The Sequence Listing associated with this application is provided in XML format and is hereby incorporated by reference into the specification. The name of the XML file containing the Sequence Listing is 21033PCT.xml. The XML file is 2310 KB, was created on Aug. 15, 2022, and is being submitted electronically via the USPTO patent electronic filing system.
Antisense oligonucleotides (ASOs) are promising therapeutics being developed to treat diseases. ASOs were historically designed as single stranded nucleobase polymers to hybridize to a mRNA target, thereby reducing protein expression, e.g., by recruiting RNase H to cleave the mRNA. However, single stranded ASOs may induce unwanted side effects in nontargeted tissues or cells. Thus, there is a need to identify improved methods for targeted delivery of ASOs.
References cited herein are not an admission of prior art.
This disclosure relates to conditional double stranded antisense oligonucleotides and uses in managing diseases and conditions. In certain embodiments, the conditional double stranded antisense oligonucleotides are non-naturally occurring double stranded nucleobase polymer complexes comprising a first strand and a second strand, wherein the first strand is an antisense oligonucleotide connected to a segment that is partially identical to cell specific RNA, e.g., microRNA, and the second strand is a locking strand configured to release the first strand when in the presence of the cells specific RNA; thus, releasing the antisense oligonucleotide to alter the expression or degradation of a nucleic acid targeted by the antisense oligonucleotide in a manner limited to cells that express a specific RNA. In certain embodiments, the second strand contains a single stranded toehold segment that is designed to bind to the cell specific RNA facilitating the release of the first strand.
In certain embodiments, the conditional double stranded antisense oligonucleotides are non-naturally occurring double stranded nucleobase polymer complexes comprising a first strand comprising, a first domain with a first segment of a cell specific RNA and a second domain that is complementary to a segment of target RNA; and a second strand comprising, a first domain that is complementary to the second domain of the first strand, a second domain that is complementary to the first domain of the first strand, and a third domain that is complementary to a second segment of the cell specific RNA, wherein the third domain is not complementary to the first strand providing a single stranded toehold segment.
In certain embodiments, between the first domain of the first strand and the second domain of the first strand is one or more nucleobases that do not base pair with the second strand providing a bulge.
In certain embodiments, the cell specific RNA is microRNA. In certain embodiments, the cell specific RNA is hepatocyte-specific miRNA, miR-122. In certain embodiments, the target RNA is messenger RNA. In certain embodiments, the target RNA is HIF1alpha messenger RNA.
In certain embodiments, this disclosure contemplates a conditional double stranded antisense oligonucleotide disclosed herein comprising or conjugated to a label.
In certain embodiments, this disclosure contemplates a particle comprising a conditional double stranded antisense oligonucleotide disclosed herein.
In certain embodiments, this disclosure contemplates a pharmaceutical composition comprising conditional double stranded antisense oligonucleotide or particle comprising the same as disclosed herein and a pharmaceutically acceptable excipient.
In certain embodiments, this disclosure relates to methods of treating a disease or condition associated with target nucleic acid/RNA overexpression in a cell characterized by cell specific nucleic acid/RNA expression comprising administering to a subject in need thereof an effective amount of a double stranded nucleobase polymer complex or particle thereof as disclosed herein.
In certain embodiments, this disclosure relates to the production of a medicament for use in treating a disease or condition associated with target nucleic acid/RNA overexpression in a cell characterized by cell specific nucleic acid/RNA expression as disclosed herein.
Before the present disclosure is described in greater detail, it is to be understood that this disclosure is not limited to particular embodiments described, and as such may, of course, vary. It is also to be understood that the terminology used herein is for the purpose of describing particular embodiments only, and is not intended to be limiting, since the scope of the present disclosure will be limited only by the appended claims.
Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this disclosure belongs. Although any methods and materials similar or equivalent to those described herein can also be used in the practice or testing of the present disclosure, the preferred methods and materials are now described.
All publications and patents cited in this specification are herein incorporated by reference as if each individual publication or patent were specifically and individually indicated to be incorporated by reference and are incorporated herein by reference to disclose and describe the methods and/or materials in connection with which the publications are cited.
As will be apparent to those of skill in the art upon reading this disclosure, each of the individual embodiments described and illustrated herein has discrete components and features which may be readily separated from or combined with the features of any of the other several embodiments without departing from the scope or spirit of the present disclosure. Any recited method can be carried out in the order of events recited or in any other order that is logically possible.
Embodiments of the present disclosure will employ, unless otherwise indicated, techniques of medicine, organic chemistry, biochemistry, molecular biology, pharmacology, and the like, which are within the skill of the art. Such techniques are explained fully in the literature.
The term “embodiment” refers to an example and does not infer that an invention is necessary limited to such example.
It must be noted that, as used in the specification and the appended claims, the singular forms “a,” “an,” and “the” include plural referents unless the context clearly dictates otherwise. In this specification and in the claims that follow reference will be made to a number of terms that shall be defined to have the following meanings unless a contrary intention is apparent.
As used in this disclosure and claim(s), the words “comprising” (and any form of comprising, such as “comprise” and “comprises”), “including” (and any form of including, such as “includes” and “include”) or “containing” (and any form of containing, such as “contains” and “contain”) have the meaning ascribed to them in U.S. Patent law in that they are inclusive or open-ended and do not exclude additional, unrecited elements or method steps.
“Consisting essentially of” or “consists of” or the like, when applied to methods and compositions encompassed by the present disclosure refers to compositions like those disclosed herein that exclude certain prior art elements to provide an inventive feature of a claim, but which may contain additional composition components or method steps, etc., that do not materially affect the basic and novel characteristic(s) of the compositions or methods.
The term “comprising” in reference to a nucleic acid having a nucleotide sequence refers a nucleotide that may contain additional 5′-end or 3′-end nucleotides, i.e., the term is intended to include the nucleic acid sequence within a larger sequence. The term “consisting of” in reference to a nucleic acid having a nucleotide sequence refers a nucleic acid having the exact number of nucleotides in the sequence and not more or having not more than a rage of nucleotides expressly specified in the claim. In certain embodiments, the disclosure contemplates that the “5′-end” of a nucleic acid may consist of a nucleotide sequence,” which refers to the 5′-end of the nucleic acid having the exact number of nucleotides in the sequence and not more or having not more than a rage of nucleotides specified in the claim; however, the 3′-end may be connected to additional nucleotides, e.g., as part of a larger nucleic acid. In certain embodiments, the disclosure contemplates that the “3′-end” of a nucleic acid may consist of a nucleotide sequence,” which refers to the 3′-end of the nucleic acid having the exact number of nucleotides in the sequence and not more or having not more than a rage of nucleotides specified in the claim; however, the 5′-end may be connected to additional nucleotides, e.g., as part of a larger nucleic acid.
The term “inserting” into a cell refers to the process of introducing nucleobase polymers, nucleic acids, DNA, or RNA into the cytosol/cytoplasm of cells e.g., eukaryotic somatic cells, bypassing the cellular membrane. Phosphate backbones of DNA and RNA are negatively charged molecules and cell membranes are negatively charged. Thus, nucleic acids typically do not spontaneously pass-through cellular membranes. A variety of techniques are known in the art to move extracellular nucleic acid inside cells. Inserting nucleic acids into cells can be accomplished by mechanical means, e.g., microneedles/microinjection, electroporation, chemical, or biomolecular means, e.g., surrounding the nucleic acid in recombinant viral particles that release the interior components after cellular fusion and entry.
Cellular “transfection” refers to is the process of introducing nucleic acids into cells by chemical mechanism that interact with bilayer membranes. For example, calcium phosphate and diethylaminoethyl (DEAE)-dextran and cationic lipid-based reagents are able to coat nucleic acids, enabling the complexes of DNA:transfection reagents to cross cell membranes These complexes may be integrated into lipids formations/artificial liposomes. Cationic lipids are typically mixed with neutral lipids such as L-dioleoyl phosphatidylethanolamine to enhance fusion with lipid bilayers.
The term “specific binding agent” refers to a molecule, such as a protein, antibody, or nucleic acid, that binds a target molecule with a greater affinity than other random molecules, proteins, or nucleic acids. Examples of specific binding agents include antibodies that bind an epitope of an antigen or a receptor which binds a ligand. “Specifically binds” refers to the ability of a specific binding agent (such as an ligand, receptor, enzyme, nucleic acid, antibody or binding region/fragment thereof) to recognize and bind a target molecule such that its affinity (as determined by, e.g., affinity ELISA or other assays) is at least 10 times as great, but optionally 50 times as great, 100, 250 or 500 times as great, or even at least 1000 times as great or more as the affinity of the same for any other random molecule, nucleic acid, or polypeptide.
As used herein, the term “conjugated” refers to linking molecular entities through covalent bonds, or by other specific binding interactions, such as due to hydrogen bonding and other van der Walls forces. The force to break a covalent bond is high, e.g., about 1500 pN for a carbon-to-carbon bond. The force to break a combination of strong protein interactions is typically a magnitude less, e.g., biotin to streptavidin is about 150 pN. Thus, a skilled artisan would understand that conjugation must be strong enough to bind molecular entities in order to implement the intended results.
A “linking group” refers to any variety of covalent molecular arrangements that can be used to bridge to molecular moieties together. An example formula may be —Rn— wherein R is selected individually and independently at each occurrence as: —CRnRn—, —CHRn—, —CH—, —C—, —CH2—, —C(OH)Rn, —C(OH)(OH)—, —C(OH)H, —C(Hal)Rn—, —C(Hal)(Hal)-, —C(Hal)H—, —C(N3)Rn—, —C(CN)Rn—, —C(CN)(CN)—, —C(CN)H—, —C(N3)(N3)—, —C(N3)H—, —O—, —S—, —N—, —NH—, —NRn—, (C═O)—, —(C═NH)—, —(C═S)—, —(C═CH2)—, which may contain single, double, or triple bonds individually and independently between the R groups. If an R is branched with an Rn it may be terminated with a group such as —CH3, —H, —CH═CH2, —CCH, —OH, —SH, —NH2, —N3, —CN, or -Hal, or two branched Rs may form an aromatic or non-aromatic cyclic structure. It is contemplated that in certain instances, the total Rs or “n” may be less than 100 or 50 or 25 or 10. Examples of linking groups include bridging alkyl groups and alkoxyalkyl groups.
A “label” refers to a detectable compound or composition that is conjugated directly or indirectly to another molecule, such as an antibody or a protein, to facilitate detection of that molecule. Specific, non-limiting examples of labels include fluorescent tags, enzymatic linkages, and radioactive isotopes. In one example, a peptide “label” refers to incorporation of a heterologous polypeptide in the peptide, wherein the heterologous sequence can be identified by a specific binding agent, antibody, or bind to a metal such as nickel/nitrilotriacetic acid, e.g., a poly-histidine sequence. Specific binding agents and metals can be conjugated to solid surfaces to facilitate purification methods. A label includes the incorporation of a radiolabeled amino acid or the covalent attachment of biotinyl moieties to a polypeptide that can be detected by marked avidin (for example, streptavidin containing a fluorescent marker or enzymatic activity that can be detected by optical or colorimetric methods). Various methods of labeling polypeptides and glycoproteins are known in the art and may be used. Examples of labels for polypeptides include, but are not limited to, the following: radioisotopes or radionucleotides (such as 35S or 131I) fluorescent labels (such as fluorescein isothiocyanate (FITC), rhodamine, lanthanide phosphors), enzymatic labels (such as horseradish peroxidase, beta-galactosidase, luciferase, alkaline phosphatase), chemiluminescent markers, biotinyl groups, predetermined polypeptide epitopes recognized by a secondary reporter (such as a leucine zipper pair sequences, binding sites for secondary antibodies, metal binding domains, epitope tags), or magnetic agents, such as gadolinium chelates. In some embodiments, labels may be attached by spacer arms of various lengths to reduce potential steric hindrance.
A “fluorescent tag” or “fluorescent dye” refers to a compound that can re-emit electromagnetic radiation upon excitation with electromagnetic radiation (e.g., ultraviolet light) of a different wavelength. Typically, the emitted light has a longer wavelength (e.g., in visible spectrum) than the absorbed radiation. As the emitted light typically occurs almost simultaneously, i.e., in less than one second, when the absorbed radiation is in the invisible ultraviolet region of the spectrum, the emitted light may be in the visible region resulting in a distinctive identifiable color signal. Small molecule fluorescent tags typically contain several combined aromatic groups, or planar or cyclic molecules with multiple interconnected double bonds. Chen et al. report a variety of fluorescent tags that can be viewed across the visible spectrum. Nature Biotechnology, 2019, 37, 1287-1293. The term “fluorescent tag” is intended to include compounds of larger molecular weight such as natural fluorescent proteins, e.g., green fluorescent protein (GFP) and phycobiliproteins (PE, APC), and fluorescence particles such as quantum dots, e.g., preferably having 2-10 nm diameter.
The term “nucleobase polymer” refers to a polymer comprising nitrogen containing aromatic or heterocyclic bases that bind to naturally occurring nucleic acids through hydrogen bonding otherwise known as base pairing. A typical nucleobase polymer is a nucleic acid, RNA, DNA, or chemically modified form thereof. A nucleobase polymer may contain DNA or RNA or a combination of DNA or RNA nucleotides or may be single or double stranded or both, e.g., they may contain overhangs, hairpins, bends, etc. Nucleobase polymers may contain naturally occurring or synthetically modified bases and backbones.
With regard to the nucleobases, it is contemplated that the term encompasses isobases, otherwise known as modified bases, e.g., are isoelectronic or have other substitutes configured to mimic naturally occurring hydrogen bonding base-pairs. Examples of nucleotides with modified adenosine or guanosine include, but are not limited to, hypoxanthine, xanthine, 7-methylguanine. Examples of nucleotides with modified cytidine, thymidine, or uridine include 5,6-dihydrouracil, 5-methylcytosine, 5-hydroxymethylcytosine. Contemplated isobases include 2′-deoxy-5-methylisocytidine (iC) and 2′-deoxy-isoguanosine (iG) (see U.S. Pat. Nos. 6,001,983; 6,037,120; 6,617,106; and 6,977,161). Within any of the sequences disclosed herein U may be substituted for T, or T may be substituted for U. U is one of the four nucleobases in the nucleic acid RNA. In DNA, the uracil (U) nucleobase is replaced by thymine (T). Uracil is a demethylated form of thymine. Thus, from a structural standpoint natural RNA is distinct from DNA due to the presence of a 2′ hydroxy on the ribose unit and demethylated thymine bases.
Nucleobase polymers may be chemically modified, e.g., within the sugar backbone or on the 5′ or 3′ ends. The nucleobase polymers can be modified, for example, with 2′-amino, 2′-O-allyl, 2′-fluoro, 2′-O-methyl, 2′-methyl, 2′-H of the ribose ring, or a locked nucleic acid. Locked nucleic acid (LNA) refers to oligonucleotides that contain one or more nucleobases in which an extra methylene bridge fixes the confirmation sugar moiety, e.g., in the C3′-endo (beta-D-LNA) or C2′-endo (alpha-L-LNA) conformation of ribose. Using locked nucleic acids within a nucleobase polymer typically increases the specific binding between a double stranded complex. In certain embodiments, the nucleobase polymer comprises locked monomers of 1-(hydroxymethyl)-2,5-dioxabicyclo[2.2.1]heptan-7-ol. In certain embodiments, nucleobase polymers are contemplated to comprise phosphorodiamidate morpholino oligomers (PMO).
In certain embodiments, nucleobase polymers disclosed herein may contain monomers of phosphodiester, phosphorothioate, methylphosphonate, phosphorodiamidate, piperazine phosphorodiamidate, ribose, 2′-O-methy ribose, 2′-O-methoxyethyl ribose, 2′-methyl ribose, 2′-fluororibose, deoxyribose, 1-(hydroxymethyl)-2,5-dioxabicyclo[2.2.1]heptan-7-ol, P-(2-(hydroxymethyl)morpholino)-N,N-dimethylphosphonamidate, morpholin-2-ylmethanol, (2-(hydroxymethyl)morpholino)(piperazin-1-yl)phosphinate, or peptide nucleic acids or combinations thereof.
Conditional Antisense Oligonucleotide Triggered by miRNA
Antisense oligonucleotides (ASOs) are an emerging class of promising therapeutics which function by down regulating disease-related RNA. However, like all other oligonucleotide therapeutics, ASOs lack specificity to desired cell subtypes or tissues, which might induce unwanted effects in nontargeted tissues or cells. To provide finer control of ASO activity toward the goal of enhancing its specificity, a conditional ASO was designed that can be activated by a tissue/cell type specific transcript. The miR-122-inducible HIF1α ASO conditionally inhibits HIF1α in the presence of a hepatocyte-specific miRNA, miR-122, via toehold exchange reaction. The effect of conformation, thermostability, and chemical composition of the conditional ASO on its spontaneous activation and miR-122 triggered activation were evaluated. Knockdown of HIF1α expression by the conditional ASO upon triggering is demonstrated by both synthetic miR-122 mimic and endogenous miR-122 in vitro. The HIF1α knockdown mediated by the conditional ASO is due to separation and re-hybridization of the duplex, depending on toehold binding and miR-122 levels. The design principle of miRNA inducible ASO provides a method for developing other disease or tissue specific transcript inducible ASOs to enhance specificity and enhance controllability and safety of oligonucleotide therapeutics. Utilization of intracellular markers for controlling activity of ASOs expand the targeting competency to a broader range of clinical indications and provide better control over ASOs therapeutics.
To control oligonucleotide-mediated activity, a complementary sequence with high affinity against the oligonucleotide can be hybridized to it; thus, blocking its ability to bind the mRNA target, hence inhibiting its activity. ASO activity is inhibited via hybridization using a complementary sequence. De-hybridization of the duplex will rescue the ASO activity, which can be achieved via toehold-mediated displacement or exchange reaction triggered by an endogenous RNA transcript such as microRNAs (miRNAs). Expression of microRNAs change dynamically at different developmental and disease stages as well as in specific tissues and cell types. Here, miRNAs are contemplated as endogenous triggers to control ASO activity and enable mRNA knockdown in specific cell types or tissues.
Liver-specific microRNA (miR-122) triggers activation of a conditional HIF1α ASO reported herein. MicroRNA-122 is primarily expressed in hepatocytes and makes up to 70% and 52% of the total hepatic miRNA pool in adult mouse and human, respectively. HIF1α is a transcription factor that is related to diverse human diseases, such as cancer and cardiovascular diseases. However, because HIF1α is involved in a variety of cell activities and plays protective roles in wound healing and repairing acute injury as well as regulating neo-angiogenesis and tissue vascularization, systemically inhibiting of HIF1α may lead to side effects. Therefore, conditional regulation of HIF1α in targeted tissue or specific cell types could be beneficial.
A library of conditional ASOs were created and characterized. The library was tested to identify the design features that result in the most selective triggering of the ASO. The role of duplex architecture was investigated, including the length and spatial arrangement of single and double stranded domains, thermostability and chemical composition of the conditional ASO. Activation of the conditional ASOs were demonstrated by both a synthetic oligonucleotide mimicking miR-122 and endogenous miR-122 in vitro. The design principles of the conditional ASO discovered herein provide insights for the development of specific transcript inducible ASOs to enhance specificity of oligonucleotide therapeutics.
The main advantage of this design is the enhancement in specificity: allowing therapeutic oligonucleotides to exclusively down regulate gene expression transiently in a cell-type specific manner. Conditional ASO will be most desirable when target mRNAs are broadly expressed across many cell types but where selective inhibition would be desirable.
In addition to miRNAs, other cellular RNAs can be also used to trigger the conditional ASOs. Herein, miRNA was used as a trigger because of its expression is highly regulated in certain cell types and disease conditions, and because of its innate functions in binding to complementary nucleic acids. Conditional oligonucleotides can be delivered with other commonly used delivery methods, such as lipid conjugation, spherical nucleic acids, and other nanomaterial delivery vehicles, to facilitate cellular internalization.
Because dehybridization may occur for double-stranded conditional ASOs due to gradual dilution, bridging the 3′ terminus of the pM-ASO strand and the 5′ end of the locking strand could potentially reduce spontaneous activation, and provide reversibility of the conditional ASOs.
In certain embodiments, conditional double stranded antisense oligonucleotides are non-naturally occurring double stranded nucleobase polymer complexes comprising a first strand and a second strand, wherein the first strand is an antisense oligonucleotide connected to a segment that is partially identical to cell specific RNA, e.g., microRNA, and the second strand is a locking strand configured to release the first strand when in the presence of the cell specific RNA; thus, releasing the antisense oligonucleotide to alter the expression or degradation of a nucleic acid targeted by the antisense oligonucleotide in a manner limited to cells that express a specific RNA. In certain embodiments, the second strand contains a single stranded toehold segment that is designed to bind to the cell specific RNA facilitating the release of the first strand.
In certain embodiments, conditional double stranded antisense oligonucleotides are as illustrated in
In certain embodiments, between the first domain of the first strand and the second domain of the first strand is one or more nucleobases that do not base pair with the second strand providing a bulge. In certain embodiments, the one or more nucleobases that do not base pair with the second strand are one, two, three, four, five or more nucleobases.
In certain embodiments, the after the second domain of the second strand there are one or more nucleobases that do not base pair with the second domain of the first strand providing a single stranded toehold segment on the 3′ end of the second strand.
In certain embodiments, the first domain of the first strand is on the 5′ end of the first strand. In certain embodiments, the second domain of the first strand is on the 3′ end of the first strand. In certain embodiments, the first domain of the second strand is on the 5′ end of the second strand. In certain embodiments, the second domain of the second strand is on the 3′ end of the first domain of the second strand. In certain embodiments, the third domain of the second strand is on the 3′ end of the second strand.
