
73
Array
histologically
resection
Normal





PCR
normal pancreas
because of







ampullary







carcinoma


N3
F
58
Array
histologically
resection
fibrosis 10%





PCR
normal pancreas
because of







solid







pseudopapillary







neoplasm


N4
M
61
Array
histologically
resection
fibrosis 10%





PCR
normal pancreas
because of bile







duct carcinoma


N5
F
47
Array
histologically
resection
fibrosis 10%





PCR
normal pancreas
because of bile







duct carcinoma


N6
M
58
PCR
histologically
resection
Normal






normal pancreas
because of







serious







cystadenoma







of the pancreas


N7
F
76
PCR
histologically
resection
Normal






normal pancreas
because of







ductal







adenocarcinoma







of the tail of







the pancreas


FNA-1
F
74
PCR
pancreatic ductal
MX;
N/A






adenocarcinoma


FNA-2
F
72
PCR
pancreatic ductal
MX;
N/A






adenocarcinoma


FNA-3
F
72
PCR
pancreatic ductal
MX;
N/A






adenocarcinoma


FNA-4
F
65
PCR
pancreatic ductal
MX; extensive
N/A






adenocarcinoma
necrosis


FNA-5
F
68
PCR
pancreatic ductal
M0;
N/A






adenocarcinoma


FNA-6
F
84
PCR
pancreatic ductal
M0;
N/A






adenocarcinoma


FNA-7
M
84
PCR
pancreatic ductal
MX;
N/A






adenocarcinoma


FNA-8
F
59
PCR
suspect for
M0;
N/A






pancreatic ductal






ademocarcinoma


FNA-9
M
72
PCR
pancreatic ductal
M1;
N/A






adenocarcinoma


FNA-11
F
57
PCR
pancreatic ductal
M1;
N/A






adenocarcinoma


FNA-12
F
46
PCR
neoplasm of
MX;
N/A






endocrine






pancreas


FNA-13
M
59
PCR
Atypical
MX;
N/A


FNA-14
F
85
PCR
pancreatic ductal
MX; extensive
N/A






adenocarcinoma
necrosis





Ca = PDAC;


Ch = chronic pancreatitis;


N = normal;


FNA = fine needle aspirate;


MX = presence of distant metastasis cannot be assessed.






Example 2

miRNA Expression Profiling in Normal and Diseased Pancreatic Samples


miRNA expression profiling was performed as previously described (Shingara et al., 2005), except that the miRNA fractions recovered from 10-15 μg total RNA were labeled with Cy5 fluorescent dye (GE Healthcare Life Sciences) and hybridized to mirVana miRNA Bioarrays (Ambion) containing 377 individual miRNA probes, including 281 human miRNAs from the mirBase Sequence Database (on the world wide wed at microrna.sanger.ac.uk/) (Griffiths-Jones et al., 2006), 33 new human miRNAs (Ambi-miR5) and 63 mouse or rat miRNAs from the mirBase Sequence Database. Following hybridization, the arrays were scanned using the Axon® GenePix 4000B scanner and associated GenePix software. Raw array data were normalized with the variance stabilization method (Huber et al., 2002).


Six pancreatic primary ductal adenocarcinoma cell lines, five normal pancreas tissue samples, six chronic pancreatitis tissue samples, and eight PDAC tissue samples were profiled. Following array processing and normalization, the expressed miRNomes of the 25 different samples were established (Tables 3 and 4). On average, 200 miRNAs were detected above background signal in the tissue samples and 140 in the cell lines, corresponding to 54 and 38% respectively, of the miRNA probes present on the microarray. Unsupervised clustering of samples and miRNA expression levels showed a clear segregation between the four sample types (normal, chronic, cancer, and cell line), indicating that miRNA expression profiles were highly reproducible within each sample type.









TABLE 3





Normalized Array Data for 19 Individual Tissue Samples: 8 PDAC (Ca),


6 Chronic Pancreatitis (Ch), and 5 Normal Pancreas (N)



























Ca1
Ca2
Ca3
Ca4
Ca5
Ca6
Ca7
Ca8
Ca
Ch1
Ch2





TV*
2.29
1.61
2.01
1.88
1.68
2.13
1.58
1.80
1.87
2.28
2.26


miRNAs >
173
228
222.00
211
226
184
237
224
213
193
190


TV**


%***
45.9
60.5
58.9
56.0
59.9
48.8
62.9
59.4
56.5
51.2
50.4














Mean


miR Name
Ca1
Ca2
Ca3
Ca4
Ca5
Ca6
Ca7
Ca8
Ca
Ch1
Ch2





hsa-let-7a
8.89
9.41
8.51
8.92
8.76
9.01
9.19
8.51
8.90
8.83
8.91


hsa-let-7b
8.53
8.91
8.36
8.42
8.38
8.46
8.71
8.12
8.48
8.75
9.10


hsa-let-7c
8.45
9.05
8.19
8.58
8.40
8.62
8.87
8.19
8.55
8.82
8.89


hsa-let-7d
7.78
8.78
7.59
8.20
8.10
8.32
8.43
7.95
8.14
7.97
7.79


hsa-let-7e
6.45
7.04
6.14
6.63
6.73
7.04
6.79
6.79
6.70
6.39
6.32


hsa-let-7f
7.70
8.57
6.99
7.81
7.90
8.13
8.22
7.78
7.89
7.42
7.13


hsa-let-7g
7.56
7.56
6.60
7.08
7.37
7.29
7.45
7.17
7.26
6.95
6.92


hsa-let-7i
7.91
7.49
7.33
7.68
7.50
6.98
7.44
7.20
7.44
7.38
7.64


hsa-miR-1
2.43
3.77
1.27
2.24
2.92
4.80
5.70
3.74
3.36
2.39
1.90


hsa-miR-100
5.39
6.78
6.12
6.11
6.40
5.97
6.94
6.64
6.29
6.79
6.63


hsa-miR-101
4.69
4.47
3.71
3.88
4.68
4.69
4.81
4.80
4.47
4.14
4.29


hsa-miR-103
6.63
6.59
6.93
6.18
7.12
6.61
6.71
6.60
6.67
6.24
6.20


hsa-miR-105
1.34
1.24
1.18
1.21
1.25
1.24
1.53
1.01
1.25
1.11
0.77


hsa-miR-106a
6.82
6.39
6.83
6.64
6.92
6.90
6.49
6.58
6.70
6.02
5.94


hsa-miR-106b
6.17
5.14
5.51
5.70
5.59
5.69
5.49
5.53
5.60
5.11
5.18


hsa-miR-107
6.68
6.59
6.94
6.33
7.12
6.63
6.75
6.64
6.71
6.34
6.28


hsa-miR-10a
5.59
6.64
6.27
6.30
6.39
5.64
6.61
6.06
6.19
5.87
5.66


hsa-miR-10b
4.67
5.59
5.03
5.25
5.54
4.90
5.50
5.15
5.20
5.17
4.89


hsa-miR-122a
2.98
2.64
2.48
2.96
2.68
3.69
2.00
3.04
2.81
2.86
2.87


hsa-miR-124a
0.63
1.57
0.85
1.27
0.96
1.13
1.20
1.27
1.11
0.56
0.70


hsa-miR-125a
5.09
6.26
6.06
6.17
6.37
5.93
6.21
5.91
6.00
6.41
6.17


hsa-miR-125b
6.17
7.33
7.06
6.53
6.91
6.52
7.43
7.06
6.88
7.76
7.45


hsa-miR-126
7.28
7.22
7.39
7.28
7.00
7.89
7.44
7.38
7.36
7.64
7.61


hsa-miR-126-
2.14
3.82
3.72
3.64
3.64
4.49
3.95
3.21
3.58
3.58
2.49


AS


hsa-miR-127
1.24
1.96
2.35
1.80
1.63
1.71
2.03
1.83
1.82
2.73
2.41


hsa-miR-128a
2.62
3.02
3.06
2.69
3.12
2.74
2.86
2.62
2.84
2.62
2.23


hsa-miR-129
1.96
1.66
2.19
1.92
1.68
1.75
1.76
1.72
1.83
2.25
2.26


hsa-miR-130a
5.68
5.49
5.71
5.09
5.77
5.34
5.84
5.71
5.58
5.82
6.16


hsa-miR-130b
4.14
3.74
4.26
3.71
3.89
3.81
3.54
3.53
3.83
4.23
4.11


hsa-miR-132
3.66
4.54
4.22
4.14
3.65
4.29
4.31
3.80
4.08
4.59
4.38


hsa-miR-133a
1.96
2.58
2.28
2.18
1.99
3.45
4.68
2.49
2.70
2.62
2.23


hsa-miR-134
2.02
2.62
2.55
2.52
2.20
2.44
2.91
2.85
2.52
3.60
2.73


hsa-miR-135a
0.34
1.41
2.17
1.02
1.97
1.24
1.31
0.96
1.30
1.89
1.90


hsa-miR-135b
1.83
2.10
2.17
2.77
3.02
1.66
1.88
2.59
2.25
1.89
2.38


hsa-miR-136
0.94
1.46
2.07
1.02
1.05
0.95
1.26
0.91
1.21
1.64
2.38


hsa-miR-137
0.94
2.49
2.22
0.96
2.01
1.13
1.37
1.60
1.59
1.56
2.02


hsa-miR-138
1.34
1.51
1.80
1.65
2.59
1.92
2.00
1.72
1.82
1.44
1.46


hsa-miR-139
1.96
1.84
1.44
2.61
1.82
2.39
2.58
2.09
2.09
2.41
2.71


hsa-miR-140
3.90
4.14
3.87
3.58
3.94
4.75
4.21
4.17
4.07
4.10
3.74


hsa-miR-141
6.57
5.14
6.01
6.37
6.32
5.87
5.54
5.82
5.95
5.94
6.30


hsa-miR-142-3p
4.17
3.51
2.83
3.98
3.73
4.05
3.47
3.74
3.68
2.93
2.46


hsa-miR-142-5p
3.72
2.28
2.24
2.39
1.97
2.56
2.25
2.12
2.44
2.45
2.67


hsa-miR-143
7.35
7.91
7.77
7.44
7.54
8.62
8.84
7.81
7.91
7.52
7.69


hsa-miR-144
0.94
1.06
0.52
0.63
0.90
1.07
0.84
1.17
0.89
1.06
0.77


hsa-miR-145
6.99
8.38
8.21
7.55
7.82
8.68
9.29
7.84
8.10
8.03
7.77


hsa-miR-146a
6.72
5.90
5.85
5.90
6.46
5.83
5.10
5.32
5.89
4.66
5.71


hsa-miR-147
1.83
1.51
1.52
1.39
1.88
3.12
1.37
1.90
1.82
1.48
1.34


hsa-miR-148a
5.49
5.57
4.80
5.45
5.66
5.05
4.90
4.94
5.23
6.45
6.18


hsa-miR-148b
2.19
3.45
2.52
2.71
3.21
2.86
3.47
2.82
2.91
2.86
2.83


hsa-miR-149
0.83
1.61
1.80
1.92
1.44
1.52
1.67
1.07
1.48
0.56
1.03


hsa-miR-150
4.70
4.37
4.43
4.30
4.35
3.65
4.88
4.13
4.35
4.64
4.13


hsa-miR-151
4.12
4.13
4.03
4.04
4.02
3.90
3.99
3.67
3.99
3.89
3.81


hsa-miR-152
4.56
5.09
5.20
5.11
5.11
5.06
5.42
5.33
5.11
5.62
5.33


hsa-miR-153
2.14
3.38
2.14
2.18
3.39
2.60
3.57
3.31
2.84
3.50
2.23


hsa-miR-154
1.68
2.06
2.62
2.33
2.01
2.36
2.77
2.40
2.28
3.79
2.61


hsa-miR-155
6.91
5.46
5.72
5.44
5.67
5.18
5.30
4.74
5.55
4.66
4.43


hsa-miR-15a
7.06
6.21
6.14
6.21
6.39
6.61
6.29
6.45
6.42
5.96
6.48


hsa-miR-15b
5.10
6.11
5.72
5.92
5.83
6.06
5.58
5.47
5.72
5.14
5.34


hsa-miR-16
8.23
8.17
8.27
8.24
8.28
8.42
8.19
8.40
8.27
7.92
8.15


hsa-miR-17-3p
3.02
2.31
2.57
2.39
3.02
2.51
2.34
2.26
2.55
2.23
2.58


hsa-miR-17-5p
6.84
6.20
6.75
6.48
6.92
6.79
6.45
6.50
6.62
5.90
5.90


hsa-miR-18a
5.22
3.41
4.47
4.14
4.27
4.39
3.72
4.27
4.24
3.40
3.55


hsa-miR-181a
4.81
5.87
5.86
6.22
5.83
5.43
5.91
5.83
5.72
5.62
5.43


hsa-miR-181b
4.51
4.97
5.45
5.52
5.07
4.65
4.91
5.01
5.01
4.60
4.81


hsa-miR-181c
2.34
2.87
2.61
2.54
3.00
2.56
3.07
3.00
2.75
2.25
2.29


hsa-miR-182
3.98
4.35
4.94
4.76
4.54
3.89
4.86
5.03
4.54
4.07
3.27


hsa-miR-182-
1.04
1.00
1.08
1.39
1.61
1.30
1.48
1.42
1.29
2.04
2.20


AS


hsa-miR-183
1.34
1.88
2.74
1.27
2.04
1.57
2.56
2.18
1.95
2.43
1.67


hsa-miR-184
2.65
3.23
2.59
3.29
2.60
2.41
1.84
2.92
2.69
2.69
2.79


hsa-miR-185
4.55
4.54
5.11
4.29
4.72
4.76
4.41
4.95
4.67
4.42
4.17


hsa-miR-186
3.57
3.61
3.07
3.13
3.56
3.61
3.57
3.11
3.40
3.36
2.85


hsa-miR-187
2.02
1.57
1.74
1.60
1.94
1.71
3.33
1.51
1.93
1.44
1.90


hsa-miR-188
2.14
2.13
2.50
2.41
1.84
2.03
2.10
2.09
2.16
2.35
2.46


hsa-miR-189
2.14
2.13
2.09
2.00
2.75
2.41
2.77
2.51
2.35
2.07
2.26


hsa-miR-190
2.29
1.36
0.80
1.65
1.90
1.99
1.31
2.26
1.70
1.39
1.98


hsa-miR-191
5.78
6.17
6.29
5.85
6.36
6.15
6.04
5.65
6.04
5.81
5.73


hsa-miR-192
7.24
6.51
6.57
4.11
7.62
7.07
6.97
6.58
6.58
5.52
5.84


hsa-miR-193a
3.02
2.19
2.68
2.11
2.81
2.41
2.42
2.12
2.47
2.41
2.98


hsa-miR-194
7.73
6.95
7.20
4.43
7.90
7.60
7.54
7.35
7.09
5.58
5.91


hsa-miR-195
5.90
6.75
6.32
6.04
6.46
6.66
6.74
6.65
6.44
6.93
6.88


hsa-miR-196a
4.13
3.14
3.59
2.96
3.91
4.03
3.95
4.45
3.77
2.49
1.40


hsa-miR-196b
3.92
2.58
2.70
2.59
3.37
3.45
3.76
3.84
3.28
2.30
1.40


hsa-miR-197
2.29
3.25
2.47
2.27
1.88
1.99
2.39
1.97
2.31
2.35
2.32


hsa-miR-198
4.14
3.86
3.66
4.26
3.48
4.50
3.17
4.11
3.90
3.88
4.13


hsa-miR-199a
6.09
6.16
6.75
6.28
6.49
5.96
6.49
6.20
6.30
6.83
6.98


hsa-miR-199a-
7.14
6.93
7.18
7.05
7.04
6.75
7.20
6.81
7.01
7.57
7.38


AS


hsa-miR-199b
4.65
4.46
4.86
4.75
4.58
4.01
4.82
4.26
4.55
4.94
5.13


hsa-miR-19a
4.91
3.81
3.90
4.54
4.31
4.43
4.07
4.04
4.25
3.80
3.90


hsa-miR-19b
6.56
5.65
6.24
6.38
6.29
6.25
5.97
5.94
6.16
5.86
6.09


hsa-miR-20a
6.16
5.51
6.17
6.04
6.12
6.09
5.71
5.78
5.95
5.42
5.29


hsa-miR-200a
6.03
5.60
5.87
4.91
5.98
5.39
5.41
4.65
5.48
4.93
5.25


hsa-miR-200b
6.53
6.76
7.04
6.35
7.44
6.59
6.76
5.93
6.68
5.87
5.97


hsa-miR-200c
7.30
6.74
7.76
7.30
7.46
7.38
6.80
7.11
7.23
7.00
7.34


hsa-miR-203
5.69
4.37
5.21
4.56
5.31
4.88
5.93
5.29
5.15
2.96
3.14


hsa-miR-204
0.83
2.39
1.90
1.39
1.46
1.88
2.25
2.12
1.78
2.37
1.72


hsa-miR-205
3.60
2.06
4.48
7.90
3.10
0.95
2.74
1.80
3.33
2.02
1.67


hsa-miR-206
2.29
1.57
1.96
2.27
1.88
3.10
1.62
1.47
2.02
2.53
2.67


hsa-miR-208
1.76
1.36
1.56
1.50
1.49
1.24
1.37
1.80
1.51
1.83
2.58


hsa-miR-21
9.57
9.93
9.40
10.2
9.38
10.0
9.93
9.48
9.75
9.68
8.89


hsa-miR-210
6.90
5.51
6.98
6.61
7.21
7.23
5.60
6.45
6.56
4.75
4.80


hsa-miR-211
0.83
1.12
2.09
1.02
1.44
1.30
1.02
1.07
1.24
1.79
1.94


hsa-miR-212
1.68
1.51
1.74
1.55
1.58
1.88
1.42
1.87
1.65
1.56
1.90


hsa-miR-213
0.63
1.06
1.90
1.27
1.28
1.24
1.31
1.17
1.23
1.83
2.41


hsa-miR-214
5.17
6.53
6.31
5.81
6.21
5.77
6.51
6.45
6.10
6.76
6.43


hsa-miR-215
6.14
3.54
2.50
1.70
5.09
4.19
4.45
4.05
3.96
2.21
2.23


hsa-miR-216
2.55
2.78
2.41
1.33
1.49
2.51
1.48
1.51
2.01
5.15
5.06


hsa-miR-217
3.16
3.43
1.04
2.36
1.99
2.97
1.80
2.62
2.42
5.97
5.94


hsa-miR-218
3.51
4.73
3.73
3.92
3.95
3.79
4.44
4.58
4.08
4.40
4.33


hsa-miR-219
1.14
1.51
2.14
1.15
1.33
1.52
1.37
1.32
1.44
1.68
2.09


hsa-miR-22
7.06
6.91
7.69
7.24
7.08
7.21
7.31
7.12
7.20
7.43
7.28


hsa-miR-220
1.90
1.00
1.27
1.27
1.38
1.13
1.58
1.27
1.35
1.35
2.02


hsa-miR-221
6.18
6.11
6.48
6.88
6.99
6.74
6.10
6.15
6.45
5.72
5.62


hsa-miR-222
5.35
5.61
5.79
6.49
6.45
6.40
5.56
5.89
5.94
4.90
5.04


hsa-miR-223
5.54
7.39
7.23
7.19
6.95
8.25
6.09
5.86
6.81
5.81
6.19


hsa-miR-224
4.14
3.45
4.05
3.82
3.82
3.40
4.04
3.85
3.82
2.51
2.56


hsa-miR-23a
7.13
7.76
7.93
7.51
7.61
7.79
7.91
7.34
7.62
7.35
7.37


hsa-miR-23b
6.93
7.75
7.73
7.50
7.61
7.74
7.97
7.31
7.57
7.44
7.39


hsa-miR-24
7.55
8.00
8.40
7.75
8.11
8.15
8.18
8.07
8.02
7.81
7.61


hsa-miR-25
5.59
5.73
5.43
5.92
5.58
5.81
5.42
5.67
5.64
5.10
5.01


hsa-miR-26a
8.36
8.97
8.56
8.34
9.07
8.87
8.96
8.83
8.75
8.67
8.68


hsa-miR-26b
6.54
7.25
6.41
6.74
7.08
7.31
7.04
7.10
6.93
6.55
6.26


hsa-miR-27a
7.40
7.12
7.09
7.57
7.32
7.40
7.69
7.11
7.34
7.03
7.04


hsa-miR-27b
6.66
7.12
6.90
6.93
7.27
7.16
7.57
7.07
7.09
7.11
7.02


hsa-miR-28
4.79
5.46
4.78
4.78
5.14
5.13
5.28
5.02
5.05
4.53
4.62


hsa-miR-296
1.60
1.88
1.74
1.75
1.68
1.46
1.62
1.42
1.64
1.96
2.41


hsa-miR-299-5p
1.83
2.37
1.63
2.44
1.78
1.84
2.07
2.28
2.03
2.51
2.06


hsa-miR-29a
7.64
7.56
7.26
7.83
7.51
7.79
7.55
7.49
7.58
7.26
7.43


hsa-miR-29b
6.91
6.14
5.89
6.33
6.85
6.40
6.64
6.26
6.43
5.86
5.72


hsa-miR-29c
6.53
6.82
5.66
6.19
6.52
6.63
6.83
6.41
6.45
6.61
6.39


hsa-miR-301
3.20
2.66
2.43
2.49
2.58
2.74
2.77
2.94
2.73
2.28
1.98


hsa-miR-302a
1.24
1.18
1.84
0.83
1.19
1.88
0.84
1.01
1.25
1.60
1.40


hsa-miR-302b
1.52
1.12
1.18
1.21
1.44
1.46
1.31
1.12
1.30
0.86
1.03


hsa-miR-302b-
1.24
1.30
1.56
1.02
0.99
0.82
1.08
0.48
1.06
1.16
0.83


AS


hsa-miR-302c
0.73
1.06
1.63
0.76
1.08
0.82
1.02
0.69
0.97
0.96
0.45


hsa-miR-302c-
2.43
1.99
3.30
2.08
1.58
1.46
1.58
1.72
2.02
2.30
2.38


AS


hsa-miR-302d
1.76
1.57
2.39
1.70
1.49
1.52
1.31
1.37
1.64
2.28
2.06


hsa-miR-30a-3p
2.34
2.51
2.88
2.63
2.59
2.70
2.89
2.40
2.62
3.08
3.16


hsa-miR-30a-5p
6.15
6.66
6.84
6.61
6.77
6.71
6.85
6.54
6.64
6.84
6.97


hsa-miR-30b
5.54
5.65
5.64
5.67
6.14
5.76
5.73
5.42
5.69
6.06
5.99


hsa-miR-30c
5.13
5.49
5.73
5.55
5.70
5.78
5.76
5.52
5.58
5.87
5.88


hsa-miR-30d
5.81
6.57
6.30
5.89
6.30
6.23
6.54
6.35
6.25
6.31
6.66


hsa-miR-30e-3p
2.08
2.47
2.35
2.27
1.90
2.68
2.51
1.83
2.26
2.32
2.02


hsa-miR-30e-5p
5.88
6.13
6.32
6.28
6.23
6.25
6.39
6.25
6.22
6.39
6.25


hsa-miR-31
5.86
6.44
2.90
9.04
7.68
7.00
6.80
7.54
6.66
6.22
6.06


hsa-miR-32
1.04
1.80
2.22
1.50
1.41
1.66
1.58
1.22
1.55
1.89
1.10


hsa-miR-320
6.15
5.84
5.57
5.52
6.14
6.44
6.11
5.87
5.96
5.70
5.93


hsa-miR-323
1.43
1.24
0.75
1.44
1.44
1.46
1.58
1.47
1.35
0.91
0.97


hsa-miR-324-3p
2.47
2.68
3.11
2.69
2.79
2.44
2.77
2.47
2.68
2.84
2.85


hsa-miR-324-5p
1.60
1.66
1.74
1.02
1.49
1.66
1.67
1.56
1.55
1.11
1.28


hsa-miR-325
0.94
1.57
0.99
1.55
1.90
1.13
1.26
1.12
1.31
0.76
0.90


hsa-miR-326
1.68
1.88
1.99
1.39
1.25
1.46
1.48
1.07
1.52
1.92
1.72


hsa-miR-328
1.90
1.80
1.99
1.55
1.54
1.52
1.58
1.27
1.64
1.56
1.46


hsa-miR-33
1.68
1.41
0.90
1.21
1.25
1.30
1.48
1.42
1.33
1.60
0.45


hsa-miR-330
1.96
1.41
1.67
1.75
1.88
1.61
1.62
1.56
1.68
1.64
2.56


hsa-miR-331
2.69
3.61
3.93
3.01
3.62
3.37
3.79
3.70
3.46
3.30
2.58


hsa-miR-335
4.73
5.44
4.92
4.30
4.83
4.20
5.72
5.25
4.92
5.08
4.25


hsa-miR-337
0.94
1.51
1.08
1.84
1.16
0.88
1.26
0.80
1.19
0.91
0.83


hsa-miR-338
4.95
3.93
2.73
3.00
3.83
4.54
3.89
4.85
3.96
3.54
4.07


hsa-miR-339
2.34
2.28
2.48
2.81
2.43
2.46
2.58
2.38
2.47
2.78
2.81


hsa-miR-340
1.52
1.36
1.04
1.21
1.54
2.09
1.76
1.27
1.47
1.11
0.83


hsa-miR-342
6.47
6.22
6.03
6.11
6.00
5.88
6.08
6.06
6.11
6.00
5.87


hsa-miR-345
1.83
1.88
2.26
2.00
1.96
1.88
2.16
2.03
2.00
1.64
2.41


hsa-miR-346
1.34
1.41
1.08
1.80
1.33
1.01
1.20
1.01
1.27
0.76
0.83


hsa-miR-34a
6.14
5.38
6.19
5.77
6.26
5.64
6.05
5.20
5.83
5.82
5.97


hsa-miR-34b
3.75
3.68
3.38
3.68
3.95
3.72
4.04
3.36
3.70
3.54
2.95


hsa-miR-34c
1.76
1.84
2.37
1.55
2.03
1.41
2.19
1.90
1.88
1.72
1.77


hsa-miR-361
4.16
4.85
4.89
4.36
5.05
4.87
4.96
4.66
4.72
4.40
4.52


hsa-miR-365
2.08
2.44
1.74
2.63
2.13
2.34
2.16
2.06
2.20
2.69
2.16


hsa-miR-367
1.43
1.12
1.96
1.08
1.13
0.76
1.37
0.80
1.21
2.35
2.41


hsa-miR-368
4.01
4.48
4.62
4.70
3.86
4.32
4.57
4.49
4.38
5.58
4.84


hsa-miR-369-3p
0.63
1.36
0.61
1.21
0.81
0.64
1.02
0.59
0.86
0.71
0.97


hsa-miR-370
3.09
3.36
3.35
3.14
2.31
3.18
3.03
3.32
3.10
3.39
2.95


hsa-miR-371
1.90
1.00
0.85
1.33
1.28
0.88
1.20
1.64
1.26
1.99
1.62


hsa-miR-372
1.76
1.41
1.48
1.92
1.22
1.46
1.67
1.64
1.57
1.16
1.03


hsa-miR-373
1.24
1.30
1.59
1.50
1.19
1.30
1.31
1.27
1.34
1.21
1.72


hsa-miR-373-
2.19
2.10
1.87
2.41
2.06
2.28
2.10
2.33
2.17
1.99
2.16


AS


hsa-miR-374
2.65
3.36
2.41
2.71
3.33
3.41
3.68
3.31
3.11
2.76
2.13


hsa-miR-375
3.40
6.11
3.92
4.04
5.00
4.10
5.91
4.96
4.68
6.28
5.11


hsa-miR-376a
3.05
3.99
3.61
4.00
3.35
3.70
4.00
3.92
3.70
4.50
3.64


hsa-miR-377
2.58
2.62
2.54
3.19
2.04
2.49
2.91
3.20
2.70
3.89
3.00


hsa-miR-378
1.14
1.71
2.09
1.08
1.49
1.71
1.80
1.07
1.51
1.11
0.90


hsa-miR-379
3.33
3.66
3.61
3.79
2.81
3.32
3.52
3.97
3.50
4.44
3.97


hsa-miR-380-3p
0.34
1.51
1.22
1.15
1.11
0.88
1.08
0.75
1.01
0.37
0.90


hsa-miR-380-5p
0.94
1.51
1.84
0.63
1.11
1.30
1.02
0.91
1.16
1.89
1.81


hsa-miR-381
1.90
1.75
2.01
1.75
1.63
1.61
1.72
1.94
1.79
2.39
2.26


hsa-miR-382
2.78
3.06
3.02
3.24
2.72
3.45
3.05
3.33
3.08
3.75
3.31


hsa-miR-383
1.43
1.51
2.07
1.70
1.36
1.66
1.37
1.42
1.57
2.18
2.26


hsa-miR-384
0.43
1.30
0.99
0.76
1.02
0.41
1.26
0.29
0.81
0.56
0.51


hsa-miR-422a
2.78
3.50
2.26
2.67
3.05
2.81
3.63
2.15
2.86
2.32
2.29


hsa-miR-422b
4.37
4.31
4.07
3.79
4.26
3.84
4.79
3.49
4.12
3.21
3.57


hsa-miR-423
2.90
4.05
4.03
4.00
3.83
4.04
3.93
3.54
3.79
3.99
3.83


hsa-miR-424
3.85
4.06
3.54
3.89
3.65
3.71
4.01
4.49
3.90
3.95
3.38


hsa-miR-425
2.24
2.28
1.99
1.84
2.48
2.09
2.07
1.68
2.08
1.79
1.86


hsa-miR-429
4.62
5.18
4.73
3.84
5.20
4.66
5.10
4.07
4.68
3.92
3.31


hsa-miR-448
1.34
1.18
0.90
0.96
1.28
1.66
1.31
1.72
1.29
0.91
1.90


hsa-miR-449
1.34
1.46
1.96
1.08
1.56
1.57
1.42
1.17
1.45
1.60
2.09


hsa-miR-450
2.19
1.61
1.93
1.84
1.70
1.79
2.03
1.97
1.88
2.23
1.77


hsa-miR-7
5.87
7.07
3.23
5.03
5.32
5.45
6.30
5.76
5.50
6.15
3.61


hsa-miR-9
1.24
1.24
2.31
1.15
1.16
1.19
1.48
1.47
1.40
1.11
2.56


hsa-miR-9-AS
2.19
1.57
2.31
1.44
1.58
1.75
1.80
2.06
1.84
1.99
2.16


hsa-miR-92
4.55
4.75
5.05
4.88
5.19
5.01
4.76
4.91
4.89
4.61
4.61


hsa-miR-93
6.29
5.22
6.08
5.72
5.90
6.05
5.97
5.95
5.90
5.09
5.33


hsa-miR-95
2.43
4.18
2.33
3.20
3.04
3.73
3.74
3.11
3.22
2.90
2.16


hsa-miR-96
2.72
3.10
2.95
3.52
3.01
2.72
3.35
3.35
3.09
2.47
2.29


hsa-miR-98
4.30
5.20
3.68
4.57
4.90
4.08
4.89
4.83
4.56
4.25
4.04


hsa-miR-99a
5.32
6.79
5.96
5.79
6.43
5.73
7.07
6.73
6.23
6.96
6.90


hsa-miR-99b
4.20
5.11
5.01
4.65
5.37
4.95
5.17
4.86
4.91
4.86
4.83


mmu-let-7d-AS
1.14
1.18
2.01
0.83
1.38
1.30
1.62
1.32
1.35
0.96
1.34


mmu-miR-101b
2.08
1.46
0.99
1.65
1.56
1.75
1.67
1.51
1.59
1.86
1.57


mmu-miR-106a
6.23
5.92
6.18
6.02
6.44
6.40
6.03
6.03
6.16
5.28
5.16


mmu-miR-129-
1.96
1.80
1.80
1.70
1.76
1.79
1.96
1.64
1.80
2.67
2.20


3p


mmu-miR-140-
4.29
4.24
4.39
3.67
4.54
5.31
4.78
4.71
4.49
4.66
4.55


AS


mmu-miR-151
2.87
3.26
2.07
3.11
2.92
2.79
3.00
2.73
2.84
2.32
2.16


mmu-miR-155
5.04
4.72
4.52
4.29
4.61
4.39
4.37
3.90
4.48
3.41
2.49


mmu-miR-17-
2.29
1.92
1.22
2.30
1.65
1.46
2.03
1.27
1.77
1.83
1.22


3p


mmu-miR-192
7.16
6.44
6.54
3.77
7.53
7.01
6.93
6.48
6.48
5.49
5.70


mmu-miR-199b
4.49
4.97
4.91
5.10
4.91
4.62
5.27
4.72
4.87
5.21
5.08


mmu-miR-201
1.04
1.41
1.40
0.96
1.25
1.36
1.31
1.22
1.24
1.35
1.72


mmu-miR-202
3.51
3.00
3.09
3.77
3.15
3.03
2.28
3.36
3.15
2.92
3.28


mmu-miR-207
1.60
2.74
1.13
1.75
1.19
1.36
1.42
1.17
1.55
1.60
0.77


mmu-miR-211
0.83
1.18
0.90
0.70
0.93
1.13
1.14
0.75
0.94
1.48
0.97


mmu-miR-215
3.02
1.41
0.94
1.60
2.69
1.99
2.22
2.53
2.05
0.28
1.03


mmu-miR-217
3.18
3.20
1.48
2.15
1.90
2.79
1.76
2.71
2.40
5.65
5.53


mmu-miR-290
2.58
2.31
2.57
2.63
2.08
2.51
2.28
2.23
2.40
2.70
2.54


mmu-miR-291-
1.14
1.06
1.04
1.60
1.36
1.36
1.58
1.37
1.31
2.25
1.34


3p


mmu-miR-291-
1.24
1.41
1.87
1.33
1.44
1.13
1.31
1.07
1.35
1.60
1.98


5p


mmu-miR-292-
1.83
1.46
2.01
1.08
1.74
1.41
1.67
1.72
1.62
1.99
1.81


3p


mmu-miR-292-
2.02
1.75
1.93
1.84
1.58
1.66
1.58
1.68
1.76
1.44
1.67


5p


mmu-miR-293
1.43
1.12
2.26
1.60
1.08
1.24
1.14
1.37
1.41
1.99
2.49


mmu-miR-294
0.94
1.51
1.63
1.39
1.28
1.71
1.42
1.72
1.45
1.39
0.70


mmu-miR-295
1.43
1.46
1.08
1.55
1.46
1.30
1.48
1.64
1.43
1.21
1.16


mmu-miR-297
2.58
1.36
1.80
2.88
3.51
5.18
1.53
2.12
2.62
1.83
1.28


mmu-miR-298
4.05
3.63
3.36
4.06
3.49
3.82
3.21
3.84
3.68
3.52
3.74


mmu-miR-300
1.43
1.66
1.77
1.84
1.58
1.88
1.62
1.68
1.68
1.86
1.62


mmu-miR-322
0.83
1.12
2.12
1.27
1.33
1.13
1.31
0.85
1.25
2.04
2.13


mmu-miR-424
2.02
2.39
2.07
2.41
2.43
2.34
2.51
3.33
2.44
2.25
1.72


mmu-miR-325
2.14
1.18
1.35
1.96
1.94
1.61
1.67
2.33
1.77
1.92
2.26


mmu-miR-329
3.18
1.57
1.08
1.44
1.44
1.36
1.67
1.68
1.68
1.92
2.09


mmu-miR-330
1.52
1.30
1.48
1.44
1.41
1.30
1.72
1.47
1.45
0.96
1.03


mmu-miR-337
1.83
1.18
1.40
1.84
1.63
1.71
1.48
1.87
1.62
1.11
2.02


mmu-miR-341
2.29
1.51
1.08
1.88
1.92
1.99
1.48
1.83
1.75
1.01
1.28


mmu-miR-344
1.14
1.18
2.14
0.76
1.02
1.36
1.31
0.85
1.22
1.89
2.58


mmu-miR-345
1.60
1.88
1.48
3.56
1.49
1.75
1.67
1.37
1.85
1.72
1.98


mmu-miR-346
1.34
1.46
1.27
1.39
1.51
1.52
1.31
0.91
1.34
1.06
1.28


mmu-miR-34b
1.76
1.92
2.17
1.70
1.72
1.61
1.84
1.51
1.78
1.86
2.23


mmu-miR-350
1.52
1.75
1.08
1.21
1.63
1.19
1.26
1.87
1.44
1.48
1.28


mmu-miR-351
2.08
1.18
1.40
1.70
1.68
1.57
1.26
1.51
1.55
1.64
1.86


mmu-miR-376a
1.96
1.99
2.64
2.15
1.72
1.79
2.03
1.72
2.00
2.60
2.51


mmu-miR-376b
2.47
1.36
1.35
2.15
1.96
2.09
1.48
2.28
1.89
1.44
1.57


mmu-miR-380-
0.53
1.46
1.13
1.02
1.13
1.19
1.37
1.51
1.17
0.86
1.46


3p


mmu-miR-383
2.02
1.57
1.04
2.00
1.94
1.75
1.53
2.42
1.78
1.30
1.72


mmu-miR-384
1.14
0.94
2.04
0.51
1.11
0.95
1.08
0.39
1.02
1.11
1.81


mmu-miR-409
1.68
2.54
2.41
2.79
1.61
1.95
2.25
1.87
2.14
3.19
2.46


hsa-miR-410
1.04
1.57
1.90
1.75
1.44
1.24
1.76
1.72
1.55
2.25
1.52


mmu-miR-411
1.52
1.51
2.41
1.70
1.19
1.07
1.42
1.32
1.52
2.60
2.65


hsa-miR-412
0.83
1.12
0.90
1.02
0.81
0.95
1.20
0.48
0.91
0.42
0.83


mmu-miR-429
1.68
1.61
1.40
1.50
1.94
1.46
1.72
2.06
1.67
1.72
0.90


mmu-miR-7b
1.76
3.57
2.24
2.04
2.14
2.31
2.66
2.51
2.40
2.73
2.29


rno-miR-151-
5.08
5.86
5.38
5.40
5.63
5.37
5.39
5.39
5.44
5.33
5.30


AS


rno-miR-20-AS
1.34
1.51
2.28
1.08
1.28
1.36
1.26
0.80
1.36
1.72
2.23


rno-miR-297
1.04
1.06
1.35
1.21
1.76
3.01
1.20
1.56
1.53
1.68
0.77


rno-miR-327
2.81
2.28
2.14
2.96
2.17
2.62
1.80
2.92
2.47
2.65
3.06


rno-miR-333
1.68
1.71
2.33
2.24
2.45
4.24
1.14
1.01
2.10
1.72
1.94


rno-miR-336
2.69
3.28
2.09
2.21
2.70
2.09
2.00
1.97
2.38
2.32
2.63


rno-miR-343
1.34
1.57
2.09
1.70
1.41
1.24
1.14
1.37
1.48
1.01
1.40


rno-miR-344
0.53
1.51
1.18
1.50
0.78
0.70
0.96
0.43
0.95
1.16
0.57


rno-miR-346
2.08
1.41
1.56
2.21
1.74
1.92
1.20
1.60
1.71
1.64
1.57


rno-miR-347
2.55
1.46
2.55
1.96
2.04
1.30
1.62
1.83
1.92
2.30
2.56


rno-miR-349
1.68
1.36
1.27
1.08
1.44
1.46
1.14
1.72
1.39
1.48
0.83


rno-miR-352
4.62
5.39
3.97
4.72
4.88
5.11
4.77
4.83
4.79
4.22
4.10


rno-miR-421
1.68
1.18
1.44
1.15
1.51
1.57
1.14
1.90
1.45
1.35
0.90


rno-miR-7-AS
2.02
1.57
2.04
1.44
1.38
1.88
1.37
0.96
1.58
1.60
1.90


hsa-miR-522
1.34
1.75
1.31
0.51
1.22
1.01
1.14
1.27
1.19
1.44
1.34


hsa-miR-519b
1.90
1.36
2.14
1.27
1.44
1.30
1.31
1.68
1.55
2.47
1.03


hsa-miR-520c
0.94
1.61
1.67
0.96
1.38
0.82
0.96
0.91
1.16
0.91
0.70


hsa-miR-519e
1.68
1.36
2.01
0.96
1.13
1.30
1.42
1.12
1.37
1.48
2.09


hsa-miR-519d
0.83
1.80
1.84
0.89
1.05
1.41
0.90
0.59
1.16
1.60
1.77


hsa-miR-520b
2.14
1.00
1.18
1.80
1.86
1.66
1.53
2.15
1.66
1.79
1.72


hsa-miR-519c
1.60
0.82
1.04
1.21
1.70
1.46
1.62
1.60
1.38
1.30
1.46


hsa-miR-526b-
0.63
1.36
1.52
0.57
1.19
1.01
0.90
0.59
0.97
0.56
0.02


AS


hsa-miR-520e
1.34
1.12
0.90
1.44
1.33
1.01
1.37
1.87
1.30
1.11
2.26


hsa-miR-520a
1.60
1.46
2.17
0.76
1.28
1.13
0.96
0.64
1.25
1.99
2.29


hsa-miR-520d
1.14
1.18
2.01
1.50
1.56
1.52
1.31
1.42
1.46
2.32
2.51


hsa-miR-520h
1.90
0.88
1.90
0.83
1.33
1.36
1.53
1.83
1.44
2.25
1.40


hsa-miR-517a
1.14
2.03
2.01
1.21
1.28
1.52
0.90
1.12
1.40
2.28
2.58


hsa-miR-518e
1.68
1.30
0.90
1.39
1.74
0.95
1.31
1.72
1.37
0.81
1.28


hsa-miR-521
0.94
1.18
1.70
1.02
1.28
0.95
1.53
1.37
1.25
1.86
1.94


hsa-miR-523
1.90
1.12
1.27
1.55
1.49
1.71
1.31
1.68
1.50
1.16
4.27


hsa-miR-518f
0.83
1.30
1.80
1.80
1.41
1.01
1.26
0.69
1.26
1.68
2.13


hsa-miR-518c
1.34
1.18
1.56
0.83
1.16
1.24
1.26
1.01
1.20
1.48
1.10


hsa-miR-518b
1.52
1.61
1.44
1.27
1.13
1.41
1.26
1.07
1.34
1.64
2.02


hsa-miR-518d
0.73
1.18
0.85
1.27
1.13
1.30
1.08
0.85
1.05
1.48
1.03


hsa-miR-525-
0.53
1.41
0.48
0.76
1.08
0.70
1.02
0.59
0.82
0.56
0.57


AS


hsa-miR-524
1.83
1.24
1.87
3.01
1.38
1.61
1.26
1.56
1.72
1.30
1.10


hsa-miR-518a
1.24
1.18
1.96
1.15
1.05
1.30
1.08
0.91
1.23
1.64
1.94


hsa-miR-515-3p
1.83
1.18
1.31
0.96
1.65
1.61
1.58
1.80
1.49
0.56
1.10


hsa-miR-516-3p
1.04
1.57
1.52
1.21
1.19
1.52
1.20
1.56
1.35
1.06
1.46


ambi-miR-7026
0.83
0.82
1.63
0.89
1.22
1.19
0.78
0.80
1.02
0.86
0.90


ambi-miR-7027
1.83
1.12
1.99
1.60
1.74
1.66
1.62
2.06
1.70
1.48
1.52


hsa-miR-512-3p
1.90
1.61
1.70
1.55
1.49
1.71
1.31
1.97
1.66
1.21
1.40


ambi-miR-7029
4.75
3.77
5.62
4.92
5.14
5.77
5.31
6.83
5.26
4.15
4.54


hsa-miR-491
2.95
2.56
2.14
3.25
2.67
2.41
2.16
2.74
2.61
2.32
2.65


hsa-miR-506
2.38
1.41
1.08
2.08
1.82
1.92
1.62
2.06
1.80
0.66
2.69


hsa-miR-514
1.68
1.12
1.48
0.96
1.28
1.52
1.26
1.51
1.35
1.35
0.77


hsa-miR-509
1.90
1.57
1.99
1.75
1.82
1.79
1.42
1.72
1.74
1.89
1.77


hsa-miR-508
1.68
1.24
1.44
1.39
1.65
1.41
1.42
2.21
1.56
2.23
1.16


hsa-miR-507
1.14
1.51
0.94
0.57
1.19
0.82
1.08
0.29
0.95
0.61
0.51


ambi-miR-7036
1.52
1.71
2.17
1.50
1.61
1.84
1.53
2.03
1.74
1.39
2.13


hsa-miR-193b
2.43
2.93
4.07
4.27
2.82
2.53
3.47
2.79
3.17
2.85
2.98


ambi-miR-
0.34
1.46
0.90
0.89
1.54
1.07
1.20
0.75
1.02
2.04
0.90


7038-1


ambi-miR-7039
4.48
2.03
3.44
2.71
3.22
1.92
3.03
2.66
2.94
2.67
3.58


hsa-miR-488
1.76
1.12
0.85
1.92
1.58
1.57
1.37
1.97
1.52
0.76
1.57


hsa-miR-510
1.68
1.75
1.27
1.15
1.22
1.01
1.26
1.01
1.29
1.39
0.90


hsa-miR-517-
1.52
1.41
2.28
1.33
1.28
1.30
1.26
0.91
1.41
1.72
2.13


AS


hsa-miR-518f-
1.68
1.24
1.56
1.39
2.62
1.57
1.37
1.17
1.57
1.39
1.81


AS


hsa-miR-518c-
3.07
2.98
2.54
3.38
2.45
2.66
2.34
2.98
2.80
2.65
2.63


AS


hsa-miR-526c
0.08
1.41
1.04
0.96
1.13
1.30
1.26
0.54
0.96
1.21
1.03


hsa-miR-526b
2.29
2.25
2.04
2.21
1.61
1.66
1.84
1.80
1.96
2.13
1.86


hsa-miR-520a-
0.43
1.12
1.04
0.63
1.02
0.70
1.02
0.75
0.84
1.76
0.51


AS


hsa-miR-525
1.04
1.80
1.35
1.60
1.11
1.52
1.08
1.27
1.35
0.81
1.16


hsa-miR-524-
1.52
1.00
1.74
1.55
1.63
1.66
1.67
1.07
1.48
1.83
1.03


AS


hsa-miR-520d-
2.02
1.24
1.80
1.39
1.54
1.41
1.42
1.68
1.56
2.51
1.52


AS


hsa-miR-527
1.90
1.57
1.04
2.15
1.49
1.52
1.53
1.42
1.57
1.99
1.67


hsa-miR-515-5p
1.34
1.06
2.12
0.70
1.02
1.30
0.96
1.07
1.20
1.68
1.40


hsa-miR-519e-
0.83
1.41
1.87
1.50
1.22
1.52
1.53
1.32
1.40
2.13
0.57


AS


ambi-miR-7054
1.60
1.12
2.14
1.44
1.25
1.52
1.48
1.76
1.54
0.91
0.70


ambi-miR-7055
1.34
1.51
2.17
1.27
1.56
1.41
1.14
1.22
1.45
2.43
2.56


hsa-miR-498
1.76
1.57
2.26
1.27
1.30
1.52
1.67
1.27
1.58
1.96
2.02


hsa-miR-513
4.78
3.92
3.65
4.41
3.72
3.91
3.27
4.08
3.97
3.93
3.91


ambi-miR-7058
4.27
3.72
3.94
4.03
4.28
4.58
3.88
4.22
4.11
3.58
3.95


ambi-miR-
0.73
0.94
1.40
1.08
1.22
1.01
1.31
0.34
1.00
1.16
1.46


7059-1


hsa-miR-452
3.48
3.02
3.66
3.45
3.53
3.29
3.21
3.85
3.44
2.81
2.97


hsa-miR-493
2.34
2.06
1.93
1.60
1.86
1.66
2.00
2.12
1.95
2.30
2.09


ambi-miR-7062
2.02
1.71
1.90
2.11
1.68
1.88
1.58
1.64
1.81
1.96
1.90


hsa-miR-432
3.09
3.35
3.23
3.44
2.57
2.89
3.15
3.49
3.15
3.92
3.54


hsa-miR-495
2.55
2.22
2.09
2.61
2.46
2.25
2.10
2.36
2.33
2.79
2.56


hsa-miR-494
7.34
4.49
4.88
5.46
4.87
5.06
4.14
4.87
5.14
6.49
5.20


ambi-miR-7066
2.02
1.24
0.85
1.75
1.74
1.75
1.67
2.12
1.64
1.21
1.34


ambi-miR-7067
1.83
1.41
2.43
1.96
1.76
1.71
1.53
1.94
1.82
2.49
1.57


ambi-miR-
0.73
1.18
1.59
0.96
1.41
1.07
1.20
0.80
1.12
0.91
1.52


7068-1


hsa-miR-496
1.24
0.82
2.17
1.15
1.05
1.66
1.31
1.17
1.32
1.89
1.34


ambi-miR-7070
1.43
2.31
2.39
2.11
1.58
2.06
1.92
1.90
1.96
2.81
2.23


hsa-miR-492
1.14
1.12
1.67
0.76
1.51
1.36
1.08
1.37
1.25
1.11
0.33


hsa-miR-490
0.94
1.12
1.80
1.33
1.19
1.19
1.26
0.64
1.18
1.72
1.28


hsa-miR-497
5.33
4.52
4.99
4.32
4.91
4.71
5.12
4.70
4.83
5.40
5.81


ambi-miR-7074
1.43
1.30
1.77
1.15
1.30
0.82
1.08
1.12
1.25
1.52
2.35


ambi-miR-7075
2.72
2.22
2.04
2.63
2.64
2.28
2.36
2.66
2.44
2.21
2.54


ambi-miR-7076
2.55
3.25
2.17
2.75
3.58
2.64
3.13
2.74
2.85
2.60
2.43


hsa-miR-501
2.02
1.57
1.80
1.92
1.68
2.13
1.42
2.03
1.82
2.30
2.41


hsa-miR-502
1.83
1.92
2.07
1.75
1.56
1.66
1.31
1.76
1.73
1.92
2.06


ambi-miR-7079
2.02
1.75
2.28
1.55
1.80
2.19
2.77
2.71
2.14
2.35
1.90


ambi-miR-7080
2.24
1.36
1.67
1.80
1.58
1.92
1.53
1.64
1.72
1.11
1.90


ambi-miR-7081
2.38
2.16
2.33
2.11
2.31
2.46
2.46
2.33
2.32
2.10
2.23


hsa-miR-202-
0.53
0.94
1.52
0.76
1.02
1.19
1.14
0.54
0.95
0.76
0.64


AS


ambi-miR-7083
2.78
3.25
3.50
3.71
3.37
3.88
3.22
2.57
3.28
3.26
3.37


ambi-miR-7084
1.83
1.46
2.01
1.27
1.54
1.46
1.72
1.56
1.61
2.53
1.46


ambi-miR-7085
1.34
1.61
2.19
1.60
1.56
1.19
1.62
1.72
1.60
1.99
2.35


ambi-miR-7086
0.73
1.96
1.70
1.92
1.51
1.36
1.80
1.12
1.51
1.39
0.97


hsa-miR-512-5p
1.43
1.06
1.04
1.02
1.13
1.36
1.20
1.27
1.19
1.48
1.03


hsa-miR-504
1.24
0.94
0.75
1.21
1.33
1.07
1.26
1.27
1.13
0.81
0.90


ambi-miR-7089
1.90
0.94
1.13
1.84
1.58
1.36
1.14
2.06
1.49
1.48
1.98


hsa-miR-511
0.43
1.71
1.04
1.27
1.22
1.13
1.31
0.75
1.11
1.21
0.83


hsa-miR-452-
1.96
1.92
1.96
2.04
2.04
2.22
1.92
2.15
2.03
0.91
1.10


AS


hsa-miR-503
2.38
2.58
3.52
3.22
2.62
2.56
3.04
2.79
2.84
3.33
2.61


hsa-miR-485-5p
1.76
1.66
1.87
2.15
1.84
2.19
2.03
2.18
1.96
1.92
2.20


hsa-miR-499
1.68
1.51
2.61
1.33
1.25
1.61
1.48
1.42
1.61
2.32
1.40


ambi-miR-7095
2.08
1.24
1.27
1.80
1.58
1.30
1.37
1.97
1.58
1.99
1.57


hsa-miR-505
1.76
2.47
2.17
2.24
2.06
2.19
2.34
1.80
2.13
1.86
2.02


ambi-miR-7097
1.24
1.66
1.27
1.44
1.33
1.36
1.20
1.27
1.35
1.68
1.10


ambi-miR-7098
1.83
1.18
1.04
1.08
1.36
1.71
1.53
1.32
1.38
0.91
1.52


hsa-miR-489
1.60
1.51
1.99
1.39
2.16
1.36
1.84
1.83
1.71
1.11
0.90


ambi-miR-7100
2.51
1.41
0.99
2.08
1.90
1.71
1.92
2.21
1.84
1.92
1.62


ambi-miR-7101
0.73
1.36
1.63
1.27
1.16
1.36
1.48
1.27
1.28
1.89
2.20


hsa-miR-432-
1.43
1.24
1.84
0.89
1.28
1.61
1.26
1.12
1.33
0.76
1.28


AS


ambi-miR-7103
1.24
1.66
1.99
1.70
1.44
1.24
1.62
1.27
1.52
1.86
2.46


hsa-miR-500
2.29
2.28
2.04
2.11
3.08
2.31
2.51
2.31
2.37
2.18
2.54


ambi-miR-7105
3.02
3.03
3.01
2.79
3.36
2.88
3.07
3.10
3.03
2.51
2.63






Ch3
Ch4
Ch5
Ch6
Ch
N1
N2
N3
N4
N5
N





TV*
1.94
2.20
2.23
2.46
2.23
2.03
1.90
2.21
1.71
2.27
2.02


miRNAs >
209
200
222
185
200
191
195
182
229
175
194


TV**


%***
55.4
53.1
58.9
49.1
53.0
50.7
51.7
48.3
60.7
46.4
51.6










Mean





Mean


miR Name
Ch3
Ch4
Ch5
Ch6
Ch
N1
N2
N3
N4
N5
N





hsa-let-7a
9.16
8.84
9.17
8.48
8.90
9.42
9.68
9.24
9.56
9.61
9.50


hsa-let-7b
9.16
8.69
8.88
8.50
8.85
9.22
9.55
8.93
9.06
9.33
9.22


hsa-let-7c
9.14
8.74
8.78
8.51
8.81
9.27
9.58
9.07
9.37
9.36
9.33


hsa-let-7d
8.29
7.93
7.91
7.63
7.92
8.72
8.90
8.51
9.13
8.90
8.83


hsa-let-7e
6.45
6.01
6.16
6.28
6.27
6.82
6.97
6.92
7.92
7.05
7.14


hsa-let-7f
7.97
7.56
7.62
7.79
7.58
8.58
8.56
8.37
9.08
8.73
8.66


hsa-let-7g
7.35
7.13
7.19
6.98
7.09
7.60
7.86
7.45
7.73
7.75
7.68


hsa-let-7i
6.95
7.07
7.28
6.81
7.19
6.44
6.38
6.20
6.77
6.55
6.47


hsa-miR-1
3.38
3.12
2.57
5.01
3.06
2.42
2.53
2.55
2.67
2.22
2.48


hsa-miR-100
6.42
6.73
6.09
6.45
6.52
5.45
5.16
5.10
5.21
5.71
5.32


hsa-miR-101
4.68
4.76
4.16
4.50
4.42
5.09
4.83
5.21
5.15
4.89
5.03


hsa-miR-103
6.14
6.19
5.82
5.97
6.10
5.98
6.02
5.77
6.02
6.28
6.01


hsa-miR-105
1.04
1.28
1.49
0.70
1.06
1.20
1.12
1.88
1.61
1.23
1.41


hsa-miR-106a
6.39
6.42
5.97
6.33
6.18
6.67
6.38
6.29
6.53
6.42
6.46


hsa-miR-106b
5.19
5.29
5.01
4.85
5.11
5.15
5.15
5.00
5.34
5.07
5.14


hsa-miR-107
6.10
6.29
5.95
6.08
6.18
5.92
5.98
5.74
6.03
6.22
5.98


hsa-miR-10a
5.90
5.80
5.54
5.87
5.77
5.22
5.07
4.88
5.11
5.14
5.09


hsa-miR-10b
5.30
5.58
4.43
4.88
5.04
4.94
4.40
4.68
4.78
4.74
4.71


hsa-miR-122a
2.81
2.99
3.15
2.97
2.94
2.75
2.47
3.01
2.67
2.56
2.69


hsa-miR-124a
1.16
0.87
0.70
1.11
0.85
1.07
0.86
1.43
0.89
0.54
0.96


hsa-miR-125a
6.31
5.79
5.92
5.83
6.07
5.48
5.31
5.39
5.39
5.85
5.48


hsa-miR-125b
7.46
7.47
7.11
7.38
7.44
6.16
6.07
6.15
5.96
6.25
6.12


hsa-miR-126
7.71
8.01
7.26
7.48
7.62
7.54
7.11
7.36
7.11
7.24
7.27


hsa-miR-126-
4.29
4.43
3.02
2.79
3.43
4.37
3.56
4.03
4.47
4.01
4.09


AS


hsa-miR-127
2.15
2.02
2.12
2.21
2.27
1.45
2.06
2.00
1.61
2.52
1.93


hsa-miR-128a
2.46
2.55
2.41
2.66
2.49
2.47
2.66
1.88
2.43
2.82
2.45


hsa-miR-129
1.54
2.39
2.61
3.21
2.38
1.86
1.52
2.21
1.61
2.17
1.88


hsa-miR-130a
5.95
6.11
5.79
6.02
5.98
6.24
6.34
6.08
6.34
6.00
6.20


hsa-miR-130b
5.55
5.25
5.09
5.85
5.01
6.46
6.74
6.47
6.28
6.17
6.42


hsa-miR-132
3.87
3.86
4.31
3.19
4.03
2.71
3.15
2.47
4.08
4.00
3.28


hsa-miR-133a
2.43
2.64
2.41
3.98
2.72
1.94
1.59
1.75
0.89
1.42
1.52


hsa-miR-134
2.77
2.72
2.68
2.56
2.84
3.21
3.53
2.74
2.97
3.58
3.21


hsa-miR-135a
1.82
1.04
2.54
1.81
1.83
1.94
1.79
2.11
2.93
1.74
2.10


hsa-miR-135b
1.64
1.97
1.94
1.71
1.92
0.67
1.37
1.07
1.71
1.74
1.31


hsa-miR-136
1.49
1.70
2.64
1.11
1.83
1.20
1.04
1.07
1.51
1.33
1.23


hsa-miR-137
2.01
1.97
2.07
1.99
1.94
1.07
1.29
1.07
1.15
1.33
1.18


hsa-miR-138
1.33
1.28
1.88
0.84
1.37
1.86
1.45
1.60
1.27
1.42
1.52


hsa-miR-139
2.75
2.72
2.37
2.56
2.59
2.42
2.66
2.47
2.05
2.36
2.39


hsa-miR-140
3.98
4.01
3.29
3.38
3.75
3.59
3.42
3.18
3.38
3.61
3.44


hsa-miR-141
7.23
6.67
7.07
7.11
6.72
7.47
7.84
7.90
7.64
7.41
7.65


hsa-miR-142-3p
3.35
3.88
2.12
3.01
2.96
2.53
2.32
2.86
4.50
2.63
2.97


hsa-miR-142-5p
2.70
2.58
3.09
2.51
2.67
2.36
2.53
2.68
3.22
2.27
2.61


hsa-miR-143
7.49
7.48
7.28
8.07
7.59
6.12
6.38
5.91
6.17
6.33
6.18


hsa-miR-144
0.85
0.39
0.81
0.84
0.79
1.67
0.95
0.14
1.71
1.14
1.12


hsa-miR-145
8.02
7.63
7.41
8.49
7.89
6.54
6.69
6.14
6.32
6.67
6.47


hsa-miR-146a
5.02
5.68
4.11
4.58
4.96
4.19
3.84
3.54
3.97
4.59
4.03


hsa-miR-147
1.27
1.28
2.46
0.84
1.45
0.94
1.59
2.68
1.27
1.14
1.52


hsa-miR-148a
8.23
7.24
7.60
7.57
7.21
8.39
9.12
8.98
8.83
8.29
8.72


hsa-miR-148b
4.16
2.74
2.89
3.36
3.14
4.69
5.65
5.46
5.99
4.58
5.27


hsa-miR-149
1.49
1.12
2.77
2.61
1.60
2.10
1.59
1.26
1.51
1.14
1.52


hsa-miR-150
3.61
5.66
2.61
2.34
3.83
2.67
1.90
1.26
1.89
2.82
2.11


hsa-miR-151
4.21
3.91
3.67
4.33
3.97
4.36
4.31
4.03
4.03
4.24
4.19


hsa-miR-152
5.04
4.89
5.28
4.65
5.14
4.84
5.19
4.81
4.68
5.05
4.91


hsa-miR-153
2.89
3.30
2.41
1.99
2.72
3.42
3.73
3.32
3.43
3.25
3.43


hsa-miR-154
3.22
3.53
3.25
2.21
3.10
3.71
3.39
3.25
3.25
3.75
3.47


hsa-miR-155
4.47
5.01
3.74
3.59
4.32
3.40
2.63
2.39
4.47
4.47
3.47


hsa-miR-15a
6.45
6.33
6.18
6.20
6.27
6.41
6.25
6.27
6.24
6.30
6.30


hsa-miR-15b
5.19
4.99
4.90
4.47
5.00
5.22
5.51
4.92
5.40
5.62
5.33


hsa-miR-16
8.37
8.34
7.95
7.92
8.11
8.20
8.21
8.11
8.07
8.16
8.15


hsa-miR-17-3p
2.35
2.39
1.94
2.94
2.41
2.67
2.50
2.96
2.38
2.44
2.59


hsa-miR-17-5p
6.23
6.47
5.88
6.31
6.12
6.57
6.13
6.09
6.40
6.34
6.31


hsa-miR-18a
3.54
3.68
2.71
3.01
3.32
3.00
2.77
2.47
2.93
2.95
2.83


hsa-miR-181a
5.95
4.74
5.79
5.22
5.46
5.07
5.32
5.11
5.18
5.14
5.16


hsa-miR-181b
4.80
4.15
4.72
4.01
4.51
4.29
4.61
4.36
4.58
4.78
4.52


hsa-miR-181c
2.46
2.43
2.07
2.14
2.27
2.24
2.15
2.21
2.63
2.52
2.35


hsa-miR-182
4.61
4.49
4.48
4.65
4.26
5.75
5.88
5.44
5.12
5.56
5.55


hsa-miR-182-
2.33
1.57
1.41
0.84
1.73
1.07
1.29
1.88
1.15
0.84
1.25


AS


hsa-miR-183
2.08
2.46
2.94
2.07
2.28
2.47
2.66
2.39
2.05
2.60
2.43


hsa-miR-184
2.70
2.69
2.89
3.07
2.80
2.71
2.40
2.62
2.38
2.44
2.51


hsa-miR-185
4.48
4.69
4.00
4.19
4.33
4.41
4.35
4.18
4.62
4.52
4.42


hsa-miR-186
3.62
3.28
2.74
3.31
3.19
4.07
3.93
3.62
4.15
3.58
3.87


hsa-miR-187
1.54
1.76
2.01
1.90
1.76
1.33
1.45
0.67
2.32
0.94
1.34


hsa-miR-188
2.08
2.43
2.46
2.14
2.32
1.86
2.06
2.47
2.13
2.22
2.15


hsa-miR-189
2.48
2.28
2.01
2.83
2.32
2.24
2.66
1.43
1.81
2.60
2.15


hsa-miR-190
1.49
2.28
0.50
2.83
1.75
1.07
2.01
1.88
1.98
0.44
1.48


hsa-miR-191
5.80
5.97
5.51
5.85
5.78
5.93
6.13
5.69
5.76
6.03
5.91


hsa-miR-192
6.50
6.25
6.32
6.45
6.15
7.36
7.56
7.42
7.04
7.07
7.29


hsa-miR-193a
3.03
2.89
2.83
2.66
2.80
2.67
2.66
2.21
2.32
2.56
2.48


hsa-miR-194
6.16
5.87
6.07
6.56
6.03
6.81
6.92
6.93
6.50
6.75
6.78


hsa-miR-195
6.80
6.68
6.53
6.98
6.80
5.61
6.35
6.42
6.49
6.54
6.28


hsa-miR-196a
2.08
1.36
1.49
2.51
1.89
1.77
1.84
2.00
0.89
1.67
1.63


hsa-miR-196b
0.85
1.63
2.37
1.25
1.63
1.07
1.29
0.48
1.71
1.42
1.20


hsa-miR-197
2.27
2.46
1.88
2.87
2.36
1.86
2.15
2.21
2.13
2.06
2.08


hsa-miR-198
3.82
3.96
4.11
4.24
4.02
3.63
3.73
4.32
4.00
3.75
3.89


hsa-miR-199a
6.52
6.58
6.47
6.13
6.58
5.38
5.59
5.08
5.76
5.72
5.51


hsa-miR-199a-
7.42
7.23
7.52
7.31
7.41
6.33
6.61
6.37
7.00
6.63
6.59


AS


hsa-miR-199b
4.69
5.27
4.94
4.28
4.87
4.55
4.54
4.44
4.78
4.33
4.53


hsa-miR-19a
4.37
4.29
4.14
4.23
4.12
4.87
4.99
5.02
5.23
4.40
4.90


hsa-miR-19b
6.20
6.45
6.32
6.39
6.22
6.81
6.89
6.76
6.44
6.39
6.66


hsa-miR-20a
5.69
5.95
5.38
5.86
5.60
6.12
5.60
5.69
5.88
5.69
5.80


hsa-miR-200a
6.02
5.84
5.91
6.19
5.69
6.74
6.88
6.95
6.63
6.44
6.73


hsa-miR-200b
6.96
6.55
6.57
7.09
6.50
7.64
7.68
7.62
7.78
7.55
7.65


hsa-miR-200c
8.02
7.71
7.93
8.04
7.67
8.80
8.84
8.60
8.61
8.86
8.74


hsa-miR-203
2.57
2.64
2.46
3.34
2.85
4.36
3.28
3.29
3.36
4.16
3.69


hsa-miR-204
1.94
2.72
2.46
2.21
2.24
2.03
2.36
1.75
2.26
2.36
2.15


hsa-miR-205
2.08
1.70
2.28
1.61
1.89
1.45
0.86
2.80
1.61
0.84
1.51


hsa-miR-206
2.05
2.28
2.89
2.66
2.51
1.56
2.01
1.75
1.98
2.12
1.88


hsa-miR-208
1.82
1.92
1.66
1.71
1.92
1.45
1.29
1.75
1.61
1.67
1.55


hsa-miR-21
9.28
8.68
9.53
9.47
9.26
8.53
8.39
8.46
9.69
9.25
8.86


hsa-miR-210
4.26
4.24
4.24
4.86
4.53
4.12
3.68
3.98
3.78
4.27
3.97


hsa-miR-211
1.16
1.28
2.01
0.98
1.53
0.41
1.37
1.75
1.27
0.73
1.11


hsa-miR-212
1.86
1.63
1.41
1.11
1.58
0.94
1.59
1.07
1.81
1.74
1.43


hsa-miR-213
1.69
1.87
2.64
2.07
2.08
1.77
1.12
0.48
1.15
0.94
1.09


hsa-miR-214
6.00
5.89
6.15
5.58
6.14
4.65
4.67
4.37
5.16
5.23
4.81


hsa-miR-215
3.21
2.67
3.04
3.21
2.76
4.33
4.28
4.46
5.40
4.02
4.50


hsa-miR-216
7.14
6.01
5.66
6.82
5.97
6.99
7.55
7.27
7.38
7.04
7.25


hsa-miR-217
7.95
6.91
6.36
7.49
6.77
7.78
8.19
8.02
8.15
7.95
8.02


hsa-miR-218
4.11
4.27
3.98
3.86
4.16
3.64
3.51
3.42
4.04
4.02
3.73


hsa-miR-219
1.82
2.20
2.18
1.99
1.99
1.77
1.79
2.00
1.39
1.42
1.67


hsa-miR-22
7.12
7.05
7.09
6.91
7.15
6.87
7.15
6.93
7.02
6.77
6.95


hsa-miR-220
1.27
1.76
1.49
0.84
1.46
1.56
1.52
1.07
1.39
1.04
1.32


hsa-miR-221
5.42
5.65
5.32
5.23
5.49
5.16
5.19
4.82
5.48
5.25
5.18


hsa-miR-222
4.60
4.88
4.56
4.34
4.72
4.27
4.15
3.39
4.36
4.34
4.10


hsa-miR-223
6.60
5.66
5.55
4.41
5.70
4.29
3.82
4.56
5.60
4.94
4.64


hsa-miR-224
2.46
2.49
3.02
2.94
2.66
2.36
2.91
2.68
3.29
2.79
2.81


hsa-miR-23a
7.09
6.88
7.03
7.20
7.15
7.01
7.19
6.88
7.04
7.21
7.07


hsa-miR-23b
7.35
6.99
7.24
7.28
7.28
7.33
7.57
7.05
7.20
7.42
7.31


hsa-miR-24
7.62
7.39
7.61
7.87
7.65
7.26
7.45
7.32
7.02
7.50
7.31


hsa-miR-25
5.49
5.34
5.05
5.12
5.19
5.69
5.66
5.40
5.53
5.65
5.58


hsa-miR-26a
9.04
8.57
8.78
8.84
8.76
9.05
9.33
9.02
8.97
9.40
9.15


hsa-miR-26b
7.24
6.82
6.41
6.67
6.66
7.64
7.65
7.55
7.62
7.63
7.62


hsa-miR-27a
7.10
6.44
7.02
6.79
6.90
6.91
7.15
6.96
7.07
7.03
7.03


hsa-miR-27b
7.20
6.83
7.38
7.33
7.14
7.62
7.98
7.55
7.38
7.60
7.62


hsa-miR-28
4.87
4.44
4.62
4.83
4.65
4.99
5.05
4.66
5.00
5.23
4.99


hsa-miR-296
2.12
2.12
2.01
1.37
2.00
1.20
1.90
1.88
1.71
2.17
1.77


hsa-miR-299-5p
1.90
2.28
1.74
2.66
2.19
2.57
2.40
2.74
2.38
2.44
2.51


hsa-miR-29a
7.51
7.21
7.24
7.08
7.29
7.52
7.76
7.75
7.84
7.64
7.71


hsa-miR-29b
6.29
6.38
5.87
6.44
6.09
6.57
6.73
6.92
6.88
6.58
6.73


hsa-miR-29c
7.60
6.95
7.21
7.37
7.02
8.31
8.65
8.74
8.34
7.98
8.40


hsa-miR-301
2.18
2.12
2.41
1.81
2.13
2.03
2.36
2.21
2.53
2.22
2.27


hsa-miR-302a
1.82
2.12
2.89
1.99
1.97
2.03
1.21
0.67
1.39
1.50
1.36


hsa-miR-302b
0.73
0.71
0.91
1.25
0.91
1.67
1.37
1.26
0.76
1.04
1.22


hsa-miR-302b-
1.86
0.79
3.06
2.56
1.71
1.77
1.21
0.48
0.50
0.94
0.98


AS


hsa-miR-302c
0.67
1.20
2.46
0.31
1.01
1.67
1.37
1.75
1.02
1.04
1.37


hsa-miR-302c-
2.24
3.30
1.22
2.28
2.29
2.57
1.96
2.74
2.05
1.88
2.24


AS


hsa-miR-302d
1.22
1.70
2.18
2.21
1.94
1.94
1.29
0.31
1.39
1.33
1.25


hsa-miR-30a-3p
3.99
3.51
3.52
4.03
3.55
4.29
4.42
4.40
4.21
4.03
4.27


hsa-miR-30a-5p
7.50
7.38
7.11
7.52
7.22
7.99
7.78
7.80
7.51
7.76
7.77


hsa-miR-30b
6.82
6.30
6.17
6.29
6.27
6.86
7.28
7.11
7.04
6.71
7.00


hsa-miR-30c
6.51
6.44
6.05
6.47
6.20
7.04
7.17
7.01
6.78
6.64
6.93


hsa-miR-30d
6.85
6.81
6.57
6.71
6.65
7.48
7.15
7.20
7.06
7.31
7.24


hsa-miR-30e-3p
3.37
2.77
3.02
3.10
2.77
3.66
3.86
4.01
3.97
3.36
3.77


hsa-miR-30e-5p
6.90
6.79
6.42
6.68
6.57
7.36
7.27
7.27
7.06
7.13
7.22


hsa-miR-31
5.54
4.23
5.82
6.03
5.65
4.33
3.86
4.43
3.89
3.88
4.08


hsa-miR-32
2.21
1.70
2.68
1.49
1.84
1.77
1.66
1.43
2.58
1.50
1.79


hsa-miR-320
6.15
5.68
5.69
6.13
5.88
5.86
6.08
5.66
5.93
5.79
5.86


hsa-miR-323
1.16
1.28
1.31
−0.2
0.90
1.67
1.04
1.07
1.71
1.23
1.34


hsa-miR-324-3p
2.43
2.77
2.54
2.70
2.69
1.33
1.96
2.00
1.81
2.22
1.86


hsa-miR-324-5p
1.22
1.50
2.28
1.25
1.44
1.07
1.52
1.88
1.27
1.74
1.50


hsa-miR-325
1.16
1.20
1.94
1.99
1.32
1.86
1.21
1.75
1.51
1.23
1.51


hsa-miR-326
1.54
1.12
2.50
1.90
1.78
1.33
1.37
1.26
1.15
1.50
1.32


hsa-miR-328
1.49
1.81
2.01
1.61
1.66
1.33
1.45
0.48
1.51
1.33
1.22


hsa-miR-33
1.82
1.76
2.99
0.43
1.51
1.20
1.37
0.87
1.02
1.81
1.25


hsa-miR-330
1.33
1.70
2.12
2.07
1.90
1.07
1.37
0.14
1.15
1.81
1.11


hsa-miR-331
2.66
2.32
2.37
2.56
2.63
2.53
2.36
1.60
2.13
2.63
2.25


hsa-miR-335
5.77
5.67
4.78
5.24
5.13
6.50
6.62
6.60
5.83
6.18
6.35


hsa-miR-337
1.33
1.36
0.41
0.84
0.95
1.77
1.21
0.48
1.39
0.84
1.14


hsa-miR-338
4.65
4.09
4.14
4.19
4.11
4.98
5.07
5.16
4.73
4.99
4.98


hsa-miR-339
2.55
2.79
2.18
2.61
2.62
2.57
2.71
3.14
2.43
2.60
2.69


hsa-miR-340
1.49
0.71
1.01
1.81
1.16
1.67
1.72
1.26
1.61
1.42
1.54


hsa-miR-342
5.85
6.18
5.77
6.08
5.96
6.17
6.08
6.48
6.49
5.93
6.23


hsa-miR-345
2.30
2.64
1.94
1.37
2.05
1.56
2.01
1.26
2.05
1.50
1.68


hsa-miR-346
2.41
1.63
0.23
1.25
1.18
1.07
1.12
1.43
1.02
1.42
1.21


hsa-miR-34a
5.63
5.29
5.31
5.81
5.64
4.85
6.02
5.22
5.60
5.58
5.45


hsa-miR-34b
3.49
3.05
2.97
3.26
3.21
2.62
3.99
3.71
4.64
3.46
3.68


hsa-miR-34c
1.86
1.20
2.97
2.40
1.99
1.45
1.37
0.87
1.02
1.33
1.21


hsa-miR-361
4.60
4.69
4.50
4.16
4.48
4.63
4.70
4.44
4.43
4.88
4.61


hsa-miR-365
2.77
2.43
2.18
2.34
2.43
3.68
3.58
3.69
4.29
2.82
3.61


hsa-miR-367
1.54
1.92
1.81
2.83
2.14
0.67
0.77
1.07
1.71
1.50
1.15


hsa-miR-368
5.16
5.21
5.41
4.76
5.16
5.74
5.71
5.57
5.54
6.02
5.71


hsa-miR-369-3p
1.16
0.87
1.58
1.11
1.07
1.56
1.52
0.48
1.98
1.42
1.39


hsa-miR-370
3.15
2.89
3.59
2.87
3.14
2.71
2.71
3.05
3.03
2.79
2.86


hsa-miR-371
1.54
1.12
1.49
1.61
1.56
1.33
0.86
1.75
1.39
1.04
1.27


hsa-miR-372
1.22
1.97
1.41
0.70
1.25
0.18
1.66
0.67
1.81
1.23
1.11


hsa-miR-373
1.82
1.20
2.86
2.28
1.85
1.56
1.29
1.43
1.27
0.94
1.30


hsa-miR-373-
1.98
2.20
1.94
1.99
2.04
2.30
2.24
2.39
2.58
2.06
2.32


AS


hsa-miR-374
3.12
2.89
2.41
2.94
2.71
3.94
3.58
3.88
5.03
3.52
3.99


hsa-miR-375
7.26
6.83
6.67
6.91
6.51
7.55
7.59
7.57
6.75
7.38
7.37


hsa-miR-376a
4.02
4.11
4.14
3.41
3.97
4.64
4.74
4.52
5.12
4.95
4.79


hsa-miR-377
3.15
2.97
3.38
2.87
3.21
3.35
3.70
3.14
3.49
3.83
3.50


hsa-miR-378
1.98
1.36
2.32
2.40
1.68
1.94
1.21
1.60
1.27
0.84
1.37


hsa-miR-379
4.19
4.12
4.22
4.04
4.16
4.02
4.05
4.15
3.84
4.47
4.11


hsa-miR-380-3p
0.85
1.12
1.94
2.34
1.26
1.33
0.52
0.87
1.39
1.33
1.09


hsa-miR-380-5p
1.82
1.43
2.23
2.34
1.92
0.80
1.12
1.07
0.50
1.23
0.94


hsa-miR-381
2.33
2.39
3.11
2.87
2.56
2.03
2.57
2.11
2.43
2.79
2.38


hsa-miR-382
2.98
2.67
3.52
2.56
3.13
3.07
3.36
2.80
3.25
3.93
3.28


hsa-miR-383
1.27
2.12
2.46
2.34
2.11
1.77
1.37
2.31
1.27
2.12
1.77


hsa-miR-384
0.79
0.71
1.74
0.19
0.75
0.54
1.12
1.43
1.15
1.42
1.13


hsa-miR-422a
2.72
2.64
1.01
2.40
2.23
3.03
3.04
2.74
2.75
2.63
2.84


hsa-miR-422b
3.78
3.79
3.04
3.86
3.54
4.13
3.96
2.91
3.49
3.62
3.62


hsa-miR-423
3.93
2.99
3.63
3.45
3.64
3.50
3.63
3.14
2.63
3.41
3.26


hsa-miR-424
3.46
2.86
3.25
2.46
3.23
3.64
3.37
3.05
4.77
4.39
3.85


hsa-miR-425
1.39
1.76
1.74
2.46
1.83
2.10
2.36
1.43
1.71
1.59
1.84


hsa-miR-429
4.68
4.37
4.01
4.53
4.14
5.34
5.31
5.36
5.29
5.16
5.29


hsa-miR-448
1.04
0.87
0.91
0.70
1.05
1.20
1.37
2.11
1.61
1.59
1.58


hsa-miR-449
2.01
1.57
3.11
3.19
2.26
0.94
1.45
1.07
1.51
1.74
1.34


hsa-miR-450
2.12
1.28
1.66
1.49
1.76
1.56
1.37
0.87
1.98
1.50
1.46


hsa-miR-7
5.11
6.23
5.38
4.87
5.22
6.02
5.74
5.68
5.22
6.55
5.84


hsa-miR-9
1.27
2.16
2.41
2.28
1.97
0.54
1.21
0.87
1.51
1.67
1.16


hsa-miR-9-AS
1.82
1.81
2.07
2.07
1.99
2.30
1.84
1.26
1.15
1.33
1.58


hsa-miR-92
5.20
4.99
4.81
5.11
4.89
5.37
4.90
4.81
5.01
4.83
4.98


hsa-miR-93
5.09
5.37
4.91
4.64
5.07
5.21
4.78
4.67
5.22
5.09
4.99


hsa-miR-95
3.35
2.69
2.46
2.83
2.73
3.97
4.33
4.06
3.63
4.27
4.05


hsa-miR-96
3.82
2.69
3.23
3.41
2.99
4.92
5.34
5.02
4.57
4.40
4.85


hsa-miR-98
4.42
4.28
3.99
3.97
4.16
4.89
4.93
5.00
6.10
5.16
5.22


hsa-miR-99a
6.59
6.96
6.21
6.66
6.71
5.75
5.53
5.30
5.17
5.94
5.54


hsa-miR-99b
4.50
4.83
4.38
4.67
4.68
4.48
4.05
3.98
4.11
4.83
4.29


mmu-let-7d-AS
0.98
1.12
1.81
0.98
1.20
1.33
1.45
2.00
1.02
1.42
1.44


mmu-miR-101b
1.54
3.10
1.01
1.61
1.78
2.03
0.77
2.11
2.05
1.42
1.68


mmu-miR-106a
5.73
5.81
5.17
5.66
5.47
6.07
5.69
5.63
6.19
5.83
5.88


mmu-miR-129-
1.86
2.16
2.28
2.97
2.36
1.94
1.59
2.21
1.51
1.94
1.84


3p


mmu-miR-140-
4.41
4.73
3.89
4.09
4.39
4.32
3.78
3.18
3.56
4.15
3.80


AS


mmu-miR-151
2.53
2.67
1.94
2.75
2.40
3.42
3.43
3.01
3.32
3.29
3.29


mmu-miR-155
3.41
3.52
2.80
2.51
3.02
2.67
1.96
2.31
3.78
3.88
2.92


mmu-miR-17-
1.44
1.87
2.07
1.90
1.72
2.03
1.79
1.88
1.89
1.81
1.88


3p


mmu-miR-192
6.36
6.23
6.25
6.35
6.07
7.27
7.44
7.24
6.84
6.98
7.15


mmu-miR-199b
4.99
5.08
4.67
4.21
4.88
4.31
4.42
4.25
5.35
4.42
4.55


mmu-miR-201
0.85
1.43
1.22
1.37
1.32
1.07
1.79
1.60
1.02
1.59
1.41


mmu-miR-202
2.94
3.50
2.74
3.47
3.14
3.00
2.60
3.21
2.97
2.66
2.89


mmu-miR-207
1.44
1.87
1.41
1.90
1.50
1.77
1.84
2.00
1.61
1.23
1.69


mmu-miR-211
1.59
0.55
1.58
1.25
1.24
1.33
1.52
1.26
1.61
1.59
1.46


mmu-miR-215
1.22
1.63
1.01
1.99
1.19
2.24
1.90
2.31
2.83
1.33
2.12


mmu-miR-217
7.70
6.64
5.95
7.35
6.47
7.66
7.98
7.83
8.07
7.72
7.85


mmu-miR-290
1.94
2.84
3.09
2.66
2.63
2.57
2.40
2.68
2.48
2.60
2.55


mmu-miR-291-
2.01
1.63
2.50
1.49
1.87
0.94
1.59
1.43
0.89
0.94
1.16


3p


mmu-miR-291-
1.22
2.02
2.46
2.14
1.90
1.56
0.77
1.88
1.02
1.50
1.35


5p


mmu-miR-292-
1.04
1.57
0.60
1.25
1.38
0.29
1.59
1.07
0.76
1.33
1.01


3p


mmu-miR-292-
1.49
2.20
2.23
2.21
1.87
1.94
1.79
2.00
2.32
1.67
1.94


5p


mmu-miR-293
1.94
2.07
2.61
0.98
2.01
1.45
1.12
1.26
1.15
1.23
1.24


mmu-miR-294
1.16
1.28
1.66
1.49
1.28
1.56
1.45
1.75
1.98
1.42
1.63


mmu-miR-295
1.44
0.71
1.12
1.11
1.12
1.20
0.77
1.60
1.81
1.14
1.30


mmu-miR-297
1.82
1.04
2.54
2.51
1.84
1.86
1.12
2.68
2.05
1.67
1.88


mmu-miR-298
3.60
3.86
3.83
4.22
3.80
3.77
3.73
4.11
3.99
3.70
3.86


mmu-miR-300
1.49
1.70
2.12
1.90
1.78
0.94
2.20
2.55
1.71
2.00
1.88


mmu-miR-322
1.49
2.20
2.54
1.71
2.02
0.80
0.95
0.48
0.50
1.33
0.81


mmu-miR-424
2.24
1.36
1.12
0.98
1.61
2.24
2.06
1.43
3.06
2.60
2.28


mmu-miR-325
1.86
2.12
1.01
2.14
1.89
1.33
1.52
1.75
2.26
1.33
1.64


mmu-miR-329
1.44
0.87
1.22
0.84
1.40
1.45
1.72
1.26
1.27
0.94
1.33


mmu-miR-330
0.73
1.20
1.74
1.25
1.15
1.56
1.79
1.60
1.61
1.59
1.63


mmu-miR-337
0.98
1.36
1.74
2.14
1.56
2.62
1.84
1.43
1.89
1.04
1.77


mmu-miR-341
1.22
1.76
−0.01
2.40
1.28
1.33
1.72
1.88
1.39
1.14
1.49


mmu-miR-344
1.22
1.87
2.94
2.40
2.15
1.45
1.29
0.87
1.15
0.73
1.10


mmu-miR-345
1.78
2.49
1.66
1.90
1.92
2.10
1.72
1.75
1.39
1.50
1.69


mmu-miR-346
1.27
0.47
1.01
1.49
1.10
0.94
1.04
0.67
1.51
1.04
1.04


mmu-miR-34b
1.86
2.02
2.61
1.11
1.95
1.33
1.37
1.43
1.51
2.00
1.53


mmu-miR-350
1.22
1.28
1.12
1.25
1.27
1.56
1.12
2.00
1.02
1.23
1.39


mmu-miR-351
1.82
1.76
2.41
1.49
1.83
1.33
1.84
0.87
1.89
0.84
1.35


mmu-miR-376a
1.64
1.97
2.92
2.46
2.35
2.17
2.40
2.21
3.52
2.40
2.54


mmu-miR-376b
1.04
1.63
0.70
2.46
1.47
1.67
1.52
2.47
2.05
1.74
1.89


mmu-miR-380-
1.16
0.71
1.31
1.81
1.22
1.86
1.45
0.31
1.61
1.14
1.27


3p


mmu-miR-383
1.49
1.81
1.12
3.13
1.76
1.77
1.59
2.47
2.26
1.88
1.99


mmu-miR-384
1.59
1.04
1.74
1.99
1.55
0.67
0.86
1.07
0.89
0.54
0.80


mmu-miR-409
2.01
2.02
2.57
2.07
2.39
2.17
2.24
2.39
2.63
2.66
2.42


hsa-miR-410
2.15
1.97
2.61
0.84
1.89
1.94
1.84
1.43
1.98
1.88
1.82


mmu-miR-411
1.49
1.43
2.92
1.71
2.13
0.94
1.79
1.43
1.39
1.59
1.43


hsa-miR-412
0.85
1.76
0.14
1.25
0.87
0.67
0.52
0.48
1.02
0.94
0.73


mmu-miR-429
2.24
2.24
1.12
1.49
1.62
1.77
1.79
2.11
2.32
2.00
2.00


mmu-miR-7b
2.50
2.46
2.12
2.61
2.45
2.67
2.28
2.62
2.86
2.85
2.66


rno-miR-151-
5.42
5.17
5.37
5.35
5.32
5.35
5.36
4.89
4.95
5.48
5.20


AS


rno-miR-20-AS
1.33
1.92
1.22
1.71
1.69
0.94
1.04
0.87
0.76
1.67
1.05


rno-miR-297
1.39
0.79
0.91
1.25
1.13
1.45
1.12
0.48
1.27
1.33
1.13


rno-miR-327
2.77
2.49
3.11
2.83
2.82
2.42
2.28
2.80
2.43
2.27
2.44


rno-miR-333
1.54
1.57
2.01
2.79
1.93
3.96
1.45
2.74
1.51
1.74
2.28


rno-miR-336
2.43
3.03
2.83
3.47
2.79
2.53
2.32
2.68
2.86
3.11
2.70


rno-miR-343
0.85
2.32
1.88
1.61
1.51
1.56
1.66
2.00
1.51
1.50
1.65


rno-miR-344
1.27
0.55
1.81
−0.2
0.86
0.94
1.52
1.60
0.89
1.42
1.27


rno-miR-346
1.59
1.92
2.18
1.71
1.77
1.56
1.29
1.75
1.61
1.33
1.51


rno-miR-347
1.73
2.24
2.77
2.46
2.34
2.47
1.84
2.39
1.61
1.59
1.98


rno-miR-349
1.16
0.96
0.81
0.19
0.90
1.20
1.52
1.88
1.39
1.23
1.45


rno-miR-352
4.44
4.12
3.99
3.94
4.14
4.87
4.91
4.47
5.79
5.09
5.03


rno-miR-421
1.64
0.63
0.50
1.11
1.02
1.45
1.04
1.07
1.27
1.50
1.27


rno-miR-7-AS
1.98
1.92
1.58
1.99
1.83
2.10
1.96
1.60
2.05
2.06
1.95


hsa-miR-522
1.27
1.28
1.94
0.19
1.25
1.67
1.12
1.60
1.27
1.42
1.42


hsa-miR-519b
1.44
1.28
2.01
1.61
1.64
1.67
1.12
2.00
0.76
0.64
1.24


hsa-miR-520c
1.49
1.76
2.89
1.25
1.50
1.45
1.21
1.60
1.15
1.23
1.33


hsa-miR-519e
0.85
1.63
2.61
2.34
1.84
1.20
1.37
1.43
1.39
0.84
1.25


hsa-miR-519d
1.98
1.43
2.61
1.90
1.88
1.20
1.12
0.31
0.63
1.74
1.00


hsa-miR-520b
1.54
1.87
1.66
1.99
1.76
0.80
1.12
1.60
1.27
1.04
1.17


hsa-miR-519c
1.54
1.43
1.31
1.11
1.36
1.94
0.86
1.07
1.27
1.33
1.30


hsa-miR-526b-
1.78
0.87
2.32
3.19
1.46
1.33
1.45
1.26
1.02
1.14
1.24


AS


hsa-miR-520e
1.04
0.87
0.81
1.71
1.30
1.33
0.77
1.07
1.27
1.74
1.24


hsa-miR-520a
1.73
2.36
1.41
2.79
2.09
0.80
1.29
1.26
1.27
1.14
1.15


hsa-miR-520d
1.86
1.57
1.88
2.56
2.12
0.67
1.29
1.07
1.15
1.67
1.17


hsa-miR-520h
1.69
1.50
2.18
0.98
1.67
1.20
1.21
0.48
0.76
0.64
0.86


hsa-miR-517a
1.73
2.32
2.01
1.81
2.12
1.33
0.95
1.75
0.50
1.14
1.13


hsa-miR-518e
0.91
1.20
0.91
1.61
1.12
0.54
1.12
1.43
1.15
1.23
1.10


hsa-miR-521
1.64
0.71
1.66
2.51
1.72
1.67
1.12
1.26
1.15
0.94
1.23


hsa-miR-523
1.59
2.02
0.60
1.49
1.86
1.20
1.12
2.00
1.27
0.84
1.29


hsa-miR-518f
0.98
1.97
2.46
2.87
2.01
1.77
1.37
1.26
1.61
1.33
1.47


hsa-miR-518c
1.44
1.92
2.57
1.61
1.69
1.45
0.86
0.48
1.51
1.04
1.07


hsa-miR-518b
0.91
2.52
2.12
2.28
1.92
1.07
1.66
1.43
1.39
1.33
1.38


hsa-miR-518d
0.79
0.25
0.41
0.31
0.71
0.80
1.21
0.48
3.22
1.33
1.41


hsa-miR-525-
1.04
1.36
0.70
0.70
0.82
1.56
1.04
0.48
1.27
1.42
1.16


AS


hsa-miR-524
1.73
2.12
2.12
1.25
1.60
1.07
1.45
2.00
1.02
1.50
1.41


hsa-miR-518a
1.44
0.87
1.12
2.21
1.54
0.54
1.59
0.87
1.51
1.23
1.15


hsa-miR-515-3p
1.69
1.04
1.12
1.49
1.17
0.67
1.04
1.60
1.39
1.33
1.20


hsa-miR-516-3p
1.04
0.47
0.91
1.11
1.01
0.94
1.52
2.11
0.89
1.23
1.34


ambi-miR-7026
1.78
1.87
2.46
1.37
1.54
0.67
1.04
0.48
1.02
0.73
0.79


ambi-miR-7027
2.08
1.57
0.81
1.37
1.47
1.45
1.52
0.87
2.13
2.06
1.60


hsa-miR-512-3p
1.78
1.50
1.74
1.81
1.57
1.20
1.59
2.80
1.71
1.67
1.79


ambi-miR-7029
6.30
7.37
4.76
4.96
5.35
6.88
5.08
5.95
5.31
5.45
5.74


hsa-miR-491
2.50
2.86
2.37
3.26
2.66
2.83
3.00
3.14
2.83
2.63
2.88


hsa-miR-506
1.04
1.12
0.81
1.81
1.35
1.33
1.66
2.39
2.13
1.23
1.75


hsa-miR-514
0.38
0.55
−0.15
1.71
0.77
1.07
0.95
0.87
1.02
1.23
1.03


hsa-miR-509
1.78
2.07
2.07
1.99
1.93
1.67
2.01
2.31
1.39
1.42
1.76


hsa-miR-508
1.54
2.46
2.23
3.07
2.12
1.20
1.12
2.11
2.05
1.33
1.56


hsa-miR-507
1.44
1.04
1.41
−0.1
0.82
1.45
1.04
1.07
1.71
1.74
1.40


ambi-miR-7036
2.35
1.76
1.81
1.99
1.91
2.36
2.24
2.39
1.71
2.22
2.19


hsa-miR-193b
3.32
4.02
3.29
3.45
3.32
3.56
3.15
3.14
3.12
3.11
3.21


ambi-miR-
1.16
1.57
1.12
1.71
1.42
1.07
0.86
1.26
1.15
1.59
1.19


7038-1


ambi-miR-7039
2.79
3.53
2.71
3.36
3.11
3.37
3.19
2.68
2.19
3.11
2.91


hsa-miR-488
1.04
1.43
1.88
2.28
1.49
1.67
1.37
1.60
1.89
1.33
1.57


hsa-miR-510
1.39
1.20
1.22
1.11
1.20
2.17
1.37
1.26
2.05
1.50
1.67


hsa-miR-517-
1.54
0.96
1.49
1.81
1.61
0.67
0.69
2.11
1.51
1.59
1.31


AS


hsa-miR-518f-
2.15
1.43
0.50
1.61
1.48
1.33
1.37
0.31
1.27
1.04
1.06


AS


hsa-miR-518c-
2.59
2.74
3.09
2.97
2.78
3.00
2.66
2.96
2.79
2.60
2.80


AS


hsa-miR-526c
1.33
0.87
1.31
1.37
1.19
1.77
1.29
1.43
0.89
1.33
1.34


hsa-miR-526b
1.94
2.46
2.37
2.07
2.14
2.57
2.24
2.21
2.26
2.22
2.30


hsa-miR-520a-
1.39
1.04
0.23
0.43
0.89
0.80
1.04
1.60
0.63
0.94
1.00


AS


hsa-miR-525
1.04
1.12
1.01
1.11
1.04
1.86
1.52
1.43
1.61
1.74
1.63


hsa-miR-524-
1.33
1.63
1.81
1.81
1.57
1.07
1.66
1.43
1.71
1.42
1.46


AS


hsa-miR-520d-
1.86
2.28
2.57
1.37
2.02
1.86
2.01
1.07
1.39
1.59
1.58


AS


hsa-miR-527
1.64
2.64
2.41
2.51
2.14
1.77
1.52
2.00
2.13
1.42
1.77


hsa-miR-515-5p
1.59
1.43
1.31
1.37
1.47
1.20
1.45
1.75
1.02
1.42
1.37


hsa-miR-519e-
1.04
1.76
2.07
1.49
1.51
1.67
1.52
1.07
1.15
1.04
1.29


AS


ambi-miR-7054
0.91
0.71
1.81
1.90
1.16
1.20
1.37
2.00
1.27
1.42
1.45


ambi-miR-7055
1.69
1.92
2.07
1.25
1.99
1.20
1.72
1.07
0.89
1.23
1.22


hsa-miR-498
1.90
2.12
2.01
2.14
2.02
1.56
1.29
1.26
1.39
1.74
1.45


hsa-miR-513
4.01
4.67
4.22
5.56
4.38
4.29
4.19
5.08
4.76
3.95
4.45


ambi-miR-7058
4.11
4.09
3.81
4.90
4.07
4.11
4.25
4.40
4.47
3.79
4.21


ambi-miR-
1.54
0.87
0.60
1.25
1.15
0.80
0.69
0.87
1.39
1.23
1.00


7059-1


hsa-miR-452
2.57
2.46
2.12
2.21
2.52
2.67
2.79
2.91
2.67
2.63
2.73


hsa-miR-493
2.05
2.02
2.57
1.99
2.17
1.86
1.59
1.88
2.19
2.17
1.94


ambi-miR-7062
1.82
1.92
2.50
2.28
2.06
2.03
1.72
2.11
1.81
1.67
1.87


hsa-miR-432
3.35
3.48
3.49
3.19
3.50
3.18
3.04
3.39
3.25
3.66
3.30


hsa-miR-495
2.21
2.55
1.66
2.07
2.31
2.42
2.32
2.74
2.63
2.56
2.53


hsa-miR-494
7.12
7.41
6.55
8.99
6.96
7.60
7.05
8.32
7.68
5.48
7.22


ambi-miR-7066
0.98
0.96
2.23
2.14
1.48
1.56
1.37
0.48
2.19
1.33
1.39


ambi-miR-7067
2.18
2.20
2.28
1.71
2.07
2.10
1.59
1.75
1.81
1.42
1.73


ambi-miR-
1.10
1.04
1.22
1.37
1.19
1.07
0.86
1.26
1.51
1.59
1.26


7068-1


hsa-miR-496
0.91
0.96
1.31
0.31
1.12
0.41
1.45
0.48
0.89
2.00
1.05


ambi-miR-7070
2.27
2.61
2.68
1.71
2.39
2.57
2.60
1.75
2.05
2.90
2.37


hsa-miR-492
0.73
0.71
0.41
0.56
0.64
1.67
1.37
1.88
1.15
1.14
1.44


hsa-miR-490
1.22
2.46
2.18
1.81
1.78
1.20
1.21
0.67
1.27
1.04
1.08


hsa-miR-497
5.03
5.24
4.87
5.36
5.29
3.79
4.25
4.41
4.14
4.24
4.17


ambi-miR-7074
1.78
1.43
1.01
1.25
1.56
1.07
1.45
0.87
0.76
1.33
1.09


ambi-miR-7075
2.55
2.49
2.46
2.75
2.50
2.36
2.57
2.47
2.53
2.76
2.54


ambi-miR-7076
2.79
2.49
2.41
2.56
2.55
2.83
3.00
2.39
2.43
2.95
2.72


hsa-miR-501
1.59
1.70
1.66
1.61
1.88
1.67
1.84
1.88
1.81
1.74
1.79


hsa-miR-502
2.21
2.07
1.88
2.51
2.11
1.77
1.84
1.60
1.71
1.33
1.65


ambi-miR-7079
2.30
2.39
2.41
1.99
2.22
2.03
1.90
1.75
1.89
2.06
1.93


ambi-miR-7080
1.64
1.63
1.58
0.84
1.45
1.86
1.45
1.75
1.39
1.23
1.54


ambi-miR-7081
2.43
2.74
2.77
2.61
2.48
1.94
1.96
1.75
2.32
2.12
2.02


hsa-miR-202-
0.91
0.63
2.68
2.28
1.32
1.67
0.69
1.43
1.61
1.04
1.29


AS


ambi-miR-7083
3.23
2.46
3.04
2.61
3.00
3.00
3.56
2.39
3.17
3.44
3.11


ambi-miR-7084
1.59
1.87
2.28
2.34
2.01
1.67
1.52
1.60
2.05
1.23
1.61


ambi-miR-7085
1.54
1.20
2.50
1.99
1.93
1.77
1.29
0.87
1.39
1.42
1.35


ambi-miR-7086
1.27
1.28
1.22
0.56
1.12
1.86
1.59
1.75
2.05
2.06
1.86


hsa-miR-512-5p
2.05
0.71
0.60
0.84
1.12
1.07
1.04
1.26
1.81
1.50
1.34


hsa-miR-504
1.04
0.87
0.41
1.25
0.88
1.20
1.45
1.88
1.51
1.14
1.43


ambi-miR-7089
1.27
2.02
2.28
1.37
1.74
1.67
1.45
2.11
1.71
1.88
1.76


hsa-miR-511
0.85
0.25
1.22
1.81
1.03
1.56
0.77
1.07
1.39
1.50
1.26


hsa-miR-452-
1.33
0.63
0.70
1.25
0.99
1.86
1.66
2.11
1.89
1.50
1.81


AS


hsa-miR-503
2.05
1.63
2.50
1.81
2.32
2.03
1.84
1.60
2.38
2.63
2.09


hsa-miR-485-5p
1.82
2.16
1.74
1.90
1.96
2.10
2.01
2.11
1.15
2.12
1.90


hsa-miR-499
1.49
1.63
2.37
2.75
2.00
1.77
1.52
2.00
1.98
1.42
1.74


ambi-miR-7095
1.39
2.52
1.94
0.70
1.68
0.80
1.29
1.43
1.71
1.23
1.29


hsa-miR-505
1.90
2.02
2.50
1.11
1.90
1.77
1.79
0.67
1.89
2.06
1.64


ambi-miR-7097
0.73
1.28
1.41
1.61
1.30
1.33
1.52
1.43
1.02
1.67
1.39


ambi-miR-7098
1.69
0.96
−0.2
1.25
1.02
0.80
1.37
0.67
1.71
1.14
1.14


hsa-miR-489
0.67
1.63
0.70
0.84
0.97
1.94
1.66
2.21
1.39
1.42
1.73


ambi-miR-7100
2.15
1.63
1.58
2.46
1.89
2.17
2.36
2.80
2.53
2.27
2.43


ambi-miR-7101
1.98
1.92
2.01
2.28
2.05
0.94
1.21
0.87
1.51
1.50
1.21


hsa-miR-432-
1.33
2.24
1.66
1.71
1.50
1.07
1.12
1.88
0.26
1.59
1.19


AS


ambi-miR-7103
1.73
2.32
2.07
1.61
2.01
0.80
1.45
1.43
1.27
1.23
1.24


hsa-miR-500
2.30
2.39
2.32
2.56
2.38
2.42
2.20
2.21
1.39
2.60
2.16


ambi-miR-7105
2.46
2.28
2.23
2.14
2.37
2.53
2.53
2.55
2.86
2.93
2.68





*threshold value


**number of miRNAs above threshold value


***percentage of miRNAs above threshold value













TABLE 4







Normalized Array Data for Six Individual Pancreatic Cancer Cell Lines and Three Tissue Types

