In certain embodiments, the cell specific RNA is microRNA. In certain embodiments, the cell specific RNA is hepatocyte-specific miRNA, miR-122. In certain embodiments, the microRNA is selected from: hsa-miR-576-3p (SEQ ID NO: 20), hsa-miR-140-5p (SEQ ID NO: 21), hsa-miR-522-5p (SEQ ID NO: 22), hsa-miR-1298-5p (SEQ ID NO: 23), hsa-miR-133a-3p (SEQ ID NO: 24), hsa-miR-4743-3p (SEQ ID NO: 25), hsa-miR-557 (SEQ ID NO: 26), hsa-miR-548ao-3p (SEQ ID NO: 27), hsa-miR-4649-5p (SEQ ID NO: 28), hsa-miR-5088-5p (SEQ ID NO: 29), hsa-miR-665 (SEQ ID NO: 30), hsa-miR-3622b-3p (SEQ ID NO: 31), hsa-miR-4493 (SEQ ID NO: 32), hsa-miR-1250-5p (SEQ ID NO: 33), hsa-miR-3622a-5p (SEQ ID NO: 34), hsa-miR-381-3p (SEQ ID NO: 35), hsa-miR-4709-3p (SEQ ID NO: 36), hsa-miR-6738-5p (SEQ ID NO: 37), hsa-miR-374b-3p (SEQ ID NO: 38), hsa-miR-7159-5p (SEQ ID NO: 39), hsa-miR-6874-3p (SEQ ID NO: 40), hsa-miR-448 (SEQ ID NO: 41), hsa-miR-548s (SEQ ID NO: 42), hsa-miR-515-5p (SEQ ID NO: 43), hsa-miR-6891-5p (SEQ ID NO: 44), hsa-miR-3940-5p (SEQ ID NO: 45), hsa-miR-431-3p (SEQ ID NO: 46), hsa-miR-103a-2-5p (SEQ ID NO: 47), hsa-miR-6832-5p (SEQ ID NO: 48), hsa-miR-6877-5p (SEQ ID NO: 49), hsa-miR-1298-3p (SEQ ID NO: 50), hsa-miR-3155a (SEQ ID NO: 51), hsa-miR-3682-5p (SEQ ID NO: 52), hsa-miR-5089-5p (SEQ ID NO: 53), hsa-miR-648 (SEQ ID NO: 54), hsa-miR-367-5p (SEQ ID NO: 55), hsa-miR-6740-5p (SEQ ID NO: 56), hsa-miR-450a-2-3p (SEQ ID NO: 57), hsa-miR-6793-3p (SEQ ID NO: 58), hsa-miR-541-5p (SEQ ID NO: 59), hsa-miR-3622a-3p (SEQ ID NO: 60), hsa-miR-6515-3p (SEQ ID NO: 61), hsa-miR-1276 (SEQ ID NO: 62), hsa-miR-6499-3p (SEQ ID NO: 63), hsa-miR-2276-3p (SEQ ID NO: 64), hsa-miR-3120-3p (SEQ ID NO: 65), hsa-miR-6780b-5p (SEQ ID NO: 66), hsa-miR-4769-5p (SEQ ID NO: 67), hsa-miR-1306-5p (SEQ ID NO: 68), hsa-miR-519b-3p (SEQ ID NO: 69), hsa-miR-489-3p (SEQ ID NO: 70), hsa-miR-23a-3p (SEQ ID NO: 71), hsa-miR-675-3p (SEQ ID NO: 72), hsa-miR-6796-5p (SEQ ID NO: 73), hsa-miR-1269a (SEQ ID NO: 74), hsa-miR-2110 (SEQ ID NO: 75), hsa-miR-483-3p (SEQ ID NO: 76), hsa-miR-4659a-3p (SEQ ID NO: 77), hsa-miR-1912-3p (SEQ ID NO: 78), hsa-miR-146a-5p (SEQ ID NO: 79), hsa-miR-1289 (SEQ ID NO: 80), hsa-miR-8485 (SEQ ID NO: 81), hsa-miR-563 (SEQ ID NO: 82), hsa-miR-425-3p (SEQ ID NO: 83), hsa-miR-4474-3p (SEQ ID NO: 84), hsa-miR-3672 (SEQ ID NO: 85), hsa-let-7a-3p (SEQ ID NO: 86), hsa-miR-5002-5p (SEQ ID NO: 87), hsa-miR-190b-3p (SEQ ID NO: 88), hsa-miR-4488 (SEQ ID NO: 89), hsa-miR-10527-5p (SEQ ID NO: 90), hsa-miR-3691-5p (SEQ ID NO: 91), hsa-miR-3688-5p (SEQ ID NO: 92), hsa-miR-532-3p (SEQ ID NO: 93), hsa-miR-4747-5p (SEQ ID NO: 94), hsa-miR-6813-3p (SEQ ID NO: 95), hsa-miR-3150b-3p (SEQ ID NO: 96), hsa-miR-6858-5p (SEQ ID NO: 97), hsa-miR-6768-3p (SEQ ID NO: 98), hsa-miR-4797-3p (SEQ ID NO: 99), hsa-miR-4684-5p (SEQ ID NO: 100), hsa-miR-4638-5p (SEQ ID NO: 101), hsa-miR-4300 (SEQ ID NO: 102), hsa-miR-6868-3p (SEQ ID NO: 103), hsa-miR-101-5p (SEQ ID NO: 104), hsa-miR-4650-3p (SEQ ID NO: 105), hsa-miR-548bc (SEQ ID NO: 106), hsa-miR-6771-3p (SEQ ID NO: 107), hsa-miR-6748-3p (SEQ ID NO: 108), hsa-miR-1248 (SEQ ID NO: 109), hsa-miR-4463 (SEQ ID NO: 110), hsa-miR-6794-5p (SEQ ID NO: 111), hsa-miR-4763-5p (SEQ ID NO: 112), hsa-miR-6132 (SEQ ID NO: 113), hsa-miR-1306-3p (SEQ ID NO: 114), hsa-miR-579-5p (SEQ ID NO: 115), hsa-miR-3917 (SEQ ID NO: 116), hsa-miR-4793-3p (SEQ ID NO: 117), hsa-miR-575 (SEQ ID NO: 118), hsa-miR-496 (SEQ ID NO: 119), hsa-miR-320c (SEQ ID NO: 120), hsa-miR-6818-3p UUGUCUCUUGUUCCUCACACAG (SEQ ID NO: 121), hsa-miR-661 (SEQ ID NO: 122), hsa-miR-3162-3p (SEQ ID NO: 123), hsa-miR-6797-5p (SEQ ID NO: 124), hsa-miR-5705 (SEQ ID NO: 125), hsa-miR-4722-5p (SEQ ID NO: 126), hsa-miR-4477a (SEQ ID NO: 127), hsa-miR-6767-3p (SEQ ID NO: 128), hsa-miR-424-3p (SEQ ID NO: 129), hsa-miR-499b-3p (SEQ ID NO: 130), hsa-miR-1277-5p (SEQ ID NO: 131), hsa-miR-1238-5p (SEQ ID NO: 132), hsa-miR-4799-5p (SEQ ID NO: 133), hsa-miR-3074-5p (SEQ ID NO: 134), hsa-miR-95-5p (SEQ ID NO: 135), hsa-miR-7157-5p (SEQ ID NO: 136), hsa-miR-4436a (SEQ ID NO: 137), hsa-miR-4634 (SEQ ID NO: 138), hsa-miR-10394-5p (SEQ ID NO: 139), hsa-miR-664b-5p (SEQ ID NO: 140), hsa-miR-4525 (SEQ ID NO: 141), hsa-miR-302c-5p (SEQ ID NO: 142), hsa-miR-486-3p (SEQ ID NO: 143), hsa-miR-449a (SEQ ID NO: 144), hsa-miR-5001-5p (SEQ ID NO: 145), hsa-miR-4765 (SEQ ID NO: 146), hsa-miR-3619-5p (SEQ ID NO: 147), hsa-miR-487b-3p (SEQ ID NO: 148), hsa-miR-766-3p (SEQ ID NO: 149), hsa-miR-7113-5p (SEQ ID NO: 150), hsa-miR-330-3p (SEQ ID NO: 151), hsa-miR-4257 (SEQ ID NO: 152), hsa-miR-4264 (SEQ ID NO: 153), hsa-miR-489-5p (SEQ ID NO: 154), hsa-miR-92b-5p (SEQ ID NO: 155), hsa-miR-6829-3p (SEQ ID NO: 156), hsa-miR-6766-3p (SEQ ID NO: 157), hsa-miR-5584-5p (SEQ ID NO: 158), hsa-miR-4710 (SEQ ID NO: 159), hsa-miR-3910 (SEQ ID NO: 160), hsa-miR-11400 (SEQ ID NO: 161), hsa-miR-10524-5p (SEQ ID NO: 162), hsa-miR-302e (SEQ ID NO: 163), hsa-miR-885-5p (SEQ ID NO: 164), hsa-miR-1282 (SEQ ID NO: 165), hsa-miR-4715-3p (SEQ ID NO: 166), hsa-miR-3124-5p (SEQ ID NO: 167), hsa-miR-103a-1-5p (SEQ ID NO: 168), hsa-miR-4750-5p (SEQ ID NO: 169), hsa-miR-191-3p (SEQ ID NO: 170), hsa-miR-6841-3p (SEQ ID NO: 171), hsa-miR-1301-5p (SEQ ID NO: 172), hsa-miR-3928-3p (SEQ ID NO: 173), hsa-miR-6799-5p (SEQ ID NO: 174), hsa-miR-20a-3p (SEQ ID NO: 175), hsa-miR-6787-3p (SEQ ID NO: 176), hsa-miR-1915-3p (SEQ ID NO: 177), hsa-miR-603 (SEQ ID NO: 178), hsa-miR-32-5p (SEQ ID NO: 179), hsa-miR-5706 (SEQ ID NO: 180), hsa-miR-6778-5p (SEQ ID NO: 181), hsa-miR-1301-3p (SEQ ID NO: 182), hsa-miR-3938 (SEQ ID NO: 183), hsa-miR-4777-5p (SEQ ID NO: 184), hsa-miR-371b-3p (SEQ ID NO: 185), hsa-miR-7112-3p (SEQ ID NO: 186), hsa-miR-370-3p (SEQ ID NO: 187), hsa-miR-574-3p (SEQ ID NO: 188), hsa-miR-4751 (SEQ ID NO: 189), hsa-miR-8071 (SEQ ID NO: 190), hsa-miR-23a-5p (SEQ ID NO: 191), hsa-miR-329-5p (SEQ ID NO: 192), hsa-miR-372-3p (SEQ ID NO: 193), hsa-miR-4479 (SEQ ID NO: 194), hsa-miR-105-3p (SEQ ID NO: 195), hsa-miR-4326 (SEQ ID NO: 196), hsa-let-7b-5p (SEQ ID NO: 197), hsa-miR-6751-5p (SEQ ID NO: 198), hsa-miR-3192-3p (SEQ ID NO: 199), hsa-miR-6856-3p (SEQ ID NO: 200), hsa-miR-6807-5p (SEQ ID NO: 201), hsa-miR-5680 (SEQ ID NO: 202), hsa-miR-6735-5p (SEQ ID NO: 203), hsa-miR-30a-5p (SEQ ID NO: 204), hsa-miR-1207-5p (SEQ ID NO: 205), hsa-miR-3189-3p (SEQ ID NO: 206), hsa-miR-4438 (SEQ ID NO: 207), hsa-miR-6844 (SEQ ID NO: 208), hsa-miR-6805-3p (SEQ ID NO: 209), hsa-miR-6880-5p (SEQ ID NO: 210), hsa-miR-302b-5p (SEQ ID NO: 211), hsa-miR-623 (SEQ ID NO: 212), hsa-miR-875-3p (SEQ ID NO: 213), hsa-miR-6869-3p (SEQ ID NO: 214), hsa-miR-657 (SEQ ID NO: 215), hsa-miR-4689 (SEQ ID NO: 216), hsa-miR-136-3p (SEQ ID NO: 217), hsa-miR-519a-3p (SEQ ID NO: 218), hsa-miR-9718 (SEQ ID NO: 219), hsa-miR-5003-3p (SEQ ID NO: 220), hsa-miR-576-5p (SEQ ID NO: 221), hsa-miR-371a-3p (SEQ ID NO: 222), hsa-miR-6762-3p (SEQ ID NO: 223), hsa-miR-586 (SEQ ID NO: 224), hsa-miR-621 (SEQ ID NO: 225), hsa-miR-6791-3p (SEQ ID NO: 226), hsa-miR-3150a-5p (SEQ ID NO: 227), hsa-miR-4436b-3p (SEQ ID NO: 228), hsa-miR-4664-5p (SEQ ID NO: 229), hsa-miR-3692-3p (SEQ ID NO: 230), hsa-miR-338-5p (SEQ ID NO: 231), hsa-miR-4693-3p (SEQ ID NO: 232), hsa-miR-543 (SEQ ID NO: 233), hsa-miR-151b (SEQ ID NO: 234), hsa-miR-211-3p (SEQ ID NO: 235), hsa-miR-7150 (SEQ ID NO: 236), hsa-miR-4445-3p (SEQ ID NO: 237), hsa-miR-96-5p (SEQ ID NO: 238), hsa-miR-5579-5p (SEQ ID NO: 239), hsa-miR-593-5p (SEQ ID NO: 240), hsa-miR-887-3p (SEQ ID NO: 241), hsa-miR-3689a-5p (SEQ ID NO: 242), hsa-miR-618 (SEQ ID NO: 243), hsa-miR-6504-3p (SEQ ID NO: 244), hsa-miR-1228-3p (SEQ ID NO: 245), hsa-miR-4282 (SEQ ID NO: 246), hsa-miR-106a-3p (SEQ ID NO: 247), hsa-miR-491-5p (SEQ ID NO: 248), hsa-miR-4685-3p (SEQ ID NO: 249), hsa-miR-548a1 (SEQ ID NO: 250), hsa-miR-6765-3p (SEQ ID NO: 251), hsa-miR-511-3p (SEQ ID NO: 252), hsa-miR-4286 (SEQ ID NO: 253), hsa-miR-627-3p (SEQ ID NO: 254), hsa-miR-644a (SEQ ID NO: 255), hsa-miR-124-5p (SEQ ID NO: 256), hsa-miR-6887-3p (SEQ ID NO: 257), hsa-miR-4449 (SEQ ID NO: 258), hsa-miR-641 (SEQ ID NO: 259), hsa-miR-1285-3p (SEQ ID NO: 260), hsa-miR-1193 (SEQ ID NO: 261), hsa-miR-3153 (SEQ ID NO: 262), hsa-miR-30a-3p (SEQ ID NO: 263), hsa-miR-4312 (SEQ ID NO: 264), hsa-miR-525-5p (SEQ ID NO: 265), hsa-miR-5006-5p (SEQ ID NO: 266), hsa-miR-203a-5p (SEQ ID NO: 267), hsa-miR-6733-3p (SEQ ID NO: 268), hsa-miR-4711-3p (SEQ ID NO: 269), hsa-miR-20b-5p (SEQ ID NO: 270), hsa-miR-5699-5p (SEQ ID NO: 271), hsa-miR-1260a (SEQ ID NO: 272), hsa-miR-5692c (SEQ ID NO: 273), hsa-miR-3161 (SEQ ID NO: 274), hsa-miR-6763-3p (SEQ ID NO: 275), hsa-miR-92a-1-5p (SEQ ID NO: 276), hsa-miR-548 h-3p (SEQ ID NO: 277), hsa-miR-4297 (SEQ ID NO: 278), hsa-miR-4457 (SEQ ID NO: 279), hsa-miR-3680-3p (SEQ ID NO: 280), hsa-miR-2392 (SEQ ID NO: 281), hsa-miR-548t-3p (SEQ ID NO: 282), hsa-miR-4784 (SEQ ID NO: 283), hsa-miR-1273c (SEQ ID NO: 284), hsa-miR-2682-3p (SEQ ID NO: 285), hsa-miR-7112-5p (SEQ ID NO: 286), hsa-miR-5690 (SEQ ID NO: 287), hsa-miR-5011-3p (SEQ ID NO: 288), hsa-miR-4431 (SEQ ID NO: 289), hsa-miR-4418 (SEQ ID NO: 290), hsa-miR-891a-5p (SEQ ID NO: 291), hsa-miR-378f (SEQ ID NO: 292), hsa-miR-183-3p (SEQ ID NO: 293), hsa-miR-3119 (SEQ ID NO: 294), hsa-miR-4640-3p (SEQ ID NO: 295), hsa-miR-3606-3p (SEQ ID NO: 296), hsa-miR-106b-5p (SEQ ID NO: 297), hsa-miR-4712-5p (SEQ ID NO: 298), hsa-miR-379-5p (SEQ ID NO: 299), hsa-miR-4678 (SEQ ID NO: 300), hsa-miR-3126-5p (SEQ ID NO: 301), hsa-miR-6069 (SEQ ID NO: 302), hsa-miR-1255b-5p (SEQ ID NO: 303), hsa-miR-6715a-3p (SEQ ID NO: 304), hsa-miR-4276 (SEQ ID NO: 305), hsa-miR-6812-3p (SEQ ID NO: 306), hsa-miR-4680-3p (SEQ ID NO: 307), hsa-let-7g-5p (SEQ ID NO: 308), hsa-miR-4757-3p (SEQ ID NO: 309), hsa-miR-4731-3p (SEQ ID NO: 310), hsa-miR-4645-5p (SEQ ID NO: 311), hsa-miR-4304 (SEQ ID NO: 312), hsa-miR-3658 (SEQ ID NO: 313), hsa-miR-4511 (SEQ ID NO: 314), hsa-miR-197-5p (SEQ ID NO: 315), hsa-miR-34b-3p (SEQ ID NO: 316), hsa-miR-6846-5p (SEQ ID NO: 317), hsa-miR-580-5p (SEQ ID NO: 318), hsa-miR-519e-5p (SEQ ID NO: 319), hsa-miR-106a-5p (SEQ ID NO: 320), hsa-miR-6715b-3p (SEQ ID NO: 321), hsa-miR-494-5p (SEQ ID NO: 322), hsa-miR-12124 (SEQ ID NO: 323), hsa-miR-4714-5p (SEQ ID NO: 324), hsa-miR-599 (SEQ ID NO: 325), hsa-miR-5697 (SEQ ID NO: 326), hsa-miR-216b-3p (SEQ ID NO: 327), hsa-miR-3692-5p (SEQ ID NO: 328), hsa-miR-4682 (SEQ ID NO: 329), hsa-miR-4519 (SEQ ID NO: 330), hsa-miR-6801-5p (SEQ ID NO: 331), hsa-miR-548v (SEQ ID NO: 332), hsa-miR-3661 (SEQ ID NO: 333), hsa-miR-4791 (SEQ ID NO: 334), hsa-miR-4638-3p (SEQ ID NO: 335), hsa-miR-214-5p (SEQ ID NO: 336), hsa-miR-513b-3p (SEQ ID NO: 337), hsa-miR-1296-5p (SEQ ID NO: 338), hsa-miR-6500-3p (SEQ ID NO: 339), hsa-miR-635 (SEQ ID NO: 340), hsa-miR-6892-5p (SEQ ID NO: 341), hsa-miR-328-3p (SEQ ID NO: 342), hsa-miR-372-5p (SEQ ID NO: 343), hsa-miR-1291 (SEQ ID NO: 344), hsa-miR-3912-3p (SEQ ID NO: 345), hsa-miR-526a-5p (SEQ ID NO: 346), hsa-miR-4673 (SEQ ID NO: 347), hsa-miR-885-3p (SEQ ID NO: 348), hsa-miR-10522-5p (SEQ ID NO: 349), hsa-miR-6075 (SEQ ID NO: 350), hsa-miR-495-5p (SEQ ID NO: 351), hsa-miR-4759 (SEQ ID NO: 352), hsa-miR-141-5p (SEQ ID NO: 353), hsa-miR-4484 (SEQ ID NO: 354), hsa-miR-643 (SEQ ID NO: 355), hsa-miR-4676-3p (SEQ ID NO: 356), hsa-miR-3169 (SEQ ID NO: 357), hsa-miR-4735-5p (SEQ ID NO: 358), hsa-miR-4756-3p (SEQ ID NO: 359), hsa-miR-1908-5p (SEQ ID NO: 360), hsa-miR-2277-3p (SEQ ID NO: 361), hsa-miR-3162-5p (SEQ ID NO: 362), hsa-miR-551b-3p (SEQ ID NO: 363), hsa-miR-5739 (SEQ ID NO: 364), hsa-miR-6893-5p (SEQ ID NO: 365), hsa-miR-548ae-3p (SEQ ID NO: 366), hsa-miR-6821-3p (SEQ ID NO: 367), hsa-miR-378i (SEQ ID NO: 368), hsa-miR-323b-5p (SEQ ID NO: 369), hsa-miR-4539 (SEQ ID NO: 370), hsa-miR-375-3p (SEQ ID NO: 371), hsa-miR-518a-5p (SEQ ID NO: 372), hsa-miR-608 (SEQ ID NO: 373), hsa-miR-770-5p (SEQ ID NO: 374), hsa-miR-6514-5p (SEQ ID NO: 375), hsa-miR-3615 (SEQ ID NO: 376), hsa-miR-3621 (SEQ ID NO: 377), hsa-miR-4508 (SEQ ID NO: 378), hsa-miR-6839-3p (SEQ ID NO: 379), hsa-miR-4698 (SEQ ID NO: 380), hsa-miR-4521 (SEQ ID NO: 381), hsa-miR-33a-5p (SEQ ID NO: 382), hsa-miR-1287-5p (SEQ ID NO: 383), hsa-miR-4650-5p (SEQ ID NO: 384), hsa-miR-154-5p (SEQ ID NO: 385), hsa-miR-1912-5p (SEQ ID NO: 386), hsa-miR-449b-3p (SEQ ID NO: 387), hsa-miR-6857-3p (SEQ ID NO: 388), hsa-miR-3617-3p (SEQ ID NO: 389), hsa-miR-4253 (SEQ ID NO: 390), hsa-miR-216b-5p (SEQ ID NO: 391), hsa-miR-6817-3p (SEQ ID NO: 392), hsa-miR-1226-3p (SEQ ID NO: 393), hsa-miR-127-3p (SEQ ID NO: 394), hsa-miR-2681-5p (SEQ ID NO: 395), hsa-miR-23b-3p (SEQ ID NO: 396), hsa-miR-5004-3p (SEQ ID NO: 397), hsa-miR-3613-5p (SEQ ID NO: 398), hsa-miR-3614-5p (SEQ ID NO: 399), hsa-miR-10394-3p (SEQ ID NO: 400), hsa-miR-6779-3p (SEQ ID NO: 401), hsa-miR-718 (SEQ ID NO: 402), hsa-miR-4718 (SEQ ID NO: 403), hsa-miR-98-3p (SEQ ID NO: 404), hsa-miR-325 (SEQ ID NO: 405), hsa-miR-6795-3p (SEQ ID NO: 406), hsa-miR-5195-5p (SEQ ID NO: 407), hsa-miR-6501-5p (SEQ ID NO: 408), hsa-miR-4520-5p (SEQ ID NO: 409), hsa-miR-4774-3p (SEQ ID NO: 410), hsa-miR-4323 (SEQ ID NO: 411), hsa-miR-4750-3p (SEQ ID NO: 412), hsa-miR-4665-5p (SEQ ID NO: 413), hsa-miR-302a-3p (SEQ ID NO: 414), hsa-miR-6790-3p (SEQ ID NO: 415), hsa-miR-148b-5p (SEQ ID NO: 416), hsa-miR-3129-5p (SEQ ID NO: 417), hsa-miR-4299 (SEQ ID NO: 418), hsa-miR-3972 (SEQ ID NO: 419), hsa-miR-1843 (SEQ ID NO: 420), hsa-miR-5197-5p (SEQ ID NO: 421), hsa-miR-1343-5p (SEQ ID NO: 422), hsa-miR-3960 (SEQ ID NO: 423), hsa-miR-4303 (SEQ ID NO: 424), hsa-miR-3132 (SEQ ID NO: 425), hsa-miR-31-5p (SEQ ID NO: 426), hsa-miR-518f-3p (SEQ ID NO: 427), hsa-miR-541-3p (SEQ ID NO: 428), hsa-miR-126-5p (SEQ ID NO: 429), hsa-miR-6825-3p (SEQ ID NO: 430), hsa-miR-6770-3p (SEQ ID NO: 431), hsa-miR-4420 (SEQ ID NO: 432), hsa-miR-488-5p (SEQ ID NO: 433), hsa-miR-1258 (SEQ ID NO: 434), hsa-miR-3138 (SEQ ID NO: 435), hsa-miR-4662b (SEQ ID NO: 436), hsa-miR-6881-3p (SEQ ID NO: 437), hsa-miR-3142 (SEQ ID NO: 438), hsa-miR-6775-3p (SEQ ID NO: 439), hsa-miR-6864-5p (SEQ ID NO: 440), hsa-miR-6721-5p (SEQ ID NO: 441), hsa-miR-6782-3p (SEQ ID NO: 442), hsa-miR-7106-5p (SEQ ID NO: 443), hsa-miR-139-3p (SEQ ID NO: 444), hsa-miR-554 (SEQ ID NO: 445), hsa-miR-491-3p (SEQ ID NO: 446), hsa-miR-4659a-5p (SEQ ID NO: 447), hsa-miR-4778-3p (SEQ ID NO: 448), hsa-miR-6882-3p (SEQ ID NO: 449), hsa-miR-4261 (SEQ ID NO: 450), hsa-miR-6754-5p (SEQ ID NO: 451), hsa-miR-376c-3p (SEQ ID NO: 452), hsa-miR-12114 (SEQ ID NO: 453), hsa-miR-6826-3p (SEQ ID NO: 454), hsa-miR-30b-5p (SEQ ID NO: 455), hsa-miR-6867-3p (SEQ ID NO: 456), hsa-miR-5687 (SEQ ID NO: 457), hsa-miR-9-3p (SEQ ID NO: 458), hsa-miR-2681-3p (SEQ ID NO: 459), hsa-miR-6858-3p (SEQ ID NO: 460), hsa-miR-4697-5p (SEQ ID NO: 461), hsa-miR-3684 (SEQ ID NO: 462), hsa-miR-634 (SEQ ID NO: 463), hsa-miR-208a-5p (SEQ ID NO: 464), hsa-miR-12133 (SEQ ID NO: 465), hsa-miR-567 (SEQ ID NO: 466), hsa-miR-3191-3p (SEQ ID NO: 467), hsa-miR-4524b-5p (SEQ ID NO: 468), hsa-miR-6726-5p (SEQ ID NO: 469), hsa-miR-2052 (SEQ ID NO: 470), hsa-miR-6797-3p (SEQ ID NO: 471), hsa-miR-1914-5p (SEQ ID NO: 472), hsa-miR-330-5p (SEQ ID NO: 473), hsa-miR-3197 (SEQ ID NO: 474), hsa-miR-139-5p (SEQ ID NO: 475), hsa-miR-10401-3p (SEQ ID NO: 476), hsa-miR-941 (SEQ ID NO: 477), hsa-miR-6761-5p (SEQ ID NO: 478), hsa-miR-4795-5p (SEQ ID NO: 479), hsa-miR-301a-5p (SEQ ID NO: 480), hsa-miR-181b-3p (SEQ ID NO: 481), hsa-miR-5047 (SEQ ID NO: 482), hsa-miR-548ap-3p (SEQ ID NO: 483), hsa-miR-571 (SEQ ID NO: 484), hsa-miR-492 (SEQ ID NO: 485), hsa-miR-6855-3p (SEQ ID NO: 486), hsa-miR-340-3p (SEQ ID NO: 487), hsa-miR-3160-3p (SEQ ID NO: 488), hsa-miR-126-3p (SEQ ID NO: 489), hsa-miR-4446-5p (SEQ ID NO: 490), hsa-miR-4742-5p (SEQ ID NO: 491), hsa-miR-451a (SEQ ID NO: 492), hsa-miR-548ag (SEQ ID NO: 493), hsa-miR-3194-3p (SEQ ID NO: 494), hsa-miR-8076 (SEQ ID NO: 495), hsa-miR-7151-5p (SEQ ID NO: 496), hsa-miR-4709-5p (SEQ ID NO: 497), hsa-miR-2277-5p (SEQ ID NO: 498), hsa-miR-6784-5p (SEQ ID NO: 499), hsa-miR-3125 (SEQ ID NO: 500), hsa-miR-4476 (SEQ ID NO: 501), hsa-miR-103a-3p (SEQ ID NO: 502), hsa-miR-4498 (SEQ ID NO: 503), hsa-miR-4472 (SEQ ID NO: 504), hsa-let-7i-3p (SEQ ID NO: 505), hsa-miR-199b-5p (SEQ ID NO: 506), hsa-miR-383-3p (SEQ ID NO: 507), hsa-miR-5702 (SEQ ID NO: 508), hsa-miR-4696 (SEQ ID NO: 509), hsa-miR-8062 (SEQ ID NO: 510), hsa-miR-518e-3p (SEQ ID NO: 511), hsa-miR-7114-5p (SEQ ID NO: 512), hsa-miR-6821-5p (SEQ ID NO: 513), hsa-miR-6879-3p (SEQ ID NO: 514), hsa-miR-5580-5p (SEQ ID NO: 515), hsa-miR-8079 (SEQ ID NO: 516), hsa-miR-527 (SEQ ID NO: 517), hsa-miR-450a-1-3p (SEQ ID NO: 518), hsa-miR-4499 (SEQ ID NO: 519), hsa-miR-4781-5p (SEQ ID NO: 520), hsa-miR-1321 (SEQ ID NO: 521), hsa-miR-585-3p (SEQ ID NO: 522), hsa-miR-4305 (SEQ ID NO: 523), hsa-miR-2276-5p (SEQ ID NO: 524), hsa-miR-329-3p (SEQ ID NO: 525), hsa-miR-1915-5p (SEQ ID NO: 526), hsa-miR-224-5p (SEQ ID NO: 527), hsa-miR-6840-3p (SEQ ID NO: 528), hsa-miR-6072 (SEQ ID NO: 529), hsa-miR-6079 (SEQ ID NO: 530), hsa-miR-548ax (SEQ ID NO: 531), hsa-miR-6511b-5p (SEQ ID NO: 532), hsa-miR-144-3p (SEQ ID NO: 533), hsa-miR-4700-5p (SEQ ID NO: 534), hsa-miR-3945 (SEQ ID NO: 535), hsa-miR-4442 (SEQ ID NO: 536), hsa-miR-4713-5p (SEQ ID NO: 537), hsa-miR-520 h (SEQ ID NO: 538), hsa-miR-520e-3p (SEQ ID NO: 539), hsa-miR-499a-5p (SEQ ID NO: 540), hsa-miR-3616-3p (SEQ ID NO: 541), hsa-miR-4311 (SEQ ID NO: 542), hsa-miR-374a-3p (SEQ ID NO: 543), hsa-miR-4514 (SEQ ID NO: 544), hsa-miR-141-3p (SEQ ID NO: 545), hsa-miR-6856-5p (SEQ ID NO: 546), hsa-miR-339-5p (SEQ ID NO: 547), hsa-miR-186-5p (SEQ ID NO: 548), hsa-miR-486-5p (SEQ ID NO: 549), hsa-miR-3927-5p (SEQ ID NO: 550), hsa-miR-7515 (SEQ ID NO: 551), hsa-miR-548ay-5p (SEQ ID NO: 552), hsa-miR-548j-5p (SEQ ID NO: 553), hsa-miR-3936 (SEQ ID NO: 554), hsa-miR-4320 (SEQ ID NO: 555), hsa-miR-1273 h-5p (SEQ ID NO: 556), hsa-miR-4782-3p (SEQ ID NO: 557), hsa-miR-6823-3p (SEQ ID NO: 558), hsa-miR-218-5p (SEQ ID NO: 559), hsa-miR-3117-5p (SEQ ID NO: 560), hsa-miR-663b (SEQ ID NO: 561), hsa-miR-1279 (SEQ ID NO: 562), hsa-miR-4656 (SEQ ID NO: 563), hsa-miR-135a-5p (SEQ ID NO: 564), hsa-miR-3186-5p (SEQ ID NO: 565), hsa-miR-3922-5p (SEQ ID NO: 566), hsa-miR-6785-5p (SEQ ID NO: 567), hsa-miR-2053 (SEQ ID NO: 568), hsa-miR-376c-5p (SEQ ID NO: 569), hsa-miR-93-5p (SEQ ID NO: 570), hsa-miR-1587 (SEQ ID NO: 571), hsa-miR-6816-5p (SEQ ID NO: 572), hsa-miR-4452 (SEQ ID NO: 573), hsa-miR-548k (SEQ ID NO: 574), hsa-miR-6736-5p (SEQ ID NO: 575), hsa-miR-1236-5p (SEQ ID NO: 576), hsa-miR-764 (SEQ ID NO: 577), hsa-miR-10395-5p (SEQ ID NO: 578), hsa-miR-208b-5p (SEQ ID NO: 579), hsa-miR-6866-3p (SEQ ID NO: 580), hsa-miR-518f-5p (SEQ ID NO: 581), hsa-miR-4330 (SEQ ID NO: 582), hsa-miR-6511b-3p (SEQ ID NO: 583), hsa-miR-6750-5p (SEQ ID NO: 584), hsa-miR-4501 (SEQ ID NO: 585), hsa-miR-8067 (SEQ ID NO: 586), hsa-miR-196a-1-3p (SEQ ID NO: 587), hsa-miR-4803 (SEQ ID NO: 588), hsa-miR-887-5p (SEQ ID NO: 589), hsa-miR-6509-3p (SEQ ID NO: 590), hsa-miR-7107-5p (SEQ ID NO: 591), hsa-miR-4772-3p (SEQ ID NO: 592), hsa-miR-614 (SEQ ID NO: 593), hsa-miR-3193 (SEQ ID NO: 594), hsa-miR-1250-3p (SEQ ID NO: 595), hsa-miR-4783-3p (SEQ ID NO: 596), hsa-miR-10396a-5p (SEQ ID NO: 597), hsa-miR-6761-3p (SEQ ID NO: 598), hsa-miR-379-3p (SEQ ID NO: 599), hsa-miR-6734-3p (SEQ ID NO: 600), hsa-miR-892a (SEQ ID NO: 601), hsa-miR-1304-3p (SEQ ID NO: 602), hsa-miR-4530 (SEQ ID NO: 603), hsa-miR-4707-5p (SEQ ID NO: 604), hsa-miR-6068 (SEQ ID NO: 605), hsa-miR-24-1-5p (SEQ ID NO: 606), hsa-miR-3689e (SEQ ID NO: 607), hsa-miR-5584-3p (SEQ ID NO: 608), hsa-miR-5010-5p (SEQ ID NO: 609), hsa-miR-6125 (SEQ ID NO: 610), hsa-miR-4424 (SEQ ID NO: 611), hsa-miR-6835-3p (SEQ ID NO: 612), hsa-miR-7703 (SEQ ID NO: 613), hsa-miR-652-5p (SEQ ID NO: 614), hsa-miR-3691-3p (SEQ ID NO: 615), hsa-miR-4272 (SEQ ID NO: 616), hsa-miR-3183 (SEQ ID NO: 617), hsa-miR-6863 (SEQ ID NO: 618), hsa-miR-3942-3p (SEQ ID NO: 619), hsa-miR-1244 (SEQ ID NO: 620), hsa-miR-6812-5p (SEQ ID NO: 621), hsa-miR-373-5p (SEQ ID NO: 622), hsa-miR-556-3p (SEQ ID NO: 623), hsa-miR-564 (SEQ ID NO: 624), hsa-miR-548o-5p (SEQ ID NO: 625), hsa-miR-367-3p (SEQ ID NO: 626), hsa-miR-601 (SEQ ID NO: 627), hsa-miR-4327 (SEQ ID NO: 628), hsa-miR-4665-3p (SEQ ID NO: 629), hsa-miR-4437 (SEQ ID NO: 630), hsa-miR-548aq-3p (SEQ ID NO: 631), hsa-miR-5191 (SEQ ID NO: 632), hsa-miR-4738-3p (SEQ ID NO: 633), hsa-miR-876-3p (SEQ ID NO: 634), hsa-miR-3922-3p (SEQ ID NO: 635), hsa-miR-423-5p (SEQ ID NO: 636), hsa-miR-6792-3p (SEQ ID NO: 637), hsa-miR-9901 (SEQ ID NO: 638), hsa-miR-1272 (SEQ ID NO: 639), hsa-miR-200a-3p (SEQ ID NO: 640), hsa-miR-4434 (SEQ ID NO: 641), hsa-miR-6870-5p (SEQ ID NO: 642), hsa-miR-509-5p (SEQ ID NO: 643), hsa-miR-4313 (SEQ ID NO: 644), hsa-miR-944 (SEQ ID NO: 645), hsa-miR-3184-3p (SEQ ID NO: 646), hsa-miR-548e-3p (SEQ ID NO: 647), hsa-miR-29b-1-5p (SEQ ID NO: 648), hsa-miR-548ac (SEQ ID NO: 649), hsa-miR-1265 (SEQ ID NO: 650), hsa-miR-1343-3p (SEQ ID NO: 651), hsa-miR-515-3p (SEQ ID NO: 652), hsa-miR-5694 (SEQ ID NO: 653), hsa-miR-3166 (SEQ ID NO: 654), hsa-miR-137-5p (SEQ ID NO: 655), hsa-miR-10395-3p (SEQ ID NO: 656), hsa-miR-203b-5p (SEQ ID NO: 657), hsa-miR-410-3p (SEQ ID NO: 658), hsa-miR-4317 (SEQ ID NO: 659), hsa-miR-365b-3p (SEQ ID NO: 660), hsa-miR-3164 (SEQ ID NO: 661), hsa-miR-216a-5p (SEQ ID NO: 662), hsa-miR-514a-5p (SEQ ID NO: 663), hsa-miR-3190-5p (SEQ ID NO: 664), hsa-miR-6795-5p (SEQ ID NO: 665), hsa-miR-12126 (SEQ ID NO: 666), hsa-miR-4467 (SEQ ID NO: 667), hsa-miR-155-5p (SEQ ID NO: 668), hsa-miR-6734-5p (SEQ ID NO: 669), hsa-miR-1183 (SEQ ID NO: 670), hsa-miR-548x-3p (SEQ ID NO: 671), hsa-miR-3144-5p (SEQ ID NO: 672), hsa-miR-4694-3p (SEQ ID NO: 673), hsa-let-7d-3p (SEQ ID NO: 674), hsa-miR-11399 (SEQ ID NO: 675), hsa-miR-520g-5p (SEQ ID NO: 676), hsa-miR-7854-3p (SEQ ID NO: 677), hsa-miR-3652 (SEQ ID NO: 678), hsa-miR-1275 (SEQ ID NO: 679), hsa-miR-500a-3p (SEQ ID NO: 680), hsa-miR-498-5p (SEQ ID NO: 681), hsa-miR-552-3p (SEQ ID NO: 682), hsa-miR-22-3p (SEQ ID NO: 683), hsa-miR-219a-2-3p (SEQ ID NO: 684), hsa-miR-411-5p (SEQ ID NO: 685), hsa-miR-570-5p (SEQ ID NO: 686), hsa-miR-1288-5p (SEQ ID NO: 687), hsa-miR-6884-3p (SEQ ID NO: 688), hsa-miR-891b (SEQ ID NO: 689), hsa-miR-3606-5p (SEQ ID NO: 690), hsa-miR-1247-3p (SEQ ID NO: 691), hsa-miR-3147 (SEQ ID NO: 692), hsa-miR-5700 (SEQ ID NO: 693), hsa-miR-1252-3p (SEQ ID NO: 694), hsa-miR-4653-3p (SEQ ID NO: 695), hsa-miR-5090 (SEQ ID NO: 696), hsa-miR-365a-3p (SEQ ID NO: 697), hsa-miR-7154-3p (SEQ ID NO: 698), hsa-miR-3179 (SEQ ID NO: 699), hsa-miR-6792-5p (SEQ ID NO: 700), hsa-miR-3152-5p (SEQ ID NO: 701), hsa-miR-744-3p (SEQ ID NO: 702), hsa-miR-138-2-3p (SEQ ID NO: 703), hsa-miR-8084 (SEQ ID NO: 704), hsa-miR-5707 (SEQ ID NO: 705), hsa-miR-8081 (SEQ ID NO: 706), hsa-miR-502-3p (SEQ ID NO: 707), hsa-miR-3937 (SEQ ID NO: 708), hsa-miR-3064-5p (SEQ ID NO: 709), hsa-miR-509-3-5p (SEQ ID NO: 710), hsa-miR-889-5p (SEQ ID NO: 711), hsa-miR-6745 (SEQ ID NO: 712), hsa-miR-3918 (SEQ ID NO: 713), hsa-miR-4755-5p (SEQ ID NO: 714), hsa-miR-3619-3p (SEQ ID NO: 715), hsa-miR-500b-5p (SEQ ID NO: 716), hsa-miR-192-3p (SEQ ID NO: 717), hsa-miR-4296 (SEQ ID NO: 718), hsa-miR-873-5p (SEQ ID NO: 719), hsa-miR-517a-3p (SEQ ID NO: 720), hsa-miR-1266-3p (SEQ ID NO: 721), hsa-miR-1233-5p (SEQ ID NO: 722), hsa-miR-2114-5p (SEQ ID NO: 723), hsa-miR-222-5p (SEQ ID NO: 724), hsa-miR-542-3p (SEQ ID NO: 725), hsa-miR-4768-5p (SEQ ID NO: 726), hsa-miR-589-5p (SEQ ID NO: 727), hsa-miR-12116 (SEQ ID NO: 728), hsa-miR-16-1-3p (SEQ ID NO: 729), hsa-miR-517b-3p (SEQ ID NO: 730), hsa-miR-181c-3p (SEQ ID NO: 731), hsa-miR-624-3p (SEQ ID NO: 732), hsa-miR-548o-3p (SEQ ID NO: 733), hsa-miR-4777-3p (SEQ ID NO: 734), hsa-miR-6766-5p (SEQ ID NO: 735), hsa-miR-181a-2-3p (SEQ ID NO: 736), hsa-miR-6529-5p (SEQ ID NO: 737), hsa-miR-6814-5p (SEQ ID NO: 738), hsa-miR-4732-3p (SEQ ID NO: 739), hsa-miR-335-3p (SEQ ID NO: 740), hsa-miR-5581-5p (SEQ ID NO: 741), hsa-miR-875-5p (SEQ ID NO: 742), hsa-miR-27a-5p (SEQ ID NO: 743), hsa-miR-942-3p (SEQ ID NO: 744), hsa-miR-4269 (SEQ ID NO: 745), hsa-miR-376a-2-5p (SEQ ID NO: 746), hsa-miR-1245a (SEQ ID NO: 747), hsa-miR-650 (SEQ ID NO: 748), hsa-miR-6884-5p (SEQ ID NO: 749), hsa-miR-1184 (SEQ ID NO: 750), hsa-miR-4256 (SEQ ID NO: 751), hsa-miR-517-5p (SEQ ID NO: 752), hsa-miR-4480 (SEQ ID NO: 753), hsa-miR-4635 (SEQ ID NO: 754), hsa-miR-4531 (SEQ ID NO: 755), hsa-miR-6892-3p (SEQ ID NO: 756), hsa-miR-4797-5p (SEQ ID NO: 757), hsa-miR-18b-5p (SEQ ID NO: 758), hsa-miR-18a-5p (SEQ ID NO: 759), hsa-miR-4778-5p (SEQ ID NO: 760), hsa-miR-3943 (SEQ ID NO: 761), hsa-miR-6773-3p (SEQ ID NO: 762), hsa-miR-6507-3p (SEQ ID NO: 763), hsa-miR-7-1-3p (SEQ ID NO: 764), hsa-miR-378j (SEQ ID NO: 765), hsa-miR-6839-5p (SEQ ID NO: 766), hsa-miR-6788-3p (SEQ ID NO: 767), hsa-miR-337-5p (SEQ ID NO: 768), hsa-miR-4800-3p (SEQ ID NO: 769), hsa-miR-374a-5p (SEQ ID NO: 770), hsa-miR-6513-3p (SEQ ID NO: 771), hsa-miR-4524a-5p (SEQ ID NO: 772), hsa-miR-28-3p (SEQ ID NO: 773), hsa-miR-4640-5p (SEQ ID NO: 774), hsa-miR-3611 (SEQ ID NO: 775), hsa-miR-8070 (SEQ ID NO: 776), hsa-miR-10a-5p (SEQ ID NO: 777), hsa-miR-29b-2-5p (SEQ ID NO: 778), hsa-miR-4727-3p (SEQ ID NO: 779), hsa-miR-561-3p (SEQ ID NO: 780), hsa-miR-514b-5p (SEQ ID NO: 781), hsa-miR-638 (SEQ ID NO: 782), hsa-miR-6516-5p (SEQ ID NO: 783), hsa-miR-3146 (SEQ ID NO: 784), hsa-miR-4707-3p (SEQ ID NO: 785), hsa-miR-6860 (SEQ ID NO: 786), hsa-miR-10396b-3p (SEQ ID NO: 787), hsa-miR-4267 (SEQ ID NO: 788), hsa-miR-4325 (SEQ ID NO: 789), hsa-miR-510-5p (SEQ ID NO: 790), hsa-miR-5587-3p (SEQ ID NO: 791), hsa-miR-490-3p (SEQ ID NO: 792), hsa-miR-4726-5p (SEQ ID NO: 793), hsa-miR-647 (SEQ ID NO: 794), hsa-miR-4726-3p (SEQ ID NO: 795), hsa-miR-559 (SEQ ID NO: 796), hsa-miR-101-3p (SEQ ID NO: 797), hsa-miR-4644 (SEQ ID NO: 798), hsa-miR-6716-5p (SEQ ID NO: 799), hsa-miR-301b-5p (SEQ ID NO: 800), hsa-miR-127-5p (SEQ ID NO: 801), hsa-miR-3134 (SEQ ID NO: 802), hsa-miR-4663 (SEQ ID NO: 803), hsa-miR-193b-3p (SEQ ID NO: 804), hsa-miR-589-3p (SEQ ID NO: 805), hsa-miR-520e-5p (SEQ ID NO: 806), hsa-miR-6861-3p (SEQ ID NO: 807), hsa-miR-6722-5p (SEQ ID NO: 808), hsa-miR-7853-5p (SEQ ID NO: 809), hsa-miR-5194 (SEQ ID NO: 810), hsa-miR-520a-3p (SEQ ID NO: 811), hsa-miR-3192-5p (SEQ ID NO: 812), hsa-miR-597-3p (SEQ ID NO: 813), hsa-miR-6836-3p (SEQ ID NO: 814), hsa-miR-548x-5p (SEQ ID NO: 815), hsa-miR-6888-3p (SEQ ID NO: 816), hsa-miR-6793-5p (SEQ ID NO: 817), hsa-miR-8075 (SEQ ID NO: 818), hsa-miR-1471 (SEQ ID NO: 819), hsa-miR-5590-3p (SEQ ID NO: 820), hsa-miR-24-3p (SEQ ID NO: 821), hsa-miR-6825-5p (SEQ ID NO: 822), hsa-miR-3934-5p (SEQ ID NO: 823), hsa-miR-6508-5p (SEQ ID NO: 824), hsa-miR-1238-3p (SEQ ID NO: 825), hsa-miR-598-3p (SEQ ID NO: 826), hsa-miR-548an (SEQ ID NO: 827), hsa-miR-6773-5p (SEQ ID NO: 828), hsa-miR-134-5p (SEQ ID NO: 829), hsa-miR-7157-3p (SEQ ID NO: 830), hsa-miR-4512 (SEQ ID NO: 831), hsa-miR-6733-5p (SEQ ID NO: 832), hsa-miR-6749-5p (SEQ ID NO: 833), hsa-miR-182-3p (SEQ ID NO: 834), hsa-miR-625-3p (SEQ ID NO: 835), hsa-miR-616-5p (SEQ ID NO: 836), hsa-miR-138-5p (SEQ ID NO: 837), hsa-miR-4448 (SEQ ID NO: 838), hsa-miR-4430 (SEQ ID NO: 839), hsa-miR-3065-3p (SEQ ID NO: 840), hsa-miR-3117-3p (SEQ ID NO: 