Cell Lines
Mean
%*
Mean
%*
Mean
%*
Mean
%*





















miR Name
IMIMPC2
PT45
SKPC1
PL45
PancTul
PaCa44
CL
CL
Ca
Ca
Ch
Ch
N
N
























hsa-let-7a
8.95
8.40
9.43
8.46
8.65
8.32
8.70
100
8.95
100
8.83
100
9.35
100


hsa-let-7b
8.40
7.72
8.99
7.72
7.33
7.63
7.96
100
8.53
100
8.78
100
9.06
100


hsa-let-7c
8.44
7.87
8.93
8.17
7.77
7.29
8.08
100
8.60
100
8.74
100
9.18
100


hsa-let-7d
8.05
7.73
8.34
8.31
8.07
7.53
8.01
100
8.19
100
7.85
100
8.68
100


hsa-let-7e
6.58
6.52
6.97
6.82
6.03
5.86
6.46
100
6.75
100
6.19
100
6.98
100


hsa-let-7f
7.26
7.08
7.23
8.15
7.69
6.72
7.36
100
7.94
100
7.51
100
8.51
100


hsa-let-7g
6.53
6.19
6.76
6.60
6.61
5.99
6.45
100
7.31
100
7.01
100
7.52
100


hsa-let-7i
7.52
6.59
8.91
6.91
8.88
8.95
7.96
100
7.49
100
7.12
100
6.31
100


hsa-miR-1
0.92
0.17
1.05
0.28
1.01
1.22
0.78
0
3.23
88
2.84
83
2.19
80


hsa-miR-100
7.14
6.49
6.32
7.23
7.73
7.76
7.11
100
6.34
100
6.44
100
5.16
100


hsa-miR-101
1.97
2.77
2.16
2.72
2.60
2.69
2.48
83
4.49
100
4.33
100
4.87
100


hsa-miR-103
6.14
7.33
7.36
6.75
6.62
6.63
6.80
100
6.72
100
6.02
100
5.86
100


hsa-miR-105
−0.03
2.33
2.27
0.92
1.47
1.59
1.42
33
0.50
0
0.22
0
0.81
0


hsa-miR-106a
7.09
8.19
7.55
7.68
8.46
8.50
7.91
100
6.74
100
6.10
100
6.30
100


hsa-miR-106b
5.88
6.06
5.97
6.28
5.88
6.06
6.02
100
5.65
100
5.02
100
4.98
100


hsa-miR-107
6.12
7.41
7.41
6.73
6.66
6.68
6.83
100
6.76
100
6.10
100
5.82
100


hsa-miR-10a
5.22
4.76
5.79
6.49
6.45
6.49
5.87
100
6.23
100
5.70
100
4.92
100


hsa-miR-10b
2.87
4.54
3.61
4.53
4.29
4.00
3.97
100
5.24
100
4.96
100
4.54
100


hsa-miR-122a
2.62
2.92
1.52
1.81
2.63
2.80
2.38
67
2.71
100
2.76
100
2.43
100


hsa-miR-124a
−0.15
0.85
0.59
0.92
0.44
−0.03
0.44
0
0.29
0
−0.06
0
0.21
0


hsa-miR-125a
6.38
6.65
7.11
6.37
5.21
5.53
6.21
100
6.04
100
6.00
100
5.32
100


hsa-miR-125b
6.01
5.23
5.26
6.47
6.54
6.85
6.06
100
6.93
100
7.37
100
5.96
100


hsa-miR-126
3.07
2.20
3.79
4.56
4.49
4.52
3.77
100
7.41
100
7.54
100
7.12
100


hsa-miR-126-
1.63
−0.20
1.24
1.50
0.88
0.35
0.90
0
3.55
88
3.27
100
3.91
100


AS


hsa-miR-127
0.92
0.17
−0.18
0.84
1.14
0.35
0.54
0
1.42
50
1.97
50
1.52
40


hsa-miR-128a
3.26
3.17
4.19
3.55
3.25
3.61
3.50
100
2.77
100
2.23
83
2.16
80


hsa-miR-129
1.16
1.41
0.90
0.75
1.47
1.59
1.21
0
1.46
50
2.07
50
1.44
0


hsa-miR-130a
5.39
6.66
6.46
4.07
2.67
2.36
4.60
100
5.62
100
5.90
100
6.04
100


hsa-miR-130b
4.56
5.00
5.77
4.42
5.08
5.06
4.98
100
3.84
100
4.93
100
6.27
100


hsa-miR-132
2.36
2.79
2.24
1.61
2.45
1.80
2.21
67
4.09
100
3.92
100
3.06
100


hsa-miR-133a
1.27
0.59
0.67
0.84
0.74
0.62
0.79
0
2.55
88
2.49
83
0.97
0


hsa-miR-134
1.16
1.21
0.75
0.92
1.88
0.62
1.09
0
2.37
88
2.65
100
2.99
100


hsa-miR-135a
−0.48
1.10
1.11
0.92
0.88
1.00
0.76
0
0.62
25
1.35
17
1.72
20


hsa-miR-135b
0.10
0.45
1.42
1.81
1.26
1.80
1.14
0
2.01
75
1.49
17
0.72
0


hsa-miR-136
0.65
0.04
0.19
0.01
1.01
0.75
0.44
0
0.42
13
1.32
33
0.57
0


hsa-miR-137
1.71
0.98
0.04
0.01
−0.13
0.62
0.54
0
1.02
38
1.51
17
0.51
0


hsa-miR-138
3.05
2.24
4.38
1.16
0.59
0.62
2.01
50
1.41
25
0.67
0
0.96
0


hsa-miR-139
1.78
0.98
1.36
2.34
1.26
0.49
1.37
17
1.81
75
2.36
100
2.09
100


hsa-miR-140
2.40
1.87
1.79
1.37
1.88
1.32
1.77
33
4.08
100
3.63
100
3.24
100


hsa-miR-141
5.81
6.28
6.46
6.53
6.33
6.63
6.34
100
6.00
100
6.65
100
7.50
100


hsa-miR-142-3p
0.79
0.72
0.67
0.92
0.88
1.22
0.87
0
3.68
100
2.76
83
2.71
100


hsa-miR-142-5p
1.37
0.17
0.35
0.47
1.14
0.75
0.71
0
2.28
100
2.44
100
2.34
80


hsa-miR-143
0.79
0.59
0.27
0.37
0.59
0.35
0.49
0
7.96
100
7.52
100
6.02
100


hsa-miR-144
0.23
1.31
1.05
0.10
0.59
−0.15
0.52
0
−0.05
0
−0.14
0
0.48
0


hsa-miR-145
1.37
0.31
0.51
0.75
0.59
0.35
0.65
0
8.15
100
7.82
100
6.32
100


hsa-miR-146a
3.01
2.37
5.33
3.95
2.01
2.09
3.13
67
5.93
100
4.87
100
3.85
100


hsa-miR-147
0.10
0.59
0.75
1.24
1.14
0.22
0.67
0
1.38
38
0.76
17
0.94
20


hsa-miR-148a
1.37
2.96
5.02
1.31
2.53
2.09
2.55
50
5.27
100
7.14
100
8.57
100


hsa-miR-148b
2.87
2.77
3.76
2.29
3.05
2.57
2.88
100
2.82
88
2.97
100
5.11
100


hsa-miR-149
1.97
2.59
2.34
1.72
1.47
1.93
2.00
33
0.90
25
0.94
33
0.96
20


hsa-miR-150
1.16
0.04
1.05
1.61
1.94
1.32
1.19
0
4.38
100
3.68
83
1.73
60


hsa-miR-151
4.24
4.35
4.87
4.65
4.65
4.94
4.62
100
4.00
100
3.86
100
4.02
100


hsa-miR-152
2.94
4.12
2.88
2.06
3.07
2.32
2.90
83
5.15
100
5.05
100
4.75
100


hsa-miR-153
1.16
0.59
1.11
1.66
2.12
1.59
1.37
0
2.73
88
2.47
67
3.23
100


hsa-miR-154
0.92
0.72
0.19
0.56
−0.13
1.50
0.63
0
2.07
88
2.92
83
3.27
100


hsa-miR-155
5.08
2.05
5.30
5.44
6.19
5.77
4.97
100
5.59
100
4.22
100
3.25
100


hsa-miR-15a
5.19
5.05
5.77
5.66
6.01
5.94
5.60
100
6.47
100
6.19
100
6.14
100


hsa-miR-15b
6.89
7.59
7.95
7.87
7.87
7.63
7.63
100
5.77
100
4.92
100
5.17
100


hsa-miR-16
8.08
8.20
8.98
8.49
8.50
8.66
8.48
100
8.32
100
8.04
100
7.99
100


hsa-miR-17-3p
2.58
3.59
3.44
2.84
3.40
4.12
3.33
100
2.43
100
2.13
67
2.31
100


hsa-miR-17-5p
6.95
8.11
7.53
7.65
8.40
8.52
7.86
100
6.66
100
6.04
100
6.15
100


hsa-miR-18a
4.16
5.72
4.94
4.38
5.69
5.98
5.14
100
4.26
100
3.17
100
2.58
100


hsa-miR-181a
6.31
6.53
6.75
5.41
6.09
6.31
6.23
100
5.76
100
5.38
100
5.00
100


hsa-miR-181b
5.86
6.54
6.47
4.59
6.24
6.24
5.99
100
5.05
100
4.42
100
4.35
100


hsa-miR-181c
2.62
3.41
2.48
2.16
2.56
1.80
2.51
67
2.65
100
1.97
50
2.04
80


hsa-miR-182
4.95
5.23
5.12
5.84
4.72
4.64
5.08
100
4.57
100
4.16
100
5.39
100


hsa-miR-182-
1.55
0.04
0.67
0.84
0.88
0.75
0.79
0
0.57
0
1.22
17
0.58
0


AS


hsa-miR-183
2.55
3.59
3.35
3.56
3.43
2.88
3.23
100
1.57
63
1.94
67
2.14
100


hsa-miR-184
2.71
3.01
1.97
2.02
2.01
2.57
2.38
67
2.57
100
2.61
100
2.22
100


hsa-miR-185
4.16
4.65
5.09
3.80
4.44
4.22
4.39
100
4.70
100
4.23
100
4.25
100


hsa-miR-186
2.77
3.33
3.06
1.86
2.56
2.14
2.62
67
3.39
100
3.04
100
3.69
100


hsa-miR-187
0.23
1.31
1.18
1.16
0.59
0.22
0.78
0
1.55
25
1.25
0
0.73
20


hsa-miR-188
2.62
2.52
1.83
2.45
2.56
2.60
2.43
83
1.92
75
2.03
83
1.80
60


hsa-miR-189
0.37
0.85
1.71
4.80
1.26
0.88
1.65
17
2.17
88
2.02
50
1.78
80


hsa-miR-190
0.92
0.85
0.51
0.37
0.14
0.09
0.48
0
1.23
25
1.23
33
0.91
40


hsa-miR-191
6.13
6.37
5.86
5.68
5.20
4.97
5.70
100
6.08
100
5.70
100
5.75
100


hsa-miR-192
2.19
2.24
2.50
2.32
2.06
2.04
2.23
67
6.63
100
6.07
100
7.13
100


hsa-miR-193a
3.13
3.30
2.39
3.31
2.79
3.61
3.09
100
2.33
100
2.60
100
2.20
80


hsa-miR-194
1.85
2.05
2.52
2.40
2.45
2.36
2.27
83
7.13
100
5.95
100
6.63
100


hsa-miR-195
3.17
3.94
3.13
3.75
3.97
2.97
3.49
100
6.49
100
6.72
100
6.12
100


hsa-miR-196a
2.97
4.37
3.84
2.45
2.23
1.22
2.85
83
3.77
100
1.41
50
1.13
0


hsa-miR-196b
3.11
4.38
3.38
2.42
0.59
0.22
2.35
67
3.24
100
1.04
33
0.57
0


hsa-miR-197
4.32
4.25
4.79
2.29
3.68
3.13
3.74
100
2.11
75
2.07
83
1.72
40


hsa-miR-198
4.02
3.82
2.29
3.65
3.64
4.09
3.59
100
3.91
100
3.92
100
3.70
100


hsa-miR-199a
1.37
0.59
0.04
0.37
1.01
−0.03
0.56
0
6.35
100
6.51
100
5.35
100


hsa-miR-199a-
1.04
1.10
1.05
0.10
−0.13
1.12
0.71
0
7.06
100
7.33
100
6.43
100


AS


hsa-miR-199b
0.51
0.98
0.35
0.92
0.29
1.32
0.73
0
4.58
100
4.79
100
4.36
100


hsa-miR-19a
3.60
4.70
4.11
3.98
4.90
4.82
4.35
100
4.27
100
4.02
100
4.74
100


hsa-miR-19b
5.90
6.89
6.51
6.42
6.82
7.04
6.60
100
6.20
100
6.14
100
6.50
100


hsa-miR-20a
6.02
7.04
6.46
6.92
7.46
7.67
6.93
100
5.99
100
5.52
100
5.64
100


hsa-miR-200a
5.79
5.32
6.37
5.27
5.28
5.74
5.63
100
5.52
100
5.61
100
6.57
100


hsa-miR-200b
7.34
6.77
7.76
7.01
6.76
6.94
7.10
100
6.72
100
6.43
100
7.50
100


hsa-miR-200c
8.15
8.60
8.45
8.67
8.53
8.38
8.46
100
7.28
100
7.60
100
8.59
100


hsa-miR-203
0.37
1.66
1.90
2.52
4.52
5.13
2.68
50
5.19
100
2.66
100
3.50
100


hsa-miR-204
1.16
0.17
1.05
0.28
0.59
0.75
0.67
0
1.34
38
1.90
50
1.80
60


hsa-miR-205
5.82
8.76
8.41
8.75
6.24
6.11
7.35
100
3.12
75
1.44
33
0.90
20


hsa-miR-206
1.85
1.50
1.11
1.37
1.37
1.80
1.50
0
1.69
50
2.26
100
1.47
40


hsa-miR-208
0.65
0.04
0.35
1.16
1.14
0.75
0.68
0
0.92
0
1.49
17
1.02
0


hsa-miR-21
10.06
9.69
10.33
9.66
9.40
9.51
9.77
100
9.80
100
9.18
100
8.71
100


hsa-miR-210
5.38
4.58
5.65
4.00
4.43
4.25
4.71
100
6.61
100
4.43
100
3.79
100


hsa-miR-211
0.51
0.85
0.51
1.16
1.56
1.12
0.95
0
0.47
13
0.91
0
0.43
0


hsa-miR-212
1.04
0.85
1.47
0.56
1.01
−0.46
0.75
0
1.18
13
1.00
0
0.87
20


hsa-miR-213
1.63
0.98
1.18
1.01
0.59
1.87
1.21
0
0.48
0
1.70
33
0.41
0


hsa-miR-214
1.78
2.05
1.18
2.06
2.06
2.36
1.91
33
6.14
100
6.06
100
4.65
100


hsa-miR-215
0.10
0.98
0.98
0.47
1.56
1.66
0.96
0
3.91
88
2.54
67
4.33
100


hsa-miR-216
1.91
1.31
0.75
0.56
1.26
0.49
1.05
0
1.64
50
5.90
100
7.09
100


hsa-miR-217
0.92
1.50
1.30
1.44
1.37
1.12
1.27
0
2.19
88
6.70
100
7.86
100


hsa-miR-218
2.94
2.77
1.90
1.81
2.45
1.59
2.24
50
4.10
100
4.06
100
3.54
100


hsa-miR-219
0.92
0.59
0.59
0.10
−0.48
0.88
0.43
0
0.80
13
1.59
0
1.17
0


hsa-miR-22
5.38
6.48
5.91
4.58
5.50
5.72
5.59
100
7.25
100
7.07
100
6.79
100


hsa-miR-220
0.65
0.04
0.83
0.92
1.01
0.49
0.66
0
0.66
0
0.81
0
0.69
0


hsa-miR-221
7.66
7.21
8.08
8.47
7.85
8.12
7.90
100
6.50
100
5.41
100
5.02
100


hsa-miR-222
7.14
6.81
7.70
7.62
7.12
6.90
7.22
100
5.99
100
4.63
100
3.92
100


hsa-miR-223
0.51
1.50
0.90
1.61
1.88
1.74
1.36
0
6.86
100
5.62
100
4.47
100


hsa-miR-224
2.14
2.24
5.47
5.07
5.14
5.12
4.20
100
3.83
100
2.44
100
2.56
100


hsa-miR-23a
7.92
8.35
7.93
7.89
7.96
7.65
7.95
100
7.67
100
7.08
100
6.91
100


hsa-miR-23b
7.67
7.99
7.87
7.45
7.86
7.60
7.74
100
7.62
100
7.21
100
7.16
100


hsa-miR-24
7.06
7.71
7.21
7.47
7.26
6.87
7.26
100
8.07
100
7.58
100
7.15
100


hsa-miR-25
5.83
5.58
5.90
5.98
5.32
5.37
5.66
100
5.69
100
5.10
100
5.42
100


hsa-miR-26a
7.13
7.40
8.08
7.55
7.06
7.19
7.40
100
8.80
100
8.69
100
9.00
100


hsa-miR-26b
5.15
4.70
5.27
6.18
5.50
4.89
5.28
100
6.98
100
6.58
100
7.46
100


hsa-miR-27a
7.15
7.25
6.94
7.42
7.47
7.57
7.30
100
7.39
100
6.83
100
6.87
100


hsa-miR-27b
6.36
6.17
6.78
6.38
7.20
7.57
6.74
100
7.13
100
7.07
100
7.47
100


hsa-miR-28
4.60
4.71
4.92
5.09
5.16
5.20
4.95
100
5.08
100
4.56
100
4.82
100


hsa-miR-296
1.78
0.98
1.05
1.31
1.94
1.32
1.40
0
1.16
25
1.59
33
1.32
0


hsa-miR-299-5p
1.04
1.31
1.05
1.44
1.14
1.80
1.30
0
1.73
63
1.85
50
2.22
100


hsa-miR-29a
6.90
7.09
7.52
8.80
8.02
8.08
7.73
100
7.63
100
7.22
100
7.55
100


hsa-miR-29b
5.40
5.13
5.49
6.87
6.74
6.12
5.96
100
6.48
100
6.02
100
6.58
100


hsa-miR-29c
4.27
4.59
4.78
5.68
4.44
3.84
4.60
100
6.49
100
6.95
100
8.25
100


hsa-miR-301
2.58
3.83
3.01
2.77
3.79
3.64
3.27
100
2.64
100
1.77
33
1.95
40


hsa-miR-302a
0.65
0.59
0.90
0.37
−0.26
1.12
0.56
0
0.50
0
1.50
17
0.77
0


hsa-miR-302b
0.79
0.98
0.98
1.31
1.14
1.00
1.03
0
0.58
0
0.01
0
0.56
0


hsa-miR-302b-
1.04
0.72
0.51
0.37
0.29
0.49
0.57
0
0.20
0
1.10
33
0.28
0


AS


hsa-miR-302c
0.23
0.04
0.43
−0.23
0.74
1.12
0.39
0
0.07
0
0.18
17
0.75
0


hsa-miR-302c-
2.14
1.66
1.52
3.84
2.23
2.09
2.25
50
1.67
50
1.95
67
1.89
80


AS


hsa-miR-302d
1.16
0.59
0.98
0.66
1.26
0.75
0.90
0
1.13
13
1.51
0
0.65
0


hsa-miR-30a-3p
4.90
2.05
4.65
4.09
3.82
3.69
3.87
100
2.51
100
3.42
100
4.10
100


hsa-miR-30a-5p
7.60
6.25
7.34
7.32
6.47
6.52
6.92
100
6.69
100
7.15
100
7.61
100


hsa-miR-30b
4.96
5.16
5.25
6.07
5.27
5.49
5.37
100
5.74
100
6.20
100
6.84
100


hsa-miR-30c
6.94
5.60
7.05
6.44
5.88
5.91
6.30
100
5.63
100
6.13
100
6.77
100


hsa-miR-30d
6.75
6.01
6.60
6.90
6.16
6.05
6.41
100
6.29
100
6.58
100
7.08
100


hsa-miR-30e-3p
3.93
2.20
3.67
3.09
2.73
2.60
3.04
100
2.06
88
2.54
83
3.58
100


hsa-miR-30e-5p
6.78
5.09
5.99
6.30
5.62
5.50
5.88
100
6.26
100
6.50
100
7.06
100


hsa-miR-31
1.55
7.35
1.57
8.66
8.42
8.81
6.06
67
6.69
100
5.57
100
3.90
100


hsa-miR-32
−0.15
1.10
0.51
0.92
1.14
0.35
0.64
0
1.00
25
1.33
33
1.32
20


hsa-miR-320
6.53
6.11
7.04
5.89
6.60
6.78
6.49
100
6.00
100
5.80
100
5.70
100


hsa-miR-323
0.23
0.04
0.27
1.66
1.94
0.88
0.84
0
0.69
0
0.06
0
0.73
0


hsa-miR-324-3p
2.52
3.84
3.12
3.27
2.56
2.95
3.04
100
2.58
100
2.47
100
1.44
40


hsa-miR-324-5p
1.46
2.05
1.24
0.75
1.56
1.50
1.43
17
1.01
25
0.73
17
0.95
0


hsa-miR-325
0.23
0.59
0.67
0.10
1.01
1.12
0.62
0
0.60
13
0.58
0
0.94
0


hsa-miR-326
0.92
1.58
1.11
1.09
1.37
0.49
1.09
0
0.95
13
1.28
17
0.71
0


hsa-miR-328
0.51
1.58
1.18
1.09
1.37
0.75
1.08
0
1.15
13
1.09
0
0.60
0


hsa-miR-33
0.79
1.31
0.67
0.56
0.74
0.88
0.83
0
0.64
0
0.89
17
0.64
0


hsa-miR-330
1.97
2.20
2.50
0.92
2.18
1.59
1.89
50
1.23
25
1.45
17
0.49
0


hsa-miR-331
3.95
4.06
4.08
3.73
4.30
3.11
3.87
100
3.45
100
2.40
100
1.91
80


hsa-miR-335
4.70
0.31
3.60
3.58
3.92
4.09
3.37
83
4.96
100
5.05
100
6.19
100


hsa-miR-337
0.92
0.45
1.05
−0.08
0.14
0.75
0.54
0
0.40
0
0.08
0
0.47
0


hsa-miR-338
0.79
−0.08
0.04
3.40
−0.13
1.74
0.96
17
3.97
100
4.01
100
4.82
100


hsa-miR-339
2.74
4.16
3.74
3.61
3.05
3.54
3.47
100
2.33
100
2.39
83
2.43
100


hsa-miR-340
0.37
0.45
1.18
0.75
0.44
−0.26
0.49
0
0.88
13
0.37
0
1.00
0


hsa-miR-342
5.37
5.66
4.09
5.17
5.64
5.49
5.24
100
6.15
100
5.88
100
6.07
100


hsa-miR-345
2.71
1.21
2.13
2.13
1.47
0.88
1.75
33
1.71
75
1.64
50
1.19
40


hsa-miR-346
0.79
−0.31
0.35
0.75
1.14
0.88
0.60
0
0.53
0
0.42
17
0.55
0


hsa-miR-34a
4.04
3.35
3.95
1.44
2.87
4.22
3.31
83
5.87
100
5.56
100
5.29
100


hsa-miR-34b
2.03
2.05
2.07
1.24
1.94
2.40
1.95
50
3.70
100
3.06
100
3.48
100


hsa-miR-34c
0.51
1.80
1.87
0.19
0.74
−0.03
0.85
17
1.51
63
1.53
17
0.56
0


hsa-miR-361
4.92
5.41
5.56
5.26
5.03
5.13
5.22
100
4.76
100
4.39
100
4.45
100


hsa-miR-365
2.62
2.89
2.91
2.97
2.87
2.44
2.78
100
1.97
75
2.16
50
3.41
100


hsa-miR-367
−0.03
0.31
0.98
1.31
1.01
0.49
0.68
0
0.43
0
1.78
50
0.48
0


hsa-miR-368
0.51
0.31
0.59
0.92
1.14
0.75
0.71
0
4.41
100
5.08
100
5.56
100


hsa-miR-369-3p
−0.27
1.21
1.71
0.01
0.29
1.22
0.69
0
−0.08
0
0.21
0
0.83
20


hsa-miR-370
2.74
3.13
2.34
2.68
2.85
2.92
2.78
100
3.05
100
2.98
100
2.62
100


hsa-miR-371
0.37
0.45
0.75
1.01
0.74
0.22
0.59
0
0.52
0
0.97
0
0.62
0


hsa-miR-372
−0.38
0.98
0.51
0.92
0.74
1.42
0.70
0
1.03
25
0.48
0
0.48
20


hsa-miR-373
0.23
0.17
1.11
0.28
0.59
0.75
0.52
0
0.64
0
1.32
17
0.66
0


hsa-miR-373-
2.03
2.33
1.42
1.61
1.94
1.99
1.89
17
1.94
75
1.67
17
2.00
80


AS


hsa-miR-374
1.91
1.93
1.83
0.92
1.88
1.00
1.58
17
3.06
100
2.48
83
3.80
100


hsa-miR-375
0.51
0.72
0.19
1.76
0.59
1.32
0.85
0
4.70
100
6.43
100
7.21
100


hsa-miR-376a
0.37
0.45
0.67
0.92
1.37
1.12
0.82
0
3.70
100
3.86
100
4.63
100


hsa-miR-377
0.65
−0.08
0.19
2.34
1.01
1.00
0.85
17
2.59
100
3.05
100
3.30
100


hsa-miR-378
2.09
0.72
2.04
2.06
2.56
2.75
2.04
50
0.94
38
1.08
33
0.75
0


hsa-miR-379
2.48
1.99
1.18
1.81
2.23
2.44
2.02
67
3.49
100
4.06
100
3.93
100


hsa-miR-380-3p
0.37
0.45
1.24
0.84
1.56
0.49
0.82
0
0.14
0
0.50
0
0.40
0


hsa-miR-380-5p
1.16
0.17
0.35
0.47
1.26
−0.37
0.51
0
0.36
0
1.48
0
0.22
0


hsa-miR-381
0.92
0.98
0.75
0.75
1.14
1.22
0.96
0
1.39
38
2.31
83
2.08
60


hsa-miR-382
1.37
1.31
0.43
0.56
1.47
0.88
1.00
0
3.04
100
2.96
100
3.07
100


hsa-miR-383
1.04
0.45
1.11
0.47
1.01
1.42
0.92
0
1.02
13
1.73
17
1.29
20


hsa-miR-384
−0.15
1.10
1.05
0.01
−0.13
0.62
0.41
0
−0.12
0
−0.15
0
0.46
0


hsa-miR-422a
2.90
2.37
3.94
3.86
3.89
4.26
3.54
100
2.77
100
1.89
67
2.60
100


hsa-miR-422b
3.87
2.99
4.84
4.37
4.51
5.00
4.26
100
4.13
100
3.41
100
3.43
100


hsa-miR-423
4.90
5.07
5.35
4.99
5.10
4.98
5.07
100
3.79
100
3.51
100
3.05
100


hsa-miR-424
2.62
2.94
2.01
0.84
0.59
0.35
1.56
50
3.91
100
3.07
83
3.66
100


hsa-miR-425
2.44
2.89
2.24
1.50
1.73
2.04
2.14
50
1.82
38
1.35
0
1.39
40


hsa-miR-429
4.74
4.43
4.83
4.03
4.42
4.09
4.42
100
4.71
100
4.03
100
5.13
100


hsa-miR-448
0.65
0.45
0.27
0.47
0.88
0.09
0.47
0
0.58
0
0.24
0
1.04
0


hsa-miR-449
0.79
0.85
2.01
1.81
1.01
1.32
1.30
17
0.82
0
1.89
50
0.75
0


hsa-miR-450
0.92
0.72
1.66
1.31
1.26
1.74
1.27
0
1.54
38
1.25
17
0.90
20


hsa-miR-7
5.00
5.41
4.64
4.71
5.04
3.91
4.78
100
5.54
100
5.14
100
5.68
100


hsa-miR-9
0.23
0.59
0.51
1.24
0.00
1.22
0.63
0
0.73
13
1.50
33
0.52
0


hsa-miR-9-AS
1.37
2.65
1.47
2.68
1.47
1.93
1.93
33
1.45
38
1.59
0
1.04
20


hsa-miR-92
5.42
6.69
6.45
6.22
6.65
6.65
6.35
100
4.92
100
4.80
100
4.82
100


hsa-miR-93
6.58
6.97
6.65
7.36
6.76
6.39
6.78
100
5.94
100
4.99
100
4.83
100


hsa-miR-95
1.04
2.05
1.66
0.92
1.47
1.22
1.39
17
3.17
100
2.51
83
3.87
100


hsa-miR-96
2.68
3.20
3.49
3.96
2.76
2.51
3.10
100
3.04
100
2.79
100
4.69
100


hsa-miR-98
3.99
4.72
4.00
4.57
4.73
3.30
4.22
100
4.58
100
4.05
100
5.05
100


hsa-miR-99a
6.15
5.38
4.67
6.30
6.79
6.54
5.97
100
6.27
100
6.64
100
5.38
100


hsa-miR-99b
5.43
5.99
6.01
4.95
4.61
4.30
5.22
100
4.95
100
4.59
100
4.12
100


mmu-let-7d-AS
−0.15
0.04
0.90
0.37
0.44
−0.64
0.16
0
0.67
13
0.40
0
0.86
0


mmu-miR-101b
0.51
0.04
0.98
1.66
0.44
1.42
0.84
0
1.07
13
1.24
17
1.16
20


mmu-miR-106a
6.53
7.67
7.00
7.20
7.92
7.90
7.37
100
6.20
100
5.39
100
5.72
100


mmu-miR-129-
1.46
0.45
1.62
1.44
1.80
1.80
1.43
0
1.42
38
2.06
50
1.40
0


3p


mmu-miR-140-
3.09
2.15
3.15
1.24
2.01
2.23
2.31
50
4.52
100
4.29
100
3.61
100


AS


mmu-miR-151
3.54
3.56
3.91
4.01
4.10
4.06
3.86
100
2.76
100
2.11
67
3.08
100


mmu-miR-155
3.26
0.45
2.91
3.99
4.60
2.90
3.02
83
4.51
100
2.84
100
2.65
100


mmu-miR-17-
2.48
2.65
2.32
1.81
2.60
3.01
2.48
83
1.33
38
1.18
0
1.46
20


3p


mmu-miR-192
1.91
2.24
2.04
2.06
2.45
2.19
2.15
50
6.52
100
5.99
100
7.00
100


mmu-miR-199b
0.51
0.59
0.67
0.84
0.59
0.88
0.68
0
4.91
100
4.79
100
4.38
100


mmu-miR-201
−0.03
−0.51
0.67
0.47
0.88
0.49
0.33
0
0.49
0
0.60
0
0.84
0


mmu-miR-202
2.65
2.68
2.22
2.57
2.76
3.27
2.69
100
3.11
100
2.98
100
2.65
100


mmu-miR-207
2.14
1.21
1.79
1.37
1.88
1.50
1.65
17
0.95
13
0.86
0
1.19
0


mmu-miR-211
1.04
−0.08
0.75
0.28
−0.13
1.00
0.48
0
0.02
0
0.49
0
0.90
0


mmu-miR-215
−0.03
0.45
0.90
−0.23
−0.13
0.35
0.22
0
1.72
50
0.43
0
1.72
60


mmu-miR-217
1.04
0.17
−0.04
1.16
1.47
0.22
0.67
0
2.17
88
6.40
100
7.70
100


mmu-miR-290
3.33
2.84
2.99
2.68
2.87
2.54
2.87
100
2.24
100
2.39
83
2.27
100


mmu-miR-291-
0.65
0.31
0.04
1.44
1.94
0.09
0.74
0
0.61
0
1.38
33
0.48
0


3p


mmu-miR-291-
1.55
0.85
0.59
1.16
1.01
1.59
1.13
0
0.66
0
1.44
17
0.73
0


5p


mmu-miR-292-
0.92
1.31
1.36
1.01
1.56
1.12
1.21
0
1.11
25
0.72
0
0.33
0


3p


mmu-miR-292-
1.04
1.31
0.51
1.56
0.59
1.50
1.09
0
1.34
13
1.39
0
1.53
20


5p


mmu-miR-293
1.63
−0.20
0.98
0.84
1.14
0.09
0.75
0
0.73
13
1.59
33
0.59
0


mmu-miR-294
0.65
−0.31
0.43
0.92
0.74
2.88
0.89
17
0.84
0
0.53
0
1.11
20


mmu-miR-295
−0.15
0.45
0.83
0.10
0.44
1.00
0.44
0
0.80
0
0.31
0
0.66
20


mmu-miR-297
0.79
1.10
0.43
1.24
0.59
0.62
0.79
0
2.37
63
1.32
33
1.41
40


mmu-miR-298
3.75
3.62
2.41
3.11
3.35
3.56
3.30
100
3.68
100
3.68
100
3.68
100


mmu-miR-300
0.92
0.85
1.24
1.50
0.74
1.00
1.04
0
1.22
25
1.28
0
1.45
40


mmu-miR-322
1.04
1.41
0.51
1.01
1.80
0.49
1.04
0
0.49
13
1.61
17
0.07
0


mmu-miR-424
0.92
1.50
1.36
0.10
0.74
0.75
0.89
0
2.27
88
1.04
17
1.93
80


mmu-miR-325
0.65
1.41
0.51
1.01
0.29
0.62
0.75
0
1.34
50
1.45
0
1.11
20


mmu-miR-329
0.51
0.17
0.59
1.01
1.47
4.55
1.38
17
1.16
25
0.75
0
0.71
0


mmu-miR-330
0.37
1.80
0.83
1.09
1.01
−0.03
0.85
17
0.84
13
0.33
0
1.13
0


mmu-miR-337
−0.03
0.59
0.43
1.01
0.88
0.49
0.56
0
1.11
13
0.94
0
1.27
40


mmu-miR-341
0.37
0.72
0.67
0.84
0.88
1.00
0.75
0
1.32
25
0.58
0
0.92
0


mmu-miR-344
0.79
−0.31
−0.04
0.56
0.14
0.22
0.23
0
0.45
13
1.76
33
0.40
0


mmu-miR-345
1.46
2.20
1.30
1.81
2.12
2.09
1.83
17
1.40
38
1.48
17
1.20
20


mmu-miR-346
1.55
0.72
0.59
1.09
−0.26
1.00
0.78
0
0.65
0
0.29
0
0.33
0


mmu-miR-34b
1.91
1.58
1.83
1.98
1.65
1.42
1.73
0
1.37
50
1.51
17
0.99
0


mmu-miR-350
0.92
0.45
0.59
0.47
0.29
1.87
0.76
0
0.81
25
0.52
0
0.77
0


mmu-miR-351
0.79
1.41
1.05
1.24
1.26
1.32
1.18
0
0.99
0
1.34
17
0.75
20


mmu-miR-376a
0.92
0.31
0.04
0.56
0.00
0.62
0.41
0
1.70
63
2.04
50
2.25
80


mmu-miR-376b
0.51
0.72
0.75
0.92
1.14
1.74
0.96
0
1.51
50
0.83
0
1.45
40


mmu-miR-380-
1.55
1.31
1.11
0.10
1.94
0.62
1.11
0
0.39
0
0.45
0
0.67
0


3p


mmu-miR-383
0.37
0.59
0.90
0.75
1.01
1.22
0.81
0
1.36
38
1.21
17
1.59
40


mmu-miR-384
0.10
0.31
1.05
1.09
0.88
−0.46
0.49
0
0.15
13
0.93
0
0.02
0


mmu-miR-409
0.79
1.31
1.24
0.92
1.14
0.35
0.96
0
1.86
63
2.09
67
2.12
100


hsa-miR-410
1.16
0.85
1.83
0.28
−0.26
1.00
0.81
0
1.00
13
1.41
33
1.38
20


mmu-miR-411
0.37
0.72
1.11
1.44
1.37
0.09
0.85
0
0.92
13
1.73
50
0.86
0


hsa-miR-412
0.51
0.85
1.36
0.47
0.59
0.88
0.78
0
−0.02
0
0.01
0
−0.06
0


mmu-miR-429
1.63
0.31
1.36
1.01
1.01
1.42
1.12
0
1.20
38
1.02
33
1.61
20


mmu-miR-7b
1.63
1.21
0.75
1.44
1.47
1.32
1.30
0
2.21
88
2.19
83
2.39
100


rno-miR-151-
5.52
5.77
6.30
5.95
5.91
6.20
5.94
100
5.48
100
5.24
100
5.04
100


AS


rno-miR-20-AS
1.04
1.10
0.83
0.92
1.26
0.75
0.98
0
0.67
13
1.15
0
0.37
0


rno-miR-297
0.37
−0.60
0.51
0.37
−0.13
−0.03
0.08
0
0.90
25
0.34
0
0.47
0


rno-miR-327
2.68
2.05
1.71
2.16
1.80
2.75
2.19
50
2.30
100
2.62
100
2.14
80


rno-miR-333
1.37
0.85
0.59
0.92
1.37
1.66
1.13
0
1.71
63
1.48
17
1.86
40


rno-miR-336
2.36
2.15
1.97
1.98
2.06
2.60
2.19
67
2.20
88
2.58
100
2.44
100


rno-miR-343
0.92
0.98
0.51
1.44
0.29
1.50
0.94
0
0.87
13
0.85
17
1.14
0


rno-miR-344
1.04
0.85
1.11
0.92
1.26
1.00
1.03
0
0.07
0
0.04
0
0.64
0


rno-miR-346
0.37
1.21
0.51
0.75
1.47
0.09
0.73
0
1.25
25
1.26
0
0.94
0


rno-miR-347
2.28
1.31
1.52
0.75
1.80
2.28
1.66
17
1.55
75
2.05
67
1.56
40


rno-miR-349
0.10
0.04
0.83
1.94
1.65
0.88
0.91
0
0.73
0
0.06
0
0.86
0


rno-miR-352
4.13
4.33
4.52
5.34
5.13
4.36
4.63
100
4.82
100
4.03
100
4.86
100


rno-miR-421
−0.38
0.45
0.98
0.56
1.37
0.35
0.55
0
0.82
13
0.20
0
0.63
0


rno-miR-7-AS
2.62
1.66
2.19
1.50
2.37
2.19
2.09
50
1.05
13
1.36
17
1.56
60


hsa-miR-522
−0.03
0.17
0.59
0.66
1.14
1.32
0.64
0
0.41
13
0.54
0
0.82
0


hsa-miR-519b
1.16
1.21
1.11
0.47
0.14
1.22
0.89
0
0.98
13
1.05
17
0.58
0


hsa-miR-520c
−0.15
0.59
0.98
0.92
0.29
1.66
0.71
0
0.35
0
0.80
17
0.70
0


hsa-miR-519e
1.04
−0.60
0.19
0.84
0.44
1.12
0.50
0
0.70
0
1.33
17
0.59
0


hsa-miR-519d
0.79
0.85
0.83
1.66
1.14
0.88
1.03
0
0.38
13
1.41
33
0.33
0


hsa-miR-520b
−0.03
0.04
0.90
1.01
0.44
1.32
0.61
0
1.18
25
1.26
0
0.48
0


hsa-miR-519c
0.10
0.17
0.67
1.37
−0.26
0.35
0.40
0
0.74
25
0.65
0
0.66
0


hsa-miR-526b-
0.65
0.72
1.11
0.37
1.37
0.49
0.79
0
0.08
0
0.80
33
0.58
0


AS


hsa-miR-520e
0.23
0.31
0.35
0.01
0.00
0.88
0.30
0
0.58
13
0.58
0
0.60
0


hsa-miR-520a
0.92
0.72
0.98
0.75
0.88
1.50
0.96
0
0.50
13
1.71
50
0.47
0


hsa-miR-520d
0.92
0.85
0.67
0.56
1.37
−0.15
0.70
0
0.84
0
1.76
50
0.52
0


hsa-miR-520h
1.04
0.59
1.05
0.66
0.29
0.75
0.73
0
0.82
13
1.10
0
0.11
0


hsa-miR-517a
1.27
1.10
0.83
1.31
1.47
1.22
1.20
0
0.73
13
1.76
33
0.45
0


hsa-miR-518e
0.51
0.85
0.67
0.66
−0.91
0.88
0.44
0
0.71
13
0.30
0
0.41
0


hsa-miR-521
0.79
0.17
0.43
0.10
0.59
1.12
0.53
0
0.50
0
1.21
17
0.56
0


hsa-miR-523
0.92
0.72
1.24
0.75
0.59
1.32
0.92
0
0.92
0
1.29
17
0.63
0


hsa-miR-518f
−0.15
0.72
1.11
0.66
1.47
0.35
0.69
0
0.53
0
1.57
33
0.90
0


hsa-miR-518c
1.63
0.85
0.27
0.01
1.65
0.88
0.88
0
0.41
0
1.09
17
0.38
0


hsa-miR-518b
1.27
0.31
1.30
1.37
0.88
0.75
0.98
0
0.64
0
1.45
17
0.78
0


hsa-miR-518d
0.37
−0.41
0.98
0.75
0.29
1.32
0.55
0
0.19
0
−0.17
0
0.80
20


hsa-miR-525-
1.97
0.17
0.98
0.19
0.29
0.75
0.73
0
−0.12
0
−0.09
0
0.51
0


AS


hsa-miR-524
0.37
0.98
1.47
0.37
1.01
−0.03
0.70
0
1.21
13
0.98
0
0.82
0


hsa-miR-518a
−0.03
0.72
0.27
0.01
1.01
1.32
0.55
0
0.46
0
0.94
0
0.50
0


hsa-miR-515-3p
1.04
0.72
0.59
0.47
1.01
0.22
0.68
0
0.91
0
0.37
0
0.55
0


hsa-miR-516-3p
1.27
1.58
0.11
1.44
1.47
0.62
1.08
0
0.66
0
0.16
0
0.72
0


ambi-miR-7026
1.04
0.31
0.67
0.56
0.29
0.75
0.60
0
0.13
0
0.88
17
0.02
0


ambi-miR-7027
−0.15
0.72
1.47
0.84
0.74
−0.03
0.60
0
1.25
38
0.83
17
1.11
20


hsa-miR-512-3p
1.16
1.66
0.83
1.01
0.59
0.75
1.00
0
1.17
13
0.96
0
1.31
20


ambi-miR-7029
1.16
1.31
0.75
1.16
1.14
0.49
1.00
0
5.30
100
5.26
100
5.58
100


hsa-miR-491
3.15
2.71
2.48
2.13
2.49
2.44
2.57
83
2.49
100
2.44
100
2.64
100


hsa-miR-506
0.79
1.50
0.83
1.16
1.14
1.00
1.07
0
1.39
63
0.65
17
1.25
40


hsa-miR-514
−0.03
0.59
0.67
0.47
−0.13
0.35
0.32
0
0.66
0
−0.08
0
0.31
0


hsa-miR-509
1.04
1.58
0.83
0.19
1.56
1.66
1.14
0
1.32
13
1.50
0
1.28
40


hsa-miR-508
0.10
1.50
0.75
0.75
−0.13
0.88
0.64
0
0.99
13
1.69
33
1.01
20


hsa-miR-507
0.10
−0.20
0.75
0.84
0.88
1.50
0.64
0
0.05
0
−0.04
0
0.82
0


ambi-miR-7036
1.04
0.17
0.83
1.44
0.59
0.22
0.72
0
1.30
38
1.45
17
1.84
60


hsa-miR-193b
5.10
4.62
6.00
4.76
4.67
5.32
5.08
100
3.11
100
3.17
100
3.00
100


ambi-miR-
1.27
0.85
0.90
1.44
0.59
1.12
1.03
0
0.18
0
0.74
0
0.52
0


7038-1


ambi-miR-7039
2.97
3.89
3.45
2.84
2.49
2.57
3.04
100
2.84
88
2.94
100
2.66
100


hsa-miR-488
0.37
1.10
0.59
1.01
−0.37
0.62
0.55
0
0.95
25
0.83
0
1.03
20


hsa-miR-510
0.37
1.10
0.90
1.16
1.37
0.35
0.88
0
0.56
13
0.41
0
1.16
40


hsa-miR-517-
1.37
0.72
0.59
1.01
0.29
1.32
0.88
0
0.75
13
1.05
0
0.70
0


AS


hsa-miR-518f-
1.04
0.98
1.30
0.92
0.29
0.35
0.81
0
1.01
13
0.87
17
0.39
0


AS


hsa-miR-518c-
2.71
2.33
1.66
2.29
2.49
2.54
2.34
83
2.71
100
2.58
100
2.55
100


AS


hsa-miR-526c
1.04
1.41
1.05
0.66
0.29
0.35
0.80
0
0.12
0
0.39
0
0.72
0


hsa-miR-526b
1.71
2.10
1.47
1.01
1.47
1.87
1.60
17
1.64
50
1.78
33
1.98
60


hsa-miR-520a-
0.79
0.85
0.75
0.56
1.14
−0.26
0.64
0
−0.12
0
0.09
0
0.27
0


AS


hsa-miR-525
1.55
1.31
0.83
0.66
1.37
1.66
1.23
0
0.65
13
0.17
0
1.13
0


hsa-miR-524-
1.16
0.98
0.35
0.37
1.37
0.09
0.72
0
0.89
13
0.97
0
0.90
0


AS


hsa-miR-520d-
0.10
1.21
0.51
1.09
1.14
2.09
1.02
0
1.02
0
1.58
50
1.07
20


AS


hsa-miR-527
1.16
0.85
0.43
1.24
0.59
1.00
0.88
0
1.04
13
1.77
50
1.29
20


hsa-miR-515-5p
0.23
1.21
0.67
0.84
1.26
0.49
0.78
0
0.40
13
0.82
0
0.76
0


hsa-miR-519e-
1.16
0.17
0.27
1.09
1.14
0.49
0.72
0
0.76
0
0.88
0
0.65
0


AS


ambi-miR-7054
1.04
0.85
0.83
0.28
0.74
0.75
0.75
0
0.97
13
0.36
0
0.87
0


ambi-miR-7055
−0.15
0.59
0.67
0.75
0.88
1.12
0.64
0
0.82
13
1.56
33
0.58
0


hsa-miR-498
1.55
1.41
1.11
1.01
1.01
1.42
1.25
0
1.03
25
1.64
0
0.88
0


hsa-miR-513
4.04
3.76
2.62
4.17
3.49
3.74
3.64
100
3.98
100
4.29
100
4.28
100


ambi-miR-7058
4.64
4.76
5.44
4.61
4.86
4.81
4.85
100
4.13
100
3.97
100
4.03
100


ambi-miR-
1.04
0.59
0.11
0.37
1.14
0.88
0.69
0
0.14
0
0.36
0
0.28
0


7059-1


hsa-miR-452
1.46
1.66
3.89
2.34
2.73
2.36
2.41
67
3.42
100
2.27
67
2.48
100


hsa-miR-493
1.91
1.58
0.19
0.37
0.88
0.88
0.97
0
1.63
63
1.83
50
1.53
20


ambi-miR-7062
1.85
1.80
1.30
1.09
1.80
1.42
1.54
17
1.43
25
1.68
17
1.43
20


hsa-miR-432
2.58
2.10
1.52
2.09
2.37
2.57
2.21
67
3.11
100
3.36
100
3.09
100


hsa-miR-495
−0.03
0.85
0.35
1.01
1.80
−0.37
0.60
0
2.15
100
2.00
67
2.25
100


hsa-miR-494
4.62
4.75
3.41
5.40
4.32
4.49
4.50
100
5.17
100
6.89
100
7.07
100


ambi-miR-7066
1.04
−0.08
0.04
0.84
0.14
0.49
0.41
0
1.16
38
0.80
0
0.81
20


ambi-miR-7067
0.79
1.10
0.98
0.84
1.37
1.59
1.11
0
1.42
50
1.67
50
1.25
40


ambi-miR-
1.16
0.72
1.18
−0.08
−0.26
0.88
0.60
0
0.30
0
0.40
0
0.62
0


7068-1


hsa-miR-496
1.55
0.72
0.83
1.01
0.29
1.32
0.95
0
0.61
13
0.37
0
0.41
0


ambi-miR-7070
−0.15
0.59
0.35
0.47
1.14
1.66
0.68
0
1.63
63
2.09
67
2.06
80


hsa-miR-492
0.37
0.59
−0.18
1.31
1.01
1.00
0.68
0
0.50
0
−0.30
0
0.85
0


hsa-miR-490
0.65
1.21
0.98
0.56
0.44
1.22
0.84
0
0.40
0
1.24
17
0.38
0


hsa-miR-497
1.78
2.10
1.30
1.44
2.45
2.54
1.94
50
4.86
100
5.20
100
3.99
100


ambi-miR-7074
0.10
0.04
0.83
1.16
1.56
0.62
0.72
0
0.48
0
0.96
17
0.42
0


ambi-miR-7075
2.23
2.15
2.16
2.34
1.65
1.50
2.01
67
2.29
100
2.25
83
2.26
100


ambi-miR-7076
2.74
3.38
2.50
3.70
2.73
2.60
2.94
100
2.77
100
2.31
100
2.46
100


hsa-miR-501
1.16
1.99
1.71
1.37
0.88
1.80
1.48
17
1.43
25
1.43
33
1.34
20


hsa-miR-502
1.55
1.80
1.42
1.81
1.80
1.66
1.67
17
1.29
25
1.75
33
1.15
0


ambi-miR-7079
1.27
1.10
1.24
2.61
1.47
1.12
1.47
17
1.87
75
1.89
67
1.52
20


ambi-miR-7080
1.71
0.59
1.05
0.92
1.73
0.75
1.12
0
1.27
0
0.80
0
0.98
0


ambi-miR-7081
1.55
1.41
0.98
0.92
0.88
1.22
1.16
0
2.15
100
2.22
67
1.64
40


hsa-miR-202-
0.65
0.31
0.35
0.75
0.59
0.62
0.54
0
0.06
0
0.57
17
0.65
0


AS


ambi-miR-7083
2.40
4.03
0.35
0.56
3.05
2.40
2.13
67
3.25
100
2.82
100
2.89
100


ambi-miR-7084
0.79
0.72
1.05
1.31
0.59
1.00
0.91
0
1.09
13
1.59
33
1.09
20


ambi-miR-7085
1.71
0.98
0.90
1.44
0.59
1.50
1.19
0
1.08
25
1.48
33
0.75
0


ambi-miR-7086
2.09
2.77
1.79
0.66
1.56
1.22
1.68
17
0.95
38
0.31
0
1.44
20


hsa-miR-512-5p
0.51
0.98
0.83
1.56
0.44
0.35
0.78
0
0.39
0
0.34
17
0.72
20


hsa-miR-504
0.23
0.17
0.51
0.10
0.14
0.35
0.25
0
0.32
0
−0.03
0
0.84
0


ambi-miR-7089
0.37
0.85
1.18
1.37
1.37
0.75
0.98
0
0.89
13
1.19
17
1.30
0


hsa-miR-511
0.92
1.10
1.30
0.75
0.29
0.22
0.76
0
0.31
13
0.20
0
0.63
0


hsa-miR-452-
1.27
0.45
2.34
1.66
1.94
1.12
1.46
17
1.75
75
0.12
0
1.35
20


AS


hsa-miR-503
3.60
4.94
3.82
1.50
1.37
0.22
2.57
50
2.76
100
1.99
67
1.73
40


hsa-miR-485-5p
0.79
1.41
0.90
0.92
1.01
1.74
1.13
0
1.64
75
1.55
0
1.47
40


hsa-miR-499
1.27
0.85
0.98
1.01
1.37
−0.03
0.91
0
1.07
13
1.55
50
1.25
20


ambi-miR-7095
1.16
1.21
0.83
0.47
1.47
1.32
1.08
0
1.03
13
1.14
17
0.67
0


hsa-miR-505
2.58
3.81
2.93
2.09
1.94
1.66
2.50
50
1.88
75
1.45
17
1.16
20


ambi-miR-7097
1.16
1.10
0.98
1.56
1.26
1.00
1.17
0
0.65
13
0.57
0
0.81
0


ambi-miR-7098
2.19
0.04
0.98
0.92
2.23
0.62
1.16
33
0.73
0
0.24
0
0.48
0


hsa-miR-489
0.92
1.41
0.04
0.84
0.00
−0.46
0.46
0
1.25
38
0.11
0
1.23
0


ambi-miR-7100
0.23
0.04
0.11
0.84
1.01
1.12
0.56
0
1.45
63
1.44
17
2.13
80


ambi-miR-7101
1.16
0.72
0.83
0.66
−0.26
0.88
0.66
0
0.57
0
1.67
17
0.56
0


hsa-miR-432-
0.79
1.31
0.11
0.75
1.37
0.62
0.82
0
0.64
0
0.83
17
0.55
0


AS


ambi-miR-7103
1.71
0.31
1.94
1.16
1.01
1.12
1.21
0
0.95
25
1.60
33
0.59
0


hsa-miR-500
1.78
2.55
2.24
2.29
1.65
1.59
2.02
50
2.19
88
2.11
83
1.80
60


ambi-miR-7105
2.40
2.37
3.47
2.45
2.70
3.27
2.78
100
2.99
100
2.10
67
2.42
100


TV**
2.09
1.66
1.94
2.16
2.12
2.28
2.04


miRNAs >
144
161
144
129
137
133
141


TV***


%*
38.2
42.7
38.2
34.2
36.3
35.3
37.5





*percentage of miRNAs above threshold value;


**threshold value;


***number of miRNAs above threshold value;


CL = Cell Line;


Ca = PDAC;


Ch = chronic pancreatitis;


N = normal






Example 3
The Pancreatic miRNome

As no comprehensive data set about miRNA expression in normal pancreas is currently available, the inventors first characterized the normal pancreatic miRNome. About 190 miRNAs were reproducibly detected above background signal in all five normal pancreas samples (Table 3, Mean (N)>2). These included 158 well characterized huma miRNAs and 21 miRNAs previously identified in mouse or rat. In addition, six new human miRNAs (Ambi-miR-7029, -7039, -7058, -7076, -7083 and -7105) were detected. Ambi-miR-7029 and -7058 had a highly significant expression level (Mean (N)>4). The inventors next performed a global comparison of expression data between the five normal pancreatic tissue samples and a reference set consisting of 33 different human tissues analyzed on the same array platform. The data are summarized in a global graphical representation of mean expression levels within each sample set (FIG. 2). The human reference set consisted of FirstChoice® Total RNA samples (Ambion) isolated from 33 distinct tissues: adipose, adrenal, aorta, bladder, bone marrow, brain, breast, cervix, colon, duodenum, esophagus, fallopian tube, heart, ileum, jejunum, kidney, liver, lung, lymph node, muscle, ovary, pituitary, placenta, prostate, small intestine, spleen, stomach, testis, thymus, thyroid, trachea, uterus, and vena cava.


Statistical analyses indicated that most miRNAs had similar mean expression levels in both sample sets and that many miRNAs known to be highly expressed in all tissue types, (e.g., hsa-miR-16, -21, -24, -26 and the let-7 family members) were also very abundant in pancreas (Table 5). However, several miRNAs (hsa-miR-141, -148a, -200a, -200b, -200c, -216, -217, and -375) were found clearly enriched in pancreas, whereas others (hsa-miR-133a, -143, -145, and -150) were present at lower levels in our normal pancreatic tissue set (Table 5). Notably, miR-133a was detected at significant expression levels in all of the tissues in our reference set but not in any of the five normal pancreatic tissues. Furthermore, miR-216 and 217 were found to be essentially specific to pancreas with low mean expression levels and standard deviations within the reference set (Table 5). The only other tissue where both miRNAs were detected at significant levels was duodenum, albeit at an expression level 15 to 25 times lower than in pancreas.









TABLE 5







Normalized Array Data for Five Normal Pancreas Samples (N) and 33


Reference Tissue Samples (Ref)













Δ



Ref
N
(N −














miR Name
%*
Mean
S.D.
%*
Mean
S.D.
Ref)

















hsa-miR-133a
100
7.49
2.09
0
2.86
0.83
−4.63


hsa-miR-150
97
6.75
1.42
60
3.77
0.84
−2.97


hsa-miR-145
100
10.83
0.91
100
8.32
0.36
−2.51


hsa-miR-378
94
4.98
1.04
0
2.50
0.95
−2.49


hsa-miR-143
100
10.46
0.95
100
8.02
0.31
−2.43


hsa-miR-1
97
6.58
2.40
80
4.25
0.15
−2.34


hsa-miR-324-3p
100
5.72
0.40
40
3.48
0.50
−2.24


hsa-miR-422b
100
7.64
1.24
100
5.45
0.56
−2.19


ambi-miR-7079
100
5.74
1.03
20
3.59
0.20
−2.15


hsa-miR-205
42
4.63
2.91
20
2.54
1.43
−2.09


hsa-miR-422a
97
6.66
1.34
100
4.64
0.23
−2.02


hsa-miR-505
97
5.10
0.65
20
3.10
0.98
−2.00


hsa-miR-128a
100
6.20
1.18
80
4.22
0.47
−1.98


hsa-miR-222
100
7.90
0.82
100
5.94
0.50
−1.96


hsa-miR-187
58
4.40
1.76
20
2.46
1.09
−1.94


hsa-miR-196b
48
4.16
1.98
0
2.31
0.85
−1.86


mmu-miR-140-AS
100
7.41
0.70
100
5.63
0.54
−1.78


hsa-miR-100
100
8.88
0.82
100
7.17
0.34
−1.71


hsa-miR-99a
100
9.07
1.01
100
7.38
0.40
−1.70


hsa-miR-139
97
5.81
1.24
100
4.15
0.29
−1.66


hsa-miR-328
76
4.02
0.72
0
2.39
0.79
−1.63


hsa-miR-125b
100
9.59
0.77
100
7.96
0.18
−1.63


hsa-miR-331
94
5.54
0.68
80
3.98
0.54
−1.56


hsa-miR-197
97
5.35
0.63
40
3.79
0.16
−1.56


hsa-miR-125a
100
8.87
0.72
100
7.33
0.29
−1.55


hsa-miR-124a
27
3.12
1.72
0
1.62
0.93
−1.50


hsa-miR-423
100
6.54
0.50
100
5.08
0.48
−1.46


hsa-miR-193b
100
6.48
1.03
100
5.03
0.21
−1.45


hsa-miR-221
100
8.46
0.83
100
7.02
0.32
−1.44


hsa-miR-345
91
4.64
0.61
40
3.23
0.48
−1.41


ambi-miR-7029
100
8.94
1.58
100
7.58
0.66
−1.36


hsa-miR-223
100
7.82
1.11
100
6.48
0.67
−1.34


hsa-miR-204
91
5.18
1.44
60
3.88
0.37
−1.30


hsa-miR-497
100
7.28
0.64
100
6.00
0.26
−1.27


hsa-miR-99b
100
7.40
0.62
100
6.13
0.44
−1.27


hsa-miR-10b
94
7.80
1.71
100
6.55
0.19
−1.25


hsa-miR-155
100
6.52
1.10
100
5.29
1.06
−1.23


ambi-miR-7085
64
3.83
0.56
0
2.62
0.58
−1.21


hsa-miR-132
100
6.30
0.99
100
5.10
0.81
−1.20


hsa-miR-500
88
5.03
0.65
60
3.84
0.68
−1.19


hsa-miR-15b
100
8.34
0.64
100
7.18
0.39
−1.17


hsa-miR-224
94
5.77
1.16
100
4.61
0.38
−1.16


ambi-miR-7081
97
4.83
0.60
40
3.71
0.28
−1.13


hsa-miR-126
100
10.24
0.48
100
9.12
0.17
−1.13


hsa-miR-23a
100
10.03
0.56
100
8.91
0.26
−1.12


hsa-miR-181a
100
8.11
0.84
100
7.01
0.20
−1.11


hsa-miR-330
30
3.25
0.89
0
2.16
1.12
−1.09


hsa-miR-93
100
7.92
0.56
100
6.83
0.30
−1.09


hsa-miR-503
85
4.88
1.25
40
3.79
0.54
−1.09


hsa-miR-146a
100
6.93
0.96
100
5.86
0.49
−1.07


ambi-miR-7105
100
5.52
0.49
100
4.47
0.26
−1.05


hsa-miR-23b
100
10.21
0.59
100
9.16
0.32
−1.05


hsa-miR-425
94
4.50
0.34
40
3.46
0.52
−1.04


hsa-miR-206
64
4.57
2.20
40
3.54
0.32
−1.04


hsa-miR-517a
15
3.03
1.69
0
2.01
1.07
−1.02


hsa-miR-34c
30
3.37
1.95
0
2.35
0.49
−1.02


hsa-miR-107
100
8.83
0.38
100
7.82
0.29
−1.01


ambi-miR-7083
94
5.94
1.01
100
4.93
0.57
−1.01


hsa-miR-149
67
3.90
0.79
20
2.90
0.63
−1.00


hsa-miR-103
100
8.86
0.38
100
7.86
0.30
−1.00


hsa-miR-339
100
5.46
0.77
100
4.48
0.25
−0.99


hsa-miR-189
94
4.80
0.73
80
3.85
0.70
−0.95


hsa-miR-92
100
7.76
0.54
100
6.82
0.25
−0.94


ambi-miR-7055
24
3.31
1.37
0
2.37
0.64
−0.94


mmu-miR-322
0
2.32
0.42
0
1.40
0.74
−0.92


ambi-miR-7103
39
3.30
0.51
0
2.38
0.57
−0.91


hsa-miR-212
52
3.69
0.76
20
2.78
0.71
−0.91


hsa-miR-361
100
7.36
0.46
100
6.45
0.30
−0.90


hsa-miR-199a
100
8.24
0.89
100
7.35
0.38
−0.90


hsa-miR-191
100
8.64
0.32
100
7.75
0.30
−0.89


hsa-miR-9-AS
61
3.87
1.11
20
2.98
0.76
−0.89


hsa-miR-214
100
7.54
0.89
100
6.65
0.45
−0.89


ambi-miR-7101
24
3.15
0.92
0
2.33
0.58
−0.82


hsa-miR-196a
48
3.85
1.92
0
3.05
0.89
−0.80


hsa-miR-213
18
2.76
0.67
0
1.97
0.91
−0.79


hsa-miR-520h
6
2.25
0.90
0
1.48
0.76
−0.77


hsa-miR-195
100
8.89
0.74
100
8.12
0.42
−0.77


hsa-let-7i
100
9.07
0.49
100
8.31
0.28
−0.76


hsa-miR-126-AS
100
6.64
0.54
100
5.92
0.33
−0.72


hsa-miR-16
100
10.69
0.46
100
9.99
0.17
−0.70


hsa-miR-18a
94
5.32
0.92
100
4.63
0.29
−0.70


hsa-miR-514
18
2.59
1.59
0
1.90
0.39
−0.69


hsa-miR-498
36
3.52
0.96
0
2.83
0.41
−0.69


hsa-miR-24
100
9.84
0.55
100
9.15
0.28
−0.69


mmu-miR-291-5p
15
3.14
0.61
0
2.45
1.08
−0.69


hsa-miR-140
100
5.94
0.51
100
5.26
0.27
−0.68


ambi-miR-7076
91
5.20
0.66
100
4.52
0.40
−0.68


hsa-miR-324-5p
64
3.55
0.50
0
2.88
0.58
−0.67


hsa-miR-519d
6
2.52
1.31
0
1.85
1.13
−0.67


mmu-miR-384
3
1.95
0.56
0
1.29
0.65
−0.66


ambi-miR-7068-1
18
3.03
1.07
0
2.38
0.82
−0.65


hsa-miR-320
100
8.35
0.47
100
7.70
0.25
−0.65


ambi-miR-7026
6
1.93
1.01
0
1.28
0.40
−0.65


hsa-miR-181b
100
7.01
0.80
100
6.36
0.31
−0.65


hsa-miR-181c
94
4.74
0.73
80
4.10
0.26
−0.64


hsa-miR-10a
94
7.54
1.54
100
6.93
0.22
−0.61


rno-miR-151-AS
100
7.65
0.47
100
7.05
0.38
−0.61


hsa-miR-27a
100
9.47
0.54
100
8.87
0.20
−0.60


hsa-miR-490
21
2.64
0.78
0
2.04
0.46
−0.60


hsa-miR-502
76
3.77
0.49
0
3.17
0.35
−0.60


mmu-miR-346
3
2.48
0.59
0
1.89
0.60
−0.59


hsa-miR-199a-AS
100
8.99
0.84
100
8.43
0.33
−0.55


hsa-miR-9
21
2.75
1.30
0
2.19
0.96
−0.55


ambi-miR-7075
91
4.87
0.58
100
4.32
0.23
−0.55


hsa-miR-495
97
4.85
0.99
100
4.31
0.14
−0.55


hsa-miR-22
100
9.33
0.66
100
8.79
0.20
−0.54


ambi-miR-7058
100
6.58
0.32
100
6.04
0.21
−0.54


hsa-miR-412
0
1.69
0.66
0
1.15
0.55
−0.54


hsa-miR-31
94
6.44
1.69
100
5.91
0.19
−0.53


hsa-miR-326
27
3.14
0.41
0
2.61
0.29
−0.53


hsa-miR-520d
9
2.74
1.03
0
2.23
0.77
−0.51


hsa-miR-185
100
6.73
0.61
100
6.26
0.25
−0.47


mmu-miR-34b
27
3.44
1.31
0
2.97
0.47
−0.47


mmu-miR-292-3p
0
2.34
0.40
0
1.89
1.09
−0.44


hsa-miR-152
100
7.18
0.48
100
6.75
0.31
−0.43


hsa-miR-449
18
3.03
1.80
0
2.62
0.61
−0.41


hsa-miR-138
42
3.34
1.21
0
2.93
0.40
−0.40


hsa-miR-142-5p
88
4.79
0.89
80
4.39
0.37
−0.40


hsa-miR-17-5p
100
8.54
0.60
100
8.15
0.24
−0.40


hsa-miR-509
24
3.67
1.64
40
3.29
0.55
−0.38


hsa-miR-29a
100
9.92
0.52
100
9.55
0.17
−0.38


hsa-miR-380-5p
0
2.08
0.59
0
1.71
0.70
−0.37


hsa-miR-106b
100
7.35
0.46
100
6.98
0.19
−0.37


hsa-miR-106a
100
8.66
0.62
100
8.30
0.20
−0.36


hsa-miR-342
100
8.43
0.57
100
8.07
0.15
−0.36


hsa-miR-373-AS
94
4.40
0.57
80
4.06
0.17
−0.35


ambi-miR-7074
0
2.44
0.34
0
2.10
0.64
−0.34


hsa-miR-218
100
5.90
0.76
100
5.56
0.35
−0.34


hsa-miR-517-AS
6
2.64
0.77
0
2.32
1.34
−0.33


mmu-miR-106a
100
8.05
0.61
100
7.72
0.27
−0.33


hsa-miR-515-3p
12
2.53
1.05
0
2.23
0.84
−0.30


mmu-miR-351
3
2.83
0.33
20
2.54
1.03
−0.29


hsa-miR-17-3p
85
4.66
0.54
100
4.36
0.20
−0.29


hsa-miR-337
3
2.36
0.46
0
2.07
1.02
−0.29


ambi-miR-7059-1
3
2.09
0.67
0
1.80
0.80
−0.28


hsa-miR-452
97
4.81
0.86
100
4.53
0.11
−0.28


hsa-miR-137
15
2.57
1.32
0
2.31
0.18
−0.27


hsa-miR-370
97
4.91
0.41
100
4.66
0.12
−0.26


hsa-miR-25
100
7.68
0.54
100
7.43
0.23
−0.25


mmu-miR-17-3p
64
3.77
0.64
20
3.52
0.12
−0.24


hsa-miR-373
9
2.70
0.64
0
2.45
0.64
−0.24


mmu-miR-199b
97
6.63
0.94
100
6.39
0.47
−0.24


rno-miR-20-AS
0
2.16
0.52
0
1.93
0.80
−0.23


mmu-miR-155
85
4.92
1.16
100
4.69
0.97
−0.23


mmu-miR-345
58
3.45
0.35
20
3.22
0.41
−0.22


ambi-miR-7038-1
9
2.45
1.57
0
2.23
0.76
−0.22


hsa-miR-496
0
2.13
0.56
0
1.92
1.32
−0.21


ambi-miR-7027
33
3.27
0.57
20
3.06
0.82
−0.21


hsa-miR-323
15
2.75
1.18
0
2.54
0.72
−0.21


mmu-miR-202
91
4.88
0.80
100
4.69
0.18
−0.20


hsa-miR-30c
100
8.97
0.56
100
8.77
0.23
−0.20


hsa-miR-26a
100
11.18
0.35
100
11.00
0.31
−0.19


hsa-miR-518f-AS
6
2.22
0.59
0
2.03
0.85
−0.18


hsa-miR-519b
6
2.29
1.04
0
2.12
1.29
−0.18


hsa-miR-523
6
2.48
1.03
0
2.31
0.91
−0.17


rno-miR-327
88
4.37
0.47
80
4.20
0.16
−0.17


hsa-miR-520a-AS
3
1.86
0.59
0
1.70
0.85
−0.16


hsa-miR-367
0
2.25
0.37
0
2.09
1.08
−0.15


hsa-miR-28
100
6.98
0.43
100
6.83
0.33
−0.15


hsa-miR-20a
100
7.78
0.63
100
7.64
0.20
−0.14


hsa-miR-485-5p
64
3.61
0.57
40
3.47
0.73
−0.14


hsa-miR-19b
100
8.64
0.53
100
8.50
0.24
−0.14


mmu-miR-101b
24
3.11
0.59
20
2.97
1.24
−0.14


hsa-miR-151
100
6.16
0.36
100
6.03
0.25
−0.13


mmu-miR-300
58
3.52
0.36
40
3.40
0.96
−0.12


hsa-miR-34a
100
7.40
0.67
100
7.30
0.53
−0.10


hsa-miR-452-AS
45
3.49
0.88
20
3.39
0.30
−0.10


mmu-miR-409
82
4.28
0.94
100
4.18
0.27
−0.10


hsa-miR-127
45
3.66
0.98
40
3.57
0.59
−0.09


hsa-miR-491
100
4.78
0.61
100
4.69
0.16
−0.09


hsa-miR-380-3p
6
2.13
1.08
0
2.04
1.00
−0.09


hsa-miR-519e-AS
6
2.56
0.79
0
2.47
0.60
−0.09


hsa-miR-489
33
3.32
0.94
0
3.23
0.50
−0.08


hsa-miR-518c
3
2.02
0.78
0
1.93
0.95
−0.08


ambi-miR-7098
0
2.23
0.43
0
2.14
0.79
−0.08


ambi-miR-7086
58
3.56
0.70
20
3.49
0.32
−0.07


hsa-miR-372
6
2.17
1.00
20
2.11
1.31
−0.06


mmu-miR-294
27
3.17
0.37
20
3.12
0.36
−0.05


hsa-miR-184
82
4.33
0.48
100
4.28
0.14
−0.05


hsa-miR-499
24
3.32
1.59
20
3.27
0.39
−0.05


ambi-miR-7080
9
2.98
0.98
0
2.93
0.48
−0.05


mmu-miR-329
3
2.59
0.35
0
2.55
0.69
−0.04


hsa-miR-27b
100
9.51
0.64
100
9.47
0.31
−0.04


hsa-miR-210
97
5.84
0.73
100
5.80
0.28
−0.04


hsa-miR-346
3
2.34
0.56
0
2.31
0.52
−0.04


hsa-miR-340
24
3.05
0.55
0
3.01
0.29
−0.03


hsa-miR-193a
82
4.29
0.70
80
4.26
0.30
−0.03


hsa-miR-527
21
3.34
0.98
20
3.31
0.44
−0.03


hsa-miR-30d
100
9.11
0.46
100
9.08
0.21
−0.03


hsa-miR-188
73
3.88
0.42
60
3.86
0.24
−0.02


mmu-miR-380-3p
9
2.44
0.60
0
2.42
1.11
−0.02


hsa-miR-211
0
1.99
0.48
0
1.97
1.17
−0.02


hsa-miR-302b-AS
3
1.74
0.73
0
1.72
1.09
−0.02


mmu-miR-424
61
4.01
1.24
80
4.00
0.74
−0.02


hsa-miR-30b
100
8.86
0.50
100
8.84
0.24
−0.02


hsa-miR-302d
3
2.41
0.59
0
2.39
1.08
−0.02


mmu-miR-290
88
4.32
0.47
100
4.32
0.11
0.00


rno-miR-7-AS
55
3.62
0.49
60
3.63
0.29
0.01


hsa-miR-296
30
3.34
0.78
0
3.35
0.57
0.01


mmu-miR-129-3p
33
3.41
1.05
0
3.43
0.42
0.01


hsa-miR-521
3
2.26
1.04
0
2.27
0.70
0.01


hsa-miR-518c-AS
91
4.58
0.49
100
4.60
0.12
0.02


hsa-miR-520d-AS
15
3.05
1.07
20
3.07
0.59
0.02


hsa-miR-129
33
3.45
0.80
0
3.47
0.47
0.02


hsa-miR-144
3
2.03
0.86
0
2.06
1.24
0.03


hsa-miR-524-AS
15
2.83
1.01
0
2.86
0.44
0.03


hsa-miR-526c
9
2.51
0.73
0
2.55
0.71
0.03


hsa-miR-432
97
5.09
0.87
100
5.12
0.28
0.03


hsa-miR-186
100
5.66
0.45
100
5.70
0.28
0.04


ambi-miR-7097
9
2.68
0.42
0
2.72
0.54
0.05


mmu-miR-151
100
5.07
0.52
100
5.12
0.26
0.05


hsa-miR-122a
82
4.42
1.48
100
4.47
0.14
0.05


hsa-miR-15a
100
8.08
0.51
100
8.14
0.14
0.06


hsa-miR-432-AS
3
2.12
0.66
0
2.18
1.26
0.06


hsa-miR-511
6
2.32
1.03
0
2.38
0.91
0.06


hsa-miR-302a
0
2.52
0.57
0
2.58
0.89
0.06


hsa-let-7g
100
9.46
0.52
100
9.52
0.28
0.06


hsa-miR-504
15
2.67
0.63
0
2.74
0.53
0.07


hsa-miR-199b
97
6.30
1.23
100
6.37
0.18
0.07


hsa-miR-520b
6
2.06
0.83
0
2.13
0.67
0.08


hsa-miR-518a
6
2.12
0.81
0
2.20
0.90
0.08


hsa-miR-450
18
2.73
0.72
20
2.82
0.66
0.09


ambi-miR-7084
12
2.98
1.05
20
3.07
0.49
0.09


ambi-miR-7067
30
3.18
0.80
40
3.28
0.38
0.09


hsa-let-7a
100
11.25
0.38
100
11.35
0.30
0.10


hsa-miR-219
21
3.08
1.01
0
3.19
0.40
0.11


hsa-miR-381
70
4.04
0.73
60
4.15
0.42
0.11


hsa-miR-299-5p
76
4.17
0.88
100
4.28
0.12
0.11


hsa-miR-383
30
3.15
0.77
20
3.26
0.72
0.11


ambi-miR-7066
15
2.51
1.09
20
2.63
1.06
0.11


hsa-miR-516-3p
9
2.34
0.59
0
2.46
0.90
0.12


ambi-miR-7095
6
2.34
0.65
0
2.46
0.69
0.12


hsa-miR-135b
6
2.39
0.64
0
2.52
0.91
0.13


hsa-miR-220
6
2.42
0.50
0
2.55
0.53
0.13


ambi-miR-7036
61
3.77
0.98
60
3.90
0.36
0.13


rno-miR-347
39
3.47
0.61
40
3.60
0.52
0.13


hsa-miR-198
100
5.58
0.44
100
5.72
0.21
0.14


hsa-miR-519e
6
2.22
0.93
0
2.36
0.69
0.14


hsa-miR-520a
3
2.05
0.51
0
2.19
0.46
0.15


rno-miR-346
6
2.75
0.47
0
2.89
0.40
0.15


hsa-miR-506
18
3.07
1.20
40
3.22
0.71
0.15


hsa-miR-147
0
2.60
0.38
20
2.75
1.01
0.15


ambi-miR-7062
30
3.32
0.51
20
3.48
0.24
0.16


ambi-miR-7070
67
3.97
0.93
80
4.13
0.60
0.16


hsa-miR-525-AS
3
2.02
0.97
0
2.19
0.88
0.17


hsa-miR-136
3
2.20
0.67
0
2.36
0.50
0.17


mmu-miR-298
100
5.52
0.47
100
5.69
0.09
0.17


mmu-miR-293
0
2.21
0.48
0
2.38
0.41
0.17


hsa-miR-522
9
2.53
1.20
0
2.70
0.57
0.17


hsa-miR-512-5p
9
2.37
1.16
20
2.54
0.71
0.18


hsa-miR-203
82
5.34
1.80
100
5.52
0.58
0.18


hsa-let-7c
100
10.97
0.54
100
11.17
0.30
0.20


mmu-miR-291-3p
0
1.94
0.60
0
2.14
0.78
0.20


hsa-miR-518e
6
1.82
1.32
0
2.02
0.77
0.20


hsa-let-7b
100
10.86
0.62
100
11.06
0.36
0.21


hsa-miR-515-5p
6
2.41
1.12
0
2.63
0.55
0.22


mmu-miR-411
18
2.56
0.66
0
2.79
0.61
0.22


hsa-miR-519c
3
2.17
0.69
0
2.41
0.91
0.23


hsa-miR-30a-5p
100
9.36
0.48
100
9.61
0.21
0.26


mmu-miR-341
15
2.60
0.83
0
2.85
0.55
0.26


hsa-let-7e
100
8.73
0.44
100
8.98
0.46
0.26


ambi-miR-7039
79
4.45
0.61
100
4.71
0.57
0.26


rno-miR-336
91
4.23
0.69
100
4.49
0.36
0.26


mmu-miR-344
3
1.77
0.59
0
2.04
0.74
0.26


hsa-miR-520c
6
2.27
0.77
0
2.54
0.46
0.27


hsa-miR-142-3p
85
4.48
1.09
100
4.75
0.88
0.27


hsa-miR-512-3p
9
3.02
1.23
20
3.30
0.74
0.28


hsa-miR-510
18
2.87
1.19
40
3.15
0.62
0.29


hsa-miR-508
15
2.58
1.45
20
2.87
0.83
0.29


hsa-miR-182-AS
0
1.97
0.50
0
2.26
0.83
0.29


hsa-miR-302b
0
1.98
0.55
0
2.27
0.82
0.29


hsa-miR-30e-3p
100
5.30
0.41
100
5.60
0.22
0.31


mmu-miR-295
0
2.06
0.42
20
2.38
1.00
0.32


hsa-miR-302c-AS
70
3.62
0.46
80
3.94
0.40
0.32


mmu-miR-350
3
2.22
0.60
0
2.55
0.79
0.33


hsa-miR-325
3
2.51
0.63
0
2.85
0.60
0.33


hsa-miR-526b
64
3.71
0.70
60
4.05
0.18
0.34


mmu-miR-292-5p
52
3.25
0.62
20
3.59
0.29
0.34


hsa-let-7d
100
10.32
0.42
100
10.67
0.32
0.36


hsa-miR-384
0
1.75
0.62
0
2.11
0.84
0.36


rno-miR-421
0
2.08
0.41
0
2.44
0.57
0.36


hsa-miR-29b
100
8.21
0.48
100
8.58
0.13
0.37


hsa-miR-525
9
2.78
0.85
0
3.16
0.28
0.39


hsa-miR-524
3
2.28
0.77
0
2.67
0.71
0.39


hsa-miR-526b-AS
6
2.00
1.14
0
2.40
0.41
0.39


hsa-miR-130a
100
7.64
0.69
100
8.04
0.21
0.40


hsa-miR-21
100
10.30
0.66
100
10.71
0.61
0.40


hsa-miR-492
9
2.31
0.67
0
2.71
0.64
0.40


hsa-miR-33
0
2.03
0.47
0
2.44
0.68
0.40


rno-miR-352
100
6.46
0.59
100
6.87
0.53
0.41


hsa-miR-518b
3
2.30
0.75
0
2.71
0.38
0.41


hsa-miR-202-AS
9
1.91
1.12
0
2.34
1.10
0.44


rno-miR-297
0
1.72
0.49
0
2.16
0.76
0.44


mmu-let-7d-AS
3
2.30
0.49
0
2.74
0.64
0.44


hsa-miR-34b
94
5.06
1.14
100
5.51
0.76
0.45


mmu-miR-330
12
2.72
0.63
0
3.17
0.12
0.45


hsa-miR-501
27
2.95
0.68
20
3.40
0.09
0.46


hsa-miR-520e
0
1.87
0.41
0
2.34
0.93
0.46


hsa-miR-30e-5p
100
8.58
0.42
100
9.06
0.15
0.49


rno-miR-344
0
1.91
0.63
0
2.43
0.73
0.52


hsa-miR-518d
0
1.91
0.45
20
2.43
1.57
0.52


hsa-miR-371
0
1.79
0.54
0
2.32
0.89
0.53


mmu-miR-383
27
3.09
0.85
40
3.63
0.43
0.54


hsa-miR-30a-3p
100
5.56
0.62
100
6.11
0.16
0.55


hsa-miR-105
0
2.10
0.52
0
2.65
0.64
0.55


hsa-miR-410
21
2.90
1.03
20
3.44
0.31
0.55


hsa-miR-424
88
5.12
1.34
100
5.68
0.77
0.56


ambi-miR-7054
6
2.22
0.53
0
2.78
0.49
0.56


hsa-miR-369-3p
6
2.11
0.84
20
2.68
1.00
0.57


hsa-miR-26b
100
8.88
0.50
100
9.46
0.16
0.58


mmu-miR-207
9
2.58
0.59
0
3.19
0.50
0.61


hsa-miR-382
85
4.49
0.94
100
5.11
0.53
0.62


hsa-miR-98
100
6.42
0.54
100
7.06
0.51
0.64


hsa-miR-32
15
2.71
0.56
20
3.36
0.57
0.65


ambi-miR-7100
36
3.53
0.97
80
4.18
0.21
0.65


mmu-miR-325
0
2.43
0.59
20
3.10
0.55
0.67


hsa-miR-302c
3
1.86
0.58
0
2.55
0.75
0.69


hsa-miR-183
55
3.51
1.00
100
4.20
0.34
0.69


hsa-miR-493
15
2.88
0.88
20
3.58
0.37
0.70


hsa-miR-365
94
4.73
0.86
100
5.43
0.49
0.70


mmu-miR-211
6
2.19
0.70
0
2.89
0.23
0.70


hsa-miR-95
97
5.18
1.28
100
5.89
0.36
0.71


mmu-miR-201
3
1.99
0.79
0
2.73
0.69
0.74


hsa-miR-154
76
4.55
0.96
100
5.29
0.32
0.75


hsa-miR-379
97
5.18
0.78
100
5.94
0.30
0.76


hsa-miR-507
3
1.90
0.83
0
2.68
0.75
0.78


hsa-miR-518f
3
2.05
0.69
0
2.85
0.37
0.80


hsa-miR-19a
100
5.91
0.87
100
6.74
0.27
0.83


hsa-miR-190
0
1.80
0.61
40
2.66
1.45
0.86


rno-miR-343
6
2.26
0.53
0
3.16
0.28
0.90


hsa-let-7f
100
9.59
0.51
100
10.51
0.32
0.92


hsa-miR-513
100
5.37
0.83
100
6.29
0.35
0.92


hsa-miR-208
0
2.06
0.62
0
2.99
0.39
0.93


hsa-miR-448
3
2.06
0.44
0
3.00
0.52
0.94


hsa-miR-134
64
4.08
1.03
100
5.03
0.48
0.95


mmu-miR-376b
3
2.51
0.61
40
3.48
0.47
0.97


ambi-miR-7089
3
2.35
0.55
0
3.32
0.39
0.97


hsa-miR-488
0
1.99
0.56
20
3.01
0.41
1.02


hsa-miR-368
100
6.52
0.94
100
7.56
0.29
1.04


mmu-miR-376a
39
3.26
0.82
80
4.31
0.59
1.05


hsa-miR-135a
27
2.70
1.52
20
3.77
0.54
1.07


hsa-miR-374
100
4.71
0.74
100
5.82
0.57
1.11


mmu-miR-215
18
2.61
1.94
60
3.74
0.73
1.13


rno-miR-333
9
2.70
0.82
40
3.85
1.25
1.15


rno-miR-349
0
1.62
0.50
0
2.78
0.45
1.16


hsa-miR-101
100
5.69
0.55
100
6.88
0.06
1.19


mmu-miR-429
0
2.47
0.49
20
3.67
0.27
1.20


mmu-miR-7b
21
3.21
0.94
100
4.44
0.27
1.23


hsa-miR-301
24
2.76
0.83
40
4.02
0.22
1.25


hsa-miR-377
64
3.99
0.95
100
5.33
0.39
1.34


mmu-miR-337
0
1.87
0.55
40
3.21
0.96
1.34


hsa-miR-376a
100
5.23
0.94
100
6.63
0.31
1.40


hsa-miR-148b
100
5.71
0.38
100
7.11
0.60
1.40


hsa-miR-335
100
6.77
0.90
100
8.19
0.35
1.42


mmu-miR-297
0
1.79
0.49
40
3.34
0.92
1.55


hsa-miR-153
39
3.49
1.17
100
5.26
0.25
1.76


hsa-miR-29c
100
8.37
0.51
100
10.25
0.26
1.87


hsa-miR-194
100
6.75
2.13
100
8.63
0.21
1.88


hsa-miR-96
94
4.80
0.97
100
6.69
0.38
1.89


hsa-miR-182
91
5.39
1.29
100
7.39
0.37
2.00


hsa-miR-215
42
4.09
2.37
100
6.34
0.50
2.25


hsa-miR-429
70
4.88
1.88
100
7.13
0.09
2.25


hsa-miR-494
100
6.78
0.54
100
9.07
0.97
2.28


hsa-miR-7
94
5.07
1.66
100
7.68
0.56
2.61


hsa-miR-192
97
6.47
2.25
100
9.13
0.25
2.66


mmu-miR-192
97
6.32
2.25
100
9.00
0.28
2.67


hsa-miR-130b
100
5.56
0.66
100
8.27
0.25
2.71


hsa-miR-338
58
4.09
1.31
100
6.82
0.19
2.73


hsa-miR-200b
82
6.47
2.59
100
9.49
0.14
3.02


hsa-miR-200c
94
7.37
2.65
100
10.59
0.24
3.22


hsa-miR-148a
100
7.34
1.13
100
10.57
0.36
3.23


hsa-miR-200a
67
5.31
2.78
100
8.57
0.17
3.26


hsa-miR-141
67
5.52
2.29
100
9.49
0.20
3.98


hsa-miR-375
58
4.63
2.20
100
9.21
0.39
4.59


hsa-miR-216
3
2.79
0.69
100
9.09
0.28
6.30


mmu-miR-217
6
2.37
0.89
100
9.70
0.21
7.32


hsa-miR-217
12
2.38
1.07
100
9.86
0.22
7.48





threshold value = 3.47 for Ref;


threshold value = 3.70 for N;


%*, percentage of miRNAs above threshold value






Example 4
Identification of miRNAs Differentially Expressed in PDAC

To uncover miRNAs potentially relevant to pancreatic carcinogenesis, the inventors normalized miRNA array data from eight PDAC samples together with the normal pancreas set (Table 3). A direct comparison of mea miRNA expression levels showed that miRNA expression is profoundly affected in PDAC (Table 3, FIG. 3). Interestingly, most of the miRNAs down regulated in PDAC are miRNAs strongly enriched in pancreas relatively to the 33 human tissues reference set (Tables 3 and 5). Among these miRNAs, the highly expressed, pancreas-enriched miR-216 and -217 were down-regulated more than 200-fold in PDAC samples, to levels barely detectable on the array.


Further data analysis revealed 84 miRNAs with a significant differential expression between normal pancreas and PDAC (Table 6, Flag (N vs Ca)=1). Among these miRNAs, 41 were down-regulated and 32 were up-regulated by at least 2-fold in PDAC (|Δh|(N—Ca)>0.6). Together with miR-216 and -217, a total of 11 miRNAs were strongly down-regulated by more than 5-fold in PDAC (Δh(N—Ca)>1.6; hsa-miR-29c, -30a-3p, -96, -130b, -141, -148a, -148b, -216, -217, -375, and -494), and 11 others were strongly enriched in PDAC samples (Δh(N—Ca)<−1.6; hsa-miR-31, -143, -145, -146a, -150, -155, -196a, -196b, -210, -222, and -223).









TABLE 6







miRNAs Differentially Expressed Among Normal Pancreas (N), Chronic Pancreatitis (Ch), and PDAC (Ca) Tissue


Samples



























Flag*
Δh

Flag*


Flag*



Mean

Mean
p-value
Δh
p-value
Ch
Ch −
p-value
ch vs
Δh
p-value
N vs


miR Name
Ch
Mean N
Ca
ANOVA
Ch − N
Ch vs N
vs N
Ca
Ch vs Ca
Ca
N − Ca
N vs Ca
Ca























hsa-let-7a
8.90
9.50
8.90
1.97E−03
−0.60
1.58E−03
1
0.00
9.92E−01
0
0.60
2.51E−03
1


hsa-let-7b
8.85
9.22
8.48
2.84E−04
−0.37
3.53E−02
1
0.36
1.77E−02
1
0.73
2.21E−04
1


hsa-let-7c
8.81
9.33
8.55
2.03E−04
−0.52
1.81E−03
1
0.27
9.06E−02
0
0.78
3.35E−04
1


hsa-let-7d
7.92
8.83
8.14
3.95E−04
−0.91
9.38E−05
1
−0.22
2.21E−01
0
0.69
4.02E−03
1


hsa-let-7e
6.27
7.14
6.70
1.15E−03
−0.87
1.57E−03
1
−0.43
7.80E−03
1
0.44
5.59E−02
0


hsa-let-7f
7.58
8.66
7.89
6.23E−04
−1.08
1.35E−04
1
−0.30
1.85E−01
0
0.78
6.06E−03
1


hsa-let-7g
7.09
7.68
7.26
3.13E−03
−0.59
2.02E−04
1
−0.17
2.47E−01
0
0.42
2.03E−02
1


hsa-let-7i
7.19
6.47
7.44
4.78E−05
0.72
1.60E−03
1
−0.25
1.34E−01
0
−0.97
4.08E−05
1


hsa-miR-100
6.52
5.32
6.29
2.31E−04
1.19
2.96E−05
1
0.23
3.39E−01
0
−0.97
2.23E−03
1


hsa-miR-101
4.42
5.03
4.47
1.27E−02
−0.61
1.62E−03
1
−0.04
8.36E−01
0
0.57
1.74E−02
1


hsa-miR-103
6.10
6.01
6.67
8.84E−05
0.08
4.53E−01
0
−0.58
6.81E−04
1
−0.66
6.54E−04
1


hsa-miR-106a
6.18
6.46
6.70
6.89E−04
−0.28
4.24E−02
0
−0.52
6.70E−04
1
−0.24
4.19E−02
0


hsa-miR-106b
5.11
5.14
5.60
9.30E−04
−0.04
6.88E−01
0
−0.50
2.55E−03
1
−0.46
6.75E−03
1


hsa-miR-107
6.18
5.98
6.71
1.47E−05
0.20
7.46E−02
0
−0.53
4.44E−04
1
−0.73
9.89E−05
1


hsa-miR-10a
5.77
5.09
6.19
1.73E−05
0.69
1.72E−05
1
−0.41
3.24E−02
0
−1.10
9.72E−05
1


hsa-miR-125a
6.07
5.48
6.00
1.59E−02
0.59
3.05E−03
1
0.07
7.06E−01
0
−0.51
2.38E−02
1


hsa-miR-125b
7.44
6.12
6.88
1.56E−05
1.32
4.88E−07
1
0.56
1.37E−02
1
−0.76
3.07E−03
1


hsa-miR-130a
5.98
6.20
5.58
1.75E−04
−0.23
3.63E−02
1
0.40
5.49E−03
1
0.62
4.94E−04
1


hsa-miR-130b
5.01
6.42
3.83
8.26E−08
−1.41
2.02E−03
1
1.19
8.11E−04
1
2.60
1.18E−09
1


hsa-miR-134
2.84
3.21
2.52
9.05E−03
−0.36
1.41E−01
0
0.33
9.25E−02
0
0.69
3.19E−03
1


hsa-miR-140
3.75
3.44
4.07
8.46E−03
0.32
9.77E−02
0
−0.32
1.13E−01
0
−0.63
3.01E−03
1


hsa-miR-141
6.72
7.65
5.95
1.82E−05
−0.93
4.62E−03
1
0.77
1.33E−02
1
1.70
1.20E−05
1


hsa-miR-143
7.59
6.18
7.91
3.86E−06
1.41
4.01E−06
1
−0.32
2.16E−01
0
−1.73
3.17E−05
1


hsa-miR-145
7.89
6.47
8.10
1.60E−04
1.42
4.88E−05
1
−0.21
5.34E−01
0
−1.62
4.84E−04
1


hsa-miR-146a
4.96
4.03
5.89
6.66E−05
0.93
1.98E−02
1
−0.93
1.19E−02
1
−1.86
3.34E−05
1


hsa-miR-148a
7.21
8.72
5.23
9.28E−09
−1.52
3.00E−03
1
1.98
2.83E−05
1
3.49
2.32E−09
1


hsa-miR-148b
3.14
5.27
2.91
1.53E−06
−2.13
1.80E−04
1
0.24
3.90E−01
0
2.37
6.17E−06
1


hsa-miR-150
3.83
2.11
4.35
5.86E−04
1.72
2.15E−02
1
−0.52
2.82E−01
0
−2.25
5.58E−06
1


hsa-miR-154
3.10
3.47
2.28
3.24E−04
−0.37
2.27E−01
0
0.82
6.63E−03
1
1.19
3.93E−05
1


hsa-miR-155
4.32
3.47
5.55
3.19E−04
0.85
1.04E−01
0
−1.24
2.34E−03
1
−2.08
6.49E−04
1


hsa-miR-15b
5.00
5.33
5.72
2.08E−03
−0.33
9.39E−02
0
−0.72
1.38E−03
1
−0.39
5.20E−02
0


hsa-miR-17-5p
6.12
6.31
6.62
4.11E−03
−0.19
2.06E−01
0
−0.50
2.95E−03
1
−0.31
3.75E−02
0


hsa-miR-18
3.32
2.83
4.24
6.85E−05
0.49
3.04E−02
1
−0.92
3.74E−03
1
−1.41
1.74E−04
1


hsa-miR-181b
4.51
4.52
5.01
1.47E−02
−0.01
9.49E−01
0
−0.50
2.13E−02
1
−0.49
1.68E−02
1


hsa-miR-182
4.26
5.55
4.54
4.58E−04
−1.29
9.47E−04
1
−0.28
2.99E−01
0
1.01
8.44E−04
1


hsa-miR-186
3.19
3.87
3.40
3.49E−03
−0.68
4.90E−03
1
−0.21
2.01E−01
0
0.47
7.99E−03
1


hsa-miR-196a
1.89
1.63
3.77
9.61E−07
0.26
4.15E−01
0
−1.88
2.25E−05
1
−2.14
8.31E−06
1


hsa-miR-196b
1.63
1.20
3.28
8.92E−06
0.44
2.14E−01
0
−1.64
2.22E−04
1
−2.08
2.86E−05
1


hsa-miR-199a
6.58
5.51
6.30
2.36E−05
1.08
1.63E−04
1
0.28
7.96E−02
0
−0.79
2.63E−04
1


hsa-miR-199a-
7.41
6.59
7.01
9.52E−06
0.82
8.95E−05
1
0.39
4.14E−04
1
−0.42
4.69E−03
1


AS


hsa-miR-19a
4.12
4.90
4.25
1.90E−03
−0.78
9.51E−04
1
−0.13
4.70E−01
0
0.65
7.37E−03
1


hsa-miR-19b
6.22
6.66
6.16
8.53E−03
−0.44
9.80E−03
1
0.06
6.78E−01
0
0.50
7.49E−03
1


hsa-miR-200a
5.69
6.73
5.48
4.11E−04
−1.04
1.67E−03
1
0.21
4.47E−01
0
1.25
2.62E−04
1


hsa-miR-200b
6.50
7.65
6.68
5.63E−04
−1.15
7.01E−04
1
−0.17
5.10E−01
0
0.98
6.23E−04
1


hsa-miR-200c
7.67
8.74
7.23
2.20E−06
−1.07
4.06E−04
1
0.44
4.79E−02
0
1.51
1.23E−06
1


hsa-miR-203
2.85
3.69
5.15
5.07E−07
−0.84
1.13E−02
1
−2.30
9.16E−07
1
−1.46
5.28E−04
1


hsa-miR-21
9.26
8.86
9.75
6.29E−03
0.39
2.12E−01
0
−0.49
2.41E−02
1
−0.89
4.39E−03
1


hsa-miR-210
4.53
3.97
6.56
1.07E−07
0.56
9.02E−03
1
−2.03
1.87E−05
1
−2.59
5.51E−06
1


hsa-miR-214
6.14
4.81
6.10
1.21E−04
1.32
3.61E−04
1
0.04
8.67E−01
0
−1.28
3.35E−04
1


hsa-miR-216
5.97
7.25
2.01
1.86E−10
−1.27
1.11E−02
1
3.97
2.97E−07
1
5.24
1.40E−09
1


hsa-miR-217
6.77
8.02
2.42
2.77E−10
−1.25
9.44E−03
1
4.35
3.68E−07
1
5.60
8.83E−09
1


hsa-miR-221
5.49
5.18
6.45
1.69E−06
0.31
4.08E−02
0
−0.96
9.55E−05
1
−1.27
2.95E−05
1


hsa-miR-222
4.72
4.10
5.94
8.14E−07
0.62
1.38E−02
1
−1.22
6.91E−05
1
−1.84
1.29E−05
1


hsa-miR-223
5.70
4.64
6.81
8.24E−04
1.06
3.62E−02
1
−1.11
3.14E−02
0
−2.17
7.94E−04
1


hsa-miR-224
2.66
2.81
3.82
1.47E−06
−0.15
4.33E−01
0
−1.16
2.91E−06
1
−1.01
9.27E−05
1


hsa-miR-23a
7.15
7.07
7.62
6.46E−04
0.09
4.23E−01
0
−0.47
4.25E−03
1
−0.56
1.83E−03
1


hsa-miR-24
7.65
7.31
8.02
1.20E−04
0.34
1.14E−02
1
−0.37
1.07E−02
1
−0.72
2.72E−04
1


hsa-miR-25
5.19
5.58
5.64
3.16E−04
−0.40
2.83E−03
1
−0.46
5.50E−04
1
−0.06
5.28E−01
0


hsa-miR-26a
8.76
9.15
8.75
1.48E−02
−0.39
5.67E−03
1
0.02
9.06E−01
0
0.41
1.75E−02
1


hsa-miR-26b
6.66
7.62
6.93
1.96E−04
−0.96
1.80E−04
1
−0.28
1.57E−01
0
0.68
8.90E−04
1


hsa-miR-27a
6.90
7.03
7.34
3.70E−03
−0.12
3.33E−01
0
−0.44
5.02E−03
1
−0.31
1.35E−02
1


hsa-miR-27b
7.14
7.62
7.09
3.00E−03
−0.48
4.54E−03
1
0.06
6.74E−01
0
0.54
3.46E−03
1


hsa-miR-28
4.65
4.99
5.05
1.08E−02
−0.34
1.55E−02
1
−0.40
6.31E−03
1
−0.06
6.73E−01
0


hsa-miR-29a
7.29
7.71
7.58
1.37E−03
−0.42
9.41E−04
1
−0.29
8.00E−03
1
0.13
1.98E−01
0


hsa-miR-29b
6.09
6.73
6.43
1.03E−02
−0.64
2.59E−03
1
−0.33
8.98E−02
0
0.31
9.90E−02
0


hsa-miR-29c
7.02
8.40
6.45
7.11E−07
−1.38
2.86E−04
1
0.58
2.51E−02
1
1.96
1.03E−06
1


hsa-miR-30a-3p
3.55
4.27
2.62
3.98E−08
−0.72
4.32E−03
1
0.93
9.37E−05
1
1.65
8.25E−09
1


hsa-miR-30a-5p
7.22
7.77
6.64
1.15E−06
−0.55
4.54E−03
1
0.58
1.17E−03
1
1.13
1.16E−06
1


hsa-miR-30b
6.27
7.00
5.69
2.84E−07
−0.73
1.42E−03
1
0.58
1.06E−03
1
1.31
3.87E−07
1


hsa-miR-30c
6.20
6.93
5.58
2.29E−07
−0.73
1.56E−03
1
0.62
7.64E−04
1
1.35
2.95E−07
1


hsa-miR-30d
6.65
7.24
6.25
4.37E−06
−0.59
4.66E−04
1
0.40
1.01E−02
1
0.99
1.61E−05
1


hsa-miR-30e-3p
2.77
3.77
2.26
1.07E−05
−1.01
3.30E−03
1
0.51
3.77E−02
0
1.51
1.74E−06
1


hsa-miR-30e-5p
6.57
7.22
6.22
2.68E−07
−0.65
5.92E−04
1
0.36
6.79E−03
1
1.00
9.08E−08
1


hsa-miR-31
5.65
4.08
6.66
8.86E−03
1.57
1.51E−03
1
−1.01
2.21E−01
0
−2.58
9.27E−03
1


hsa-miR-331
2.63
2.25
3.46
1.48E−04
0.38
1.29E−01
0
−0.83
2.06E−03
1
−1.22
3.35E−04
1


hsa-miR-335
5.13
6.35
4.92
3.98E−04
−1.21
2.37E−03
1
0.21
4.89E−01
0
1.42
2.48E−04
1


hsa-miR-365
2.43
3.61
2.20
7.58E−06
−1.18
8.46E−04
1
0.23
1.33E−01
0
1.41
4.70E−05
1


hsa-miR-368
5.16
5.71
4.38
1.16E−06
−0.55
7.65E−03
1
0.78
5.11E−04
1
1.33
2.60E−06
1


hsa-miR-374
2.71
3.99
3.11
1.34E−03
−1.28
1.96E−03
1
−0.40
1.03E−01
0
0.88
1.20E−02
1


hsa-miR-375
6.51
7.37
4.68
4.82E−05
−0.86
4.56E−02
0
1.83
2.56E−03
1
2.69
1.15E−04
1


hsa-miR-376a
3.97
4.79
3.70
1.42E−04
−0.82
2.67E−03
1
0.27
2.03E−01
0
1.09
8.06E−05
1


hsa-miR-377
3.21
3.50
2.70
3.28E−03
−0.29
1.83E−01
0
0.51
2.95E−02
1
0.81
2.03E−03
1


hsa-miR-379
4.16
4.11
3.50
5.83E−04
0.05
6.63E−01
0
0.66
1.19E−03
1
0.61
6.13E−03
1


hsa-miR-429
4.14
5.29
4.68
1.94E−03
−1.16
6.86E−04
1
−0.54
7.15E−02
0
0.62
2.23E−02
1


hsa-miR-93
5.07
4.99
5.90
3.64E−05
0.08
6.36E−01
0
−0.83
2.61E−04
1
−0.90
2.34E−04
1


hsa-miR-95
2.73
4.05
3.22
1.91E−03
−1.32
1.71E−04
1
−0.49
1.32E−01
0
0.83
2.08E−02
1


hsa-miR-96
2.99
4.85
3.09
2.27E−06
−1.86
1.90E−04
1
−0.10
6.74E−01
0
1.76
1.36E−06
1


hsa-miR-98
4.16
5.22
4.56
3.32E−03
−1.06
9.57E−04
1
−0.40
9.13E−02
0
0.66
4.25E−02
0


hsa-miR-99a
6.71
5.54
6.23
2.73E−03
1.18
1.21E−04
1
0.49
1.01E−01
0
−0.69
4.14E−02
0


hsa-miR-99b
4.68
4.29
4.91
1.23E−02
0.39
5.10E−02
0
−0.24
1.74E−01
0
−0.62
1.14E−02
1


hsa-miR-452
2.52
2.73
3.44
1.61E−05
−0.21
2.11E−01
0
−0.91
8.82E−05
1
−0.70
1.69E−04
1


hsa-miR-494
6.96
7.22
5.14
5.26E−03
−0.26
7.20E−01
0
1.82
9.59E−03
1
2.09
3.98E−03
1


hsa-miR-497
5.29
4.17
4.83
7.94E−05
1.12
1.31E−04
1
0.46
2.37E−02
1
−0.66
2.60E−03
1


ambi-miR-7105
2.37
2.68
3.03
2.02E−05
−0.30
2.75E−02
1
−0.66
1.53E−05
1
−0.35
5.31E−03
1





*Significant differential expression is indicated by a Flag = 1






Example 5
Comparison of Normal Vs PDAC Vs Chronic Pancreatitis Tissue Samples

Because some of the miRNA expression changes identified above may in fact be related to non-neoplastic processes, the inventors added to our analysis miRNA expression data from a control set consisting of six chronic pancreatitis tissue samples. Hierarchical clustering analysis showed that miRNA expression profiles from chronic pancreatitis samples are in-between the normal and PDAC profiles and are more similar overall to expression profiles from normal pancreas than to expression profiles from PDAC. Pair comparison of Pearson correlation values, calculated using mean normalized data for all the miRNAs, confirmed that global miRNA expression levels in chronic pancreatitis tissues are intermediate amid those in the normal and PDAC tissues (Table 7). Consistent with this observation, 45 out of the 52 miRNAs differentially expressed between PDAC and chronic tissue samples (Table 6, Flag (Ch vs Ca)=1) were also deregulated in PDAC respective to normal tissues (FIG. 4A, top). All of these miRNAs had expression levels in chronic samples that were in-between those of the normal and PDAC expression levels.









TABLE 7







Paired Pearson Correlation Values.















Cell



Normal
Chronic
Cancer
Line

















Normal
1
0.96
0.93
0.78



Chronic
0.96
1
0.95
0.79



Cancer
0.93
0.95
1
0.84



Cell
0.78
0.79
0.84
1



Line










Ninety-four (94) miRNAs were found differentially expressed at a significant level between any 2 of the 3 tissue types (Table 6). Among the 68 miRNA differentially expressed in chronic samples versus normal samples (Table 6, Flag (Ch vs N)=1), 61 were also deregulated in PDAC versus normal pancreas (FIG. 4A, bottom). These miRNAs whose expression is affected in both PDAC and chronic diseased tissues are more likely to reflect the desmoplastic reaction of the tumor rather than changes specific to PDAC. Nonetheless, Principal Component Analysis (PCA) using the 94 miRNAs identified above showed a perfect segregation of the PDAC samples away from the normal pancreas and chronic disease groups showing that miRNA expression classifies pancreatic tissues (FIG. 4B).