841), hsa-miR-6852-3p (SEQ ID NO: 842), hsa-miR-6505-5p (SEQ ID NO: 843), hsa-miR-365a-5p (SEQ ID NO: 844), hsa-miR-6816-3p (SEQ ID NO: 845), hsa-miR-539-3p (SEQ ID NO: 846), hsa-miR-380-3p (SEQ ID NO: 847), hsa-miR-4487 (SEQ ID NO: 848), hsa-miR-548n (SEQ ID NO: 849), hsa-miR-9851-3p (SEQ ID NO: 850), hsa-miR-122b-3p (SEQ ID NO: 851), hsa-miR-892b (SEQ ID NO: 852), hsa-miR-6805-5p (SEQ ID NO: 853), hsa-miR-3942-5p (SEQ ID NO: 854), hsa-miR-1245b-5p (SEQ ID NO: 855), hsa-let-7e-3p (SEQ ID NO: 856), hsa-miR-659-5p (SEQ ID NO: 857), hsa-miR-3191-5p (SEQ ID NO: 858), hsa-miR-6886-3p (SEQ ID NO: 859), hsa-miR-3180-3p (SEQ ID NO: 860), hsa-miR-2467-5p (SEQ ID NO: 861), hsa-miR-5688 (SEQ ID NO: 862), hsa-miR-6872-3p (SEQ ID NO: 863), hsa-miR-1288-3p (SEQ ID NO: 864), hsa-miR-3679-5p (SEQ ID NO: 865), hsa-miR-4494 (SEQ ID NO: 866), hsa-miR-6867-5p (SEQ ID NO: 867), hsa-miR-548c-5p (SEQ ID NO: 868), hsa-miR-128-1-5p (SEQ ID NO: 869), hsa-miR-7704 (SEQ ID NO: 870), hsa-miR-664b-3p (SEQ ID NO: 871), hsa-miR-15b-3p (SEQ ID NO: 872), hsa-miR-4697-3p (SEQ ID NO: 873), hsa-miR-4458 (SEQ ID NO: 874), hsa-miR-196b-5p (SEQ ID NO: 875), hsa-miR-4645-3p (SEQ ID NO: 876), hsa-miR-181b-5p (SEQ ID NO: 877), hsa-miR-219b-5p (SEQ ID NO: 878), hsa-miR-3934-3p (SEQ ID NO: 879), hsa-miR-4746-3p (SEQ ID NO: 880), hsa-miR-1266-5p (SEQ ID NO: 881), hsa-miR-6791-5p (SEQ ID NO: 882), hsa-miR-409-5p (SEQ ID NO: 883), hsa-miR-508-5p (SEQ ID NO: 884), hsa-miR-3909 (SEQ ID NO: 885), hsa-miR-4504 (SEQ ID NO: 886), hsa-miR-6850-5p (SEQ ID NO: 887), hsa-miR-3683 (SEQ ID NO: 888), hsa-miR-587 (SEQ ID NO: 889), hsa-miR-4469 (SEQ ID NO: 890), hsa-miR-6804-3p (SEQ ID NO: 891), hsa-miR-510-3p (SEQ ID NO: 892), hsa-miR-624-5p (SEQ ID NO: 893), hsa-miR-548ap-5p (SEQ ID NO: 894), hsa-miR-193b-5p (SEQ ID NO: 895), hsa-miR-3151-3p (SEQ ID NO: 896), hsa-miR-1304-5p (SEQ ID NO: 897), hsa-miR-6074 (SEQ ID NO: 898), hsa-miR-7155-3p (SEQ ID NO: 899), hsa-miR-550a-5p (SEQ ID NO: 900), hsa-miR-8087 (SEQ ID NO: 901), hsa-miR-6510-5p (SEQ ID NO: 902), hsa-miR-3605-5p (SEQ ID NO: 903), hsa-miR-1268b (SEQ ID NO: 904), hsa-miR-6129 (SEQ ID NO: 905), hsa-miR-6857-5p (SEQ ID NO: 906), hsa-miR-215-3p (SEQ ID NO: 907), hsa-miR-10398-5p (SEQ ID NO: 908), hsa-miR-30b-3p (SEQ ID NO: 909), hsa-miR-4687-3p (SEQ ID NO: 910), hsa-miR-519a-2-5p (SEQ ID NO: 911), hsa-miR-4794 (SEQ ID NO: 912), hsa-miR-6727-3p (SEQ ID NO: 913), hsa-miR-516a-5p (SEQ ID NO: 914), hsa-miR-6806-5p (SEQ ID NO: 915), hsa-miR-29b-3p (SEQ ID NO: 916), hsa-miR-4713-3p (SEQ ID NO: 917), hsa-miR-12123 (SEQ ID NO: 918), hsa-miR-4433b-5p (SEQ ID NO: 919), hsa-miR-6755-3p (SEQ ID NO: 920), hsa-miR-4659b-3p (SEQ ID NO: 921), hsa-miR-6513-5p (SEQ ID NO: 922), hsa-miR-8052 (SEQ ID NO: 923), hsa-miR-6872-5p (SEQ ID NO: 924), hsa-miR-431-5p (SEQ ID NO: 925), hsa-miR-5011-5p (SEQ ID NO: 926), hsa-miR-7974 (SEQ ID NO: 927), hsa-miR-548ar-5p (SEQ ID NO: 928), hsa-miR-200b-3p (SEQ ID NO: 929), hsa-miR-6768-5p (SEQ ID NO: 930), hsa-miR-6516-3p (SEQ ID NO: 931), hsa-miR-1249-5p (SEQ ID NO: 932), hsa-miR-3201 (SEQ ID NO: 933), hsa-miR-6499-5p (SEQ ID NO: 934), hsa-miR-1305 (SEQ ID NO: 935), hsa-miR-937-3p (SEQ ID NO: 936), hsa-miR-432-3p (SEQ ID NO: 937), hsa-miR-6870-3p (SEQ ID NO: 938), hsa-miR-6510-3p (SEQ ID NO: 939), hsa-miR-3660 (SEQ ID NO: 940), hsa-miR-550b-3p (SEQ ID NO: 941), hsa-miR-606 (SEQ ID NO: 942), hsa-miR-421 (SEQ ID NO: 943), hsa-miR-519e-3p (SEQ ID NO: 944), hsa-miR-3180 (SEQ ID NO: 945), hsa-miR-151a-5p (SEQ ID NO: 946), hsa-miR-378g (SEQ ID NO: 947), hsa-miR-29a-5p (SEQ ID NO: 948), hsa-miR-6891-3p (SEQ ID NO: 949), hsa-miR-521 (SEQ ID NO: 950), hsa-miR-6894-3p (SEQ ID NO: 951), hsa-miR-518c-5p (SEQ ID NO: 952), hsa-miR-646 (SEQ ID NO: 953), hsa-miR-4788 (SEQ ID NO: 954), hsa-miR-590-5p (SEQ ID NO: 955), hsa-miR-1281 (SEQ ID NO: 956), hsa-miR-4483 (SEQ ID NO: 957), hsa-miR-5192 (SEQ ID NO: 958), hsa-miR-3657 (SEQ ID NO: 959), hsa-miR-148a-3p (SEQ ID NO: 960), hsa-miR-3151-5p (SEQ ID NO: 961), hsa-miR-4691-5p (SEQ ID NO: 962), hsa-miR-8054 (SEQ ID NO: 963), hsa-miR-412-5p (SEQ ID NO: 964), hsa-miR-4482-3p (SEQ ID NO: 965), hsa-miR-6851-3p (SEQ ID NO: 966), hsa-miR-6502-5p (SEQ ID NO: 967), hsa-miR-570-3p (SEQ ID NO: 968), hsa-miR-2113 (SEQ ID NO: 969), hsa-miR-6736-3p (SEQ ID NO: 970), hsa-miR-3135a (SEQ ID NO: 971), hsa-miR-4757-5p (SEQ ID NO: 972), hsa-miR-324-3p (SEQ ID NO: 973), hsa-miR-622 (SEQ ID NO: 974), hsa-miR-5571-3p (SEQ ID NO: 975), hsa-miR-581 (SEQ ID NO: 976), hsa-miR-7156-3p (SEQ ID NO: 977), hsa-miR-520g-3p (SEQ ID NO: 978), hsa-miR-1207-3p (SEQ ID NO: 979), hsa-miR-506-3p (SEQ ID NO: 980), hsa-miR-6811-5p (SEQ ID NO: 981), hsa-miR-6775-5p (SEQ ID NO: 982), hsa-miR-6748-5p (SEQ ID NO: 983), hsa-miR-1273 h-3p (SEQ ID NO: 984), hsa-miR-31-3p (SEQ ID NO: 985), hsa-miR-676-5p (SEQ ID NO: 986), hsa-miR-2115-3p (SEQ ID NO: 987), hsa-miR-7152-5p (SEQ ID NO: 988), hsa-miR-4460 (SEQ ID NO: 989), hsa-miR-5681a (SEQ ID NO: 990), hsa-miR-3974 (SEQ ID NO: 991), hsa-miR-6083 (SEQ ID NO: 992), hsa-miR-7156-5p (SEQ ID NO: 993), hsa-miR-6780a-5p (SEQ ID NO: 994), hsa-miR-6802-3p (SEQ ID NO: 995), hsa-miR-484 (SEQ ID NO: 996), hsa-miR-382-3p (SEQ ID NO: 997), hsa-miR-6770-5p (SEQ ID NO: 998), hsa-miR-4701-5p (SEQ ID NO: 999), hsa-miR-4752 (SEQ ID NO: 1000), hsa-miR-6848-5p (SEQ ID NO: 1001), hsa-miR-6724-5p (SEQ ID NO: 1002), hsa-miR-124-3p (SEQ ID NO: 1003), hsa-miR-3923 (SEQ ID NO: 1004), hsa-miR-4422 (SEQ ID NO: 1005), hsa-miR-96-3p (SEQ ID NO: 1006), hsa-miR-4441 (SEQ ID NO: 1007), hsa-miR-4535 (SEQ ID NO: 1008), hsa-miR-6831-3p (SEQ ID NO: 1009), hsa-miR-4676-5p (SEQ ID NO: 1010), hsa-miR-1324 (SEQ ID NO: 1011), hsa-miR-320d (SEQ ID NO: 1012), hsa-miR-526b-5p (SEQ ID NO: 1013), hsa-miR-3620-5p (SEQ ID NO: 1014), hsa-miR-3926 (SEQ ID NO: 1015), hsa-miR-95-3p (SEQ ID NO: 1016), hsa-miR-4688 (SEQ ID NO: 1017), hsa-miR-222-3p (SEQ ID NO: 1018), hsa-miR-617 (SEQ ID NO: 1019), hsa-miR-4285 (SEQ ID NO: 1020), hsa-miR-6865-3p (SEQ ID NO: 1021), hsa-miR-1178-3p (SEQ ID NO: 1022), hsa-miR-4796-5p (SEQ ID NO: 1023), hsa-miR-1297 (SEQ ID NO: 1024), hsa-miR-7852-3p (SEQ ID NO: 1025), hsa-miR-1208 (SEQ ID NO: 1026), hsa-miR-4522 (SEQ ID NO: 1027), hsa-miR-34c-3p (SEQ ID NO: 1028), hsa-miR-6784-3p (SEQ ID NO: 1029), hsa-miR-767-3p (SEQ ID NO: 1030), hsa-miR-6771-5p (SEQ ID NO: 1031), hsa-miR-6875-3p (SEQ ID NO: 1032), hsa-miR-1253 (SEQ ID NO: 1033), hsa-miR-4764-5p (SEQ ID NO: 1034), hsa-miR-6789-3p (SEQ ID NO: 1035), hsa-miR-134-3p (SEQ ID NO: 1036), hsa-miR-936 (SEQ ID NO: 1037), hsa-miR-921 (SEQ ID NO: 1038), hsa-miR-193a-3p (SEQ ID NO: 1039), hsa-miR-1185-5p (SEQ ID NO: 1040), hsa-miR-1199-5p (SEQ ID NO: 1041), hsa-miR-6847-5p (SEQ ID NO: 1042), hsa-miR-4655-3p (SEQ ID NO: 1043), hsa-miR-6833-3p (SEQ ID NO: 1044), hsa-miR-1277-3p (SEQ ID NO: 1045), hsa-miR-1538 (SEQ ID NO: 1046), hsa-miR-4776-3p (SEQ ID NO: 1047), hsa-miR-3116 (SEQ ID NO: 1048), hsa-miR-208a-3p (SEQ ID NO: 1049), hsa-miR-30c-2-3p (SEQ ID NO: 1050), hsa-miR-30e-3p (SEQ ID NO: 1051), hsa-miR-149-5p (SEQ ID NO: 1052), hsa-miR-4646-5p (SEQ ID NO: 1053), hsa-miR-3198 (SEQ ID NO: 1054), hsa-miR-9900 (SEQ ID NO: 1055), hsa-miR-221-3p (SEQ ID NO: 1056), hsa-miR-520f-5p (SEQ ID NO: 1057), hsa-miR-3139 (SEQ ID NO: 1058), hsa-miR-4999-5p (SEQ ID NO: 1059), hsa-miR-20b-3p (SEQ ID NO: 1060), hsa-miR-5188 (SEQ ID NO: 1061), hsa-miR-652-3p (SEQ ID NO: 1062), hsa-miR-4737 (SEQ ID NO: 1063), hsa-miR-4734 (SEQ ID NO: 1064), hsa-miR-1469 (SEQ ID NO: 1065), hsa-miR-4490 (SEQ ID NO: 1066), hsa-miR-4260 (SEQ ID NO: 1067), hsa-miR-2115-5p (SEQ ID NO: 1068), hsa-miR-633 (SEQ ID NO: 1069), hsa-miR-4662a-5p (SEQ ID NO: 1070), hsa-miR-5681b (SEQ ID NO: 1071), hsa-miR-6084 (SEQ ID NO: 1072), hsa-miR-4471 (SEQ ID NO: 1073), hsa-miR-585-5p (SEQ ID NO: 1074), hsa-miR-212-3p (SEQ ID NO: 1075), hsa-miR-10396b-5p (SEQ ID NO: 1076), hsa-miR-1224-5p (SEQ ID NO: 1077), hsa-miR-4772-5p (SEQ ID NO: 1078), hsa-miR-6764-3p (SEQ ID NO: 1079), hsa-miR-3158-3p (SEQ ID NO: 1080), hsa-miR-4427 (SEQ ID NO: 1081), hsa-miR-3913-5p (SEQ ID NO: 1082), hsa-miR-553 (SEQ ID NO: 1083), hsa-miR-6740-3p (SEQ ID NO: 1084), hsa-miR-568 (SEQ ID NO: 1085), hsa-miR-3714 (SEQ ID NO: 1086), hsa-miR-592 (SEQ ID NO: 1087), hsa-miR-6741-5p (SEQ ID NO: 1088), hsa-miR-3189-5p (SEQ ID NO: 1089), hsa-miR-3616-5p (SEQ ID NO: 1090), hsa-miR-9983-3p (SEQ ID NO: 1091), hsa-miR-6753-5p (SEQ ID NO: 1092), hsa-miR-520b-5p (SEQ ID NO: 1093), hsa-miR-940 (SEQ ID NO: 1094), hsa-miR-33b-3p (SEQ ID NO: 1095), hsa-miR-588 (SEQ ID NO: 1096), hsa-miR-4668-3p (SEQ ID NO: 1097), hsa-miR-1251-5p (SEQ ID NO: 1098), hsa-miR-8078 (SEQ ID NO: 1099), hsa-miR-5703 (SEQ ID NO: 1100), hsa-miR-146a-3p (SEQ ID NO: 1101), hsa-miR-449c-5p (SEQ ID NO: 1102), hsa-miR-5087 (SEQ ID NO: 1103), hsa-miR-6800-3p (SEQ ID NO: 1104), hsa-miR-11181-3p (SEQ ID NO: 1105), hsa-miR-3913-3p (SEQ ID NO: 1106), hsa-miR-6814-3p (SEQ ID NO: 1107), hsa-miR-1292-3p (SEQ ID NO: 1108), hsa-miR-6735-3p (SEQ ID NO: 1109), hsa-miR-548av-3p (SEQ ID NO: 1110), hsa-miR-5701 (SEQ ID NO: 1111), hsa-miR-450b-3p (SEQ ID NO: 1112), hsa-miR-3187-5p (SEQ ID NO: 1113), hsa-miR-4497 (SEQ ID NO: 1114), hsa-miR-7847-3p (SEQ ID NO: 1115), hsa-miR-6820-5p (SEQ ID NO: 1116), hsa-miR-1181 (SEQ ID NO: 1117), hsa-miR-3121-3p (SEQ ID NO: 1118), hsa-miR-8058 (SEQ ID NO: 1119), hsa-miR-452-5p (SEQ ID NO: 1120), hsa-miR-10397-5p (SEQ ID NO: 1121), hsa-miR-642a-5p (SEQ ID NO: 1122), hsa-miR-1204 (SEQ ID NO: 1123), hsa-miR-12125 (SEQ ID NO: 1124), hsa-miR-6753-3p (SEQ ID NO: 1125), hsa-miR-3156-5p (SEQ ID NO: 1126), hsa-miR-363-5p (SEQ ID NO: 1127), hsa-miR-7851-3p (SEQ ID NO: 1128), hsa-miR-3152-3p (SEQ ID NO: 1129), hsa-miR-607 (SEQ ID NO: 1130), hsa-miR-520c-5p (SEQ ID NO: 1131), hsa-miR-6783-5p (SEQ ID NO: 1132), hsa-miR-580-3p (SEQ ID NO: 1133), hsa-miR-4766-5p (SEQ ID NO: 1134), hsa-miR-4716-3p (SEQ ID NO: 1135), hsa-miR-6881-5p (SEQ ID NO: 1136), hsa-miR-25-5p (SEQ ID NO: 1137), hsa-miR-137-3p (SEQ ID NO: 1138), hsa-miR-3178 (SEQ ID NO: 1139), hsa-miR-548b-3p (SEQ ID NO: 1140), hsa-miR-11401 (SEQ ID NO: 1141), hsa-miR-4651 (SEQ ID NO: 1142), hsa-miR-4798-5p (SEQ ID NO: 1143), hsa-miR-148a-5p (SEQ ID NO: 1144), hsa-miR-4781-3p (SEQ ID NO: 1145), hsa-miR-4538 (SEQ ID NO: 1146), hsa-miR-4716-5p (SEQ ID NO: 1147), hsa-miR-6722-3p (SEQ ID NO: 1148), hsa-miR-3973 (SEQ ID NO: 1149), hsa-miR-99b-5p (SEQ ID NO: 1150), hsa-miR-548au-5p (SEQ ID NO: 1151), hsa-miR-494-3p (SEQ ID NO: 1152), hsa-miR-452-3p (SEQ ID NO: 1153), hsa-miR-19b-2-5p (SEQ ID NO: 1154), hsa-miR-221-5p (SEQ ID NO: 1155), hsa-miR-4322 (SEQ ID NO: 1156), hsa-miR-6780a-3p (SEQ ID NO: 1157), hsa-miR-4329 (SEQ ID NO: 1158), hsa-miR-548at-3p (SEQ ID NO: 1159), hsa-miR-4704-3p (SEQ ID NO: 1160), hsa-miR-3664-3p (SEQ ID NO: 1161), hsa-miR-551a (SEQ ID NO: 1162), hsa-miR-4648 (SEQ ID NO: 1163), hsa-let-7f-2-3p (SEQ ID NO: 1164), hsa-miR-4749-5p (SEQ ID NO: 1165), hsa-miR-7844-5p (SEQ ID NO: 1166), hsa-miR-3167 (SEQ ID NO: 1167), hsa-miR-1295b-5p (SEQ ID NO: 1168), hsa-miR-891a-3p (SEQ ID NO: 1169), hsa-miR-215-5p (SEQ ID NO: 1170), hsa-miR-1292-5p (SEQ ID NO: 1171), hsa-miR-4670-3p (SEQ ID NO: 1172), hsa-miR-605-5p (SEQ ID NO: 1173), hsa-miR-12119 (SEQ ID NO: 1174), hsa-miR-6806-3p (SEQ ID NO: 1175), hsa-miR-4720-5p (SEQ ID NO: 1176), hsa-miR-5684 (SEQ ID NO: 1177), hsa-miR-6758-3p (SEQ ID NO: 1178), hsa-miR-150-5p (SEQ ID NO: 1179), hsa-miR-361-3p (SEQ ID NO: 1180), hsa-miR-4446-3p (SEQ ID NO: 1181), hsa-miR-6133 (SEQ ID NO: 1182), hsa-miR-4281 (SEQ ID NO: 1183), hsa-miR-628-5p (SEQ ID NO: 1184), hsa-miR-100-3p (SEQ ID NO: 1185), hsa-miR-3133 (SEQ ID NO: 1186), hsa-miR-4298 (SEQ ID NO: 1187), hsa-miR-6759-5p (SEQ ID NO: 1188), hsa-miR-6777-3p (SEQ ID NO: 1189), hsa-miR-323a-5p (SEQ ID NO: 1190), hsa-miR-345-5p (SEQ ID NO: 1191), hsa-miR-877-5p (SEQ ID NO: 1192), hsa-miR-5008-5p (SEQ ID NO: 1193), hsa-miR-27b-5p (SEQ ID NO: 1194), hsa-miR-301b-3p (SEQ ID NO: 1195), hsa-miR-5000-3p (SEQ ID NO: 1196), hsa-miR-4776-5p (SEQ ID NO: 1197), hsa-miR-1227-3p (SEQ ID NO: 1198), hsa-miR-659-3p (SEQ ID NO: 1199), hsa-miR-92a-2-5p (SEQ ID NO: 1200), hsa-miR-1256 (SEQ ID NO: 1201), hsa-miR-6813-5p (SEQ ID NO: 1202), hsa-miR-105-5p (SEQ ID NO: 1203), hsa-miR-4755-3p (SEQ ID NO: 1204), hsa-miR-640 (SEQ ID NO: 1205), hsa-miR-199a-3p (SEQ ID NO: 1206), hsa-miR-1224-3p (SEQ ID NO: 1207), hsa-miR-12129 (SEQ ID NO: 1208), hsa-miR-30d-3p (SEQ ID NO: 1209), hsa-miR-1307-5p (SEQ ID NO: 1210), hsa-miR-32-3p (SEQ ID NO: 1211), hsa-miR-4500 (SEQ ID NO: 1212), hsa-miR-525-3p (SEQ ID NO: 1213), hsa-miR-708-5p (SEQ ID NO: 1214), hsa-miR-4273 (SEQ ID NO: 1215), hsa-miR-488-3p (SEQ ID NO: 1216), hsa-miR-4466 (SEQ ID NO: 1217), hsa-miR-2467-3p (SEQ ID NO: 1218), hsa-miR-6764-5p (SEQ ID NO: 1219), hsa-miR-548y (SEQ ID NO: 1220), hsa-miR-3928-5p (SEQ ID NO: 1221), hsa-miR-3914 (SEQ ID NO: 1222), hsa-miR-34a-5p (SEQ ID NO: 1223), hsa-miR-711 (SEQ ID NO: 1224), hsa-miR-335-5p (SEQ ID NO: 1225), hsa-miR-5588-3p (SEQ ID NO: 1226), hsa-miR-6769a-5p (SEQ ID NO: 1227), hsa-miR-99b-3p (SEQ ID NO: 1228), hsa-miR-5091 (SEQ ID NO: 1229), hsa-miR-6848-3p (SEQ ID NO: 1230), hsa-miR-26a-5p (SEQ ID NO: 1231), hsa-miR-4793-5p (SEQ ID NO: 1232), hsa-miR-6819-5p (SEQ ID NO: 1233), hsa-miR-6747-3p (SEQ ID NO: 1234), hsa-miR-190a-5p (SEQ ID NO: 1235), hsa-miR-6728-3p (SEQ ID NO: 1236), hsa-miR-7109-5p (SEQ ID NO: 1237), hsa-miR-3674 (SEQ ID NO: 1238), hsa-miR-4647 (SEQ ID NO: 1239), hsa-miR-3165 (SEQ ID NO: 1240), hsa-miR-548c-3p (SEQ ID NO: 1241), hsa-miR-4308 (SEQ ID NO: 1242), hsa-miR-6731-5p (SEQ ID NO: 1243), hsa-miR-3130-3p (SEQ ID NO: 1244), hsa-miR-3666 (SEQ ID NO: 1245), hsa-miR-122b-5p (SEQ ID NO: 1246), hsa-miR-4639-5p (SEQ ID NO: 1247), hsa-miR-297 (SEQ ID NO: 1248), hsa-miR-1264 (SEQ ID NO: 1249), hsa-miR-5583-3p (SEQ ID NO: 1250), hsa-miR-3188 (SEQ ID NO: 1251), hsa-let-7a-5p (SEQ ID NO: 1252), hsa-miR-6080 (SEQ ID NO: 1253), hsa-miR-7-5p (SEQ ID NO: 1254), hsa-miR-3136-5p (SEQ ID NO: 1255), hsa-miR-499a-3p (SEQ ID NO: 1256), hsa-miR-629-3p (SEQ ID NO: 1257), hsa-miR-4771 (SEQ ID NO: 1258), hsa-miR-518d-3p (SEQ ID NO: 1259), hsa-miR-6815-5p (SEQ ID NO: 1260), hsa-miR-6746-5p (SEQ ID NO: 1261), hsa-miR-6772-3p (SEQ ID NO: 1262), hsa-miR-874-3p (SEQ ID NO: 1263), hsa-miR-130a-5p (SEQ ID NO: 1264), hsa-miR-331-3p (SEQ ID NO: 1265), hsa-miR-187-3p (SEQ ID NO: 1266), hsa-miR-3150a-3p (SEQ ID NO: 1267), hsa-miR-4433b-3p (SEQ ID NO: 1268), hsa-miR-924 (SEQ ID NO: 1269), hsa-miR-523-3p (SEQ ID NO: 1270), hsa-miR-579-3p (SEQ ID NO: 1271), hsa-miR-577 (SEQ ID NO: 1272), hsa-miR-382-5p (SEQ ID NO: 1273), hsa-miR-4770 (SEQ ID NO: 1274), hsa-miR-8083 (SEQ ID NO: 1275), hsa-miR-218-1-3p (SEQ ID NO: 1276), hsa-miR-3115 (SEQ ID NO: 1277), hsa-miR-6877-3p (SEQ ID NO: 1278), hsa-miR-4746-5p (SEQ ID NO: 1279), hsa-miR-5010-3p (SEQ ID NO: 1280), hsa-miR-376a-5p (SEQ ID NO: 1281), hsa-miR-188-5p (SEQ ID NO: 1282), hsa-miR-7978 (SEQ ID NO: 1283), hsa-miR-495-3p (SEQ ID NO: 1284), hsa-miR-4507 (SEQ ID NO: 1285), hsa-miR-4293 (SEQ ID NO: 1286), hsa-miR-4516 (SEQ ID NO: 1287), hsa-miR-4475 (SEQ ID NO: 1288), hsa-miR-1910-3p (SEQ ID NO: 1289), hsa-miR-4681 (SEQ ID NO: 1290), hsa-miR-152-5p (SEQ ID NO: 1291), hsa-miR-409-3p (SEQ ID NO: 1292), hsa-miR-204-5p (SEQ ID NO: 1293), hsa-miR-1249-3p (SEQ ID NO: 1294), hsa-miR-4787-3p (SEQ ID NO: 1295), hsa-miR-6071 (SEQ ID NO: 1296), hsa-miR-3920 (SEQ ID NO: 1297), hsa-miR-548az-3p (SEQ ID NO: 1298), hsa-miR-6879-5p (SEQ ID NO: 1299), hsa-miR-183-5p (SEQ ID NO: 1300), hsa-miR-6878-3p (SEQ ID NO: 1301), hsa-miR-544a (SEQ ID NO: 1302), hsa-miR-135b-3p (SEQ ID NO: 1303), hsa-miR-7973 (SEQ ID NO: 1304), hsa-miR-548ai (SEQ ID NO: 1305), hsa-miR-501-3p (SEQ ID NO: 1306), hsa-miR-4695-5p (SEQ ID NO: 1307), hsa-miR-1251-3p (SEQ ID NO: 1308), hsa-miR-548ao-5p (SEQ ID NO: 1309), hsa-miR-4692 (SEQ ID NO: 1310), hsa-miR-103b (SEQ ID NO: 1311), hsa-miR-3665 (SEQ ID NO: 1312), hsa-miR-524-3p (SEQ ID NO: 1313), hsa-miR-214-3p (SEQ ID NO: 1314), hsa-miR-1197 (SEQ ID NO: 1315), hsa-miR-3141 (SEQ ID NO: 1316), hsa-miR-346 (SEQ ID NO: 1317), hsa-miR-21-5p (SEQ ID NO: 1318), hsa-miR-6885-3p (SEQ ID NO: 1319), hsa-miR-197-3p (SEQ ID NO: 1320), hsa-miR-12113 (SEQ ID NO: 1321), hsa-miR-4786-5p (SEQ ID NO: 1322), hsa-miR-205-3p (SEQ ID NO: 1323), hsa-miR-5582-3p (SEQ ID NO: 1324), hsa-miR-4485-5p (SEQ ID NO: 1325), hsa-miR-513c-5p (SEQ ID NO: 1326), hsa-miR-8066 (SEQ ID NO: 1327), hsa-miR-145-5p (SEQ ID NO: 1328), hsa-miR-5693 (SEQ ID NO: 1329), hsa-miR-4780 (SEQ ID NO: 1330), hsa-miR-4801 (SEQ ID NO: 1331), hsa-miR-602 (SEQ ID NO: 1332), hsa-miR-3935 (SEQ ID NO: 1333), hsa-miR-2355-5p (SEQ ID NO: 1334), hsa-miR-4252 (SEQ ID NO: 1335), hsa-miR-8065 (SEQ ID NO: 1336), hsa-miR-668-5p (SEQ ID NO: 1337), hsa-miR-4768-3p (SEQ ID NO: 1338), hsa-miR-552-5p (SEQ ID NO: 1339), hsa-miR-5582-5p (SEQ ID NO: 1340), hsa-miR-6124 (SEQ ID NO: 1341), hsa-miR-4453 (SEQ ID NO: 1342), hsa-miR-3689b-3p (SEQ ID NO: 1343), hsa-miR-10401-5p (SEQ ID NO: 1344), hsa-miR-433-3p (SEQ ID NO: 1345), hsa-miR-187-5p (SEQ ID NO: 1346), hsa-miR-613 (SEQ ID NO: 1347), hsa-miR-1293 (SEQ ID NO: 1348), hsa-miR-6830-5p (SEQ ID NO: 1349), hsa-miR-1225-3p (SEQ ID NO: 1350), hsa-miR-4749-3p (SEQ ID NO: 1351), hsa-miR-4643 (SEQ ID NO: 1352), hsa-miR-210-3p (SEQ ID NO: 1353), hsa-miR-302d-3p (SEQ ID NO: 1354), hsa-miR-6850-3p (SEQ ID NO: 1355), hsa-miR-6762-5p (SEQ ID NO: 1356), hsa-miR-3177-3p (SEQ ID NO: 1357), hsa-miR-4687-5p (SEQ ID NO: 1358), hsa-miR-2682-5p (SEQ ID NO: 1359), hsa-miR-520f-3p (SEQ ID NO: 1360), hsa-miR-656-5p (SEQ ID NO: 1361), hsa-miR-5197-3p (SEQ ID NO: 1362), hsa-miR-487a-3p (SEQ ID NO: 1363), hsa-miR-30d-5p (SEQ ID NO: 1364), hsa-miR-548av-5p (SEQ ID NO: 1365), hsa-miR-6827-3p (SEQ ID NO: 1366), hsa-miR-518d-5p (SEQ ID NO: 1367), hsa-miR-4740-5p (SEQ ID NO: 1368), hsa-miR-637 (SEQ ID NO: 1369), hsa-miR-7108-5p (SEQ ID NO: 1370), hsa-miR-6887-5p (SEQ ID NO: 1371), hsa-miR-3690 (SEQ ID NO: 1372), hsa-miR-34b-5p (SEQ ID NO: 1373), hsa-miR-6786-3p (SEQ ID NO: 1374), hsa-miR-518a-3p (SEQ ID NO: 1375), hsa-miR-3975 (SEQ ID NO: 1376), hsa-miR-645 (SEQ ID NO: 1377), hsa-miR-4524b-3p (SEQ ID NO: 1378), hsa-miR-17-5p (SEQ ID NO: 1379), hsa-miR-6895-3p (SEQ ID NO: 1380), hsa-miR-6873-5p (SEQ ID NO: 1381), hsa-miR-4674 (SEQ ID NO: 1382), hsa-miR-3200-5p (SEQ ID NO: 1383), hsa-miR-2909 (SEQ ID NO: 1384), hsa-miR-4730 (SEQ ID NO: 1385), hsa-miR-3681-5p (SEQ ID NO: 1386), hsa-miR-6876-5p (SEQ ID NO: 1387), hsa-miR-302b-3p (SEQ ID NO: 1388), hsa-miR-92b-3p (SEQ ID NO: 1389), hsa-miR-3140-5p (SEQ ID NO: 1390), hsa-miR-3680-5p (SEQ ID NO: 1391), hsa-miR-8069 (SEQ ID NO: 1392), hsa-miR-526a-3p (SEQ ID NO: 1393), hsa-miR-6506-3p (SEQ ID NO: 1394), hsa-miR-3187-3p (SEQ ID NO: 1395), hsa-miR-758-5p (SEQ ID NO: 1396), hsa-miR-5089-3p (SEQ ID NO: 1397), hsa-miR-3977 (SEQ ID NO: 1398), hsa-miR-5682 (SEQ ID NO: 1399), hsa-miR-4695-3p (SEQ ID NO: 1400), hsa-miR-377-5p (SEQ ID NO: 1401), hsa-miR-562 (SEQ ID NO: 1402), hsa-miR-4328 (SEQ ID NO: 1403), hsa-miR-202-3p (SEQ ID NO: 1404), hsa-miR-5196-3p (SEQ ID NO: 1405), hsa-miR-4314 (SEQ ID NO: 1406), hsa-miR-3681-3p (SEQ ID NO: 1407), hsa-miR-2114-3p (SEQ ID NO: 1408), hsa-miR-5692a (SEQ ID NO: 1409), hsa-miR-615-5p (SEQ ID NO: 1410), hsa-miR-3677-3p (SEQ ID NO: 1411), hsa-miR-138-1-3p (SEQ ID NO: 1412), hsa-miR-4641 (SEQ ID NO: 1413), hsa-miR-370-5p (SEQ ID NO: 1414), hsa-miR-4732-5p (SEQ ID NO: 1415), hsa-miR-6760-3p (SEQ ID NO: 1416), hsa-miR-7162-5p (SEQ ID NO: 1417), hsa-miR-8060 (SEQ ID NO: 1418), hsa-miR-1237-5p (SEQ ID NO: 1419), hsa-miR-4421 (SEQ ID NO: 1420), hsa-miR-3195 (SEQ ID NO: 1421), hsa-miR-193a-5p (SEQ ID NO: 1422), hsa-miR-4486 (SEQ ID NO: 1423), hsa-miR-4534 (SEQ ID NO: 1424), hsa-miR-2278 (SEQ ID NO: 1425), hsa-miR-892c-5p (SEQ ID NO: 1426), hsa-miR-1179 (SEQ ID NO: 1427), hsa-miR-6834-3p (SEQ ID NO: 1428), hsa-miR-380-5p (SEQ ID NO: 1429), hsa-miR-19b-1-5p (SEQ ID NO: 1430), hsa-miR-6759-3p (SEQ ID NO: 1431), hsa-miR-500a-5p (SEQ ID NO: 1432), hsa-miR-744-5p (SEQ ID NO: 1433), hsa-miR-26a-2-3p (SEQ ID NO: 1434), hsa-miR-3605-3p (SEQ ID NO: 1435), hsa-miR-4677-3p (SEQ ID NO: 1436), hsa-miR-34a-3p (SEQ ID NO: 1437), hsa-miR-3122 (SEQ ID NO: 1438), hsa-miR-758-3p (SEQ ID NO: 1439), hsa-miR-4274 (SEQ ID NO: 1440), hsa-miR-6732-5p (SEQ ID NO: 1441), hsa-miR-598-5p (SEQ ID NO: 1442), hsa-miR-4465 (SEQ ID NO: 1443), hsa-miR-548ar-3p (SEQ ID NO: 1444), hsa-miR-4690-3p (SEQ ID NO: 1445), hsa-miR-202-5p (SEQ ID NO: 1446), hsa-miR-378d (SEQ ID NO: 1447), hsa-miR-6765-5p (SEQ ID NO: 1448), hsa-miR-6511a-5p (SEQ ID NO: 1449), hsa-miR-1267 (SEQ ID NO: 1450), hsa-miR-4668-5p (SEQ ID NO: 1451), hsa-miR-6730-3p (SEQ ID NO: 1452), hsa-miR-4671-5p (SEQ ID NO: 1453), hsa-miR-920 (SEQ ID NO: 1454), hsa-miR-6826-5p (SEQ ID NO: 1455), hsa-miR-5092 (SEQ ID NO: 1456), hsa-miR-548b-5p (SEQ ID NO: 1457), hsa-miR-135a-3p (SEQ ID NO: 1458), hsa-miR-516a-3p (SEQ ID NO: 1459), hsa-miR-4513 (SEQ ID NO: 1460), hsa-miR-518e-5p (SEQ ID NO: 1461), hsa-miR-205-5p (SEQ ID NO: 1462), hsa-miR-593-3p (SEQ ID NO: 1463), hsa-miR-6836-5p (SEQ ID NO: 1464), hsa-miR-6515-5p (SEQ ID NO: 1465), hsa-miR-653-5p (SEQ ID NO: 1466), hsa-miR-6503-5p (SEQ ID NO: 1467), hsa-miR-6504-5p (SEQ ID NO: 1468), hsa-miR-627-5p (SEQ ID NO: 1469), hsa-miR-3618 (SEQ ID NO: 1470), hsa-miR-5186 (SEQ ID NO: 1471), hsa-miR-513a-3p (SEQ ID NO: 1472), hsa-miR-10392-3p (SEQ ID NO: 1473), hsa-miR-210-5p (SEQ ID NO: 1474), hsa-miR-5196-5p (SEQ ID NO: 1475), hsa-miR-4708-3p (SEQ ID NO: 1476), hsa-miR-6078 (SEQ ID NO: 1477), hsa-miR-3173-5p (SEQ ID NO: 1478), hsa-miR-4748 (SEQ ID NO: 1479), hsa-miR-4302 (SEQ ID NO: 1480), hsa-miR-4735-3p (SEQ ID NO: 1481), hsa-miR-223-3p (SEQ ID NO: 1482), hsa-miR-142-5p (SEQ ID NO: 1483), hsa-miR-6803-3p (SEQ ID NO: 1484), hsa-miR-6511a-3p (SEQ ID NO: 1485), hsa-miR-5583-5p (SEQ ID NO: 1486), hsa-miR-507 (SEQ ID NO: 1487), hsa-miR-3171 (SEQ ID NO: 1488), hsa-miR-3908 (SEQ ID NO: 1489), hsa-miR-4761-5p (SEQ ID NO: 1490), hsa-miR-8053 (SEQ ID NO: 1491), hsa-miR-186-3p (SEQ ID NO: 1492), hsa-miR-3689d (SEQ ID NO: 1493), hsa-miR-6769b-3p (SEQ ID NO: 1494), hsa-miR-12115 (SEQ ID NO: 1495), hsa-miR-7106-3p (SEQ ID NO: 1496), hsa-miR-10a-3p (SEQ ID NO: 1497), hsa-miR-6815-3p (SEQ ID NO: 1498), hsa-miR-6088 (SEQ ID NO: 1499), hsa-miR-1-3p (SEQ ID NO: 1500), hsa-miR-200a-5p (SEQ ID NO: 1501), hsa-miR-3202 (SEQ ID NO: 1502), hsa-miR-943 (SEQ ID NO: 1503), hsa-miR-6833-5p (SEQ ID NO: 1504), hsa-miR-6883-5p (SEQ ID NO: 1505), hsa-miR-6890-3p (SEQ ID NO: 1506), hsa-miR-3149 (SEQ ID NO: 1507), hsa-let-7b-3p (SEQ ID NO: 1508), hsa-miR-6878-5p (SEQ ID NO: 1509), hsa-miR-146b-3p (SEQ ID NO: 1510), hsa-miR-10399-3p (SEQ ID NO: 1511), hsa-miR-4731-5p (SEQ ID NO: 1512), hsa-let-7g-3p (SEQ ID NO: 1513), hsa-miR-5590-5p (SEQ ID NO: 1514), hsa-miR-551b-5p (SEQ ID NO: 1515), hsa-miR-3186-3p (SEQ ID NO: 1516), hsa-miR-302a-5p (SEQ ID NO: 1517), hsa-miR-769-5p (SEQ ID NO: 1518), hsa-miR-19a-3p (SEQ ID NO: 1519), hsa-miR-381-5p (SEQ ID NO: 1520), hsa-miR-6741-3p (SEQ ID NO: 1521), hsa-miR-6845-5p (SEQ ID NO: 1522), hsa-miR-7155-5p (SEQ ID NO: 1523), hsa-miR-544b (SEQ ID NO: 1524), hsa-miR-4505 (SEQ ID NO: 1525), hsa-miR-8073 (SEQ ID NO: 1526), hsa-miR-4633-3p (SEQ ID NO: 1527), hsa-miR-4694-5p (SEQ ID NO: 1528), hsa-miR-3677-5p (SEQ ID NO: 1529), hsa-miR-4491 (SEQ ID NO: 1530), hsa-miR-7848-3p (SEQ ID NO: 1531), hsa-miR-668-3p (SEQ ID NO: 1532), hsa-miR-938 (SEQ ID NO: 1533), hsa-miR-3074-3p (SEQ ID NO: 1534), hsa-miR-6716-3p (SEQ ID NO: 1535), hsa-miR-342-3p (SEQ ID NO: 1536), hsa-miR-5587-5p (SEQ ID NO: 1537), hsa-miR-584-5p (SEQ ID NO: 1538), hsa-miR-298 (SEQ ID NO: 1539), hsa-miR-8055 (SEQ ID NO: 1540), hsa-miR-3612 (SEQ ID NO: 1541), hsa-miR-542-5p (SEQ ID NO: 1542), hsa-miR-19b-3p (SEQ ID NO: 1543), hsa-miR-1231 (SEQ ID NO: 1544), hsa-miR-4255 (SEQ ID NO: 1545), hsa-miR-10396a-3p (SEQ ID NO: 1546), hsa-miR-675-5p (SEQ ID NO: 1547), hsa-miR-199a-5p (SEQ ID NO: 1548), hsa-miR-513b-5p (SEQ ID NO: 1549), hsa-miR-4455 (SEQ ID NO: 1550), hsa-miR-3682-3p (SEQ ID NO: 1551), hsa-miR-9500 (SEQ ID NO: 1552), hsa-miR-6828-5p (SEQ ID NO: 1553), hsa-miR-6718-5p (SEQ ID NO: 1554), hsa-miR-939-3p (SEQ ID NO: 1555), hsa-miR-548ad-5p (SEQ ID NO: 1556), hsa-miR-339-3p (SEQ ID NO: 1557), hsa-miR-4739 (SEQ ID NO: 1558), hsa-miR-630 (SEQ ID NO: 1559), hsa-miR-1246 (SEQ ID NO: 1560), hsa-miR-3135b (SEQ ID NO: 1561), hsa-miR-600 (SEQ ID NO: 1562), hsa-miR-129-1-3p (SEQ ID NO: 1563), hsa-miR-4268 (SEQ ID NO: 1564), hsa-miR-876-5p (SEQ ID NO: 1565), hsa-miR-3145-5p (SEQ ID NO: 1566), hsa-miR-12122 (SEQ ID NO: 1567), hsa-miR-582-5p (SEQ ID NO: 1568), hsa-miR-3085-3p (SEQ ID NO: 1569), hsa-miR-1470 (SEQ ID NO: 1570), hsa-miR-4291 (SEQ ID NO: 1571), hsa-miR-766-5p (SEQ ID NO: 1572), hsa-miR-548ae-5p (SEQ ID NO: 1573), hsa-miR-1271-3p (SEQ ID NO: 1574), hsa-miR-200c-3p (SEQ ID NO: 1575), hsa-miR-4721 (SEQ ID NO: 1576), hsa-miR-6810-5p (SEQ ID NO: 1577), hsa-miR-6853-5p (SEQ ID NO: 1578), hsa-miR-4744 (SEQ ID NO: 1579), hsa-miR-3670 (SEQ ID NO: 1580), hsa-miR-3925-3p (SEQ ID NO: 1581), hsa-miR-17-3p (SEQ ID NO: 1582), hsa-miR-5585-5p (SEQ ID NO: 1583), hsa-miR-4652-3p (SEQ ID NO: 1584), hsa-miR-196b-3p (SEQ ID NO: 1585), hsa-miR-10523-5p (SEQ ID NO: 1586), hsa-miR-3200-3p (SEQ ID NO: 1587), hsa-miR-196a-3p (SEQ ID NO: 1588), hsa-miR-320e (SEQ ID NO: 1589), hsa-miR-4804-3p (SEQ ID NO: 1590), hsa-miR-4433a-5p (SEQ ID NO: 1591), hsa-miR-3689a-3p (SEQ ID NO: 1592), hsa-miR-548ba (SEQ ID NO: 1593), hsa-miR-548d-3p (SEQ ID NO: 1594), hsa-miR-10393-3p (SEQ ID NO: 1595), hsa-miR-8080 (SEQ ID NO: 1596), hsa-miR-4316 (SEQ ID NO: 1597), hsa-miR-548az-5p (SEQ ID NO: 1598), hsa-miR-4717-5p (SEQ ID NO: 1599), hsa-miR-10400-3p (SEQ ID NO: 1600), hsa-miR-4690-5p (SEQ ID NO: 1601), hsa-miR-3678-3p (SEQ ID NO: 1602), hsa-miR-3194-5p (SEQ ID NO: 1603), hsa-miR-605-3p (SEQ ID NO: 1604), hsa-miR-4706 (SEQ ID NO: 1605), hsa-miR-4725-3p (SEQ ID NO: 1606), hsa-miR-4432 (SEQ ID NO: 1607), hsa-miR-7849-3p (SEQ ID NO: 1608), hsa-miR-503-3p (SEQ ID NO: 1609), hsa-miR-1307-3p (SEQ ID NO: 1610), hsa-miR-6731-3p (SEQ ID NO: 1611), hsa-miR-376a-3p (SEQ ID NO: 1612), hsa-miR-6859-3p (SEQ ID NO: 1613), hsa-miR-5000-5p (SEQ ID NO: 1614), hsa-miR-3065-5p (SEQ ID NO: 1615), hsa-miR-6822-3p (SEQ ID NO: 1616), hsa-miR-8086 (SEQ ID NO: 1617), hsa-miR-217-3p (SEQ ID NO: 1618), hsa-miR-125b-2-3p (SEQ ID NO: 1619), hsa-miR-548am-5p (SEQ ID NO: 1620), hsa-miR-323b-3p (SEQ ID NO: 1621), hsa-miR-4489 (SEQ ID NO: 1622), hsa-miR-6862-3p (SEQ ID NO: 1623), hsa-miR-194-3p (SEQ ID NO: 1624), hsa-miR-6772-5p (SEQ ID NO: 1625), hsa-miR-223-5p (SEQ ID NO: 1626), hsa-miR-569 (SEQ ID NO: 1627), hsa-miR-520b-3p (SEQ ID NO: 1628), hsa-miR-4680-5p (SEQ ID NO: 1629), hsa-miR-1914-3p (SEQ ID NO: 1630), hsa-miR-4740-3p (SEQ ID NO: 1631), hsa-miR-518b (SEQ ID NO: 1632), hsa-miR-504-3p (SEQ ID NO: 1633), hsa-miR-149-3p (SEQ ID NO: 1634), hsa-miR-4758-5p (SEQ ID NO: 1635), hsa-miR-26b-5p (SEQ ID NO: 1636), hsa-miR-5708 (SEQ ID NO: 1637), hsa-miR-1236-3p (SEQ ID NO: 1638), hsa-miR-670-3p (SEQ ID NO: 1639), hsa-miR-573 (SEQ ID NO: 1640), hsa-miR-3912-5p (SEQ ID NO: 1641), hsa-miR-12130 (SEQ ID NO: 1642), hsa-miR-4783-5p (SEQ ID NO: 1643), hsa-miR-3686 (SEQ ID NO: 1644), hsa-miR-660-3p (SEQ ID NO: 1645), hsa-miR-3655 (SEQ ID NO: 1646), hsa-miR-4720-3p (SEQ ID NO: 1647), hsa-miR-3160-5p (SEQ ID