Example 6
miRNA Biomarkers for Pancreatic Diseases

To identify the best miRNA markers for PDAC, the inventors selected those most differentially expressed among the three tissue types using stringent parameters: |Δh|>1.6 (5-fold) and p-value<0.0001 between at least 2 sample types (FIG. 5). Using this subset of 20 miRNAs, a clear discrimination between the tissue types could be achieved. For example, expression of miR-29c, -96, -143, -145, -148b and -150 were mis-regulated in both chronic and cancer samples while miR-196a, -196b, -203, -210, -222, -216, -217 and -375 were mis-regulated only in PDAC samples. These data indicate that expression levels of a few miRNAs can be used to classify normal, chronic pancreatitis, and PDAC tissues and discriminate between neoplastic and non-neoplastic processes in PDAC.


Example 7
miRNA Expression in Pancreatic Carcinoma Cell Lines

Currently, pancreatic carcinoma cell lines represent the best available cell model systems for in vitro analyses of miRNA function. Therefore, the same array profiling strategy was deployed to characterize miRNA expression in six pancreatic primary ductal adenocarcinoma cell lines, IMIMPC2, PT45, PL45, SKPC1, PancTuI, and PaCa44. To compare miRNA expression profiles in cell lines and primary tissues, the inventors normalized miRNA array data from the cell lines together with the 19 tissue set (Table 4).


Hierarchical clustering analysis on the global miRNA population as well as clustering and principal component analyses (FIG. 6) on the differentially expressed miRNAs showed a clear segregation of the cell line samples away from the primary tissues. This divergence resulted mainly from the lack of detectable expression of ˜60 miRNAs in cancer cell line samples relative to tissue samples, including seven miRNAs from our list of top 20 differentially expressed miRNAs in PDAC (miR-143, -145, -150, -216, -217, -223 and -375; FIG. 5). Array data indicate that only 140 miRNAs were detected in the cancer cell lines, and each of them was also expressed in pancreatic tissues (see % of samples with miRNA detected above threshold value in Table 4).


Overall, the mea miRNA expression levels in cancer cell lines correlated better with PDAC than with normal or chronic tissue (Pearson correlation values of 0.84, 0.78 and 0.79 respectively; Table 7). Furthermore, 12 out the top 20 miRNAs differentially expressed in PDAC had expression levels in the cell lines that were very similar to those in PDAC. Thus, miRNA expression profiles in these cancer cell lines more closely resemble those from PDAC primary tumors than those from normal pancreatic tissues.


Example 8
Identification of miRNA Biomarkers Over-Expressed in PDAC and Cancer Cell Lines

Consistent with the differences described in Example 7, 87 miRNAs were identified as differentially expressed between PDAC and the cancer cell lines, and 108 were differentially expressed between normal pancreas and the cancer cell lines (Table 8A, 8B, and 8C, Flag (Ca vs CL)=1 or Flag (N vs CL)=1). Strikingly, one miRNA, miR-205, was highly over-expressed by more than 600-fold in cell lines versus normal tissue and was also up-regulated in 5 out of 8 PDAC tissues relative to chronic or normal tissues (Table 3). This observation prompted us to look for other miRNAs highly expressed in cell lines and up-regulated in PDAC that could have escaped our initial stringent screening because of a high p-value or low Ah (Example 6). By this approach, the inventors identified five additional miRNAs: miR-18a, -31, -93, -221, and -224 (FIG. 7). These six miRNAs (FIG. 7) are over-expressed in neoplastic ductal cells both in vivo and ex vivo, and therefore, represent additional potential biomarkers for PDAC.









TABLE 8A







miRNAs Differentially Expressed Between Normal Pancreas (N), Chronic


Pancreatitis (Ch), PDAC (Ca), and Pancreatic Cancer Cell lines (CL)













Mean

Mean
Mean
p-value


miRNA
Ch
Mean N
Ca
CL
ANOVA





hsa-let-7b
8.78
9.06
8.53
7.96
8.56E−04


hsa-let-7c
8.74
9.18
8.60
8.08
1.01E−03


hsa-let-7d
7.85
8.68
8.19
8.01
3.71E−03


hsa-let-7e
6.19
6.98
6.75
6.46
8.94E−03


hsa-let-7f
7.51
8.51
7.94
7.36
8.57E−04


hsa-let-7g
7.01
7.52
7.31
6.45
8.72E−06


hsa-let-7i
7.12
6.31
7.49
7.96
1.21E−03


hsa-miR-1
2.84
2.19
3.23
0.78
5.65E−03


hsa-miR-100
6.44
5.16
6.34
7.11
1.35E−05


hsa-miR-101
4.33
4.87
4.49
2.48
3.47E−10


hsa-miR-103
6.02
5.86
6.72
6.80
3.86E−05


hsa-miR-106a
6.10
6.30
6.74
7.91
1.34E−08


hsa-miR-106b
5.02
4.98
5.65
6.02
3.88E−08


hsa-miR-107
6.10
5.82
6.76
6.83
2.28E−05


hsa-miR-10a
5.70
4.92
6.23
5.87
5.54E−04


hsa-miR-10b
4.96
4.54
5.24
3.97
2.20E−04


hsa-miR-125b
7.37
5.96
6.93
6.06
4.23E−05


hsa-miR-126
7.54
7.12
7.41
3.77
2.53E−11


hsa-miR-126-AS
3.27
3.91
3.55
0.90
2.08E−06


hsa-miR-128a
2.23
2.16
2.77
3.50
1.53E−06


hsa-miR-130b
4.93
6.27
3.84
4.98
4.01E−08


hsa-miR-132
3.92
3.06
4.09
2.21
1.06E−05


hsa-miR-140
3.63
3.24
4.08
1.77
1.57E−09


hsa-miR-141
6.65
7.50
6.00
6.34
1.06E−05


hsa-miR-142-3p
2.76
2.71
3.68
0.87
3.52E−07


hsa-miR-143
7.52
6.02
7.96
0.49
0.00E+00


hsa-miR-145
7.82
6.32
8.15
0.65
0.00E+00


hsa-miR-146a
4.87
3.85
5.93
3.13
1.24E−05


hsa-miR-148a
7.14
8.57
5.27
2.55
1.91E−10


hsa-miR-148b
2.97
5.11
2.82
2.88
1.82E−06


hsa-miR-150
3.68
1.73
4.38
1.19
1.49E−06


hsa-miR-151
3.86
4.02
4.00
4.62
3.84E−05


hsa-miR-152
5.05
4.75
5.15
2.90
2.40E−08


hsa-miR-153
2.47
3.23
2.73
1.37
6.95E−04


hsa-miR-154
2.92
3.27
2.07
0.63
2.49E−07


hsa-miR-155
4.22
3.25
5.59
4.97
2.75E−03


hsa-miR-15a
6.19
6.14
6.47
5.60
1.48E−04


hsa-miR-15b
4.92
5.17
5.77
7.63
6.94E−11


hsa-miR-17-3p
2.13
2.31
2.43
3.33
1.60E−04


hsa-miR-17-5p
6.04
6.15
6.66
7.86
4.51E−08


hsa-miR-18a
3.17
2.58
4.26
5.14
3.68E−07


hsa-miR-181a
5.38
5.00
5.76
6.23
4.65E−04


hsa-miR-181b
4.42
4.35
5.05
5.99
1.54E−05


hsa-miR-182
4.16
5.39
4.57
5.08
5.77E−04


hsa-miR-183
1.94
2.14
1.57
3.23
3.96E−04


hsa-miR-186
3.04
3.69
3.39
2.62
1.02E−03


hsa-miR-192
6.07
7.13
6.63
2.23
5.47E−11


hsa-miR-193a
2.60
2.20
2.33
3.09
1.52E−03


hsa-miR-194
5.95
6.63
7.13
2.27
9.00E−11


hsa-miR-195
6.72
6.12
6.49
3.49
1.05E−12


hsa-miR-196a
1.41
1.13
3.77
2.85
1.00E−05


hsa-miR-196b
1.04
0.57
3.24
2.35
3.79E−04


hsa-miR-197
2.07
1.72
2.11
3.74
2.46E−05


hsa-miR-199a
6.51
5.35
6.35
0.56
0.00E+00


hsa-miR-199a-AS
7.33
6.43
7.06
0.71
0.00E+00


hsa-miR-199b
4.79
4.36
4.58
0.73
7.77E−16


hsa-miR-20a
5.52
5.64
5.99
6.93
4.27E−06


hsa-miR-200a
5.61
6.57
5.52
5.63
1.38E−03


hsa-miR-200b
6.43
7.50
6.72
7.10
1.26E−03


hsa-miR-200c
7.60
8.59
7.28
8.46
3.51E−08


hsa-miR-203
2.66
3.50
5.19
2.68
2.06E−04


hsa-miR-205
1.44
0.90
3.12
7.35
3.47E−06


hsa-miR-21
9.18
8.71
9.80
9.77
5.27E−04


hsa-miR-210
4.43
3.79
6.61
4.71
2.38E−08


hsa-miR-214
6.06
4.65
6.14
1.91
2.52E−13


hsa-miR-215
2.54
4.33
3.91
0.96
3.13E−05


hsa-miR-216
5.90
7.09
1.64
1.05
4.56E−13


hsa-miR-217
6.70
7.86
2.19
1.27
3.81E−13


hsa-miR-218
4.06
3.54
4.10
2.24
4.34E−07


hsa-miR-22
7.07
6.79
7.25
5.59
2.00E−07


hsa-miR-221
5.41
5.02
6.50
7.90
1.55E−11


hsa-miR-222
4.63
3.92
5.99
7.22
3.43E−11


hsa-miR-223
5.62
4.47
6.86
1.36
1.33E−10


hsa-miR-224
2.44
2.56
3.83
4.20
1.51E−03


hsa-miR-23a
7.08
6.91
7.67
7.95
1.62E−06


hsa-miR-23b
7.21
7.16
7.62
7.74
2.71E−03


hsa-miR-24
7.58
7.15
8.07
7.26
6.80E−06


hsa-miR-25
5.10
5.42
5.69
5.66
2.18E−04


hsa-miR-26a
8.69
9.00
8.80
7.40
2.29E−08


hsa-miR-26b
6.58
7.46
6.98
5.28
1.94E−08


hsa-miR-27a
6.83
6.87
7.39
7.30
5.46E−04


hsa-miR-27b
7.07
7.47
7.13
6.74
2.55E−02


hsa-miR-28
4.56
4.82
5.08
4.95
9.11E−03


hsa-miR-29c
6.95
8.25
6.49
4.60
1.48E−10


hsa-miR-301
1.77
1.95
2.64
3.27
1.91E−06


hsa-miR-30a-3p
3.42
4.10
2.51
3.87
1.50E−04


hsa-miR-30a-5p
7.15
7.61
6.69
6.92
1.07E−03


hsa-miR-30b
6.20
6.84
5.74
5.37
2.31E−07


hsa-miR-30c
6.13
6.77
5.63
6.30
1.71E−04


hsa-miR-30d
6.58
7.08
6.29
6.41
6.28E−04


hsa-miR-30e-3p
2.54
3.58
2.06
3.04
1.91E−04


hsa-miR-30e-5p
6.50
7.06
6.26
5.88
9.81E−05


hsa-miR-320
5.80
5.70
6.00
6.49
2.23E−03


hsa-miR-324-3p
2.47
1.44
2.58
3.04
3.63E−06


hsa-miR-331
2.40
1.91
3.45
3.87
1.48E−06


hsa-miR-335
5.05
6.19
4.96
3.37
3.25E−04


hsa-miR-338
4.01
4.82
3.97
0.96
8.80E−07


hsa-miR-339
2.39
2.43
2.33
3.47
1.37E−05


hsa-miR-342
5.88
6.07
6.15
5.24
2.21E−04


hsa-miR-34a
5.56
5.29
5.87
3.31
1.16E−06


hsa-miR-34b
3.06
3.48
3.70
1.95
3.79E−06


hsa-miR-361
4.39
4.45
4.76
5.22
1.48E−04


hsa-miR-365
2.16
3.41
1.97
2.78
6.50E−06


hsa-miR-368
5.08
5.56
4.41
0.71
0.00E+00


hsa-miR-374
2.48
3.80
3.06
1.58
4.81E−06


hsa-miR-375
6.43
7.21
4.70
0.85
1.41E−11


hsa-miR-376a
3.86
4.63
3.70
0.82
6.59E−13


hsa-miR-377
3.05
3.30
2.59
0.85
9.82E−07


hsa-miR-379
4.06
3.93
3.49
2.02
6.22E−09


hsa-miR-381
2.31
2.08
1.39
0.96
1.97E−07


hsa-miR-382
2.96
3.07
3.04
1.00
7.09E−08


hsa-miR-422a
1.89
2.60
2.77
3.54
3.60E−03


hsa-miR-422b
3.41
3.43
4.13
4.26
1.47E−02


hsa-miR-423
3.51
3.05
3.79
5.07
2.76E−07


hsa-miR-424
3.07
3.66
3.91
1.56
4.57E−05


hsa-miR-429
4.03
5.13
4.71
4.42
2.57E−03


hsa-miR-92
4.80
4.82
4.92
6.35
1.72E−08


hsa-miR-93
4.99
4.83
5.94
6.78
1.26E−09


hsa-miR-95
2.51
3.87
3.17
1.39
2.22E−06


hsa-miR-96
2.79
4.69
3.04
3.10
9.15E−06


hsa-miR-98
4.05
5.05
4.58
4.22
1.33E−02


hsa-miR-99a
6.64
5.38
6.27
5.97
1.29E−02


hsa-miR-99b
4.59
4.12
4.95
5.22
5.07E−03


ambi-miR-7029
5.26
5.58
5.30
1.00
7.87E−09


hsa-miR-193b
3.17
3.00
3.11
5.08
2.48E−06


ambi-miR-7058
3.97
4.03
4.13
4.85
3.23E−04


hsa-miR-452
2.27
2.48
3.42
2.41
9.61E−04


hsa-miR-432
3.36
3.09
3.11
2.21
3.11E−05


hsa-miR-494
6.89
7.07
5.17
4.50
2.72E−04


hsa-miR-497
5.20
3.99
4.86
1.94
3.17E−12


ambi-miR-7105
2.10
2.42
2.99
2.78
2.38E−04
















TABLE 8B







miRNAs Differentially Expressed Between Normal Pancreas (N), Chronic


Pancreatitis (Ch), PDAC (Ca), and Pancreatic Cancer Cell lines (CL)











Ch vs N
Ch vs Ca
Ch vs CL
















miRNA
Δh
p-value
Flag
Δh
p-value
Flag
Δh
p-value
Flag



















hsa-let-7b
−0.29
1.41E−01
0
0.24
1.32E−01
0
0.81
1.50E−02
1


hsa-let-7c
−0.44
1.64E−02
1
0.14
4.00E−01
0
0.66
2.62E−02
1


hsa-let-7d
−0.83
5.50E−04
1
−0.35
9.89E−02
0
−0.16
3.63E−01
0


hsa-let-7e
−0.79
4.08E−03
1
−0.55
4.46E−03
1
−0.27
2.04E−01
0


hsa-let-7f
−1.00
2.23E−04
1
−0.43
8.60E−02
0
0.15
5.20E−01
0


hsa-let-7g
−0.51
1.48E−03
1
−0.30
7.94E−02
0
0.57
1.94E−03
1


hsa-let-7i
0.80
1.97E−03
1
−0.38
4.30E−02
0
−0.84
1.01E−01
0


hsa-miR-1
0.65
2.56E−01
0
−0.39
6.41E−01
0
2.06
2.40E−03
1


hsa-miR-100
1.28
6.57E−05
1
0.10
6.78E−01
0
−0.67
3.71E−02
1


hsa-miR-101
−0.54
1.90E−03
1
−0.16
4.62E−01
0
1.84
8.66E−07
1


hsa-miR-103
0.16
2.75E−01
0
−0.70
3.00E−04
1
−0.78
4.04E−03
1


hsa-miR-106a
−0.20
1.21E−01
0
−0.64
7.38E−05
1
−1.81
2.39E−05
1


hsa-miR-106b
0.04
6.93E−01
0
−0.62
5.74E−04
1
−1.00
1.77E−06
1


hsa-miR-107
0.28
6.53E−02
0
−0.66
1.89E−04
1
−0.73
7.38E−03
1


hsa-miR-10a
0.77
4.48E−05
1
−0.54
1.26E−02
1
−0.17
5.96E−01
0


hsa-miR-10b
0.42
7.48E−02
0
−0.29
2.02E−01
0
0.98
1.11E−02
1


hsa-miR-125b
1.41
2.37E−06
1
0.44
5.93E−02
0
1.31
1.46E−03
1


hsa-miR-126
0.43
1.33E−02
1
0.14
3.66E−01
0
3.77
3.35E−06
1


hsa-miR-126-AS
−0.64
1.62E−01
0
−0.28
5.55E−01
0
2.37
4.29E−04
1


hsa-miR-128a
0.08
7.15E−01
0
−0.53
8.44E−04
1
−1.27
2.59E−05
1


hsa-miR-130b
−1.34
2.00E−03
1
1.09
9.55E−04
1
−0.05
8.74E−01
0


hsa-miR-132
0.86
7.20E−02
0
−0.17
5.05E−01
0
1.71
1.73E−04
1


hsa-miR-140
0.40
8.93E−02
0
−0.45
5.63E−02
0
1.86
1.20E−05
1


hsa-miR-141
−0.85
4.45E−03
1
0.65
2.27E−02
0
0.31
2.03E−01
0


hsa-miR-142-3p
0.05
9.27E−01
0
−0.92
1.24E−02
1
1.89
8.70E−05
1


hsa-miR-143
1.50
6.47E−06
1
−0.44
1.17E−01
0
7.02
1.97E−13
1


hsa-miR-145
1.50
6.33E−05
1
−0.33
3.52E−01
0
7.17
2.20E−11
1


hsa-miR-146a
1.03
1.80E−02
1
−1.06
5.94E−03
1
1.75
1.51E−02
1


hsa-miR-148a
−1.43
3.09E−03
1
1.86
3.58E−05
1
4.59
2.84E−05
1


hsa-miR-148b
−2.14
2.19E−04
1
0.15
6.41E−01
0
0.09
7.82E−01
0


hsa-miR-150
1.95
2.07E−02
1
−0.70
1.89E−01
0
2.49
2.35E−03
1


hsa-miR-151
−0.16
2.99E−01
0
−0.14
2.25E−01
0
−0.76
6.36E−04
1


hsa-miR-152
0.30
1.80E−01
0
−0.10
6.08E−01
0
2.16
7.33E−05
1


hsa-miR-153
−0.75
5.97E−02
0
−0.25
5.55E−01
0
1.10
1.50E−02
1


hsa-miR-154
−0.35
3.23E−01
0
0.85
2.22E−02
0
2.29
1.01E−04
1


hsa-miR-155
0.96
9.15E−02
0
−1.38
1.24E−03
1
−0.76
2.75E−01
0


hsa-miR-15a
0.05
6.09E−01
0
−0.28
7.62E−02
0
0.59
8.98E−03
1


hsa-miR-15b
−0.25
2.67E−01
0
−0.85
9.62E−04
1
−2.71
2.05E−07
1


hsa-miR-17-3p
−0.18
3.80E−01
0
−0.30
1.57E−01
0
−1.20
1.45E−03
1


hsa-miR-17-5p
−0.11
4.37E−01
0
−0.63
3.90E−04
1
−1.82
3.81E−05
1


hsa-miR-18a
0.59
3.25E−02
0
−1.09
1.50E−03
1
−1.97
2.84E−04
1


hsa-miR-181a
0.38
1.19E−01
0
−0.39
1.41E−01
0
−0.86
9.46E−03
1


hsa-miR-181b
0.06
7.66E−01
0
−0.63
7.94E−03
1
−1.57
9.14E−04
1


hsa-miR-182
−1.23
1.25E−03
1
−0.41
1.33E−01
0
−0.92
7.06E−03
1


hsa-miR-183
−0.20
4.93E−01
0
0.37
3.61E−01
0
−1.29
1.11E−03
1


hsa-miR-186
−0.65
1.10E−02
1
−0.35
8.00E−02
0
0.42
1.62E−01
0


hsa-miR-192
−1.06
1.99E−04
1
−0.56
2.53E−01
0
3.85
2.56E−10
1


hsa-miR-193a
0.40
3.78E−02
0
0.27
1.69E−01
0
−0.49
4.00E−02
0


hsa-miR-194
−0.68
1.54E−03
1
−1.18
2.92E−02
0
3.68
5.59E−10
1


hsa-miR-195
0.60
1.21E−02
1
0.24
1.78E−01
0
3.24
1.92E−08
1


hsa-miR-196a
0.28
5.14E−01
0
−2.36
2.01E−05
1
−1.43
2.89E−02
1


hsa-miR-196b
0.47
3.27E−01
0
−2.20
1.45E−04
1
−1.31
1.14E−01
0


hsa-miR-197
0.35
8.86E−02
0
−0.04
8.75E−01
0
−1.67
2.02E−03
1


hsa-miR-199a
1.16
3.52E−04
1
0.16
3.37E−01
0
5.95
7.62E−10
1


hsa-miR-199a-AS
0.90
1.34E−04
1
0.27
1.07E−02
1
6.62
1.00E−10
1


hsa-miR-199b
0.43
4.60E−02
0
0.21
2.72E−01
0
4.06
6.93E−09
1


hsa-miR-20a
−0.12
4.09E−01
0
−0.47
3.29E−03
1
−1.41
3.99E−04
1


hsa-miR-200a
−0.96
1.26E−03
1
0.09
7.33E−01
0
−0.02
9.46E−01
0


hsa-miR-200b
−1.07
6.18E−04
1
−0.30
2.57E−01
0
−0.67
2.06E−02
1


hsa-miR-200c
−0.99
4.17E−04
1
0.32
9.97E−02
0
−0.86
4.32E−04
1


hsa-miR-203
−0.84
1.82E−02
1
−2.54
6.14E−07
1
−0.03
9.74E−01
0


hsa-miR-205
0.53
2.66E−01
0
−1.69
1.15E−01
0
−5.91
2.04E−06
1


hsa-miR-21
0.48
1.49E−01
0
−0.62
1.03E−02
1
−0.59
2.17E−02
1


hsa-miR-210
0.65
7.35E−03
1
−2.17
9.55E−06
1
−0.28
3.79E−01
0


hsa-miR-214
1.41
5.77E−04
1
−0.08
7.67E−01
0
4.15
1.56E−08
1


hsa-miR-215
−1.79
2.60E−04
1
−1.37
5.99E−02
0
1.58
6.37E−04
1


hsa-miR-216
−1.19
1.35E−02
1
4.25
7.01E−07
1
4.85
3.16E−07
1


hsa-miR-217
−1.17
1.18E−02
1
4.51
1.71E−06
1
5.42
1.96E−08
1


hsa-miR-218
0.52
2.03E−02
1
−0.04
8.61E−01
0
1.81
3.05E−05
1


hsa-miR-22
0.28
5.62E−02
0
−0.18
1.87E−01
0
1.48
3.17E−04
1


hsa-miR-221
0.39
3.59E−02
0
−1.09
5.77E−05
1
−2.48
2.61E−07
1


hsa-miR-222
0.71
1.53E−02
1
−1.36
5.16E−05
1
−2.58
1.34E−07
1


hsa-miR-223
1.15
3.12E−02
0
−1.24
2.21E−02
0
4.27
6.85E−07
1


hsa-miR-224
−0.12
5.49E−01
0
−1.39
3.30E−07
1
−1.76
2.14E−02
1


hsa-miR-23a
0.17
2.54E−01
0
−0.59
2.24E−03
1
−0.87
8.03E−05
1


hsa-miR-23b
0.05
7.24E−01
0
−0.41
3.04E−02
0
−0.53
1.29E−03
1


hsa-miR-24
0.42
9.32E−03
1
−0.50
3.00E−03
1
0.31
5.64E−02
0


hsa-miR-25
−0.32
2.01E−02
1
−0.58
1.11E−04
1
−0.56
2.52E−03
1


hsa-miR-26a
−0.31
4.14E−02
0
−0.11
4.83E−01
0
1.29
1.87E−05
1


hsa-miR-26b
−0.88
4.21E−04
1
−0.40
6.53E−02
0
1.30
4.78E−04
1


hsa-miR-27a
−0.04
7.85E−01
0
−0.56
2.68E−03
1
−0.47
1.12E−02
1


hsa-miR-27b
−0.40
1.64E−02
1
−0.06
6.72E−01
0
0.33
1.99E−01
0


hsa-miR-28
−0.26
8.53E−02
0
−0.52
2.47E−03
1
−0.39
1.09E−02
1


hsa-miR-29c
−1.30
2.24E−04
1
0.45
7.08E−02
0
2.35
1.68E−05
1


hsa-miR-301
−0.17
3.45E−01
0
−0.86
2.11E−04
1
−1.50
1.82E−04
1


hsa-miR-30a-3p
−0.68
4.81E−03
1
0.91
2.27E−04
1
−0.45
3.32E−01
0


hsa-miR-30a-5p
−0.47
6.63E−03
1
0.46
5.87E−03
1
0.23
3.88E−01
0


hsa-miR-30b
−0.65
2.61E−03
1
0.46
7.43E−03
1
0.83
1.81E−03
1


hsa-miR-30c
−0.65
1.75E−03
1
0.50
3.89E−03
1
−0.18
5.25E−01
0


hsa-miR-30d
−0.51
1.04E−03
1
0.28
6.70E−02
0
0.16
3.67E−01
0


hsa-miR-30e-3p
−1.05
4.39E−03
1
0.48
9.68E−02
0
−0.50
1.93E−01
0


hsa-miR-30e-5p
−0.57
9.20E−04
1
0.24
5.77E−02
0
0.62
4.20E−02
0


hsa-miR-320
0.10
4.74E−01
0
−0.20
2.52E−01
0
−0.69
5.77E−03
1


hsa-miR-324-3p
1.04
7.28E−04
1
−0.10
4.47E−01
0
−0.57
2.71E−02
1


hsa-miR-331
0.49
1.38E−01
0
−1.04
1.41E−03
1
−1.47
1.61E−04
1


hsa-miR-335
−1.14
3.22E−03
1
0.09
7.68E−01
0
1.68
3.19E−02
1


hsa-miR-338
−0.81
1.03E−03
1
0.04
9.09E−01
0
3.05
3.99E−04
1


hsa-miR-339
−0.03
8.52E−01
0
0.06
6.76E−01
0
−1.08
1.37E−03
1


hsa-miR-342
−0.19
1.06E−01
0
−0.27
9.69E−03
1
0.65
2.69E−02
1


hsa-miR-34a
0.27
3.14E−01
0
−0.31
1.46E−01
0
2.25
5.36E−04
1


hsa-miR-34b
−0.43
2.47E−01
0
−0.64
2.11E−03
1
1.10
3.01E−04
1


hsa-miR-361
−0.06
6.74E−01
0
−0.37
4.08E−02
0
−0.83
7.48E−05
1


hsa-miR-365
−1.26
9.64E−04
1
0.18
3.90E−01
0
−0.63
3.65E−03
1


hsa-miR-368
−0.48
2.87E−02
0
0.67
2.41E−03
1
4.37
4.17E−10
1


hsa-miR-374
−1.32
2.21E−03
1
−0.57
6.22E−02
0
0.90
6.73E−03
1


hsa-miR-375
−0.78
5.79E−02
0
1.73
4.49E−03
1
5.58
4.23E−08
1


hsa-miR-376a
−0.77
8.25E−03
1
0.16
4.96E−01
0
3.04
1.68E−07
1


hsa-miR-377
−0.25
3.33E−01
0
0.46
8.57E−02
0
2.20
2.28E−04
1


hsa-miR-379
0.13
3.93E−01
0
0.57
5.30E−03
1
2.04
2.56E−06
1


hsa-miR-381
0.23
3.56E−01
0
0.92
4.15E−05
1
1.35
1.03E−05
1


hsa-miR-382
−0.11
7.49E−01
0
−0.07
7.57E−01
0
1.96
5.44E−05
1


hsa-miR-422a
−0.71
1.05E−01
0
−0.88
4.70E−02
0
−1.65
4.83E−03
1


hsa-miR-422b
−0.02
9.53E−01
0
−0.72
6.64E−03
1
−0.85
2.94E−02
1


hsa-miR-423
0.47
1.23E−01
0
−0.28
2.76E−01
0
−1.55
1.13E−05
1


hsa-miR-424
−0.59
1.93E−01
0
−0.85
6.16E−03
1
1.51
1.58E−02
1


hsa-miR-429
−1.10
8.23E−04
1
−0.68
3.37E−02
0
−0.39
1.37E−01
0


hsa-miR-92
−0.02
8.95E−01
0
−0.12
3.21E−01
0
−1.55
3.42E−05
1


hsa-miR-93
0.16
4.03E−01
0
−0.95
1.11E−04
1
−1.80
2.50E−06
1


hsa-miR-95
−1.36
4.92E−04
1
−0.66
9.37E−02
0
1.12
1.69E−03
1


hsa-miR-96
−1.90
2.51E−04
1
−0.25
3.60E−01
0
−0.31
3.91E−01
0


hsa-miR-98
−1.00
1.86E−03
1
−0.53
4.71E−02
0
−0.16
5.25E−01
0


hsa-miR-99a
1.26
2.09E−04
1
0.37
2.34E−01
0
0.67
8.83E−02
0


hsa-miR-99b
0.47
4.28E−02
0
−0.36
7.55E−02
0
−0.63
6.85E−02
0


ambi-miR-7029
−0.31
6.21E−01
0
−0.04
9.43E−01
0
4.26
8.68E−06
1


hsa-miR-193b
0.17
4.09E−01
0
0.06
8.57E−01
0
−1.91
3.32E−05
1


ambi-miR-7058
−0.06
7.77E−01
0
−0.17
4.02E−01
0
−0.89
1.98E−03
1


hsa-miR-452
−0.21
3.49E−01
0
−1.15
5.38E−05
1
−0.13
7.43E−01
0


hsa-miR-432
0.27
1.65E−01
0
0.25
1.67E−01
0
1.16
2.25E−04
1


hsa-miR-494
−0.18
7.96E−01
0
1.71
1.18E−02
1
2.39
1.71E−03
1


hsa-miR-497
1.21
1.68E−04
1
0.34
9.57E−02
0
3.27
1.89E−07
1


ambi-miR-7105
−0.32
8.49E−02
0
−0.89
1.91E−05
1
−0.68
1.37E−02
1





Significant differential expression is indicated by a Flag = 1













TABLE 8C







miRNAs Differentially Expressed Between Normal Pancreas (N), Chronic


Pancreatitis (Ch), PDAC (Ca), and Pancreatic Cancer Cell lines (CL)











N vs Ca
N vs CL
Ca vs CL
















miRNA
Δh
p-value
Flag
Δh
p-value
Flag
Δh
p-value
Flag



















hsa-let-7b
0.53
6.62E−03
1
1.10
5.35E−03
1
0.57
3.54E−02
0


hsa-let-7c
0.58
7.45E−03
1
1.10
3.20E−03
1
0.52
5.63E−02
0


hsa-let-7d
0.48
4.50E−02
0
0.67
5.25E−03
1
0.19
3.80E−01
0


hsa-let-7e
0.23
3.08E−01
0
0.52
8.49E−02
0
0.28
1.93E−01
0


hsa-let-7f
0.57
4.31E−02
0
1.15
1.43E−03
1
0.58
5.37E−02
0


hsa-let-7g
0.21
2.50E−01
0
1.08
7.91E−05
1
0.86
3.81E−04
1


hsa-let-7i
−1.18
8.05E−06
1
−1.65
9.36E−03
1
−0.47
2.60E−01
0


hsa-miR-1
−1.04
2.09E−01
0
1.41
8.60E−05
1
2.45
5.23E−03
1


hsa-miR-100
−1.18
9.86E−04
1
−1.95
1.11E−04
1
−0.77
2.69E−02
1


hsa-miR-101
0.38
1.13E−01
0
2.39
9.82E−08
1
2.01
1.36E−06
1


hsa-miR-103
−0.86
1.56E−04
1
−0.95
2.85E−03
1
−0.08
6.80E−01
0


hsa-miR-106a
−0.44
1.37E−03
1
−1.61
1.69E−04
1
−1.17
1.34E−04
1


hsa-miR-106b
−0.67
5.10E−04
1
−1.04
1.11E−06
1
−0.37
1.24E−02
1


hsa-miR-107
−0.94
2.95E−05
1
−1.02
2.40E−03
1
−0.08
7.09E−01
0


hsa-miR-10a
−1.31
3.92E−05
1
−0.95
2.24E−02
1
0.37
2.62E−01
0


hsa-miR-10b
−0.70
2.30E−03
1
0.57
9.28E−02
0
1.27
5.34E−04
1


hsa-miR-125b
−0.97
8.80E−04
1
−0.10
7.62E−01
0
0.87
1.48E−02
1


hsa-miR-126
−0.29
5.67E−02
0
3.34
3.35E−05
1
3.63
2.76E−07
1


hsa-miR-126-AS
0.36
3.72E−01
0
3.01
1.23E−05
1
2.65
3.72E−05
1


hsa-miR-128a
−0.61
1.00E−02
1
−1.35
5.30E−04
1
−0.74
8.50E−04
1


hsa-miR-130b
2.43
1.13E−09
1
1.29
3.62E−04
1
−1.14
6.70E−05
1


hsa-miR-132
−1.03
9.27E−03
1
0.85
5.45E−02
0
1.88
1.39E−06
1


hsa-miR-140
−0.85
1.05E−03
1
1.46
4.84E−05
1
2.31
1.26E−07
1


hsa-miR-141
1.50
2.56E−05
1
1.16
3.50E−05
1
−0.34
1.33E−01
0


hsa-miR-142-3p
−0.97
2.74E−02
0
1.85
9.03E−04
1
2.81
1.20E−08
1


hsa-miR-143
−1.94
2.65E−05
1
5.53
1.52E−11
1
7.46
1.36E−12
1


hsa-miR-145
−1.83
3.22E−04
1
5.67
7.09E−10
1
7.50
3.98E−11
1


hsa-miR-146a
−2.09
1.35E−05
1
0.72
2.71E−01
0
2.81
1.14E−04
1


hsa-miR-148a
3.30
4.26E−09
1
6.02
5.64E−06
1
2.73
1.49E−04
1


hsa-miR-148b
2.29
2.74E−05
1
2.23
8.93E−05
1
−0.06
8.42E−01
0


hsa-miR-150
−2.65
6.12E−06
1
0.54
2.52E−01
0
3.19
7.12E−08
1


hsa-miR-151
0.02
8.75E−01
0
−0.60
3.14E−03
1
−0.61
1.91E−04
1


hsa-miR-152
−0.40
2.81E−02
0
1.85
4.01E−04
1
2.25
3.04E−06
1


hsa-miR-153
0.50
1.98E−01
0
1.86
4.81E−05
1
1.36
3.49E−03
1


hsa-miR-154
1.20
6.30E−04
1
2.64
6.56E−06
1
1.44
3.34E−04
1


hsa-miR-155
−2.34
3.56E−04
1
−1.72
5.94E−02
0
0.62
3.01E−01
0


hsa-miR-15a
−0.33
3.81E−02
0
0.53
1.65E−02
1
0.86
5.46E−04
1


hsa-miR-15b
−0.60
1.32E−02
1
−2.46
1.59E−06
1
−1.86
8.21E−07
1


hsa-miR-17-3p
−0.11
5.23E−01
0
−1.02
3.80E−03
1
−0.90
2.51E−03
1


hsa-miR-17-5p
−0.52
2.51E−03
1
−1.71
1.88E−04
1
−1.20
2.27E−04
1


hsa-miR-18a
−1.68
4.02E−05
1
−2.56
5.93E−05
1
−0.88
2.40E−02
1


hsa-miR-181a
−0.76
3.68E−03
1
−1.23
2.89E−04
1
−0.47
7.69E−02
0


hsa-miR-181b
−0.69
2.68E−03
1
−1.64
1.05E−03
1
−0.94
6.92E−03
1


hsa-miR-182
0.82
4.46E−03
1
0.31
2.27E−01
0
−0.51
5.09E−02
0


hsa-miR-183
0.57
1.66E−01
0
−1.09
1.01E−03
1
−1.66
6.66E−04
1


hsa-miR-186
0.30
1.01E−01
0
1.07
3.57E−03
1
0.77
6.10E−03
1


hsa-miR-192
0.51
3.35E−01
0
4.91
1.30E−11
1
4.40
4.92E−07
1


hsa-miR-193a
−0.13
5.21E−01
0
−0.89
3.35E−03
1
−0.76
4.66E−03
1


hsa-miR-194
−0.51
3.49E−01
0
4.36
1.84E−10
1
4.86
2.86E−07
1


hsa-miR-195
−0.36
1.24E−01
0
2.64
3.37E−06
1
3.00
9.57E−09
1


hsa-miR-196a
−2.64
3.99E−06
1
−1.72
1.39E−02
1
0.92
6.51E−02
0


hsa-miR-196b
−2.67
1.01E−05
1
−1.78
4.65E−02
0
0.89
1.84E−01
0


hsa-miR-197
−0.39
1.42E−01
0
−2.02
9.22E−04
1
−1.63
1.20E−03
1


hsa-miR-199a
−1.00
7.20E−05
1
4.79
3.95E−08
1
5.79
5.24E−12
1


hsa-miR-199a-AS
−0.63
4.67E−04
1
5.72
8.48E−09
1
6.35
1.10E−12
1


hsa-miR-199b
−0.22
1.56E−01
0
3.63
1.81E−08
1
3.85
9.95E−11
1


hsa-miR-20a
−0.36
1.60E−02
1
−1.29
1.53E−03
1
−0.94
1.82E−03
1


hsa-miR-200a
1.05
9.04E−04
1
0.95
1.35E−03
1
−0.11
6.83E−01
0


hsa-miR-200b
0.77
3.94E−03
1
0.40
5.26E−02
0
−0.37
1.36E−01
0


hsa-miR-200c
1.31
3.88E−06
1
0.12
2.97E−01
0
−1.19
2.66E−06
1


hsa-miR-203
−1.69
2.33E−04
1
0.82
3.61E−01
0
2.51
2.79E−03
1


hsa-miR-205
−2.22
7.67E−02
0
−6.44
1.42E−05
1
−4.23
2.34E−03
1


hsa-miR-21
−1.09
1.60E−03
1
−1.07
5.06E−03
1
0.03
8.91E−01
0


hsa-miR-210
−2.82
2.13E−06
1
−0.93
1.63E−02
1
1.90
1.80E−04
1


hsa-miR-214
−1.49
1.67E−04
1
2.73
1.64E−06
1
4.23
9.20E−10
1


hsa-miR-215
0.42
5.77E−01
0
3.37
4.18E−06
1
2.95
8.70E−04
1


hsa-miR-216
5.45
2.52E−08
1
6.04
2.98E−09
1
0.60
1.57E−01
0


hsa-miR-217
5.68
1.66E−07
1
6.59
1.50E−12
1
0.91
6.31E−02
0


hsa-miR-218
−0.56
4.59E−02
0
1.29
1.39E−03
1
1.85
2.29E−05
1


hsa-miR-22
−0.46
2.33E−03
1
1.20
2.59E−03
1
1.66
1.53E−05
1


hsa-miR-221
−1.48
1.18E−05
1
−2.88
4.44E−07
1
−1.40
3.25E−05
1


hsa-miR-222
−2.06
8.61E−06
1
−3.29
3.63E−07
1
−1.23
1.81E−04
1


hsa-miR-223
−2.39
4.27E−04
1
3.12
1.32E−05
1
5.50
1.99E−08
1


hsa-miR-224
−1.27
2.18E−05
1
−1.64
4.94E−02
0
−0.37
5.21E−01
0


hsa-miR-23a
−0.76
5.15E−04
1
−1.04
2.49E−05
1
−0.28
8.92E−02
0


hsa-miR-23b
−0.46
3.14E−02
0
−0.58
2.32E−03
1
−0.12
4.71E−01
0


hsa-miR-24
−0.92
7.49E−05
1
−0.11
5.14E−01
0
0.81
2.16E−04
1


hsa-miR-25
−0.26
2.80E−02
0
−0.24
1.31E−01
0
0.02
8.60E−01
0


hsa-miR-26a
0.20
2.61E−01
0
1.60
2.31E−05
1
1.39
8.09E−06
1


hsa-miR-26b
0.48
1.85E−02
1
2.18
7.78E−06
1
1.70
1.22E−05
1


hsa-miR-27a
−0.52
2.02E−03
1
−0.43
5.72E−03
1
0.09
5.26E−01
0


hsa-miR-27b
0.33
7.68E−02
0
0.72
2.45E−02
1
0.39
1.19E−01
0


hsa-miR-28
−0.26
1.43E−01
0
−0.12
4.52E−01
0
0.14
3.81E−01
0


hsa-miR-29c
1.75
5.23E−06
1
3.65
6.72E−07
1
1.89
1.85E−05
1


hsa-miR-301
−0.69
1.02E−03
1
−1.32
7.49E−04
1
−0.64
1.55E−02
1


hsa-miR-30a-3p
1.59
1.12E−07
1
0.23
6.25E−01
0
−1.36
3.12E−03
1


hsa-miR-30a-5p
0.93
2.08E−05
1
0.70
2.74E−02
1
−0.23
3.26E−01
0


hsa-miR-30b
1.11
4.45E−06
1
1.48
3.32E−05
1
0.37
4.73E−02
0


hsa-miR-30c
1.15
3.24E−06
1
0.47
1.32E−01
0
−0.68
1.33E−02
1


hsa-miR-30d
0.79
2.84E−04
1
0.67
6.02E−03
1
−0.12
5.33E−01
0


hsa-miR-30e-3p
1.53
1.57E−05
1
0.55
1.14E−01
0
−0.98
5.37E−03
1


hsa-miR-30e-5p
0.80
3.20E−06
1
1.18
2.06E−03
1
0.38
1.14E−01
0


hsa-miR-320
−0.30
1.13E−01
0
−0.79
4.19E−03
1
−0.49
3.52E−02
0


hsa-miR-324-3p
−1.14
1.09E−04
1
−1.60
3.30E−04
1
−0.46
4.05E−02
0


hsa-miR-331
−1.53
2.41E−04
1
−1.96
8.19E−05
1
−0.43
1.09E−01
0


hsa-miR-335
1.23
9.74E−04
1
2.82
3.36E−03
1
1.59
1.91E−02
1


hsa-miR-338
0.85
5.46E−02
0
3.86
1.78E−04
1
3.01
3.14E−04
1


hsa-miR-339
0.10
4.92E−01
0
−1.04
2.63E−03
1
−1.14
9.66E−05
1


hsa-miR-342
−0.08
4.44E−01
0
0.84
1.44E−02
1
0.92
1.16E−03
1


hsa-miR-34a
−0.58
3.89E−02
0
1.98
3.82E−03
1
2.56
3.43E−05
1


hsa-miR-34b
−0.21
4.92E−01
0
1.53
2.12E−03
1
1.74
5.33E−07
1


hsa-miR-361
−0.31
1.15E−01
0
−0.77
5.53E−04
1
−0.46
1.70E−02
1


hsa-miR-365
1.44
1.53E−04
1
0.63
2.26E−02
1
−0.81
7.95E−04
1


hsa-miR-368
1.15
2.52E−05
1
4.85
3.48E−10
1
3.70
3.89E−11
1


hsa-miR-374
0.75
4.31E−02
0
2.23
7.29E−05
1
1.48
2.34E−04
1


hsa-miR-375
2.51
3.16E−04
1
6.36
5.62E−09
1
3.85
3.08E−06
1


hsa-miR-376a
0.93
9.59E−04
1
3.81
2.09E−08
1
2.88
1.39E−08
1


hsa-miR-377
0.72
1.38E−02
1
2.45
2.09E−04
1
1.73
3.69E−04
1


hsa-miR-379
0.44
4.32E−02
0
1.91
2.83E−05
1
1.47
3.26E−05
1


hsa-miR-381
0.69
1.72E−03
1
1.12
2.40E−04
1
0.43
1.25E−03
1


hsa-miR-382
0.03
8.80E−01
0
2.07
4.91E−05
1
2.03
2.68E−07
1


hsa-miR-422a
−0.17
5.78E−01
0
−0.94
2.23E−02
1
−0.77
5.96E−02
0


hsa-miR-422b
−0.71
2.49E−02
0
−0.83
6.51E−02
0
−0.13
6.95E−01
0


hsa-miR-423
−0.75
1.56E−02
1
−2.02
3.00E−06
1
−1.27
3.02E−05
1


hsa-miR-424
−0.26
4.13E−01
0
2.10
6.06E−03
1
2.35
8.92E−05
1


hsa-miR-429
0.42
1.14E−01
0
0.71
1.00E−03
1
0.29
2.78E−01
0


hsa-miR-92
−0.10
4.21E−01
0
−1.53
1.21E−04
1
−1.42
8.10E−06
1


hsa-miR-93
−1.11
4.56E−05
1
−1.96
2.80E−06
1
−0.84
4.32E−04
1


hsa-miR-95
0.71
7.99E−02
0
2.48
1.94E−06
1
1.77
2.73E−04
1


hsa-miR-96
1.64
6.25E−06
1
1.59
4.07E−04
1
−0.06
8.20E−01
0


hsa-miR-98
0.47
1.51E−01
0
0.84
3.07E−02
1
0.37
2.44E−01
0


hsa-miR-99a
−0.90
1.70E−02
1
−0.60
1.58E−01
0
0.30
4.49E−01
0


hsa-miR-99b
−0.83
4.04E−03
1
−1.10
1.40E−02
1
−0.27
3.90E−01
0


ambi-miR-7029
0.27
5.70E−01
0
4.57
1.29E−07
1
4.30
1.02E−07
1


hsa-miR-193b
−0.11
7.67E−01
0
−2.08
1.63E−05
1
−1.97
1.50E−04
1


ambi-miR-7058
−0.10
5.18E−01
0
−0.82
7.83E−04
1
−0.72
7.04E−04
1


hsa-miR-452
−0.94
7.38E−06
1
0.07
8.60E−01
0
1.02
7.99E−03
1


hsa-miR-432
−0.01
9.38E−01
0
0.89
2.28E−03
1
0.90
5.65E−04
1


hsa-miR-494
1.89
5.80E−03
1
2.57
6.42E−04
1
0.68
1.60E−01
0


hsa-miR-497
−0.87
4.23E−04
1
2.06
2.01E−05
1
2.93
2.13E−08
1


ambi-miR-7105
−0.57
9.24E−04
1
−0.36
1.68E−01
0
0.21
2.83E−01
0





Significant differential expression is indicated by a Flag = 1






Example 9
26 miRNA Biomarkers for PDAC and Other Pancreatic Diseases

Microarray profiling of pancreatic cell lines and normal and diseased primary tissues allowed us to identify 131 mis-regulated (differentially expressed) miRNAs among the samples (Table 8). The inventors further identified a subset of 94 miRNAs differentially expressed between normal, chronic, and PDAC samples (Table 6), and 84 miRNAs differentially expressed between normal and PDAC samples (Table 6, Flag (N vs Ca)=1). The inventors identified 20 miRNAs with |Δh|>1.6 (5-fold) and p-value<0.0001 between at least 2 out of 3 primary tissue types (FIG. 5), and six miRNAs over-expressed in neoplastic ductal cells both in vivo and ex vivo (FIG. 7). These 26 miRNAs whose expression is significantly affected in PDAC represent novel biomarkers and therapeutic targets for PDAC and other pancreatic diseases. Their identity, associated array data, and chromosomal location are summarized in Table 9.









TABLE 9







Top 26 miRNAs differentially expressed in PDAC
















miRNA

Mean
Mean
Mean
Mean

Δh
Δ
#


ID
Chr.
(N)
(Ch)
(Ca)
(CL)
p-value
(Ca − N)
fold
targets



















miR-205
 1 q32.2
0.9
1.44
3.12
7.35
3.47E−06
2.22
9
19


miR-29c
 1 q32.2
8.25
6.95
6.49
4.6
1.48E−10
−1.75
6
45


miR-216
 2 p16.1
7.09
5.9
1.64
1.05
4.56E−13
−5.45
233
6


miR-217
 2 p16.1
7.86
6.7
2.19
1.27
3.81E−13
−5.68
293
19


miR-375
 2 q35
7.21
6.43
4.7
0.85
1.41E−11
−2.51
12
5


miR-143
 5 q32
6.02
7.52
7.96
0.49
  <1E−11
1.94
7
7


miR-145
 5 q32
6.32
7.82
8.15
0.65
  <1E−11
1.83
6
15


miR-146a
 5 q33.3
3.85
4.87
5.93
3.13
1.24E−05
2.09
8
4


miR-148a
 7 p15.2
8.57
7.14
5.27
2.55
1.91E−10
−3.3
27
28


miR-196b
 7 p15.2
0.57
1.04
3.24
2.35
3.79E−04
2.67
14
7


miR-93
 7 q22.1
4.83
4.99
5.94
6.78
1.26E−09
1.11
3
26


miR-96
 7 q32.2
4.69
2.79
3.04
3.1
9.15E−06
−1.64
5
33


miR-31
 9 p21.3
3.9
5.57
6.69
6.06
1.52E−01
2.79
16
10


miR-210
11 p15.5
3.79
4.43
6.61
4.71
2.38E−08
2.82
17
0


miR-148b
12 q13.13
5.11
2.97
2.82
2.88
1.82E−06
−2.29
10
28


miR-196a
12 q13.13
1.13
1.41
3.77
2.85
1.00E−05
2.64
14
6


miR-141
12 p13.31
7.5
6.65
6
6.34
1.06E−05
−1.5
4.5
29


miR-18a
13 q31.3
2.58
3.17
4.26
5.14
3.68E−07
1.68
5
4


miR-203
14 q32.33
3.5
2.66
5.19
2.68
2.06E−04
1.69
5
14


miR-150
19 p13.33
1.73
3.68
4.38
1.19
1.49E−06
2.65
14
6


miR-155
21 q21.3
3.25
4.22
5.59
4.97
2.75E−03
2.34
10
8


miR-130b
22 q11.21
6.27
4.93
3.84
4.98
4.01E−08
−2.43
11
41


miR-221
X p11.3
5.02
5.41
6.5
7.9
1.55E−11
1.48
4
13


miR-222
X p11.3
3.92
4.63
5.99
7.22
3.43E−11
2.06
8
12


miR-223
X q12
4.47
5.62
6.86
1.36
1.33E−10
2.39
11
10


miR-224
X q28
2.56
2.44
3.83
4.2
1.51E−03
1.27
3.5
7









Example 10
Microarray Data Validation by QRT-PCR

To verify our array data, the inventors performed real-time PCR for 5 miRNAs with very distinct expression patterns within the 3 tissue types (miR-143, -155, -196a, -217, and -223) and one miRNA with no significant variation (miR-16). qRT-PCR reactions were performed using SuperTaq™ Polymerase (Ambion) and the mirVana™ qRT-PCR miRNA Detection Kit and Primer Sets (Ambion) following the manufacturer's instructions. qRT-PCR were performed with 5 to 50 ng of total RNA input on an ABI7500 thermocycler (Applied Biosystems; Foster City, Calif., USA). Data analysis was performed using 7500 Fast System SDS Software.


The inventors analyzed the 19 total RNA samples previously profiled as well as an independent set of tissues consisting of 2 normal pancreas, 2 PDAC, and one chronic pancreatitis samples showing different extent of RNA degradation (N6, N7, Ca9, Ca10, and Ch7; FIG. 1; see Table 2 for pathology report). The relative variations of miRNA expression levels were similar for the normalized array and qRT-PCR data (FIG. 8). Moreover, all of the 24 samples had the expected miRNA expression patterns characteristic of normal, cancer and chronic tissues, thus validating our array data and further illustrating the stability of mature miRNA molecules.


Example 11
Tissue Classification by QRT-PCR

Analyses of global miRNA expression profiles, differentially expressed miRNAs (FIGS. 4B and 6), and the 26 miRNA markers (FIGS. 5, 7, and 8) indicated that miRNA expression can distinguish and classify normal and diseased pancreatic tissues. To take this classification one step further, the minimal set of miRNAs that could discriminate between neoplastic and non-neoplastic tissues were identified by applying a quantitative RT-PCR analysis of mature miRNAs. The inventors found that the difference between raw Ct values of two miRNAs (miR-196 and -217) provided a simple index to identify diseased tissues independently of the total RNA sample input (FIG. 9A). The same analysis performed on the 24 independent tissue samples showed a perfect segregation between normal, PDAC, and chronic pancreatitis samples with a p-value of 1.77E-13 (FIG. 9B). This segregation was confirmed using a different real-time PCR assay, the TaqMan® MicroRNA Assay (Applied Biosystems; Foster City, Calif., USA). qRT-PCR reactions were performed with 10 ng RNA input using the 7900HT Fast Real-Time PCR System (Applied Biosystems) on a subset of 20 frozen pancreatic tissue samples (6 N, 6 Ch and 8 Ca, Example 1). RT reactions were carried out using random primers, while for PCR reactions gene-specific priming was used. Initial data analysis was done using the 7900HT Sequence Detection System Software v2.3. The inventors observed segregation between normal, cancer, and chronic tissues that was nearly identical to the previously performed assay, with a p-value of 8.18E-10 (FIG. 10).


Example 12
mRNA Expression Signatures in Classification of Diseased Pancreatic Tissue

Several reports have described the potential diagnostic significance of carcinoembryonic antigen-related cell adhesion molecule 6 (CEACAM6), survivin (BIRC5), mucin 4 (MUC4) and urokinase plasminogen activator receptor (UPAR) in clinical samples obtained from patients with pancreatic disease (Balague et al., 1995; Bhanot et al., 2006; Chen et al., 2007; Duxbury et al., 2004; Hollingsworth et al., 1994; Lopes et al., 2007). All four genes are up-regulated in pancreatic cancer and a majority of pancreatic cancer cell lines, not expressed (MUC4) or elevated (survivin, UPAR, CEACAM) in chronic pancreatitis, and not expressed or barely expressed in normal pancreatic tissue (Jhala et al., 2006; Andrianifahanana et al., 2001; Friess et al., 1997; Shimzu et al., 1990).


The inventors interrogated the expression levels of CEACAM6, BIRC5, MUC4 and UPAR in a subset of frozen tissue samples from Example 1 (6 N, 6 Ch and 8 Ca) using real time RT-PCR. qRT-PCR reactions were carried out using 5 ng total RNA input and the ABI TaqMan® Gene Expression Assay system (Applied Biosystems). RT reactions used random primers, and PCR reactions used gene-specific priming. Initial data analysis was done using the 7900HT Sequence Detection System Software v2.3. The comparison of mean mRNA expression levels for CEACAM6, BIRC5, MUC4 or UPAR between the experimental groups demonstrated a general up-regulation of these genes in PDAC (data not shown). However, an analysis of expression levels in individual samples revealed no clear segregation between normal pancreas, chronic pancreatitis and PDAC sample sets, as reflected by high p-values of 7.64E-03, 1.11E-02 and 2.11E-03, respectively. The expression profiles in chronic pancreatitis samples were either intermediate between the normal and PDAC profiles or closer to normal (FIG. 11A).


Example 13
Combinations of miRNA and mRNA Expression Signatures Improve Classification of Diseased Pancreatic Tissue

The inventors sought to determine if the individual diagnostic performance of CEACAM6, BIRC5, MUC4 and UPAR could be improved by combining them together or with miRNAs. The inventors found that combined expression signatures of two or more mRNA genes did not offer any advantage in segregating between normal pancreas, chronic pancreatitis, and pancreatic cancer samples (p>4.35×10−07, FIG. 1B), when compared with the miRNA index of miR-196a and miR-217 (p=8.18×10−10, FIG. 10). However, combinations of miRNA and mRNA expression signatures increased the separation between normal tissue and chronic pancreatitis samples and enabled the differentiation of pancreatic cancer samples from normal, non-malignant tissue samples. The best shown combination, 196a-217+CEACAM, had p-value of 5.24×10−10.


Example 14
Detection of miRNA and mRNA Biomarkers for Diagnosis of Pancreatic Adenocarcinoma in Pancreatic Fine Needle Aspirates (FNAs)

The inventors interrogated expression signatures of a subset of the top 20 differentially expressed miRNAs (Example 6). Because pancreatic tissues contain high levels of ribonucleases, FNAs were collected within 30 min post surgery in RNARetain™ (tissue collection and storage solution), kept at 4° C. for up to two days, and shipped on dry ice. The targets interrogated by qRT-PCR included: miR-130b, -148a, -155, -196a, -217 and -375, as well as two mRNAs previously described in the literature, CEACAM6 and BIRC5. qRT-PCR reactions were carried out as described in Example 12 using 10 ng (for miRNA quantification) and 5 ng (for mRNA quantification) total RNA input. The miRNA expression patterns in 10 PDAC FNAs (Ca FNA) were consistent with the reference frozen pancreatic ductal adenocarcinoma samples (FIG. 12). The expression levels of CEACAM6 and BIRC5 mRNAs were also consistent with PDAC, although they overlapped with chronic pancreatitis expression levels and normal pancreas specimens, as in the case of BIRC5. In the three non-PDAC FNA samples (FNA; FNA-8—solid circle, FNA-12—solid triangle and FNA-13—star), the expression patterns varied depending on the interrogated marker. Further analysis by combining two or more miRNA and/or mRNA markers, confirmed that the difference between raw Ct values of miR-196 and miR-217 improved segregation between pancreatic cancer FNA samples and normal or chronic pancreatitis specimens (FIG. 13). In addition, these miRNAs alone, or in combination with mRNA markers, enabled classification of FNA-8 (suspect for PDAC, solid circle) as a PDAC specimen. This result demonstrates that miRNAs could aid pathological evaluation of suspicious cases and become a valuable asset in definitive diagnosis of pancreatic adenocarcinoma. Additionally, the combination of miRNA and mRNA expression levels enabled an increased separation between the pancreatic cancer FNAs and frozen normal pancreas as well as chronic pancreatitis specimen.


Example 15
Target Prediction for miRNAS Potentially Involved in Pancreatic Carcinogenesis

To gain further insights into the biological pathways potentially regulated by miRNA during pancreatic carcinogenesis, the inventors performed a comprehensive comparison between the published genes known to be deregulated in pancreatic carcinoma and the predicted target genes for the 26 miRNA biomarkers described above. A representative number of published data sets reporting differentially expressed genes in PDAC was used to build a PDAC candidate gene expression database. In parallel, a search was performed on the predicted targets for the 26 miRNA biomarkers identified in our study using the publicly available PicTar web interface (http://pictar.bio.nyu.edu). Following comparison of both datasets, a subset of genes which were found in both datasets was generated. Lastly, miRNAs up-regulated in PDAC were linked to the common set of predicted target genes which were known to be down-regulated in PDAC. The opposite selection criteria was applied for the miRNAs down-regulated in PDAC.


Relying on the current view that miRNAs are negative regulators of gene expression, and therefore, anticipating an inverse correlation between miRNA and predicted target gene expression, the inventors identified 246 unique genes deregulated in PDAC (Table 10). Importantly, about 37% of these genes were predicted to be targeted by multiple miRNAs. 47 genes are predicted to be targeted by 2 miRNAs, 21 genes by 3 miRNAs, 13 genes by 4 miRNAs, and 7 genes by up to 5 different miRNAs. These data indicate that miRNA-driven pathophysiological mechanisms may be directly involved in pancreatic diseases development and as importantly, offer new targets for diagnostic uses and therapeutic interventions.









TABLE 10







Twenty-six miRNA biomarkers and their predicted target genes differentially expressed in PDAC














miRNA








in

Description of Predicted Target


miRNA
PDAC
Target Gene
Gene
Ensembl Gene
UniGene
Literature Source





hsa-miR-145
up
ACTB
Actin, beta
ENSG00000075624
Hs.520640
Crnogorac-Jurcevic et al.,


hsa-miR-18a





2001


hsa-miR-205


hsa-miR-141
down
AK3
Adenylate kinase 3-like 1
ENSG00000162433
Hs.10862
Nakamura et al., 2004,








Logsdon et al., 2003


hsa-miR-203
up
AMOT
Angiomotin
ENSG00000126016
Hs.528051
Nakamura et al., 2004


hsa-miR-205


hsa-miR-145
up
ANGPT2
Angiopoietin 2
ENSG00000091879
Hs.553484
Sato et al., 2003


hsa-miR-217
down
ANLN
Anillin, actin binding protein
ENSG00000011426
Hs.62180
lacobuzio-Donahue et al.,





(scraps homolog, Drosophila)


2003; Nakamura et al.,








2004


hsa-miR-29c
down
RND3
Rho family GTPase 3
ENSG00000115963
Hs.6838
Gress et al., 1996


hsa-miR-203
up
ARHGAP12
Rho GTPase activating protein 12
ENSG00000165322
Hs.499264
Buchholz et al., 2005


hsa-miR-93


hsa-miR-93
up
ARHGEF11
Rho guanine nucleotide exchange
ENSG00000132694
Hs.516954
Han et al., 2002





factor (GEF) 11


hsa-miR-130b
down
ARHGEF12
Rho guanine nucleotide exchange
ENSG00000196914
Hs.24598
Gress et al., 1996


hsa-miR-148a


factor (GEF) 12


hsa-miR-148b


hsa-miR-375


hsa-miR-96


hsa-miR-141
down
ARPC5
Actin related protein ⅔ complex,
ENSG00000162704
Hs.518609
Iacobuzio-Donahue et al.,





subunit 5, 16 kDa


2003; Grützmann et al.,








2003


hsa-miR-29c
down
ASPH
Aspartate beta-hydroxylase
ENSG00000198363
Hs.332422
lacobuzio-Donahue et al.,








2003, Gress et al., 1996


hsa-miR-155
up
ASTN2
Astrotactin 2
ENSG00000148219
Hs.209217
Buchholz et al., 2005


hsa-miR-145
up
ATXN2
Ataxin 2
ENSG00000204842
Hs.76253
Buchholz et al., 2005


hsa-miR-205
up
AXIN2
Axin 2 (conductin, axil)
ENSG00000168646
Hs.156527
Buchholz et al., 2005


hsa-miR-145
up
BAZ2A
Bromodomain adjacent to zinc
ENSG00000076108
Hs.314263
Nakamura et al., 2004





finger domain, 2A


hsa-miR-217
down
BCL2
B-cell CLL/lymphoma 2
ENSG00000171791
Hs.150749
Friess et al., 1998


hsa-miR-96


hsa-miR-150
up
BET1
BET1 homolog (S. cerevisiae)
ENSG00000105829
Hs.489132
Buchholz et al., 2005


hsa-miR-148b
down
BLCAP
Bladder cancer associated protein
ENSG00000166619
Hs.472651
Gress et al., 1996


hsa-miR-145
up
C14orf140
Chromosome 14 open reading
ENSG00000119703
Hs.48642
Nakamura et al., 2004





frame 140


hsa-miR-150
up
C1orf16
Chromosome 1 open reading frame
ENSG00000116698
Hs.270775
Crnogorac-Jurcevic et al.,


hsa-miR-205


16


2003


hsa-miR-130b
down
C1QDC1
C1q domain containing 1
ENSG00000110888
Hs.234355
Iacobuzio-Donahue et al.,








2002


hsa-miR-150
up
C20orf102
Chromosome 20 open reading
ENSG00000132821
Hs.517029
Nakamura et al., 2004





frame 102


hsa-miR-93
up
C20orf161
Chromosome 20 open reading
ENSG00000124104
Hs.472854
Buchholz et al., 2005





frame 161


hsa-miR-205
up
C21orf63
Chromosome 21 open reading
ENSG00000166979
Hs.208358
Nakamura et al., 2004





frame 63


hsa-miR-93
up
C2orf17
Chromosome 2 open reading frame
ENSG00000144567
Hs.516707
Buchholz et al., 2005





17


hsa-miR-130b
down
C6orf62
Chromosome 6 open reading frame
ENSG00000112308
Hs.519930
Gress et al., 1996


hsa-miR-148a


62


hsa-miR-148b


hsa-miR-31
up
C7orf23
Chromosome 7 open reading frame
ENSG00000135185
Hs.196129
Buchholz et al., 2005





23


hsa-miR-155
up
C8orf4
Chromosome 8 open reading frame 4
ENSG00000176907
Hs.283683
Nakamura et al., 2004


hsa-miR-203
up
C9orf58
Chromosome 9 open reading frame
ENSG00000126878
Hs.4944
Buchholz et al., 2005





58


hsa-miR-150
up
CACNA1G
Calcium channel, voltage-
ENSG00000006283
Hs.194746
Sato et al., 2003





dependent, alpha 1G subunit


hsa-miR-31
up
CADPS
Ca2+-dependent secretion
ENSG00000163618
Hs.127013
Nakamura et al., 2004





activator


hsa-miR-205
up
CANX
Calnexin
ENSG00000127022
Hs.529890
Tan et al., 2003


hsa-miR-96
down
CAV1
Caveolin 1, caveolae protein,
ENSG00000105974
Hs.74034
Iacobuzio-Donahue et al.,





22 kDa


2003; Crnogorac-Jurcevic








et al., 2001


hsa-miR-29c
down
CAV2
Caveolin 2
ENSG00000105971
Hs.212332
Iacobuzio-Donahue et al.,








2003; lacobuzio-Donahue








et al., 2003; Iacobuzio-








Donahue et al., 2002; Sato








et al., 2003


hsa-miR-130b
down
CBFB
Core-binding factor, beta subunit
ENSG00000067955
Hs.460988
Buchholz et al., 2005


hsa-miR-203
up
CCNC
Cyclin C
ENSG00000112237
Hs.430646
Crnogorac-Jurcevic et al.,








2002


hsa-miR-224
up
CD28
CD28 antigen (Tp44)
ENSG00000178562
Hs.1987
Nakamura et al., 2004


hsa-miR-31
up
CD28
CD28 antigen (Tp44)
ENSG00000178562
Hs.1987
Nakamura et al., 2004


hsa-miR-148a
down
CDC25B
Cell division cycle 25B
ENSG00000101224
Hs.153752
Grützmann et al., 2003


hsa-miR-148b


hsa-miR-130b
down
CDC2L6
Cell division cycle 2-like 6
ENSG00000155111
Hs.193251
Gress et al., 1996


hsa-miR-148a


(CDK8-like)


hsa-miR-148b


hsa-miR-96
down
CDC37
CDC37 cell division cycle 37
ENSG00000105401
Hs.160958
Buchholz et al., 2005





homolog (S. cerevisiae)


hsa-miR-93 hsa-
up
CDKN1A
Cyclin-dependent kinase inhibitor
ENSG00000124762
Hs.370771
Sato et al., 2003


miR-196a hsa-


1A (p21, Cip1)


miR-196b hsa-


miR-221 hsa-


miR-222


hsa-miR-221
up
CDKN1C
Cyclin-dependent kinase inhibitor
ENSG00000129757
Hs.106070
Sato et al., 2003


hsa-miR-222


1C (p57, Kip2)


hsa-miR-216
down
CEBPG
CCAAT/enhancer binding protein
ENSG00000153879
Hs.429666
Gress et al., 1996





(C/EBP), gamma


hsa-miR-96
down
CELSR1
Cadherin, EGF LAG seven-pass
ENSG00000075275
Hs.252387
lacobuzio-Donahue et al.,





G-type receptor


2003


hsa-miR-96
down
CFL1
Cofilin 1 (non-muscle)
ENSG00000172757
Hs.170622
Nakamura et al., 2004


hsa-miR-130b
down
CHD9
Chromodomain helicase DNA
ENSG00000177200
Hs.59159
Buchholz et al., 2005


hsa-miR-141


binding protein 9


hsa-miR-148a


hsa-miR-148b


hsa-miR-217


hsa-miR-224
up
CHGB
Chromogranin B (secretogranin 1)
ENSG00000089199
Hs.516874
Crnogorac-Jurcevic et al.,








2003


hsa-miR-145
up
CHKB
Choline kinase beta
ENSG00000100288
Hs.439777
Buchholz et al., 2005


hsa-miR-29c
down
CLDN1
Claudin 1
ENSG00000163347
Hs.439060
Iacobuzio-Donahue et al.,








2002


hsa-miR-375
down
CLECSF2
C-type lectin domain family 2,
ENSG00000110852
Hs.85201
Friess et al., 2003





member B


hsa-miR-143
up
CNNM3
Cyclin M3
ENSG00000168763
Hs.150895
Nakamura et al., 2004


hsa-miR-29c
down
COL11A1
Collagen, type XI, alpha 1
ENSG00000060718
Hs.523446
Iacobuzio-Donahue et al.,








2002


hsa-miR-29c
down
COL1A1
Collagen, type I, alpha 1
ENSG00000108821
Hs.172928
Iacobuzio-Donahue et al.,








2002; Nakamura et al.,








2004; Gress et al., 1997;








Crnogorac-Jurcevic et al.,








2003; Yoshida et al., 2003


hsa-miR-29c
down
COL1A2
Collagen, type I, alpha 2
ENSG00000164692
Hs.489142
Friess et al., 2003;








Crnogorac-Jurcevic et al.,








2002; Tan et al., 2003;








Iacobuzio-Donahue et al.,








2002; Nakamura et al.,








2004


hsa-miR-130b
down
COL2A1
Collagen, type II, alpha 1
ENSG00000139219
Hs.408182
Friess et al., 2003


hsa-miR-148a


hsa-miR-148b


hsa-miR-29c


hsa-miR-29c
down
COL3A1
Collagen, type III, alpha 1
ENSG00000168542
Hs.443625
Buchholz et al., 2005;








Gress et al., 1997;








Nakamura et al., 2004;








Crnogorac-Jurcevic et al.,








2001; Friess et al., 2003


hsa-miR-29c
down
COL4A2
Collagen, type IV, alpha 2
ENSG00000134871
Hs.508716
Friess et al., 2003


hsa-miR-29c
down
COL5A2
Collagen, type V, alpha 2
ENSG00000204262
Hs.445827
Gress et al., 1997


hsa-miR-29c
down
COL6A3
Collagen, type VI, alpha 3
ENSG00000163359
Hs.233240
Gress et al., 1997


hsa-miR-205
up
CROP
Cisplatin resistance-associated
ENSG00000108848
Hs.130293
Grützmann et al., 2003





overexpressed protein


hsa-miR-96
down
CRR9
Cisplatin resistance related protein
ENSG00000049656
Hs.444673
Gress et al., 1996





CRR9p


hsa-miR-141
down
CSNK1A1
Casein kinase 1, alpha 1
ENSG00000113712
Hs.529862
Nakamura et al., 2004


hsa-miR-375
down
CTGF
Connective tissue growth factor
ENSG00000118523
Hs.410037
Iacobuzio-Donahue et al.,








2002


hsa-miR-141
down
CTNNA1
Catenin (cadherin-associated
ENSG00000044115
Hs.445981
Li, 2003





protein), alpha 1, 102 kDa


hsa-miR-141
down
CTNNB1
Catenin (cadherin-associated
ENSG00000168036
Hs.476018
Iacobuzio-Donahue et al.,


hsa-miR-217


protein), beta 1, 88 kDa


2002; Gress et al., 1996;








Li, 2003


hsa-miR-29c
down
CTNND1
Catenin (cadherin-associated
ENSG00000198561
Hs.166011
Gress et al., 1996


hsa-miR-96


protein), delta 1


hsa-miR-31
up
CXCL12
Chemokine (C—X—C motif) ligand
ENSG00000107562
Hs.522891
Grützmann et al., 2003





12 (stromal cell-derived factor 1)


hsa-miR-146a
up
CXYorf2
Chromosome X and Y open
ENSG00000169098
Hs.521856
Buchholz et al., 2005





reading frame 2


hsa-miR-223
up
CYB5
Cytochrome b-5
ENSG00000166347
Hs.465413
Nakamura et al., 2004


hsa-miR-145
up
DAG1
Dystroglycan 1 (dystrophin-
ENSG00000173402
Hs.76111
Han et al., 2002





associated glycoprotein 1)


hsa-miR-223
up
DAG1
Dystroglycan 1 (dystrophin-
ENSG00000173402
Hs.76111
Han et al., 2002





associated glycoprotein 1)


hsa-miR-141
down
DEK
DEK oncogene (DNA binding)
ENSG00000124795
Hs.484813
Gress et al., 1996


hsa-miR-29c
down
DGKD
Diacylglycerol kinase, delta
ENSG00000077044
Hs.471675
Grützmann et al., 2003





130 kDa


hsa-miR-224
up
DKFZp434K2435
Hypothetical protein
ENSG00000139173
Hs.444668
Nakamura et al., 2004





DKFZp434K2435


hsa-miR-150
up
DKFZP586A0522
DKFZP586A0522 protein
ENSG00000185432
Hs.288771
Nakamura et al., 2004


hsa-miR-217
down
DKK1
Dickkopf homolog 1 (Xenopus
ENSG00000107984
Hs.40499
lacobuzio-Donahue et al.,






laevis)



2003


hsa-miR-205
up
DLG2
Discs, large homolog 2, chapsyn-
ENSG00000150672
Hs.503453
Friess et al., 2003





110 (Drosophila)


hsa-miR-217
down
DNAJA1
DnaJ (Hsp40) homolog, subfamily
ENSG00000086061
Hs.445203
Yoshida et al., 2003





A, member 1


hsa-miR-29c
down
DNM3
Dynamin 3
ENSG00000197959
Hs.567444
Nakamura et al., 2004


hsa-miR-130b
down
DPYSL2
Dihydropyrimidinase-like 2
ENSG00000092964
Hs.173381
Gress et al., 1996


hsa-miR-148a
down
DUSP1
Dual specificity phosphatase 1
ENSG00000120129
Hs.171695
Yoshida et al., 2003


hsa-miR-148b


hsa-miR-223
up
EFNA1
Ephrin-A1
ENSG00000169242
Hs.516664
Crnogorac-Jurcevic et al.,








2001


hsa-miR-203
up
EGR1
Early growth response 1
ENSG00000120738
Hs.326035
Nakamura et al., 2004


hsa-miR-130b
down
EIF2C4
Eukaryotic translation initiation
ENSG00000134698
Hs.471492
Nakamura et al., 2004


hsa-miR-148a


factor 2C, 4


hsa-miR-148b


hsa-miR-217
down
EIF4A2
Eukaryotic translation initiation
ENSG00000156976
Hs.478553
Gress et al., 1996





factor 4A, isoform 2


hsa-miR-141
down
EIF4E
Eukaryotic translation initiation
ENSG00000151247
Hs.249718
Gress et al., 1996





factor 4E


hsa-miR-141
down
ELF2
E74-like factor 2 (ets domain
ENSG00000109381
Hs.480763
Gress et al., 1996


hsa-miR-29c


transcription factor)


hsa-miR-93
up
EPAS1
Endothelial PAS domain protein 1
ENSG00000116016
Hs.468410
Friess et al., 2003


hsa-miR-375
down
EPB41L2
Erythrocyte membrane protein
ENSG00000079819
Hs.486470
Nakamura et al., 2004





band 4.1-like 2


hsa-miR-141
down
EPHA2
EPH receptor A2
ENSG00000142627
Hs.171596
Iacobuzio-Donahue et al.,








2002


hsa-miR-130b
down
EREG
Epiregulin
ENSG00000124882
Hs.115263
lacobuzio-Donahue et al.,








2003


hsa-miR-145
up
EYA3
Eyes absent homolog 3
ENSG00000158161
Hs.185774
Buchholz et al., 2005





(Drosophila)


hsa-miR-223
up
FGFR2
Fibroblast growth factor receptor 2
ENSG00000066468
Hs.533683
Nakamura et al., 2004


hsa-miR-93
up
FLT1
Fms-related tyrosine kinase 1
ENSG00000102755
Hs.507621
Crnogorac-Jurcevic et al.,








2001


hsa-miR-217
down
FN1
Fibronectin 1
ENSG00000115414
Hs.203717
Buchholz et al., 2005, Tan








et al., 2003; Friess et al.,








2003; Nakamura et al.,








2004; Gress et al., 1997;








Crnogorac-Jurcevic et al.,








2003


hsa-miR-221
up
FOS
V-fos FBJ murine osteosarcoma
ENSG00000170345
Hs.25647
Grützmann et al., 2003;


hsa-miR-222


viral oncogene homolog


Han et al., 2002


hsa-miR-29c
down
FSTL1
Follistatin-like 1
ENSG00000163430
Hs.269512
Tan et al., 2003


hsa-miR-205
up
FXYD2
FXYD domain containing ion
ENSG00000137731
Hs.413137
Buchholz et al., 2005,





transport regulator 2


Nakamura et al., 2004,








Crnogorac-Jurcevic et al.,








2003


hsa-miR-96
down
FYN
FYN oncogene related to SRC,
ENSG00000010810
Hs.390567
Yoshida et al., 2003;





FGR, YES


Nakamura et al., 2004


hsa-miR-141
down
GALNT2
UDP-N-acetyl-alpha-D-
ENSG00000143641
Hs.567272
Nakamura et al., 2004


hsa-miR-96


galactosamine:polypeptide N-





acetylgalactosaminyltransferase 2


hsa-miR-155
up
GNAS
GNAS complex locus
ENSG00000087460
Hs.125898
Buchholz et al., 2005


hsa-miR-143
up
HABP2
Hyaluronan binding protein 2
ENSG00000148702
Hs.422542
Nakamura et al., 2004;


hsa-miR-224





Grützmann et al., 2003;








Friess et al., 2003


hsa-miR-93
up
HABP4
Hyaluronan binding protein 4
ENSG00000130956
Hs.494567
Buchholz et al., 2005


hsa-miR-141
down
HAPIP
Kalirin, RhoGEF kinase
ENSG00000160145
Hs.8004
Iacobuzio-Donahue et al.,








2003


hsa-miR-130b
down
HAS3
Hyaluronan synthase 3
ENSG00000103044
Hs.85962
Iacobuzio-Donahue et al.,


hsa-miR-148a





2003


hsa-miR-148b


hsa-miR-29c


hsa-miR-96


hsa-miR-130b
down
HECA
Headcase homolog (Drosophila)
ENSG00000112406
Hs.197644
Nakamura et al., 2004


hsa-miR-205
up
HMGB1
High-mobility group box 1
ENSG00000189403
Hs.434102
Buchholz et al., 2005


hsa-miR-196a
up
HOXA1
Homeo box A1
ENSG00000105991
Hs.67397
Sato et al., 2003


hsa-miR-196b


hsa-miR-203


hsa-miR-29c
down
HOXA10
Homeo box A10
ENSG00000153807
Hs.110637
lacobuzio-Donahue et al.,








2003


hsa-miR-141
down
HOXA11
Homeo box A11
ENSG00000005073
Hs.249171
Buchholz et al., 2005


hsa-miR-141
down
HOXB5
Homeo box B5
ENSG00000120075
Hs.149548
Iacobuzio-Donahue et al.,








2003


hsa-miR-205
up
HS3ST1
Heparan sulfate (glucosamine) 3-
ENSG00000002587
Hs.507348
Nakamura et al., 2004





O-sulfotransferase 1


hsa-miR-130b
down
HSHIN1
OTU domain containing 4
ENSG00000164164
Hs.270851
Gress et al., 1996


hsa-miR-148a


hsa-miR-148b


hsa-miR-217


hsa-miR-29c


hsa-miR-223
up
CDH12
Cadherin 12, type 2 (N-cadherin 2)
ENSG00000154162
Hs.113684
Crnogorac-Jurcevic et al.,








2003


hsa-miR-93
up
IL17E
Interleukin 17E
ENSG00000166090
Hs.302036
Buchholz et al., 2005


hsa-miR-224
up
ILF3
Interleukin enhancer binding factor
ENSG00000129351
Hs.465885
Nakamura et al., 2004





3, 90 kDa


hsa-miR-29c
down
IMPDH1
IMP (inosine monophosphate)
ENSG00000156802
Hs.558347
Nakamura et al., 2004





dehydrogenase 1


hsa-miR-130b
down
INHBB
Inhibin, beta B (activin AB beta
ENSG00000163083
Hs.1735
Sato et al., 2003;


hsa-miR-148a


polypeptide)


Iacobuzio-Donahue et al.,


hsa-miR-148b





2003


hsa-miR-155
up
INPP5D
Inositol polyphosphate-5-
ENSG00000168918
Hs.262886
Nakamura et al., 2004





phosphatase, 145 kDa


hsa-miR-130b
down
ITGA11
Integrin, alpha 11
ENSG00000137809
Hs.436416
Gress et al., 1997


hsa-miR-148a


hsa-miR-148b


hsa-miR-29c


hsa-miR-217
down
ITM1
Integral membrane protein 1
ENSG00000134910
Hs.504237
Nakamura et al., 2004


hsa-miR-130b
down
KAB
KARP-1-binding protein
ENSG00000143702
Hs.533635
Iacobuzio-Donahue et al.,


hsa-miR-96





2002


hsa-miR-143
up
KIAA0063
Josephin domain containing 1
ENSG00000100221
Hs.3094
Nakamura et al., 2004


hsa-miR-203


hsa-miR-93


hsa-miR-155
up
KIAA0276
DCN1, defective in cullin
ENSG00000109184
Hs.221407
Buchholz et al., 2005





neddylation 1, domain containing 4





(S. cerevisiae)


hsa-miR-216
down
KIAA1199
KIAA1199
ENSG00000103888
Hs.459088
lacobuzio-Donahue et al.,


hsa-miR-29c





2003


hsa-miR-146a
up
KLF7
Kruppel-like factor 7 (ubiquitous)
ENSG00000118263
Hs.471221
Nakamura et al., 2004


hsa-miR-93
up
KLF9
Kruppel-like factor 9
ENSG00000119138
Hs.150557
Nakamura et al., 2004


hsa-miR-29c
down
LASP1
LIM and SH3 protein 1
ENSG00000002834
Hs.334851
Gress et al., 1996


hsa-miR-130b
down
LBR
Lamin B receptor
ENSG00000143815
Hs.435166
Gress et al., 1996


hsa-miR-148a


hsa-miR-148b


hsa-miR-96
down
LCP1
Lymphocyte cytosolic protein 1
ENSG00000136167
Hs.381099
Nakamura et al., 2004





(L-plastin)


hsa-miR-217
down
LGALS3
Lectin, galactoside-binding,
ENSG00000131981
Hs.531081
Iacobuzio-Donahue et al.,





soluble, 3 (galectin 3)


2003


hsa-miR-130b
down
MAF1
MAF1 homolog (S. cerevisiae)
ENSG00000179632
Hs.19673
Gress et al., 1996


hsa-miR-148a


hsa-miR-148b


hsa-miR-217
down
MAPK1
Mitogen-activated protein kinase 1
ENSG00000100030
Hs.431850
Gress et al., 1996


hsa-miR-203
up
MAPK9
Mitogen-activated protein kinase 9
ENSG00000050748
Hs.484371
Crnogorac-Jurcevic et al.,


hsa-miR-205





2001


hsa-miR-93


hsa-miR-29c
down
MARK3
MAP/microtubule affinity-
ENSG00000075413
Hs.35828
Friess et al., 2003





regulating kinase 3


hsa-miR-93
up
MASTL
Microtubule associated
ENSG00000120539
Hs.276905
Buchholz et al., 2005





serine/threonine kinase-like


hsa-miR-93
up
MCL1
Myeloid cell leukemia sequence 1
ENSG00000143384
Hs.532826
Grützmann et al., 2003





(BCL2-related)


hsa-miR-203
up
MEF2C
MADS box transcription enhancer
ENSG00000081189
Hs.444409
Nakamura et al., 2004


hsa-miR-223


factor 2, polypeptide C (myocyte


hsa-miR-93


enhancer factor 2C)


hsa-miR-18a
up
MEF2D
MADS box transcription enhancer
ENSG00000116604
Hs.314327
Nakamura et al., 2004





factor 2, polypeptide D (myocyte





enhancer factor 2D)


hsa-miR-196b
up
MEIS2
Meis1, myeloid ecotropic viral
ENSG00000134138
Hs.510989
Nakamura et al., 2004





integration site 1 homolog 2





(mouse)


hsa-miR-29c
down
MFAP2
Microfibrillar-associated protein 2
ENSG00000117122
Hs.389137
lacobuzio-Donahue et al.,








2003


hsa-miR-196a
up
MGC61598
Similar to ankyrin-repeat protein
ENSG00000198435
Hs.535075
Nakamura et al., 2004


hsa-miR-196b


Nrarp


hsa-miR-141
down
MMP11
Matrix metallopeptidase 11
ENSG00000099953
Hs.143751
Nakamura et al., 2004;





(stromelysin 3)


lacobuzio-Donahue et al.,








2003; Bramhall et al.,








1997; Crnogorac-Jurcevic








et al., 2003


hsa-miR-29c
down
MMP2
Matrix metallopeptidase 2
ENSG00000087245
Hs.513617
Bramhall et al., 1997;





(gelatinase A, 72 kDa gelatinase,


Ellenrieder et al, 2000;





72 kDa type IV collagenase)


Gress et al., 1997


hsa-miR-143
up
MSI2
Musashi homolog 2 (Drosophila)
ENSG00000153944
Hs.134470
Nakamura et al., 2004


hsa-miR-145


hsa-miR-29c
down
MYBL2
V-myb myeloblastosis viral
ENSG00000101057
Hs.179718
Nakamura et al., 2004





oncogene homolog (avian)-like 2


hsa-miR-130b
down
N4BP1
Nedd4 binding protein 1
ENSG00000102921
Hs.511839
Gress et al., 1997


hsa-miR-96
down
N4BP1
Nedd4 binding protein 1
ENSG00000102921
Hs.511839
Gress et al., 1997


hsa-miR-29c
down
NAV2
Neuron navigator 2
ENSG00000166833
Hs.502116
Nakamura et al., 2004


hsa-miR-29c
down
NCOA3
Nuclear receptor coactivator 3
ENSG00000124151
Hs.382168
Nakamura et al., 2004


hsa-miR-145
up
NEDD4L
Neural precursor cell expressed,
ENSG00000049759
Hs.185677
Nakamura et al., 2004


hsa-miR-93


developmentally down-regulated





4-like


hsa-miR-223
up
NFIB
Nuclear factor I/B
ENSG00000147862
Hs.370359
Nakamura et al., 2004


hsa-miR-93


hsa-miR-130b
down
NHS
Nance-Horan syndrome
ENSG00000188158
Hs.201623
Nakamura et al., 2004


hsa-miR-148a


(congenital cataracts and dental


hsa-miR-148b


anomalies)


hsa-miR-217


hsa-miR-205
up
NPR2
Natriuretic peptide receptor
ENSG00000159899
Hs.78518
Nakamura et al., 2004





B/guanylate cyclase B





(atrionatriuretic peptide receptor





B)


hsa-miR-150
up
NR2F2
Nuclear receptor subfamily 2,
ENSG00000185551
Hs.347991
Nakamura et al., 2004


hsa-miR-155


group F, member 2


hsa-miR-130b
down
NR3C2
Nuclear receptor subfamily 3,
ENSG00000151623
Hs.163924
Gress et al., 1996


hsa-miR-141


group C, member 2


hsa-miR-224
up
NR4A1
Nuclear receptor subfamily 4,
ENSG00000123358
Hs.524430
Nakamura et al., 2004





group A, member 1


hsa-miR-93
up
NR4A2
Nuclear receptor subfamily 4,
ENSG00000153234
Hs.165258
Nakamura et al., 2004





group A, member 2


hsa-miR-31
up
NR5A2
Nuclear receptor subfamily 5,
ENSG00000116833
Hs.33446
Crnogorac-Jurcevic et al.,





group A, member 2


2003


hsa-miR-143
up
NUMB
Numb homolog (Drosophila)
ENSG00000133961
Hs.509909
Buchholz et al., 2005


hsa-miR-146a


hsa-miR-31


hsa-miR-205
up
NUTF2
Nuclear transport factor 2
ENSG00000102898
Hs.356630
Buchholz et al., 2005


hsa-miR-223


hsa-miR-96
down
OSBPL8
Oxysterol binding protein-like 8
ENSG00000091039
Hs.430849
Iacobuzio-Donahue et al.,








2002


hsa-miR-29c
down
OXTR
Oxytocin receptor
ENSG00000180914
Hs.2820
Sato et al., 2003


hsa-miR-130b
down
PAFAH1B1
Platelet-activating factor
ENSG00000007168
Hs.77318
Gress et al., 1996


hsa-miR-141


acetylhydrolase, isoform Ib, alpha


hsa-miR-96


subunit 45 kDa


hsa-miR-221
up
PCDHA6
Protocadherin alpha subfamily C, 1
ENSG00000081842
Hs.199343
Buchholz et al., 2005


hsa-miR-222


hsa-miR-93


hsa-miR-221
up
PCGF3
Polycomb group ring finger 3
ENSG00000185619
Hs.144309
Nakamura et al., 2004


hsa-miR-222


hsa-miR-31


hsa-miR-217
down
PCNA
Proliferating cell nuclear antigen
ENSG00000132646
Hs.147433
Han et al., 2002


hsa-miR-145
up
PDCD4
Programmed cell death 4
ENSG00000150593
Hs.232543
Tan et al., 2003





(neoplastic transformation





inhibitor)


hsa-miR-29c
down
PDGFRB
Platelet-derived growth factor
ENSG00000113721
Hs.509067
Gress et al., 1997





receptor, beta polypeptide


hsa-miR-205
up
PHB
Prohibitin
ENSG00000167085
Hs.514303
Nakamura et al., 2004


hsa-miR-143
up
PHF20L1
PHD finger protein 20-like 1
ENSG00000197967
Hs.304362
Buchholz et al., 2005


hsa-miR-18a


hsa-miR-203


hsa-miR-223


hsa-miR-203
up
PLD2
Phospholipase D2
ENSG00000129219
Hs.104519
Nakamura et al., 2004


hsa-miR-31
up
PLEK2
Pleckstrin 2
ENSG00000100558
Hs.170473
Sato et al., 2003


hsa-miR-96
down
PLOD2
Procollagen-lysine, 2-oxoglutarate
ENSG00000152952
Hs.477866
Buchholz et al., 2005





5-dioxygenase 2


hsa-miR-93
up
PPARA
Peroxisome proliferative activated
ENSG00000186951
Hs.275711
Nakamura et al., 2004





receptor, alpha


hsa-miR-29c
down
PPIC
Peptidylprolyl isomerase C
ENSG00000168938
Hs.110364
Nakamura et al., 2004





(cyclophilin C)


hsa-miR-216
down
PPM1B
Protein phosphatase 1B (formerly
ENSG00000138032
Hs.416769
Nakamura et al., 2004





2C), magnesium-dependent, beta





isoform


hsa-miR-141
down
PPP2R2A
Protein phosphatase 2 (formerly
ENSG00000104762
Hs.146339
Yoshida et al., 2003





2A), regulatory subunit B (PR 52),





alpha isoform


hsa-miR-141
down
PPT2
Palmitoyl-protein thioesterase 2
ENSG00000168452
Hs.332138
Buchholz et al., 2005


hsa-miR-29c
down
PRO0149
PRO0149 protein
ENSG00000182831
Hs.221497
Gress et al., 1996


hsa-miR-130b
down
PTP4A1
Protein tyrosine phosphatase type
ENSG00000112245
Hs.227777
Han et al., 2002


hsa-miR-141


IVA, member 1


hsa-miR-29c


hsa-miR-96


hsa-miR-130b
down
RAB34
RAB34, member RAS oncogene
ENSG00000109113
Hs.301853
Buchholz et al., 2005;


hsa-miR-148a


family


Iacobuzio-Donahue et al.,


hsa-miR-148b





2003


hsa-miR-96


hsa-miR-96
down
RAC1
Ras-related C3 botulinum toxin
ENSG00000136238
Hs.413812
Crnogorac-Jurcevic et al.,





substrate 1 (rho family, small GTP


2001





binding protein Rac1)


hsa-miR-141
down
RARB
Retinoic acid receptor, beta
ENSG00000077092
Hs.436538
Crnogorac-Jurcevic et al.,


hsa-miR-29c





2001


hsa-miR-141
down
RBMS1
RNA binding motif, single
ENSG00000153250
Hs.470412
Nakamura et al., 2004





stranded interacting protein 1


hsa-miR-223
up
RBPSUH
Recombining binding protein
ENSG00000168214
Hs.479396
Han et al., 2002





suppressor of hairless (Drosophila)


hsa-miR-196a
up
RGL2
Ral guanine nucleotide
ENSG00000056687
Hs.509622
Nakamura et al., 2004


hsa-miR-196b


dissociation stimulator-like 2


hsa-miR-130b
down
RNPEPL1
Arginyl aminopeptidase
ENSG00000142327
Hs.5345
Gress et al., 1996


hsa-miR-148a


(aminopeptidase B)-like 1


hsa-miR-148b


hsa-miR-29c


hsa-miR-141
down
RUNX1
Runt-related transcription factor 1
ENSG00000159216
Hs.149261
Iacobuzio-Donahue et al.,


hsa-miR-375


(acute myeloid leukemia 1; aml1


2002; Iacobuzio-Donahue





oncogene)


et al., 2003


hsa-miR-221
up
SAFB
Scaffold attachment factor B
ENSG00000160633
Hs.23978
Nakamura et al., 2004


hsa-miR-222


hsa-miR-141
down
SCD
Stearoyl-CoA desaturase (delta-9-
ENSG00000099194
Hs.558396
Nakamura et al., 2004





desaturase)


hsa-miR-205
up
SCMH1
Sex comb on midleg homolog 1
ENSG00000010803
Hs.87464
Nakamura et al., 2004





(Drosophila)


hsa-miR-130b
down
SDFR1
Stromal cell derived factor receptor 1
ENSG00000156642
Hs.187866
Gress et al., 1996


hsa-miR-148a


hsa-miR-148b


hsa-miR-217


hsa-miR-205
up
SEL1L
Sel-1 suppressor of lin-12-like
ENSG00000071537
Hs.181300
Crnogorac-Jurcevic et al.,





(C. elegans)


2003


hsa-miR-31
up
SEMA3F
Sema domain, immunoglobulin
ENSG00000001617
Hs.32981
Nakamura et al., 2004





domain (Ig), short basic domain,





secreted, semaphorin 3F


hsa-miR-205
up
SENP1
SUMO1/sentrin specific peptidase 1
ENSG00000079387
Hs.371957
Nakamura et al., 2004


hsa-miR-93


hsa-miR-96
down
SEPT11
Septin 11
ENSG00000138758
Hs.128199
Iacobuzio-Donahue et al.,








2002


hsa-miR-141
down
SEPT7
Septin 7
ENSG00000122545
Hs.191346
Nakamura et al., 2004


hsa-miR-216


hsa-miR-221
up
SFRP2
Secreted frizzled-related protein 2
ENSG00000145423
Hs.481022
Crnogorac-Jurcevic et al.,


hsa-miR-222





2001


hsa-miR-96
down
SH3BGRL3
SH3 domain binding glutamic
ENSG00000142669
Hs.109051
Buchholz et al., 2005





acid-rich protein like 3


hsa-miR-130b
down
SIAHBP1
Fuse-binding protein-interacting
ENSG00000179950
Hs.521924
Gress et al., 1996





repressor


hsa-miR-29c
down
SLC16A1
AKR7 family pseudogene
ENSG00000155380
Hs.75231
Iacobuzio-Donahue et al.,








2003


hsa-miR-141
down
SLC20A1
Solute carrier family 20 (phosphate
ENSG00000144136
Hs.187946
Nakamura et al., 2004





transporter), member 1


hsa-miR-145
up
SLC25A25
Solute carrier family 25
ENSG00000148339
Hs.5476
Nakamura et al., 2004





(mitochondrial carrier; phosphate





carrier), member 25


hsa-miR-130b
down
SLC2A1
Solute carrier family 2 (facilitated
ENSG00000117394
Hs.473721
Logsdon et al., 2003;


hsa-miR-148a


glucose transporter), member 1


Crnogorac-Jurcevic et al.,


hsa-miR-148b





2003; Nakamura et al.,








2004; Iacobuzio-Donahue








et al., 2003


hsa-miR-96
down
SLC35A1
Solute carrier family 35 (CMP-
ENSG00000055291
Hs.423163
Friess et al., 2003





sialic acid transporter), member A1


hsa-miR-93
up
SLC40A1
Solute carrier family 40 (iron-
ENSG00000138449
Hs.529285
Nakamura et al., 2004





regulated transporter), member 1


hsa-miR-145
up
SLC4A4
Solute carrier family 4, sodium
ENSG00000080493
Hs.5462
Buchholz et al., 2005;


hsa-miR-203


bicarbonate cotransporter, member 4


Iacobuzio-Donahue et al.,


hsa-miR-221





2003; Crnogorac-Jurcevic


hsa-miR-222





et al., 2003; Nakamura et


hsa-miR-224





al., 2004


hsa-miR-96
down
SLCO3A1
Solute carrier organic anion
ENSG00000176463
Hs.311187
Iacobuzio-Donahue et al.,





transporter family, member 3A1


2003


hsa-miR-216
down
SMAD7
SMAD, mothers against DPP
ENSG00000101665
Hs.465087
Kleeff et al., 1999





homolog 7 (Drosophila)


hsa-miR-96
down
SMAD7
SMAD, mothers against DPP
ENSG00000101665
Hs.465087
Kleeff et al., 1999





homolog 7 (Drosophila)


hsa-miR-221
up
SMARCA1
SWI/SNF related, matrix
ENSG00000102038
Hs.152292
Sato et al., 2003


hsa-miR-222


associated, actin dependent





regulator of chromatin, subfamily





a, member 1


hsa-miR-148a
down
SMARCD1
SWI/SNF related, matrix
ENSG00000066117
Hs.79335
Buchholz et al., 2005


hsa-miR-148b


associated, actin dependent





regulator of chromatin, subfamily





d, member 1


hsa-miR-130b
down
SMC4L1
SMC4 structural maintenance of
ENSG00000113810
Hs.58992
Nakamura et al., 2004;


hsa-miR-141


chromosomes 4-like 1 (yeast)


Iacobuzio-Donahue et al.,


hsa-miR-216





2003


hsa-miR-130b
down
SOX5
SRY (sex determining region Y)-
ENSG00000134532
Hs.434948
Tan et al., 2003


hsa-miR-141


box 5


hsa-miR-148a


hsa-miR-148b


hsa-miR-96


hsa-miR-155
up
SOX6
SRY (sex determining region Y)-
ENSG00000110693
Hs.368226
Nakamura et al., 2004


hsa-miR-221


box 6


hsa-miR-93
up
SP8
Sp8 transcription factor
ENSG00000164651
Hs.195922
Nakamura et al., 2004


hsa-miR-29c
down
SPARC
Secreted protein, acidic, cysteine-
ENSG00000113140
Hs.111779
Tan et al., 2003;





rich (osteonectin)


Nakamura et al., 2004;








Friess et al., 2003


hsa-miR-93
up
STAT3
Signal transducer and activator of
ENSG00000168610
Hs.463059
Han et al., 2002





transcription 3 (acute-phase





response factor)


hsa-miR-217
down
STRBP
Spermatid perinuclear RNA
ENSG00000165209
Hs.287659
Iacobuzio-Donahue et al.,





binding protein


2003


hsa-miR-130b
down
SULF1
Sulfatase 1
ENSG00000137573
Hs.409602
Buchholz et al., 2005;


hsa-miR-148a





Iacobuzio-Donahue et al.,


hsa-miR-148b





2002


hsa-miR-29c
down
SYT7
Synaptotagmin VII
ENSG00000011347
Hs.502730
Buchholz et al., 2005


hsa-miR-217
down
TACC1
Transforming, acidic coiled-coil
ENSG00000147526
Hs.279245
Gress et al., 1996


hsa-miR-96


containing protein 1


hsa-miR-196a
up
TCF7
Transcription factor 7 (T-cell
ENSG00000081059
Hs.519580
Buchholz et al., 2005


hsa-miR-196b


specific, HMG-box)


hsa-miR-96
down
TEGT
Testis enhanced gene transcript
ENSG00000139644
Hs.35052
Nakamura et al., 2004





(BAX inhibitor 1)


hsa-miR-130b
down
TIMP2
TIMP metallopeptidase inhibitor 2
ENSG00000035862
Hs.104839
Gress et al., 1996;








Bramhall et al., 1997


hsa-miR-221
up
TIMP3
TIMP metallopeptidase inhibitor 3
ENSG00000197047
Hs.297324
Sato et al., 2003


hsa-miR-222


(Sorsby fundus dystrophy,





pseudoinflammatory)


hsa-miR-93
up
TIPARP
TCDD-inducible poly(ADP-
ENSG00000163659
Hs.12813
Nakamura et al., 2004





ribose) polymerase


hsa-miR-29c
down
TM4SF14
Tetraspanin 14
ENSG00000108219
Hs.310453
Nakamura et al., 2004


hsa-miR-96


hsa-miR-130b
down
TMEPAI
Transmembrane, prostate androgen
ENSG00000124225
Hs.517155
Iacobuzio-Donahue et al.,


hsa-miR-96


induced RNA


2002


hsa-miR-29c
down
TMPRSS3
Transmembrane protease, serine 3
ENSG00000160183
Hs.208600
Iacobuzio-Donahue et al.,








2003


hsa-miR-130b
down
TMSB10
Thymosin, beta 10
ENSG00000034510
Hs.446574
Tan et al., 2003;


hsa-miR-148a





Nakamura et al., 2004


hsa-miR-148b


hsa-miR-96


hsa-miR-130b
down
TMSB4X
Thymosin, beta 4, X-linked
ENSG00000188364
Hs.522584
Tan et al., 2003


hsa-miR-148a


hsa-miR-148b


hsa-miR-217


hsa-miR-145
up
STEAP4
STEAP family member 4
ENSG00000127954
Hs.521008
Nakamura et al., 2004


hsa-miR-155
up
TP53INP1
Tumor protein p53 inducible
ENSG00000164938
Hs.492261
Nakamura et al., 2004


hsa-miR-93


nuclear protein 1


hsa-miR-29c
down
TRIB2
Tribbles homolog 2 (Drosophila)
ENSG00000071575
Hs.467751
Nakamura et al., 2004


hsa-miR-130b
down
TTYH3
Tweety homolog 3 (Drosophila)
ENSG00000136295
Hs.440899
Buchholz et al., 2005


hsa-miR-96


hsa-miR-130b
down
UBE2D2
Ubiquitin-conjugating enzyme
ENSG00000131508
Hs.108332
Nakamura et al., 2004





E2D 2 (UBC4/5 homolog, yeast)


hsa-miR-221
up
UNC84B
Unc-84 homolog B (C. elegans)
ENSG00000100242
Hs.517622
Nakamura et al., 2004


hsa-miR-222


hsa-miR-29c
down
USP37
Ubiquitin specific peptidase 37
ENSG00000135913
Hs.166068
Gress et al., 1996


hsa-miR-143
up
VAPB
VAMP (vesicle-associated
ENSG00000124164
Hs.182625
Buchholz et al., 2005


hsa-miR-221


membrane protein)-associated


hsa-miR-222


protein B and C


hsa-miR-31


hsa-miR-130b
down
WHSC1
Wolf-Hirschhorn syndrome
ENSG00000109685
Hs.113876
Nakamura et al., 2004


hsa-miR-141


candidate 1


hsa-miR-148a


hsa-miR-148b


hsa-miR-29c


hsa-miR-130b
down
WNT10B
Wingless-type MMTV integration
ENSG00000169884
Hs.91985
Buchholz et al., 2005


hsa-miR-148a


site family, member 10B


hsa-miR-148b


hsa-miR-18a
up
YPEL5
Yippee-like 5 (Drosophila)
ENSG00000119801
Hs.515890
Grützmann et al., 2003


hsa-miR-203


hsa-miR-130b
down
ZCCHC2
Zinc finger, CCHC domain
ENSG00000141664
Hs.114191
Nakamura et al., 2004


hsa-miR-148a


containing 2


hsa-miR-148b


hsa-miR-217


hsa-miR-96
down
ZIC2
Zic family member 2 (odd-paired
ENSG00000043355
Hs.369063
Iacobuzio-Donahue et al.,





homolog, Drosophila)


2003


hsa-miR-145
up
ZNF462
Zinc finger protein 462
ENSG00000148143
Hs.370379
Buchholz et al., 2005


hsa-miR-205


hsa-miR-196a


hsa-miR-196b









Example 16
Diagnostic Methods

A patient may present for evaluation with symptoms that include one or more of jaundice, weight loss, bruising, abdominal pain, vomiting, diarrhea, and/or nausea. Peripheral blood is drawn in order to evaluate the patient's plasma for the presence of CA 19-9, a cancer tumor marker that exhibits 50-75% sensitivity and 83% specificity for pancreatic cancer (Freelove and Walling, 2006). At the same time total RNA, including the miRNA fraction, are purified from a sample of the patient's plasma. The methods of the invention are used to determine if levels of miRNAs listed in Table 6, Table 9 and FIGS. 9A and 9B are altered in a manner that suggests pancreatic ductal adenocarcinoma or chronic pancreatitis. Typically, under these circumstances the invention will be used to diagnose a case of chronic pancreatitis.


Example 17
Diagnostic Methods

A patient may have symptoms suggesting pancreatic cancer or chronic pancreatitis (see Example 13) and may be found to have elevated levels of the serum tumor marker CA19-9 and is scheduled for an endoscopic ultrasonography-guided fine needle aspiration (Freelove and Walling, 2006). During the procedure, fine needle aspirates containing pancreatic cells are collected. Alternatively, pancreatic juice may be aspirated during the procedure. Pancreatic juice may contain sloughed pancreatic cells and contents of lysed pancreatic cells. Total RNA, including the miRNA fraction, is purified from the contents of the fine needle aspirate, fresh, frozen or fixed, or from the pancreatic juice sample. The methods of the invention are used to determine if levels of miRNAs listed in Table 6, Table 9, and FIGS. 9A and 9B are altered in a manner that suggests pancreatic ductal adenocarcinoma or chronic pancreatitis. Typically, under these circumstances the invention will be used to confirm a suspected diagnosis of pancreatic cancer.


Example 18
Diagnostic Methods

An asymptomatic patient may be found to have a pancreatic mass on CT scan imaging. Chest x-ray and colonoscopy are normal. The patient has a family history of pancreatic cancer and may have experienced some recent weight loss. Peripheral blood is drawn in order to evaluate the patient's plasma for the presence of tumor marker antigens. A sample of the plasma also may be processed to purify miRNAs. The methods of the invention then may be used to determine if levels of plasma-isolated miRNAs are altered in a manner that suggests pancreatic ductal adenocarcinoma or chronic pancreatitis (Table 6, Table 9, FIGS. 9A and 9B). Under these circumstances the invention can be used to provide a diagnosis of pancreatic cancer.


REFERENCES

The following references, to the extent that they provide exemplary procedural or other details supplementary to those set forth herein, are specifically incorporated herein by reference.

  • U.S. Pat. No. 6,723,509
  • U.S. Pat. No. 4,337,063
  • U.S. Pat. No. 4,404,289
  • U.S. Pat. No. 4,405,711
  • U.S. Pat. No. 4,659,774
  • U.S. Pat. No. 4,682,195
  • U.S. Pat. No. 4,683,202
  • U.S. Pat. No. 4,704,362
  • U.S. Pat. No. 4,816,571
  • U.S. Pat. No. 4,959,463
  • U.S. Pat. No. 5,141,813
  • U.S. Pat. No. 5,143,854
  • U.S. Pat. No. 5,202,231
  • U.S. Pat. No. 5,214,136
  • U.S. Pat. No. 5,221,619
  • U.S. Pat. No. 5,223,618
  • U.S. Pat. No. 5,242,974
  • U.S. Pat. No. 5,264,566
  • U.S. Pat. No. 5,268,486
  • U.S. Pat. No. 5,288,644
  • U.S. Pat. No. 5,324,633
  • U.S. Pat. No. 5,378,825
  • U.S. Pat. No. 5,384,261
  • U.S. Pat. No. 5,405,783
  • U.S. Pat. No. 5,412,087
  • U.S. Pat. No. 5,424,186
  • U.S. Pat. No. 5,428,148
  • U.S. Pat. No. 5,429,807
  • U.S. Pat. No. 5,432,049
  • U.S. Pat. No. 5,436,327
  • U.S. Pat. No. 5,445,934
  • U.S. Pat. No. 5,446,137
  • U.S. Pat. No. 5,466,786
  • U.S. Pat. No. 5,468,613
  • U.S. Pat. No. 5,470,710
  • U.S. Pat. No. 5,470,967
  • U.S. Pat. No. 5,472,672
  • U.S. Pat. No. 5,480,980
  • U.S. Pat. No. 5,492,806
  • U.S. Pat. No. 5,503,980
  • U.S. Pat. No. 5,510,270
  • U.S. Pat. No. 5,525,464
  • U.S. Pat. No. 5,527,681
  • U.S. Pat. No. 5,529,756
  • U.S. Pat. No. 5,532,128
  • U.S. Pat. No. 5,545,531
  • U.S. Pat. No. 5,547,839
  • U.S. Pat. No. 5,554,501
  • U.S. Pat. No. 5,554,744
  • U.S. Pat. No. 5,556,752
  • U.S. Pat. No. 5,561,071
  • U.S. Pat. No. 5,571,639
  • U.S. Pat. No. 5,574,146
  • U.S. Pat. No. 5,580,726
  • U.S. Pat. No. 5,580,732
  • U.S. Pat. No. 5,583,013
  • U.S. Pat. No. 5,593,839
  • U.S. Pat. No. 5,599,672
  • U.S. Pat. No. 5,599,695
  • U.S. Pat. No. 5,602,240
  • U.S. Pat. No. 5,602,244
  • U.S. Pat. No. 5,610,287
  • U.S. Pat. No. 5,610,289
  • U.S. Pat. No. 5,614,617
  • U.S. Pat. No. 5,623,070
  • U.S. Pat. No. 5,624,711
  • U.S. Pat. No. 5,631,134
  • U.S. Pat. No. 5,637,683
  • U.S. Pat. No. 5,639,603
  • U.S. Pat. No. 5,645,897
  • U.S. Pat. No. 5,652,099
  • U.S. Pat. No. 5,654,413
  • U.S. Pat. No. 5,658,734
  • U.S. Pat. No. 5,661,028
  • U.S. Pat. No. 5,665,547
  • U.S. Pat. No. 5,667,972
  • U.S. Pat. No. 5,670,663
  • U.S. Pat. No. 5,672,697
  • U.S. Pat. No. 5,681,947
  • U.S. Pat. No. 5,695,940
  • U.S. Pat. No. 5,700,637
  • U.S. Pat. No. 5,700,922
  • U.S. Pat. No. 5,705,629
  • U.S. Pat. No. 5,708,154
  • U.S. Pat. No. 5,714,606
  • U.S. Pat. No. 5,728,525
  • U.S. Pat. No. 5,744,305
  • U.S. Pat. No. 5,763,167
  • U.S. Pat. No. 5,777,092
  • U.S. Pat. No. 5,792,847
  • U.S. Pat. No. 5,800,992
  • U.S. Pat. No. 5,807,522
  • U.S. Pat. No. 5,830,645
  • U.S. Pat. No. 5,837,196
  • U.S. Pat. No. 5,847,219
  • U.S. Pat. No. 5,858,988
  • U.S. Pat. No. 5,859,221
  • U.S. Pat. No. 5,871,928
  • U.S. Pat. No. 5,872,232
  • U.S. Pat. No. 5,876,932
  • U.S. Pat. No. 5,886,165
  • U.S. Pat. No. 5,919,626
  • U.S. Pat. No. 6,004,755
  • U.S. Pat. No. 6,087,102
  • U.S. Pat. No. 6,251,666
  • U.S. Pat. No. 6,368,799
  • U.S. Pat. No. 6,383,749
  • U.S. Pat. No. 6,617,112
  • U.S. Pat. No. 6,638,717
  • U.S. Pat. No. 6,720,138
  • U.S. patent application Ser. No. 09/545,207
  • U.S. patent application Ser. No. 10/667,126
  • U.S. patent application Ser. No. 11/141,707
  • U.S. patent application Ser. No. 11/273,640
  • U.S. Patent Prov. Appn. Ser. No. 60/575,743
  • U.S. Patent Prov. Appn. Ser. No. 60/649,584
  • U.S. Patent Prov. Appn. Ser. No. 60/826,173
  • Ambros, Cell, 107(7):823-826, 2001.
  • Andrianifahanana et al, Clin. Cancer Res., 7(12): 4033-4040, 2001.
  • Balague et al., Gastroenterology, 109(3):953-964, 1995.
  • Beaucage, and Lyer, Tetrahedron, 48:2223-2311, 1992.
  • Bhanot et al., Am. J. Surg. Pathol., 30(6): 754-759, 2006.
  • Brennecke et al., Cell, 113:25-36, 2003.
  • Calin et al., Proc. Natl. Acad. Sci. USA, 99:15524-15529, 2002.
  • Carrington et al. Science, 301(5631):336-338, 2003.
  • Chen et al., Int. J. Cancer, 120(7):1511-1517, 2007.
  • Cummins et al, In: IRT: Nucleosides and nucleosides, La Jolla Calif., 72, 1996.
  • Denli et al., Trends Biochem. Sci., 28:196, 2003.
  • Didenko, Biotechniques, 31(5):1106-16, 1118, 1120-1, 2001.
  • Duxbury et al., Br. J. Cancer, 91(7)1384-1390, 2004.
  • Emptage et al,: Neuron, 2001 January; 29(1):197-208, 2001.
  • EP 266,032
  • EP 373 203
  • EP 785 280
  • EP 799 897
  • Esquela-Kerscher and Slack, Nat Rev Cancer, 6(4):259-269, 2006.
  • Fodor et al., Science, 251:767-777, 1991.
  • Freelove and Walling, Am. Fam. Physician, 73(3):485-492, 2006.
  • Friess et al., Gastroenterology, 113(3):904-913, 1997.
  • Froehler et al., Nucleic Acids Res., 14(13):5399-5407, 1986.
  • Gillam et al., J. Biol. Chem., 253:2532, 1978.
  • Gillam et al., Nucleic Acids Res., 6:2973, 1979.
  • Griffey et al., J Mass Spectrom, 32(3):305-13, 1997.
  • Griffiths-Jones et al., Nucleic Acids Res., 34 (Database Issue):D140-D144, 2006.
  • He et al., Proc. Natl. Acad. Sci. USA, 102(52):19075-19080, 2005.
  • Hollingsworth et al., Int. J. Cancer, 57(2):198-203, 1994.
  • Huber et al., Bioinformatics, 18:Suppl 1:S96-104, 2002.
  • Itakura and Riggs, Science, 209:1401-1405, 1980.
  • Itakura et al., J. Biol. Chem., 250:4592, 1975.
  • Jemal et al., CA Cancer J. Clin., 56(2):106-130, 2006.
  • Jhala et al., Am. J. Clin. Pathol. 126(4):572-579, 2006.
  • Khorana, Science, 203, 614, 1979.
  • Kleeff et al., Oncogene, (39):5363-5372, 1999.
  • Klostermeier and Millar, Biopolymers, 61(3):159-79, 2001-2002.
  • Kornberg and Baker, In: DNA Replication, 2d Ed., Freeman, San Francisco, 1992.
  • Lagos-Quintana et al., Science, 294(5543):853-858, 2001.
  • Lau et al., Science, 294(5543):858-862, 2001.
  • Lee and Ambros, Science, 294(5543):862-864, 2001.
  • Lee et al., EMBO J. 21:4663-70, 2002.
  • Lopes et al., Int. J. Cancer, 120(11):2344-2352, 2007
  • Lu et al., Nature, 435(7043):834-838, 2005.
  • Monti et al., Virchows Arch., 445(3):236-247, 2004.
  • Olsen et al., Dev. Biol., 216:671, 1999.
  • Sambrook et al., In: DNA microaarays: a molecular cloning manual, Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y., 2003.
  • Sambrook et al., In: Molecular cloning: a laboratory manual, 2nd Ed., Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y., 1989.
  • Sambrook et al., In: Molecular cloning: a laboratory manual, 3rd Ed., Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y., 2001.
  • Seggerson et al., Dev. Biol., 243:215, 2002.
  • Shimzu et al., Arch. Pathol. Lab. Med., 114(2):195-200, 1990.
  • U.K. Patent 8 803 000
  • U.K. Patent 1,529,202
  • WO 0168255
  • WO 03020898
  • WO 03022421
  • WO 03023058
  • WO 03029485
  • WO 03040410
  • WO 03053586
  • WO 03066906
  • WO 03067217
  • WO 03076928
  • WO 03087297
  • WO 03091426
  • WO 03093810
  • WO 03100448A1
  • WO 04020085
  • WO 04027093
  • WO 09923256
  • WO 09936760
  • WO 93/17126
  • WO 95/11995
  • WO 95/21265
  • WO 95/21944
  • WO 95/21944
  • WO 95/35505
  • WO 96/31622
  • WO 97/10365
  • WO 97/27317
  • WO 9743450
  • WO 99/35505
  • WO0138580
  • WO03100012
  • Xu et al., Curr. Biol., 13:790-795, 2003.

Claims
  • 1. A method for diagnosing a condition in a patient comprising measuring an expression profile of one or more miRNAs in a sample from the patient, wherein a difference in the expression profile in the sample from the patient and an expression profile of a normal sample is indicative of a pathological condition; wherein the miRNA is: hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-103, hsa-miR-106a, hsa-miR-106b, hsa-miR-107, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-140, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-154, hsa-miR-155, hsa-miR-15b, hsa-miR-17-5p, hsa-miR-18a, hsa-miR-181b, hsa-miR-182, hsa-miR-186, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27a, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-331, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-93, hsa-miR-95, hsa-miR-96, hsa-miR-98, hsa-miR-99a, hsa-miR-99b, hsa-miR-452, hsa-miR-494, hsa-miR-497, miR-205, or ambi-miR-7105.
  • 2. The method of claim 1, where the miRNA is one or more of miR-205, miR-29c, miR-216, miR-217, miR-375, miR-143, miR-145, miR-146a, miR-148a, miR-196b, miR-93, miR-96, miR-31, miR-210, miR-148b, miR-196a, miR-141, miR-18a, miR-203, miR-150, miR-155, miR-130b, miR-221, miR-222, miR-223, or miR-224.
  • 3. The method of claim 2, wherein the miRNA is miR-196a, miR-217, or both miR-196a and miR-217.
  • 4. The method of claim 1, wherein differential expression of one or more miRNA is indicative of pancreatitis, wherein the miRNA is hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-18a, hsa-miR-182, hsa-miR-186, hsa-miR-199a hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-222, hsa-miR-223, hsa-miR-24, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-376a, hsa-miR-429, hsa-miR-95, hsa-miR-96, hsa-miR-98, hsa-miR-99a, hsa-miR-497, or ambi-miR-7105.
  • 5. The method of claim 1, wherein an increase in expression of one or more miRNA in a patient sample is indicative of pancreatitis, wherein the miRNA is hsa-let-7i, hsa-miR-100, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-150, hsa-miR-18a, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-210, hsa-miR-214, hsa-miR-222, hsa-miR-223, hsa-miR-24, hsa-miR-31, hsa-miR-99a, or hsa-miR-497.
  • 6. The method of claim 1, wherein a decrease in expression of one or more miRNA in a patient sample is indicative of pancreatitis, wherein the miRNA is hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-miR-101, hsa-miR-130a, hsa-miR-130b, hsa-miR-141, hsa-miR-148a, hsa-miR-148b, hsa-miR-182, hsa-miR-186, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-216, hsa-miR-217, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-376a, hsa-miR-429, hsa-miR-95, hsa-miR-96, hsa-miR-98, or ambi-miR-7105.
  • 7. The method of claim 1, wherein differential expression of one or more miRNA is indicative of pancreatic cancer, wherein the miRNA is hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-103, hsa-miR-106b, hsa-miR-107, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-140, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-154, hsa-miR-155, hsa-miR-18a, hsa-miR-181b, hsa-miR-182, hsa-miR-186, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-99a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-26a, hsa-miR-26b, hsa-miR-27a, hsa-miR-27b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-331, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-93, hsa-miR-95, hsa-miR-96, hsa-miR-99b, hsa-miR-452, hsa-miR-494, hsa-miR-497, miR-205, or ambi-miR-7105.
  • 8. The method of claim 1, wherein an increase in expression of one or more miRNA is indicative of pancreatic cancer, wherein the miRNA is hsa-let-7i, hsa-miR-100, hsa-miR-103, hsa-miR-106b, hsa-miR-107, hsa-miR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-140, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-150, hsa-miR-155, hsa-miR-18a, hsa-miR-181b, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-27a, hsa-miR-31, hsa-miR-331, hsa-miR-93, hsa-miR-99b, hsa-miR-452, hsa-miR-497, or ambi-miR-7105.
  • 9. The method of claim 1, wherein a decrease in expression of one or more miRNA is indicative of pancreatic cancer, wherein the miRNA is hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-miR-101, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-141, hsa-miR-148a, hsa-miR-148b, hsa-miR-154, hsa-miR-182, hsa-miR-186, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-216, hsa-miR-217, hsa-miR-26a, hsa-miR-26b, hsa-miR-27b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-95, hsa-miR-96, or hsa-miR-494.
  • 10. The method of claim 1, wherein pancreatitis is distinguished from pancreatic cancer by differential expression of one or more hsa-let-7b, hsa-let-7e, hsa-miR-103, hsa-miR-106a, hsa-miR-106b, hsa-miR-107, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-141, hsa-miR-146a, hsa-miR-148a, hsa-miR-154, hsa-miR-155, hsa-miR-15b, hsa-miR-17-5p, hsa-miR-18a, hsa-miR-181b, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a-AS, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-25, hsa-miR-27a, hsa-miR-28, hsa-miR-29a, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-5p, hsa-miR-331, hsa-miR-368, hsa-miR-375, hsa-miR-377, hsa-miR-379, hsa-miR-93, hsa-miR-452, hsa-miR-494, hsa-miR-497, or ambi-miR-7105.
  • 11. The method of claim 1, further comprising measuring an expression profile of one or more mRNA whose expression level is correlated with a diseased condition of the pancreas.
  • 12. The method of claim 11, wherein the mRNA measured is selected from the group comprising carcinoembryonic antigen-related cell adhesion molecule 6 mRNA, survivin mRNA, mucin 4 mRNA, and urokinase plasminogen activator receptor mRNA.
  • 13. (canceled)
  • 14. The method of claim 1, wherein the sample is a tissue, a blood, a serum, a plasma, or a pancreatic juice sample.
  • 15. The method of claim 14, wherein the sample is fresh, frozen, fixed, or embedded.
  • 16. The method of claim 1, wherein the sample from the patient and the normal sample are pancreatic samples.
  • 17. The method of claim 1, wherein the pathological condition is a non-cancerous condition.
  • 18. The method of claim 17, wherein the non-cancerous condition is chronic pancreatitis.
  • 19. The method of claim 1, wherein the pathological condition is a cancerous condition.
  • 20. The method of claim 19, wherein the pathological condition is pancreatic cancer.
  • 21. The method of claim 20, wherein the pancreatic cancer is pancreatic ductal adenocarcinoma (PDAC).
  • 22. The method of claim 1, further comprising obtaining a sample from the patient.
  • 23.-28. (canceled)
  • 29. The method of claim 1, wherein expression of the miRNA is determined by an amplification assay or a hybridization assay.
  • 30. (canceled)
  • 31. (canceled)
  • 32. (canceled)
  • 33. (canceled)
  • 34. A method of treating a pancreatic condition by contacting a pancreatic cell with one or more nucleic acid comprising a miRNA sequence, wherein expression of an endogenous miRNA is modulated in the pancreatic cell; where the miRNA sequence is at least 85% identical to one or more of hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-103, hsa-miR-106a, hsa-miR-106b, hsa-miR-107, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-140, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-154, hsa-miR-155, hsa-miR-15b, hsa-miR-17-5p, hsa-miR-18a, hsa-miR-181b, hsa-miR-182, hsa-miR-186, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27a, hsa-miR-27b, hsa-miR-28, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-331, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-93, hsa-miR-95, hsa-miR-96, hsa-miR-98, hsa-miR-99a, hsa-miR-99b, hsa-miR-452, hsa-miR-494, hsa-miR-497, miR-205, or ambi-miR-7105.
  • 35. (canceled)
  • 36. (canceled)
  • 37. The method of claim 34, further comprising administering a second therapy.
  • 38.-41. (canceled)
  • 42. A method for treating pancreatic ductal adenocarcinoma in a subject comprising administering to the subject an effective amount of one or more synthetic miRNA molecules or inhibitors having a nucleic acid segment having at least 80% nucleic acid sequence identity to hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-100, hsa-miR-101, hsa-miR-103, hsa-miR-106b, hsa-miR-107, hsa-iR-10a, hsa-miR-125a, hsa-miR-125b, hsa-miR-130a, hsa-miR-130b, hsa-miR-134, hsa-miR-140, hsa-miR-141, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-148a, hsa-miR-148b, hsa-miR-150, hsa-miR-154, hsa-miR-155, hsa-miR-18a, hsa-miR-181b, hsa-miR-182, hsa-miR-186, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-19a, hsa-miR-19b, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-216, hsa-miR-217, hsa-miR-221, hsa-miR-222, hsa-miR-223, hsa-miR-224, hsa-miR-23a, hsa-miR-24, hsa-miR-26a, hsa-miR-26b, hsa-miR-27a, hsa-miR-27b, hsa-miR-29c, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30d, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-331, hsa-miR-335, hsa-miR-365, hsa-miR-368, hsa-miR-374, hsa-miR-375, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-429, hsa-miR-93, hsa-miR-95, hsa-miR-96, hsa-miR-99b, hsa-miR-452, hsa-miR-494, hsa-miR-497, miR-205, or ambi-miR-7105.
  • 43.-51. (canceled)
Parent Case Info

This application claims priority to U.S. provisional patent application Ser. No. 60/826,173 entitled “MicroRNAs differentially expressed in pancreatic diseases and uses thereof”, filed Sep. 19, 2006, which is incorporated herein by reference in its entirety.

Provisional Applications (1)
Number Date Country
60826173 Sep 2006 US