NO: 1648), hsa-miR-1202 (SEQ ID NO: 1649), hsa-miR-765 (SEQ ID NO: 1650), hsa-miR-628-3p (SEQ ID NO: 1651), hsa-miR-12135 (SEQ ID NO: 1652), hsa-miR-532-5p (SEQ ID NO: 1653), hsa-miR-3131 (SEQ ID NO: 1654), hsa-miR-296-5p (SEQ ID NO: 1655), hsa-miR-378a-5p (SEQ ID NO: 1656), hsa-miR-6769a-3p (SEQ ID NO: 1657), hsa-miR-6802-5p (SEQ ID NO: 1658), hsa-miR-1911-5p (SEQ ID NO: 1659), hsa-miR-20a-5p (SEQ ID NO: 1660), hsa-miR-6128 (SEQ ID NO: 1661), hsa-miR-5586-5p (SEQ ID NO: 1662), hsa-miR-4790-5p (SEQ ID NO: 1663), hsa-miR-188-3p (SEQ ID NO: 1664), hsa-miR-4654 (SEQ ID NO: 1665), hsa-miR-21-3p (SEQ ID NO: 1666), hsa-miR-6859-5p (SEQ ID NO: 1667), hsa-miR-550b-2-5p (SEQ ID NO: 1668), hsa-miR-4527 (SEQ ID NO: 1669), hsa-miR-6782-5p (SEQ ID NO: 1670), hsa-miR-2355-3p (SEQ ID NO: 1671), hsa-miR-2117 (SEQ ID NO: 1672), hsa-miR-148b-3p (SEQ ID NO: 1673), hsa-miR-6864-3p (SEQ ID NO: 1674), hsa-miR-590-3p (SEQ ID NO: 1675), hsa-miR-5589-5p (SEQ ID NO: 1676), hsa-miR-100-5p (SEQ ID NO: 1677), hsa-miR-548u (SEQ ID NO: 1678), hsa-miR-6837-3p (SEQ ID NO: 1679), hsa-miR-6774-5p (SEQ ID NO: 1680), hsa-miR-4263 (SEQ ID NO: 1681), hsa-miR-320a-3p (SEQ ID NO: 1682), hsa-miR-8074 (SEQ ID NO: 1683), hsa-miR-4666a-5p (SEQ ID NO: 1684), hsa-miR-6808-3p (SEQ ID NO: 1685), hsa-miR-6743-3p (SEQ ID NO: 1686), hsa-miR-511-5p (SEQ ID NO: 1687), hsa-miR-4632-5p (SEQ ID NO: 1688), hsa-miR-301a-3p (SEQ ID NO: 1689), hsa-miR-1200 (SEQ ID NO: 1690), hsa-miR-3199 (SEQ ID NO: 1691), hsa-miR-152-3p (SEQ ID NO: 1692), hsa-miR-361-5p (SEQ ID NO: 1693), hsa-miR-1199-3p (SEQ ID NO: 1694), hsa-miR-6751-3p (SEQ ID NO: 1695), hsa-miR-6757-3p (SEQ ID NO: 1696), hsa-miR-6871-5p (SEQ ID NO: 1697), hsa-miR-656-3p (SEQ ID NO: 1698), hsa-miR-4728-5p (SEQ ID NO: 1699), hsa-miR-23c (SEQ ID NO: 1700), hsa-miR-4717-3p (SEQ ID NO: 1701), hsa-miR-517c-3p (SEQ ID NO: 1702), hsa-miR-520c-3p (SEQ ID NO: 1703), hsa-miR-6854-5p (SEQ ID NO: 1704), hsa-miR-4310 (SEQ ID NO: 1705), hsa-miR-6849-3p (SEQ ID NO: 1706), hsa-miR-5591-5p (SEQ ID NO: 1707), hsa-miR-4277 (SEQ ID NO: 1708), hsa-miR-509-3p (SEQ ID NO: 1709), hsa-miR-4722-3p (SEQ ID NO: 1710), hsa-miR-6729-5p (SEQ ID NO: 1711), hsa-miR-4496 (SEQ ID NO: 1712), hsa-miR-4764-3p (SEQ ID NO: 1713), hsa-miR-4782-5p (SEQ ID NO: 1714), hsa-miR-1323 (SEQ ID NO: 1715), hsa-miR-708-3p (SEQ ID NO: 1716), hsa-let-7i-5p (SEQ ID NO: 1717), hsa-miR-384 (SEQ ID NO: 1718), hsa-miR-4292 (SEQ ID NO: 1719), hsa-miR-4699-3p (SEQ ID NO: 1720), hsa-miR-1252-5p (SEQ ID NO: 1721), hsa-miR-500b-3p (SEQ ID NO: 1722), hsa-miR-4802-5p (SEQ ID NO: 1723), hsa-miR-4509 (SEQ ID NO: 1724), hsa-miR-6090 (SEQ ID NO: 1725), hsa-miR-654-3p (SEQ ID NO: 1726), hsa-miR-4679 (SEQ ID NO: 1727), hsa-miR-429 (SEQ ID NO: 1728), hsa-miR-584-3p (SEQ ID NO: 1729), hsa-miR-4655-5p (SEQ ID NO: 1730), hsa-miR-508-3p (SEQ ID NO: 1731), hsa-miR-4762-5p (SEQ ID NO: 1732), hsa-miR-6808-5p (SEQ ID NO: 1733), hsa-miR-6837-5p (SEQ ID NO: 1734), hsa-miR-200b-5p (SEQ ID NO: 1735), hsa-miR-6801-3p (SEQ ID NO: 1736), hsa-miR-548d-5p (SEQ ID NO: 1737), hsa-miR-3157-3p (SEQ ID NO: 1738), hsa-miR-3059-5p (SEQ ID NO: 1739), hsa-miR-324-5p (SEQ ID NO: 1740), hsa-miR-3713 (SEQ ID NO: 1741), hsa-miR-4280 (SEQ ID NO: 1742), hsa-miR-26a-1-3p (SEQ ID NO: 1743), hsa-miR-6743-5p (SEQ ID NO: 1744), hsa-miR-6855-5p (SEQ ID NO: 1745), hsa-miR-1294 (SEQ ID NO: 1746), hsa-miR-5696 (SEQ ID NO: 1747), hsa-miR-548aa (SEQ ID NO: 1748), hsa-miR-7158-5p (SEQ ID NO: 1749), hsa-miR-3157-5p (SEQ ID NO: 1750), hsa-miR-154-3p (SEQ ID NO: 1751), hsa-miR-122-3p (SEQ ID NO: 1752), hsa-miR-1270 (SEQ ID NO: 1753), hsa-miR-769-3p (SEQ ID NO: 1754), hsa-miR-3168 (SEQ ID NO: 1755), hsa-miR-143-3p (SEQ ID NO: 1756), hsa-miR-6874-5p (SEQ ID NO: 1757), hsa-miR-516b-3p (SEQ ID NO: 1758), hsa-miR-4677-5p (SEQ ID NO: 1759), hsa-miR-10b-5p (SEQ ID NO: 1760), hsa-miR-7705 (SEQ ID NO: 1761), hsa-miR-6755-5p (SEQ ID NO: 1762), hsa-miR-6847-3p (SEQ ID NO: 1763), hsa-miR-512-3p (SEQ ID NO: 1764), hsa-miR-153-3p (SEQ ID NO: 1765), hsa-miR-4454 (SEQ ID NO: 1766), hsa-miR-8064 (SEQ ID NO: 1767), hsa-miR-7110-3p (SEQ ID NO: 1768), hsa-miR-423-3p (SEQ ID NO: 1769), hsa-miR-331-5p (SEQ ID NO: 1770), hsa-miR-190a-3p (SEQ ID NO: 1771), hsa-miR-610 (SEQ ID NO: 1772), hsa-miR-198 (SEQ ID NO: 1773), hsa-miR-4536-5p (SEQ ID NO: 1774), hsa-miR-4760-5p (SEQ ID NO: 1775), hsa-miR-3924 (SEQ ID NO: 1776), hsa-miR-5692b (SEQ ID NO: 1777), hsa-miR-6742-5p (SEQ ID NO: 1778), hsa-miR-935 (SEQ ID NO: 1779), hsa-miR-612 (SEQ ID NO: 1780), hsa-miR-8089 (SEQ ID NO: 1781), hsa-miR-6774-3p (SEQ ID NO: 1782), hsa-miR-4503 (SEQ ID NO: 1783), hsa-miR-762 (SEQ ID NO: 1784), hsa-miR-150-3p (SEQ ID NO: 1785), hsa-miR-4999-3p (SEQ ID NO: 1786), hsa-miR-548aq-5p (SEQ ID NO: 1787), hsa-miR-6883-3p (SEQ ID NO: 1788), hsa-miR-497-3p (SEQ ID NO: 1789), hsa-miR-3689c (SEQ ID NO: 1790), hsa-miR-548bb-3p (SEQ ID NO: 1791), hsa-miR-8082 (SEQ ID NO: 1792), hsa-miR-4315 (SEQ ID NO: 1793), hsa-miR-6818-5p (SEQ ID NO: 1794), hsa-miR-6506-5p (SEQ ID NO: 1795), hsa-miR-676-3p (SEQ ID NO: 1796), hsa-miR-6508-3p (SEQ ID NO: 1797), hsa-miR-3181 (SEQ ID NO: 1798), hsa-miR-3927-3p (SEQ ID NO: 1799), hsa-miR-5193 (SEQ ID NO: 1800), hsa-miR-376b-3p (SEQ ID NO: 1801), hsa-miR-7843-5p (SEQ ID NO: 1802), hsa-miR-6781-3p (SEQ ID NO: 1803), hsa-miR-4259 (SEQ ID NO: 1804), hsa-miR-371a-5p (SEQ ID NO: 1805), hsa-miR-548e-5p (SEQ ID NO: 1806), hsa-miR-651-5p (SEQ ID NO: 1807), hsa-miR-10397-3p (SEQ ID NO: 1808), hsa-miR-422a (SEQ ID NO: 1809), hsa-miR-4642 (SEQ ID NO: 1810), hsa-miR-4724-3p (SEQ ID NO: 1811), hsa-miR-7160-3p (SEQ ID NO: 1812), hsa-miR-6744-5p (SEQ ID NO: 1813), hsa-miR-4524a-3p (SEQ ID NO: 1814), hsa-miR-873-3p (SEQ ID NO: 1815), hsa-miR-362-3p (SEQ ID NO: 1816), hsa-miR-4758-3p (SEQ ID NO: 1817), hsa-miR-1263 (SEQ ID NO: 1818), hsa-miR-6512-3p (SEQ ID NO: 1819), hsa-miR-3911 (SEQ ID NO: 1820), hsa-miR-6073 (SEQ ID NO: 1821), hsa-miR-1257 (SEQ ID NO: 1822), hsa-miR-670-5p (SEQ ID NO: 1823), hsa-miR-4429 (SEQ ID NO: 1824), hsa-miR-4711-5p (SEQ ID NO: 1825), hsa-miR-3646 (SEQ ID NO: 1826), hsa-miR-4667-5p (SEQ ID NO: 1827), hsa-miR-6085 (SEQ ID NO: 1828), hsa-miR-146b-5p (SEQ ID NO: 1829), hsa-miR-6730-5p (SEQ ID NO: 1830), hsa-miR-378a-3p (SEQ ID NO: 1831), hsa-miR-3650 (SEQ ID NO: 1832), hsa-miR-4798-3p (SEQ ID NO: 1833), hsa-miR-4789-5p (SEQ ID NO: 1834), hsa-miR-4686 (SEQ ID NO: 1835), hsa-miR-133b (SEQ ID NO: 1836), hsa-miR-12128 (SEQ ID NO: 1837), hsa-miR-548ah-3p (SEQ ID NO: 1838), hsa-miR-3663-5p (SEQ ID NO: 1839), hsa-miR-4728-3p (SEQ ID NO: 1840), hsa-miR-410-5p (SEQ ID NO: 1841), hsa-miR-4664-3p (SEQ ID NO: 1842), hsa-miR-548q (SEQ ID NO: 1843), hsa-miR-15b-5p (SEQ ID NO: 1844), hsa-miR-4659b-5p (SEQ ID NO: 1845), hsa-miR-572 (SEQ ID NO: 1846), hsa-miR-4485-3p (SEQ ID NO: 1847), hsa-miR-4478 (SEQ ID NO: 1848), hsa-miR-4307 (SEQ ID NO: 1849), hsa-miR-3648 (SEQ ID NO: 1850), hsa-miR-6081 (SEQ ID NO: 1851), hsa-miR-10399-5p (SEQ ID NO: 1852), hsa-miR-937-5p (SEQ ID NO: 1853), hsa-miR-181d-3p (SEQ ID NO: 1854), hsa-miR-128-3p (SEQ ID NO: 1855), hsa-miR-6829-5p (SEQ ID NO: 1856), hsa-miR-7856-5p (SEQ ID NO: 1857), hsa-miR-4756-5p (SEQ ID NO: 1858), hsa-miR-3175 (SEQ ID NO: 1859), hsa-miR-3158-5p (SEQ ID NO: 1860), hsa-miR-4632-3p (SEQ ID NO: 1861), hsa-miR-1237-3p (SEQ ID NO: 1862), hsa-miR-4517 (SEQ ID NO: 1863), hsa-miR-155-3p (SEQ ID NO: 1864), hsa-miR-3128 (SEQ ID NO: 1865), hsa-miR-1268a (SEQ ID NO: 1866), hsa-miR-4661-3p (SEQ ID NO: 1867), hsa-miR-7152-3p (SEQ ID NO: 1868), hsa-miR-6828-3p (SEQ ID NO: 1869), hsa-miR-4444 (SEQ ID NO: 1870), hsa-miR-8056 (SEQ ID NO: 1871), hsa-miR-6757-5p (SEQ ID NO: 1872), hsa-miR-501-5p (SEQ ID NO: 1873), hsa-miR-6838-5p (SEQ ID NO: 1874), hsa-miR-342-5p (SEQ ID NO: 1875), hsa-miR-6758-5p (SEQ ID NO: 1876), hsa-miR-1229-3p (SEQ ID NO: 1877), hsa-miR-1284 (SEQ ID NO: 1878), hsa-miR-642a-3p (SEQ ID NO: 1879), hsa-miR-1229-5p (SEQ ID NO: 1880), hsa-miR-3185 (SEQ ID NO: 1881), hsa-miR-4270 (SEQ ID NO: 1882), hsa-miR-556-5p (SEQ ID NO: 1883), hsa-miR-4705 (SEQ ID NO: 1884), hsa-miR-519a-5p (SEQ ID NO: 1885), hsa-miR-5094 (SEQ ID NO: 1886), hsa-miR-759 (SEQ ID NO: 1887), hsa-miR-145-3p (SEQ ID NO: 1888), hsa-miR-375-5p (SEQ ID NO: 1889), hsa-miR-2116-5p (SEQ ID NO: 1890), hsa-miR-4741 (SEQ ID NO: 1891), hsa-miR-6789-5p (SEQ ID NO: 1892), hsa-miR-548t-5p (SEQ ID NO: 1893), hsa-miR-29c-3p (SEQ ID NO: 1894), hsa-let-7f-5p (SEQ ID NO: 1895), hsa-miR-483-5p (SEQ ID NO: 1896), hsa-miR-1539 (SEQ ID NO: 1897), hsa-miR-6842-5p (SEQ ID NO: 1898), hsa-miR-4745-5p (SEQ ID NO: 1899), hsa-miR-3675-3p (SEQ ID NO: 1900), hsa-miR-7111-5p (SEQ ID NO: 1901), hsa-let-7d-5p (SEQ ID NO: 1902), hsa-miR-10526-3p (SEQ ID NO: 1903), hsa-miR-12118 (SEQ ID NO: 1904), hsa-miR-30e-5p (SEQ ID NO: 1905), hsa-miR-1271-5p (SEQ ID NO: 1906), hsa-miR-555 (SEQ ID NO: 1907), hsa-miR-18a-3p (SEQ ID NO: 1908), hsa-miR-1255b-2-3p (SEQ ID NO: 1909), hsa-miR-378b (SEQ ID NO: 1910), hsa-miR-7161-5p (SEQ ID NO: 1911), hsa-miR-5007-3p (SEQ ID NO: 1912), hsa-miR-3915 (SEQ ID NO: 1913), hsa-miR-4462 (SEQ ID NO: 1914), hsa-miR-369-5p (SEQ ID NO: 1915), hsa-miR-6820-3p (SEQ ID NO: 1916), hsa-miR-5704 (SEQ ID NO: 1917), hsa-miR-4537 (SEQ ID NO: 1918), hsa-miR-4450 (SEQ ID NO: 1919), hsa-miR-4321 (SEQ ID NO: 1920), hsa-miR-4799-3p (SEQ ID NO: 1921), hsa-miR-4745-3p (SEQ ID NO: 1922), hsa-miR-4725-5p (SEQ ID NO: 1923), hsa-miR-6862-5p (SEQ ID NO: 1924), hsa-miR-654-5p (SEQ ID NO: 1925), hsa-miR-9851-5p (SEQ ID NO: 1926), hsa-miR-99a-3p (SEQ ID NO: 1927), hsa-miR-626 (SEQ ID NO: 1928), hsa-miR-10398-3p (SEQ ID NO: 1929), hsa-miR-130b-5p (SEQ ID NO: 1930), hsa-miR-487a-5p (SEQ ID NO: 1931), hsa-miR-6799-3p (SEQ ID NO: 1932), hsa-miR-3064-3p (SEQ ID NO: 1933), hsa-miR-6726-3p (SEQ ID NO: 1934), hsa-miR-548au-3p (SEQ ID NO: 1935), hsa-miR-939-5p (SEQ ID NO: 1936), hsa-miR-485-5p (SEQ ID NO: 1937), hsa-miR-4251 (SEQ ID NO: 1938), hsa-miR-9985 (SEQ ID NO: 1939), hsa-miR-7158-3p (SEQ ID NO: 1940), hsa-miR-4506 (SEQ ID NO: 1941), hsa-miR-6880-3p (SEQ ID NO: 1942), hsa-miR-144-5p (SEQ ID NO: 1943), hsa-miR-122-5p (SEQ ID NO: 1944), hsa-miR-548f-5p (SEQ ID NO: 1945), hsa-miR-206 (SEQ ID NO: 1946), hsa-miR-136-5p (SEQ ID NO: 1947), hsa-miR-4715-5p (SEQ ID NO: 1948), hsa-miR-6810-3p (SEQ ID NO: 1949), hsa-miR-8072 (SEQ ID NO: 1950), hsa-miR-4295 (SEQ ID NO: 1951), hsa-miR-5195-3p (SEQ ID NO: 1952), hsa-miR-12131 (SEQ ID NO: 1953), hsa-miR-3689f (SEQ ID NO: 1954), hsa-miR-1972 (SEQ ID NO: 1955), hsa-miR-340-5p (SEQ ID NO: 1956), hsa-miR-3120-5p (SEQ ID NO: 1957), hsa-miR-485-3p (SEQ ID NO: 1958), hsa-miR-632 (SEQ ID NO: 1959), hsa-miR-25-3p (SEQ ID NO: 1960), hsa-miR-4684-3p (SEQ ID NO: 1961), hsa-miR-6728-5p (SEQ ID NO: 1962), hsa-miR-147b-5p (SEQ ID NO: 1963), hsa-miR-4289 (SEQ ID NO: 1964), hsa-miR-3688-3p (SEQ ID NO: 1965), hsa-miR-6851-5p (SEQ ID NO: 1966), hsa-miR-455-3p (SEQ ID NO: 1967), hsa-miR-425-5p (SEQ ID NO: 1968), hsa-miR-181c-5p (SEQ ID NO: 1969), hsa-miR-6717-5p (SEQ ID NO: 1970), hsa-miR-5685 (SEQ ID NO: 1971), hsa-miR-3668 (SEQ ID NO: 1972), hsa-miR-338-3p (SEQ ID NO: 1973), hsa-miR-499b-5p (SEQ ID NO: 1974), hsa-miR-153-5p (SEQ ID NO: 1975), hsa-miR-4703-3p (SEQ ID NO: 1976), hsa-miR-211-5p (SEQ ID NO: 1977), hsa-miR-767-5p (SEQ ID NO: 1978), hsa-miR-101-2-5p (SEQ ID NO: 1979), hsa-miR-219a-5p (SEQ ID NO: 1980), hsa-miR-219a-1-3p (SEQ ID NO: 1981), hsa-miR-4436b-5p (SEQ ID NO: 1982), hsa-miR-5572 (SEQ ID NO: 1983), hsa-miR-3121-5p (SEQ ID NO: 1984), hsa-miR-4523 (SEQ ID NO: 1985), hsa-miR-140-3p (SEQ ID NO: 1986), hsa-miR-3659 (SEQ ID NO: 1987), hsa-miR-3679-3p (SEQ ID NO: 1988), hsa-miR-4526 (SEQ ID NO: 1989), hsa-miR-7850-5p (SEQ ID NO: 1990), hsa-miR-6134 (SEQ ID NO: 1991), hsa-miR-625-5p (SEQ ID NO: 1992), hsa-miR-369-3p (SEQ ID NO: 1993), hsa-miR-1287-3p (SEQ ID NO: 1994), hsa-miR-132-3p (SEQ ID NO: 1995), hsa-miR-1537-5p (SEQ ID NO: 1996), hsa-miR-6882-5p (SEQ ID NO: 1997), hsa-miR-5002-3p (SEQ ID NO: 1998), hsa-miR-639 (SEQ ID NO: 1999), hsa-miR-6756-5p (SEQ ID NO: 2000), hsa-miR-1908-3p (SEQ ID NO: 2001), hsa-miR-6811-3p (SEQ ID NO: 2002), hsa-miR-6514-3p (SEQ ID NO: 2003), hsa-miR-6738-3p (SEQ ID NO: 2004), hsa-miR-548 h-5p (SEQ ID NO: 2005), hsa-miR-595 (SEQ ID NO: 2006), hsa-miR-662 (SEQ ID NO: 2007), hsa-miR-130a-3p (SEQ ID NO: 2008), hsa-miR-4736 (SEQ ID NO: 2009), hsa-miR-5088-3p (SEQ ID NO: 2010), hsa-miR-5004-5p (SEQ ID NO: 2011), hsa-miR-142-3p (SEQ ID NO: 2012), hsa-miR-4474-5p (SEQ ID NO: 2013), hsa-miR-520d-5p (SEQ ID NO: 2014), hsa-miR-1205 (SEQ ID NO: 2015), hsa-miR-1537-3p (SEQ ID NO: 2016), hsa-miR-9898 (SEQ ID NO: 2017), hsa-miR-5187-5p (SEQ ID NO: 2018), hsa-miR-4428 (SEQ ID NO: 2019), hsa-miR-4646-3p (SEQ ID NO: 2020), hsa-miR-3529-5p (SEQ ID NO: 2021), hsa-miR-6809-3p (SEQ ID NO: 2022), hsa-miR-1-5p (SEQ ID NO: 2023), hsa-miR-27a-3p (SEQ ID NO: 2024), hsa-miR-671-5p (SEQ ID NO: 2025), hsa-miR-5007-5p (SEQ ID NO: 2026), hsa-miR-1285-5p (SEQ ID NO: 2027), hsa-miR-3919 (SEQ ID NO: 2028), hsa-miR-8059 (SEQ ID NO: 2029), hsa-miR-539-5p (SEQ ID NO: 2030), hsa-miR-3124-3p (SEQ ID NO: 2031), hsa-miR-33b-5p (SEQ ID NO: 2032), hsa-miR-7108-3p (SEQ ID NO: 2033), hsa-miR-3916 (SEQ ID NO: 2034), hsa-miR-4275 (SEQ ID NO: 2035), hsa-miR-6744-3p (SEQ ID NO: 2036), hsa-miR-3649 (SEQ ID NO: 2037), hsa-miR-3170 (SEQ ID NO: 2038), hsa-miR-6756-3p (SEQ ID NO: 2039), hsa-miR-4754 (SEQ ID NO: 2040), hsa-miR-5586-3p (SEQ ID NO: 2041), hsa-miR-490-5p (SEQ ID NO: 2042), hsa-miR-34c-5p (SEQ ID NO: 2043), hsa-miR-522-3p (SEQ ID NO: 2044), hsa-miR-4306 (SEQ ID NO: 2045), hsa-miR-3689b-5p (SEQ ID NO: 2046), hsa-miR-4515 (SEQ ID NO: 2047), hsa-miR-373-3p (SEQ ID NO: 2048), hsa-miR-365b-5p (SEQ ID NO: 2049), hsa-miR-4802-3p (SEQ ID NO: 2050), hsa-miR-548aj-3p (SEQ ID NO: 2051), hsa-miR-185-5p (SEQ ID NO: 2052), hsa-miR-6876-3p (SEQ ID NO: 2053), hsa-miR-3127-5p (SEQ ID NO: 2054), hsa-miR-6503-3p (SEQ ID NO: 2055), hsa-miR-3180-5p (SEQ ID NO: 2056), hsa-miR-5698 (SEQ ID NO: 2057), hsa-miR-4477b (SEQ ID NO: 2058), hsa-miR-548ah-5p (SEQ ID NO: 2059), hsa-miR-888-5p (SEQ ID NO: 2060), hsa-miR-7-2-3p (SEQ ID NO: 2061), hsa-miR-4520-2-3p (SEQ ID NO: 2062), hsa-miR-3123 (SEQ ID NO: 2063), hsa-miR-4693-5p (SEQ ID NO: 2064), hsa-miR-6077 (SEQ ID NO: 2065), hsa-miR-6807-3p (SEQ ID NO: 2066), hsa-miR-4283 (SEQ ID NO: 2067), hsa-miR-549a-3p (SEQ ID NO: 2068), hsa-miR-12121 (SEQ ID NO: 2069), hsa-miR-922 (SEQ ID NO: 2070), hsa-miR-4789-3p (SEQ ID NO: 2071), hsa-miR-6890-5p (SEQ ID NO: 2072), hsa-miR-4284 (SEQ ID NO: 2073), hsa-miR-7702 (SEQ ID NO: 2074), hsa-miR-513a-5p (SEQ ID NO: 2075), hsa-miR-6787-5p (SEQ ID NO: 2076), hsa-miR-3667-5p (SEQ ID NO: 2077), hsa-miR-450a-5p (SEQ ID NO: 2078), hsa-miR-3118 (SEQ ID NO: 2079), hsa-miR-6076 (SEQ ID NO: 2080), hsa-miR-1290 (SEQ ID NO: 2081), hsa-miR-3163 (SEQ ID NO: 2082), hsa-miR-7154-5p (SEQ ID NO: 2083), hsa-miR-663a (SEQ ID NO: 2084), hsa-miR-6824-5p (SEQ ID NO: 2085), hsa-miR-9-5p (SEQ ID NO: 2086), hsa-miR-548f-3p (SEQ ID NO: 2087), hsa-miR-378c (SEQ ID NO: 2088), hsa-miR-216a-3p (SEQ ID NO: 2089), hsa-miR-892c-3p (SEQ ID NO: 2090), hsa-miR-6831-5p (SEQ ID NO: 2091), hsa-miR-125a-5p (SEQ ID NO: 2092), hsa-miR-378e (SEQ ID NO: 2093), hsa-miR-3617-5p (SEQ ID NO: 2094), hsa-miR-3662 (SEQ ID NO: 2095), hsa-miR-604 (SEQ ID NO: 2096), hsa-miR-4278 (SEQ ID NO: 2097), hsa-miR-3140-3p (SEQ ID NO: 2098), hsa-miR-181b-2-3p (SEQ ID NO: 2099), hsa-miR-4540 (SEQ ID NO: 2100), hsa-miR-6130 (SEQ ID NO: 2101), hsa-miR-3907 (SEQ ID NO: 2102), hsa-miR-493-3p (SEQ ID NO: 2103), hsa-miR-5009-3p (SEQ ID NO: 2104), hsa-miR-4456 (SEQ ID NO: 2105), hsa-miR-99a-5p (SEQ ID NO: 2106), hsa-miR-4743-5p (SEQ ID NO: 2107), hsa-miR-196a-5p (SEQ ID NO: 2108), hsa-miR-4723-3p (SEQ ID NO: 2109), hsa-miR-6763-5p (SEQ ID NO: 2110), hsa-miR-6809-5p (SEQ ID NO: 2111), hsa-miR-890 (SEQ ID NO: 2112), hsa-miR-4667-3p (SEQ ID NO: 2113), hsa-miR-1247-5p (SEQ ID NO: 2114), hsa-miR-6512-5p (SEQ ID NO: 2115), hsa-miR-3613-3p (SEQ ID NO: 2116), hsa-miR-548a-5p (SEQ ID NO: 2117), hsa-miR-526b-3p (SEQ ID NO: 2118), hsa-miR-1180-5p (SEQ ID NO: 2119), hsa-miR-4669 (SEQ ID NO: 2120), hsa-miR-497-5p (SEQ ID NO: 2121), hsa-miR-4426 (SEQ ID NO: 2122), hsa-miR-3976 (SEQ ID NO: 2123), hsa-miR-3196 (SEQ ID NO: 2124), hsa-miR-6840-5p (SEQ ID NO: 2125), hsa-miR-6889-5p (SEQ ID NO: 2126), hsa-miR-642b-3p (SEQ ID NO: 2127), hsa-miR-363-3p (SEQ ID NO: 2128), hsa-miR-3620-3p (SEQ ID NO: 2129), hsa-miR-4265 (SEQ ID NO: 2130), hsa-miR-3154 (SEQ ID NO: 2131), hsa-miR-6869-5p (SEQ ID NO: 2132), hsa-miR-320a-5p (SEQ ID NO: 2133), hsa-miR-4685-5p (SEQ ID NO: 2134), hsa-miR-4520-3p (SEQ ID NO: 2135), hsa-miR-6853-3p (SEQ ID NO: 2136), hsa-miR-3978 (SEQ ID NO: 2137), hsa-miR-5683 (SEQ ID NO: 2138), hsa-miR-493-5p (SEQ ID NO: 2139), hsa-miR-4675 (SEQ ID NO: 2140), hsa-miR-629-5p (SEQ ID NO: 2141), hsa-miR-6776-3p (SEQ ID NO: 2142), hsa-miR-4423-5p (SEQ ID NO: 2143), hsa-miR-5009-5p (SEQ ID NO: 2144), hsa-miR-6780b-3p (SEQ ID NO: 2145), hsa-miR-655-3p (SEQ ID NO: 2146), hsa-miR-181d-5p (SEQ ID NO: 2147), hsa-miR-4443 (SEQ ID NO: 2148), hsa-miR-4528 (SEQ ID NO: 2149), hsa-miR-2116-3p (SEQ ID NO: 2150), hsa-miR-12117 (SEQ ID NO: 2151), hsa-miR-6895-5p (SEQ ID NO: 2152), hsa-miR-22-5p (SEQ ID NO: 2153), hsa-miR-3190-3p (SEQ ID NO: 2154), hsa-miR-548m (SEQ ID NO: 2155), hsa-miR-18b-3p (SEQ ID NO: 2156), hsa-miR-28-5p (SEQ ID NO: 2157), hsa-miR-6070 (SEQ ID NO: 2158), hsa-miR-323a-3p (SEQ ID NO: 2159), hsa-miR-8068 (SEQ ID NO: 2160), hsa-miR-3173-3p (SEQ ID NO: 2161), hsa-miR-6767-5p (SEQ ID NO: 2162), hsa-miR-6861-5p (SEQ ID NO: 2163), hsa-miR-8061 (SEQ ID NO: 2164), hsa-miR-519c-3p (SEQ ID NO: 2165), hsa-miR-6785-3p (SEQ ID NO: 2166), hsa-miR-129-5p (SEQ ID NO: 2167), hsa-miR-1295b-3p (SEQ ID NO: 2168), hsa-miR-4733-5p (SEQ ID NO: 2169), hsa-miR-9903 (SEQ ID NO: 2170), hsa-miR-3136-3p (SEQ ID NO: 2171), hsa-miR-7159-3p (SEQ ID NO: 2172), hsa-miR-658 (SEQ ID NO: 2173), hsa-miR-182-5p (SEQ ID NO: 2174), hsa-miR-5588-5p (SEQ ID NO: 2175), hsa-miR-548ak (SEQ ID NO: 2176), hsa-miR-3143 (SEQ ID NO: 2177), hsa-miR-6529-3p (SEQ ID NO: 2178), hsa-miR-504-5p (SEQ ID NO: 2179), hsa-miR-411-3p (SEQ ID NO: 2180), hsa-miR-4439 (SEQ ID NO: 2181), hsa-miR-7111-3p (SEQ ID NO: 2182), hsa-miR-514a-3p (SEQ ID NO: 2183), hsa-miR-6727-5p (SEQ ID NO: 2184), hsa-miR-4672 (SEQ ID NO: 2185), hsa-miR-4714-3p (SEQ ID NO: 2186), hsa-miR-4753-3p (SEQ ID NO: 2187), hsa-miR-1825 (SEQ ID NO: 2188), hsa-miR-3925-5p (SEQ ID NO: 2189), hsa-miR-132-5p (SEQ ID NO: 2190), hsa-miR-6509-5p (SEQ ID NO: 2191), hsa-miR-4699-5p (SEQ ID NO: 2192), hsa-miR-5787 (SEQ ID NO: 2193), hsa-miR-1909-3p (SEQ ID NO: 2194), hsa-miR-147b-3p (SEQ ID NO: 2195), hsa-miR-30c-5p (SEQ ID NO: 2196), hsa-miR-455-5p (SEQ ID NO: 2197), hsa-miR-4761-3p (SEQ ID NO: 2198), hsa-miR-5585-3p (SEQ ID NO: 2199), hsa-miR-4760-3p (SEQ ID NO: 2200), hsa-miR-1911-3p (SEQ ID NO: 2201), hsa-miR-6889-3p (SEQ ID NO: 2202), hsa-miR-6893-3p (SEQ ID NO: 2203), hsa-miR-195-3p (SEQ ID NO: 2204), hsa-miR-1303 (SEQ ID NO: 2205), hsa-miR-5589-3p (SEQ ID NO: 2206), hsa-miR-10392-5p (SEQ ID NO: 2207), hsa-miR-4649-3p (SEQ ID NO: 2208), hsa-miR-548aj-5p (SEQ ID NO: 2209), hsa-miR-4747-3p (SEQ ID NO: 2210), hsa-miR-7161-3p (SEQ ID NO: 2211), hsa-miR-1295a (SEQ ID NO: 2212), hsa-miR-376b-5p (SEQ ID NO: 2213), hsa-miR-4637 (SEQ ID NO: 2214), hsa-miR-6800-5p (SEQ ID NO: 2215), hsa-miR-506-5p (SEQ ID NO: 2216), hsa-miR-1182 (SEQ ID NO: 2217), hsa-miR-653-3p (SEQ ID NO: 2218), hsa-miR-6871-3p (SEQ ID NO: 2219), hsa-miR-299-5p (SEQ ID NO: 2220), hsa-miR-548p (SEQ ID NO: 2221), hsa-miR-6803-5p (SEQ ID NO: 2222), hsa-miR-4470 (SEQ ID NO: 2223), hsa-miR-6788-5p (SEQ ID NO: 2224), hsa-miR-1203 (SEQ ID NO: 2225), hsa-miR-3137 (SEQ ID NO: 2226), hsa-miR-615-3p (SEQ ID NO: 2227), hsa-miR-5691 (SEQ ID NO: 2228), hsa-miR-1185-2-3p (SEQ ID NO: 2229), hsa-miR-548ad-3p (SEQ ID NO: 2230), hsa-miR-6776-5p (SEQ ID NO: 2231), hsa-miR-524-5p (SEQ ID NO: 2232), hsa-miR-3685 (SEQ ID NO: 2233), hsa-miR-7977 (SEQ ID NO: 2234), hsa-miR-4787-5p (SEQ ID NO: 2235), hsa-miR-519d-3p (SEQ ID NO: 2236), hsa-miR-449c-3p (SEQ ID NO: 2237), hsa-miR-5581-3p (SEQ ID NO: 2238), hsa-miR-10b-3p (SEQ ID NO: 2239), hsa-miR-454-5p (SEQ ID NO: 2240), hsa-miR-548ay-3p (SEQ ID NO: 2241), hsa-miR-10400-5p (SEQ ID NO: 2242), hsa-miR-5579-3p (SEQ ID NO: 2243), hsa-miR-4451 (SEQ ID NO: 2244), hsa-miR-5100 (SEQ ID NO: 2245), hsa-miR-92a-3p (SEQ ID NO: 2246), hsa-miR-337-3p (SEQ ID NO: 2247), hsa-miR-6852-5p (SEQ ID NO: 2248), hsa-miR-4763-3p (SEQ ID NO: 2249), hsa-miR-302f (SEQ ID NO: 2250), hsa-miR-548i (SEQ ID NO: 2251), hsa-miR-660-5p (SEQ ID NO: 2252), hsa-miR-6089 (SEQ ID NO: 2253), hsa-miR-520a-5p (SEQ ID NO: 2254), hsa-miR-4533 (SEQ ID NO: 2255), hsa-miR-12136 (SEQ ID NO: 2256), hsa-miR-7153-5p (SEQ ID NO: 2257), hsa-miR-3155b (SEQ ID NO: 2258), hsa-miR-151a-3p (SEQ ID NO: 2259), hsa-miR-3941 (SEQ ID NO: 2260), hsa-miR-135a-2-3p (SEQ ID NO: 2261), hsa-miR-200c-5p (SEQ ID NO: 2262), hsa-miR-1178-5p (SEQ ID NO: 2263), hsa-miR-26b-3p (SEQ ID NO: 2264), hsa-miR-1468-5p (SEQ ID NO: 2265), hsa-miR-8077 (SEQ ID NO: 2266), hsa-miR-523-5p (SEQ ID NO: 2267), hsa-miR-6715b-5p (SEQ ID NO: 2268), hsa-miR-4796-3p (SEQ ID NO: 2269), hsa-miR-6794-3p (SEQ ID NO: 2270), hsa-miR-4262 (SEQ ID NO: 2271), hsa-miR-582-3p (SEQ ID NO: 2272), hsa-miR-4433a-3p (SEQ ID NO: 2273), hsa-miR-106b-3p (SEQ ID NO: 2274), hsa-miR-6854-3p (SEQ ID NO: 2275), hsa-miR-5571-5p (SEQ ID NO: 2276), hsa-miR-3148 (SEQ ID NO: 2277), hsa-miR-433-5p (SEQ ID NO: 2278), hsa-miR-4762-3p (SEQ ID NO: 2279), hsa-miR-1269b (SEQ ID NO: 2280), hsa-miR-942-5p (SEQ ID NO: 2281), hsa-miR-4324 (SEQ ID NO: 2282), hsa-miR-129-2-3p (SEQ ID NO: 2283), hsa-miR-6739-3p (SEQ ID NO: 2284), hsa-miR-3177-5p (SEQ ID NO: 2285), hsa-miR-4492 (SEQ ID NO: 2286), hsa-miR-4779 (SEQ ID NO: 2287), hsa-miR-3126-3p (SEQ ID NO: 2288), hsa-miR-6760-5p (SEQ ID NO: 2289), hsa-miR-5001-3p (SEQ ID NO: 2290), hsa-miR-3145-3p (SEQ ID NO: 2291), hsa-miR-7109-3p (SEQ ID NO: 2292), hsa-miR-4670-5p (SEQ ID NO: 2293), hsa-miR-98-5p (SEQ ID NO: 2294), hsa-miR-6827-5p (SEQ ID NO: 2295), hsa-miR-29a-3p (SEQ ID NO: 2296), hsa-miR-362-5p (SEQ ID NO: 2297), hsa-miR-7113-3p (SEQ ID NO: 2298), hsa-miR-1286 (SEQ ID NO: 2299), hsa-miR-549a-5p (SEQ ID NO: 2300), hsa-miR-505-3p (SEQ ID NO: 2301), hsa-miR-3675-5p (SEQ ID NO: 2302), hsa-miR-15a-5p (SEQ ID NO: 2303), hsa-miR-7855-5p (SEQ ID NO: 2304), hsa-miR-548as-5p (SEQ ID NO: 2305), hsa-miR-642b-5p (SEQ ID NO: 2306), hsa-miR-619-3p (SEQ ID NO: 2307), hsa-miR-550a-3-5p (SEQ ID NO: 2308), hsa-miR-3622b-5p (SEQ ID NO: 2309), hsa-miR-6777-5p (SEQ ID NO: 2310), hsa-miR-147a (SEQ ID NO: 2311), hsa-miR-302d-5p (SEQ ID NO: 2312), hsa-miR-10525-3p (SEQ ID NO: 2313), hsa-miR-432-5p (SEQ ID NO: 2314), hsa-miR-204-3p (SEQ ID NO: 2315), hsa-miR-3663-3p (SEQ ID NO: 2316), hsa-miR-5093 (SEQ ID NO: 2317), hsa-miR-1913 (SEQ ID NO: 2318), hsa-miR-4529-5p (SEQ ID NO: 2319), hsa-miR-4666b (SEQ ID NO: 2320), hsa-miR-6886-5p (SEQ ID NO: 2321), hsa-miR-4309 (SEQ ID NO: 2322), hsa-miR-3184-5p (SEQ ID NO: 2323), hsa-miR-4633-5p (SEQ ID NO: 2324), hsa-miR-4290 (SEQ ID NO: 2325), hsa-miR-345-3p (SEQ ID NO: 2326), hsa-miR-3176 (SEQ ID NO: 2327), hsa-miR-6824-3p (SEQ ID NO: 2328), hsa-miR-9986 (SEQ ID NO: 2329), hsa-miR-502-5p (SEQ ID NO: 2330), hsa-miR-1180-3p (SEQ ID NO: 2331), hsa-miR-4464 (SEQ ID NO: 2332), hsa-miR-5187-3p (SEQ ID NO: 2333), hsa-miR-3944-5p (SEQ ID NO: 2334), hsa-miR-664a-3p (SEQ ID NO: 2335), hsa-miR-548at-5p (SEQ ID NO: 2336), hsa-miR-591 (SEQ ID NO: 2337), hsa-miR-143-5p (SEQ ID NO: 2338), hsa-miR-4753-5p (SEQ ID NO: 2339), hsa-miR-383-5p (SEQ ID NO: 2340), hsa-miR-6885-5p (SEQ ID NO: 2341), hsa-miR-503-5p (SEQ ID NO: 2342), hsa-miR-6875-5p (SEQ ID NO: 2343), hsa-miR-1234-3p (SEQ ID NO: 2344), hsa-miR-19a-5p (SEQ ID NO: 2345), hsa-miR-6779-5p (SEQ ID NO: 2346), hsa-miR-1233-3p (SEQ ID NO: 2347), hsa-miR-6769b-5p (SEQ ID NO: 2348), hsa-miR-133a-5p (SEQ ID NO: 2349), hsa-miR-2861 (SEQ ID NO: 2350), hsa-miR-6501-3p (SEQ ID NO: 2351), hsa-miR-1260b (SEQ ID NO: 2352), hsa-miR-4536-3p (SEQ ID NO: 2353), hsa-miR-185-3p (SEQ ID NO: 2354), hsa-miR-4529-3p (SEQ ID NO: 2355), hsa-miR-1243 (SEQ ID NO: 2356), hsa-miR-4738-5p (SEQ ID NO: 2357), hsa-miR-761 (SEQ ID NO: 2358), hsa-miR-5190 (SEQ ID NO: 2359), hsa-miR-4712-3p (SEQ ID NO: 2360), hsa-miR-6835-5p (SEQ ID NO: 2361), hsa-miR-6750-3p (SEQ ID NO: 2362), hsa-miR-6778-3p (SEQ ID NO: 2363), hsa-miR-4481 (SEQ ID NO: 2364), hsa-miR-4636 (SEQ ID NO: 2365), hsa-miR-10393-5p (SEQ ID NO: 2366), hsa-miR-449b-5p (SEQ ID NO: 2367), hsa-miR-6719-3p (SEQ ID NO: 2368), hsa-miR-4652-5p (SEQ ID NO: 2369), hsa-miR-4318 (SEQ ID NO: 2370), hsa-miR-7153-3p (SEQ ID NO: 2371), hsa-miR-1262 (SEQ ID NO: 2372), hsa-miR-4795-3p (SEQ ID NO: 2373), hsa-miR-374b-5p (SEQ ID NO: 2374), hsa-miR-29c-5p (SEQ ID NO: 2375), hsa-miR-30c-1-3p (SEQ ID NO: 2376), hsa-miR-548w (SEQ ID NO: 2377), hsa-miR-616-3p (SEQ ID NO: 2378), hsa-miR-12127 (SEQ ID NO: 2379), hsa-miR-561-5p (SEQ ID NO: 2380), hsa-miR-4445-5p (SEQ ID NO: 2381), hsa-miR-4786-3p (SEQ ID NO: 2382), hsa-miR-23b-5p (SEQ ID NO: 2383), hsa-miR-802 (SEQ ID NO: 2384), hsa-miR-125b-5p (SEQ ID NO: 2385), hsa-miR-596 (SEQ ID NO: 2386), hsa-miR-3651 (SEQ ID NO: 2387), hsa-miR-6804-5p (SEQ ID NO: 2388), hsa-miR-545-5p (SEQ ID NO: 2389), hsa-miR-4773 (SEQ ID NO: 2390), hsa-miR-371b-5p (SEQ ID NO: 2391), hsa-miR-4468 (SEQ ID NO: 2392), hsa-miR-519d-5p (SEQ ID NO: 2393), hsa-miR-4653-5p (SEQ ID NO: 2394), hsa-miR-302c-3p (SEQ ID NO: 2395), hsa-miR-516b-5p (SEQ ID NO: 2396), hsa-miR-671-3p (SEQ ID NO: 2397), hsa-miR-1261 (SEQ ID NO: 2398), hsa-miR-545-3p (SEQ ID NO: 2399), hsa-miR-184 (SEQ ID NO: 2400), hsa-miR-7107-3p (SEQ ID NO: 2401), hsa-miR-93-3p (SEQ ID NO: 2402), hsa-miR-7151-3p (SEQ ID NO: 2403), hsa-miR-128-2-5p (SEQ ID NO: 2404), hsa-miR-135b-5p (SEQ ID NO: 2405), hsa-miR-195-5p (SEQ ID NO: 2406), hsa-miR-11181-5p (SEQ ID NO: 2407), hsa-miR-548j-3p (SEQ ID NO: 2408), hsa-miR-651-3p (SEQ ID NO: 2409), hsa-miR-125a-3p (SEQ ID NO: 2410), hsa-miR-328-5p (SEQ ID NO: 2411), hsa-miR-8057 (SEQ ID NO: 2412), hsa-miR-6798-5p (SEQ ID NO: 2413), hsa-let-7a-2-3p (SEQ ID NO: 2414), hsa-miR-4258 (SEQ ID NO: 2415), hsa-miR-224-3p (SEQ ID NO: 2416), hsa-miR-6819-3p (SEQ ID NO: 2417), hsa-miR-520d-3p (SEQ ID NO: 2418), hsa-miR-4447 (SEQ ID NO: 2419), hsa-miR-6752-5p (SEQ ID NO: 2420), hsa-miR-450b-5p (SEQ ID NO: 2421), hsa-miR-3182 (SEQ ID NO: 2422), hsa-miR-4704-5p (SEQ ID NO: 2423), hsa-miR-6894-5p (SEQ ID NO: 2424), hsa-miR-4271 (SEQ ID NO: 2425), hsa-miR-6747-5p (SEQ ID NO: 2426), hsa-miR-4683 (SEQ ID NO: 2427), hsa-miR-4790-3p (SEQ ID NO: 2428), hsa-miR-6737-5p (SEQ ID NO: 2429), hsa-miR-6082 (SEQ ID NO: 2430), hsa-miR-4691-3p (SEQ ID NO: 2431), hsa-miR-1228-5p (SEQ ID NO: 2432), hsa-miR-3654 (SEQ ID NO: 2433), hsa-miR-7114-3p (SEQ ID NO: 2434), hsa-miR-299-3p (SEQ ID NO: 2435), hsa-miR-636 (SEQ ID NO: 2436), hsa-miR-4254 (SEQ ID NO: 2437), hsa-miR-578 (SEQ ID NO: 2438), hsa-miR-3150b-5p (SEQ ID NO: 2439), hsa-miR-6834-5p (SEQ ID NO: 2440), hsa-miR-3174 (SEQ ID NO: 2441), hsa-miR-6739-5p (SEQ ID NO: 2442), hsa-miR-1206 (SEQ ID NO: 2443), hsa-miR-934 (SEQ ID NO: 2444), hsa-miR-548am-3p (SEQ ID NO: 2445), hsa-miR-6823-5p (SEQ ID NO: 2446), hsa-miR-3939 (SEQ ID NO: 2447), hsa-miR-424-5p (SEQ ID NO: 2448), hsa-miR-194-5p (SEQ ID NO: 2449), hsa-miR-6868-5p (SEQ ID NO: 2450), hsa-miR-6502-3p (SEQ ID NO: 2451), hsa-miR-3667-3p (SEQ ID NO: 2452), hsa-miR-1322 (SEQ ID NO: 2453), hsa-miR-6842-3p (SEQ ID NO: 2454), hsa-miR-5189-3p (SEQ ID NO: 2455), hsa-miR-4742-3p (SEQ ID NO: 2456), hsa-miR-4495 (SEQ ID NO: 2457), hsa-miR-190b-5p (SEQ ID NO: 2458), hsa-miR-548bb-5p (SEQ ID NO: 2459), hsa-miR-4518 (SEQ ID NO: 2460), hsa-miR-3609 (SEQ ID NO: 2461), hsa-miR-609 (SEQ ID NO: 2462), hsa-miR-3944-3p (SEQ ID NO: 2463), hsa-miR-548aw (SEQ ID NO: 2464), hsa-miR-7110-5p (SEQ ID NO: 2465), hsa-miR-548a-3p (SEQ ID NO: 2466), hsa-miR-7975 (SEQ ID NO: 2467), hsa-miR-6126 (SEQ ID NO: 2468), hsa-miR-4440 (SEQ ID NO: 2469), hsa-miR-1255a (SEQ ID NO: 2470), hsa-miR-378 h (SEQ ID NO: 2471), hsa-miR-7976 (SEQ ID NO: 2472), hsa-miR-3059-3p (SEQ ID NO: 2473), hsa-miR-1468-3p (SEQ ID NO: 2474), hsa-miR-4719 (SEQ ID NO: 2475), hsa-miR-4727-5p (SEQ ID NO: 2476), hsa-miR-620 (SEQ ID NO: 2477), hsa-miR-451b (SEQ ID NO: 2478), hsa-miR-6832-3p (SEQ ID NO: 2479), hsa-miR-4660 (SEQ ID NO: 2480), hsa-miR-619-5p (SEQ ID NO: 2481), hsa-miR-6838-3p (SEQ ID NO: 2482), hsa-miR-6127 (SEQ ID NO: 2483), hsa-miR-597-5p (SEQ ID NO: 2484), hsa-miR-550a-3p (SEQ ID NO: 2485), hsa-miR-3144-3p (SEQ ID NO: 2486), hsa-let-7e-5p (SEQ ID NO: 2487), hsa-miR-3127-3p (SEQ ID NO: 2488), hsa-miR-4510 (SEQ ID NO: 2489), hsa-miR-4708-5p (SEQ ID NO: 2490), hsa-miR-4301 (SEQ ID NO: 2491), hsa-miR-1227-5p (SEQ ID NO: 2492), hsa-miR-8088 (SEQ ID NO: 2493), hsa-miR-5189-5p (SEQ ID NO: 2494), hsa-let-7f-1-3p (SEQ ID NO: 2495), hsa-miR-583 (SEQ ID NO: 2496), hsa-miR-760 (SEQ ID NO: 2497), hsa-miR-8063 (SEQ ID NO: 2498), hsa-let-7c-3p (SEQ ID NO: 2499), hsa-miR-611 (SEQ ID NO: 2500), hsa-miR-203b-3p (SEQ ID NO: 2501), hsa-miR-4724-5p (SEQ ID NO: 2502), hsa-miR-1296-3p (SEQ ID NO: 2503), hsa-miR-4703-5p (SEQ ID NO: 2504), hsa-miR-4700-3p (SEQ ID NO: 2505), hsa-miR-4287 (SEQ ID NO: 2506), hsa-miR-6843-3p (SEQ ID NO: 2507), hsa-miR-3929 (SEQ ID NO: 2508), hsa-miR-631 (SEQ ID NO: 2509), hsa-miR-7846-3p (SEQ ID NO: 2510), hsa-miR-3921 (SEQ ID NO: 2511), hsa-miR-6737-3p (SEQ ID NO: 2512), hsa-miR-125b-1-3p (SEQ ID NO: 2513), hsa-miR-4774-5p (SEQ ID NO: 2514), hsa-miR-4435 (SEQ ID NO: 2515), hsa-miR-6798-3p (SEQ ID NO: 2516), hsa-miR-4266 (SEQ ID NO: 2517), hsa-miR-4769-3p (SEQ ID NO: 2518), hsa-miR-1910-5p (SEQ ID NO: 2519), hsa-miR-548ab (SEQ ID NO: 2520), hsa-miR-181a-3p (SEQ ID NO: 2521), hsa-miR-664a-5p (SEQ ID NO: 2522), hsa-miR-12132 (SEQ ID NO: 2523), hsa-miR-4279 (SEQ ID NO: 2524), hsa-miR-466 (SEQ ID NO: 2525), hsa-miR-9899 (SEQ ID NO: 2526), hsa-miR-219b-3p (SEQ ID NO: 2527), hsa-miR-4425 (SEQ ID NO: 2528), hsa-miR-16-2-3p (SEQ ID NO: 2529), hsa-miR-1225-5p (SEQ ID NO: 2530), hsa-miR-7843-3p (SEQ ID NO: 2531), hsa-miR-4288 (SEQ ID NO: 2532), hsa-miR-181a-5p (SEQ ID NO: 2533), hsa-miR-4662a-3p (SEQ ID NO: 2534), hsa-miR-4766-3p (SEQ ID NO: 2535), hsa-miR-1245b-3p (SEQ ID NO: 2536), hsa-miR-6749-3p (SEQ ID NO: 2537), hsa-miR-5695 (SEQ ID NO: 2538), hsa-miR-1827 (SEQ ID NO: 2539), hsa-miR-1299 (SEQ ID NO: 2540), hsa-miR-374c-3p (SEQ ID NO: 2541), hsa-miR-4701-3p (SEQ ID NO: 2542), hsa-miR-7162-3p (SEQ ID NO: 2543), hsa-miR-6131 (SEQ ID NO: 2544), hsa-miR-6845-3p (SEQ ID NO: 2545), hsa-miR-320b (SEQ ID NO: 2546), hsa-miR-505-5p (SEQ ID NO: 2547), hsa-miR-4729 (SEQ ID NO: 2548), hsa-miR-6781-5p (SEQ ID NO: 2549), hsa-miR-3085-5p (SEQ ID NO: 2550), hsa-miR-6822-5p (SEQ ID NO: 2551), hsa-miR-3664-5p (SEQ ID NO: 2552), hsa-miR-192-5p (SEQ ID NO: 2553), hsa-miR-548l (SEQ ID NO: 2554), hsa-miR-9902 (SEQ ID NO: 2555), hsa-miR-6830-3p (SEQ ID NO: 2556), hsa-miR-1283 (SEQ ID NO: 2557), hsa-miR-6729-3p (SEQ ID NO: 2558), hsa-miR-5006-3p (SEQ ID NO: 2559), hsa-miR-5689 (SEQ ID NO: 2560), hsa-miR-412-3p (SEQ ID NO: 2561), hsa-miR-130b-3p (SEQ ID NO: 2562), hsa-let-7c-5p (SEQ ID NO: 2563), hsa-miR-548z (SEQ ID NO: 2564), hsa-miR-203a-3p (SEQ ID NO: 2565), hsa-miR-377-3p (SEQ ID NO: 2566), hsa-miR-6783-3p (SEQ ID NO: 2567), hsa-miR-498-3p (SEQ ID NO: 2568), hsa-miR-4319 (SEQ ID NO: 2569), hsa-miR-6841-5p (SEQ ID NO: 2570), hsa-miR-374c-5p (SEQ ID NO: 2571), hsa-miR-199b-3p (SEQ ID NO: 2572), hsa-miR-6165 (SEQ ID NO: 2573), hsa-miR-454-3p (SEQ ID NO: 2574), hsa-miR-12120 (SEQ ID NO: 2575), hsa-miR-4639-3p (SEQ ID NO: 2576), hsa-miR-1278 (SEQ ID NO: 2577), hsa-miR-5699-3p (SEQ ID NO: 2578), hsa-miR-6865-5p (SEQ ID NO: 2579), hsa-miR-6746-3p (SEQ ID NO: 2580), hsa-miR-6720-3p (SEQ ID NO: 2581), hsa-miR-874-5p (SEQ ID NO: 2582), hsa-miR-6505-3p (SEQ ID NO: 2583), hsa-miR-6849-5p (SEQ ID NO: 2584), hsa-miR-4473 (SEQ ID NO: 2585), hsa-miR-1973 (SEQ ID NO: 2586), hsa-miR-6786-5p (SEQ ID NO: 2587), hsa-miR-3129-3p (SEQ ID NO: 2588), hsa-miR-888-3p (SEQ ID NO: 2589), hsa-miR-6866-5p (SEQ ID NO: 2590), hsa-miR-6888-5p (SEQ ID NO: 2591), hsa-miR-107 (SEQ ID NO: 2592), hsa-miR-5003-5p (SEQ ID NO: 2593), hsa-miR-4804-5p (SEQ ID NO: 2594), hsa-miR-300 (SEQ ID NO: 2595), hsa-miR-6507-5p (SEQ ID NO: 2596), hsa-miR-3678-5p (SEQ ID NO: 2597), hsa-miR-6873-3p (SEQ ID NO: 2598), hsa-miR-4733-3p (SEQ ID NO: 2599), hsa-miR-4775 (SEQ ID NO: 2600), hsa-miR-3156-3p (SEQ ID NO: 2601), hsa-miR-4671-3p (SEQ ID NO: 2602), hsa-miR-4658 (SEQ ID NO: 2603), hsa-miR-933 (SEQ ID NO: 2604), hsa-miR-7845-5p (SEQ ID NO: 2605), hsa-miR-518c-3p (SEQ ID NO: 2606), hsa-miR-4666a-3p (SEQ ID NO: 2607), hsa-miR-3940-3p (SEQ ID NO: 2608), hsa-miR-218-2-3p (SEQ ID NO: 2609), hsa-miR-513c-3p (SEQ ID NO: 2610), hsa-miR-6742-3p (SEQ ID NO: 2611), hsa-miR-519b-5p (SEQ ID NO: 2612), hsa-miR-212-5p (SEQ ID NO: 2613), hsa-miR-889-3p (SEQ ID NO: 2614), hsa-miR-2054 (SEQ ID NO: 2615), hsa-miR-6796-3p (SEQ ID NO: 2616), hsa-miR-6732-3p (SEQ ID NO: 2617), hsa-miR-15a-3p (SEQ ID NO: 2618), hsa-miR-6790-5p (SEQ ID NO: 2619), hsa-miR-3614-3p (SEQ ID NO: 2620), hsa-miR-574-5p (SEQ ID NO: 2621), hsa-miR-33a-3p (SEQ ID NO: 2622), hsa-miR-1909-5p (SEQ ID NO: 2623), hsa-miR-548g-3p (SEQ ID NO: 2624), hsa-miR-1226-5p (SEQ ID NO: 2625), hsa-miR-5580-3p (SEQ ID NO: 2626), hsa-miR-4657 (SEQ ID NO: 2627), hsa-miR-3610 (SEQ ID NO: 2628), hsa-miR-4767 (SEQ ID NO: 2629), hsa-miR-296-3p (SEQ ID NO: 2630), hsa-miR-655-5p (SEQ ID NO: 2631), hsa-miR-7160-5p (SEQ ID NO: 2632), hsa-miR-6720-5p (SEQ ID NO: 2633), hsa-miR-4423-3p (SEQ ID NO: 2634), hsa-miR-519c-5p (SEQ ID NO: 2635), hsa-miR-877-3p (SEQ ID NO: 2636), hsa-miR-6752-3p (SEQ ID NO: 2637), hsa-miR-5008-3p (SEQ ID NO: 2638), hsa-miR-27b-3p (SEQ ID NO: 2639), hsa-miR-208b-3p (SEQ ID NO: 2640), hsa-miR-487b-5p (SEQ ID NO: 2641), hsa-miR-649 (SEQ ID NO: 2642), hsa-miR-326 (SEQ ID NO: 2643), hsa-miR-8085 (SEQ ID NO: 2644), hsa-miR-24-2-5p (SEQ ID NO: 2645), hsa-miR-1185-1-3p (SEQ ID NO: 2646), hsa-miR-548g-5p (SEQ ID NO: 2647), hsa-miR-4800-5p (SEQ ID NO: 2648), hsa-miR-6086 (SEQ ID NO: 2649), hsa-miR-6846-3p (SEQ ID NO: 2650), hsa-miR-10226 (SEQ ID NO: 2651), hsa-miR-3529-3p (SEQ ID NO: 2652), hsa-miR-4661-5p (SEQ ID NO: 2653), hsa-miR-548as-3p (SEQ ID NO: 2654), hsa-miR-6817-5p (SEQ ID NO: 2655), hsa-miR-6500-5p (SEQ ID NO: 2656), hsa-miR-5591-3p (SEQ ID NO: 2657), hsa-miR-6754-3p (SEQ ID NO: 2658), hsa-miR-16-5p (SEQ ID NO: 2659), hsa-miR-3159 (SEQ ID NO: 2660), hsa-miR-1302 (SEQ ID NO: 2661), hsa-miR-217-5p (SEQ ID NO: 2662), hsa-miR-558 (SEQ ID NO: 2663), hsa-miR-514b-3p (SEQ ID NO: 2664), hsa-miR-4785 (SEQ ID NO: 2665), hsa-miR-4723-5p (SEQ ID NO: 2666), hsa-miR-3671 (SEQ ID NO: 2667), hsa-miR-7706 (SEQ ID NO: 2668), hsa-miR-4502 (SEQ ID NO: 2669), hsa-miR-4294 (SEQ ID NO: 2670), hsa-miR-512-5p (SEQ ID NO: 2671), hsa-miR-191-5p (SEQ ID NO: 2672), or hsa-miR-1976 (SEQ ID NO: 2673).
In certain embodiments, the first domain of the first strand comprises 5 or more contiguous nucleobases on the 3′ end of the hsa-miR as provided above wherein each U is optionally individually and independently at each occurrence T. In certain embodiments, the first domain of the first strand comprises the 6 or more contiguous nucleobases on the 3′ end of the hsa-miR. In certain embodiments, the first domain of the first strand comprises the 7 or more contiguous nucleobases on the 3′ end of the hsa-miR. In certain embodiments, the first domain of the first strand comprises the 8 or more contiguous nucleobases on the 3′ end of the hsa-miR. In certain embodiments, the first domain of the first strand comprises the 9 or more contiguous nucleobases on the 3′ end of the hsa-miR. In certain embodiments, the first domain of the first strand comprises the 10 or more contiguous nucleobases on the 3′ end of the hsa-miR. In certain embodiments, the first domain of the first strand comprises the 11 or more contiguous nucleobases on the 3′ end of the hsa-miR. In certain embodiments, the first domain of the first strand comprises the 12 or more contiguous nucleobases on the 3′ end of the hsa-miR. In certain embodiments, the first domain of the first strand comprises the 13 contiguous nucleobases on the 3′ end of the hsa-miR. In certain embodiments, the first domain of the first strand comprises the 14 or more contiguous nucleobases on the 3′ end of the hsa-miR. In certain embodiments, the first domain of the first strand comprises the 15 or more contiguous nucleobases on the 3′ end of the hsa-miR. In certain embodiments, the first domain of the first strand comprises the 16 or more contiguous nucleobases on the 3′ end of the hsa-miR.
In certain embodiments, the second domain of the second strand is less than 16, 15, 14, 13, 12, 11, 10, 9, or 8 nucleobases.
In certain embodiments, the third domain of the second strand is between 12 and 4 nucleobases. In certain embodiments, the third domain of the second strand is less than 12, 11, 10, 9, 8, or 7 nucleobases, and more than 4, 5, 6, or 7 nucleobases.
In certain embodiments, the third domain of the second strand comprises 4 or more contiguous nucleobases that complement 4, 5, 6, or 7 or more nucleobases on the 5′ end of the hsa-miR.
In certain embodiments, the target RNA is messenger RNA. In certain embodiments, the target RNA is HIF1alpha messenger RNA.
In certain embodiments, this disclosure contemplates a conditional double stranded antisense oligonucleotide disclosed herein comprising/conjugated to a label.
In certain embodiments, this disclosure contemplates a particle comprising a conditional double stranded antisense oligonucleotide disclosed herein. In certain embodiments, the particle is a liposomal, viral, saccharide/polysaccharide or protein particle encapsulating the conditional double stranded antisense oligonucleotide.
In certain embodiments, this disclosure contemplates a pharmaceutical composition comprising a conditional double stranded antisense oligonucleotide or particle comprising the same as disclosed herein and a pharmaceutically acceptable excipient.
In certain embodiments, this disclosure contemplates an aqueous solution comprising a conditional double stranded antisense oligonucleotide disclosed herein or particles thereof optionally comprising salts, buffing agents, and/or saccharides or polysaccharides. In certain embodiments, this disclosure contemplates a pharmaceutical composition in the form of a tablet, pill, capsule, gel, gel capsule, or powder.
For therapeutic uses, the conditional double stranded antisense oligonucleotide or particle comprising the same as described herein may be formulated with a pharmaceutically acceptable excipient, such as physiological saline. Routes of administration for the compositions or agents described herein include systemic, subcutaneous, intravenous, intraperitoneal, intramuscular, or intradermal injections that provide continuous and sustained levels of the drug in the human patient.
Generally, for pharmaceutical use, the conditional double stranded antisense oligonucleotide or particle comprising the same may be formulated as a pharmaceutical preparation comprising a conditional double stranded antisense oligonucleotide or particle comprising the same and at least one pharmaceutically acceptable carrier, diluent, excipient and/or adjuvant, and optionally one or more further pharmaceutically active compounds.
The pharmaceutical preparations of the disclosure are preferably in a unit dosage form, and may be suitably packaged, for example, in a box, blister, vial, bottle, sachet, ampoule, or any other suitable single-dose or multi-dose holder or container (which may be properly labeled); optionally with one or more leaflets containing product information and/or instructions for use. Depending on the condition to be prevented or treated and the route of administration, such an effective amount will usually be between 0.1 and 500 mg per kilogram body weight of the patient per day, which may be administered as a single dose, divided over one or more daily doses. The amount(s) to be administered, the route of administration, and any further treatment regimen may be determined by the treating clinician, depending on factors such as age, gender, and general condition of the patient and the nature and severity of the disease/symptoms to be treated. Reference is made to U.S. Pat. Nos. 6,372,778, 6,369,086, 6,369,087, 6,372,733, as well as to the standard handbooks, such as the latest edition of Remington's Pharmaceutical Sciences.
Depending upon the manner of administration, the conditional double stranded antisense oligonucleotide or particle comprising the same as described herein may be formulated in a variety of ways. Solid dosage forms for oral administration include, but are not limited to, tablets, soft or hard gelatin or non-gelatin capsules, and caplets. However, liquid dosage forms, such as solutions, syrups, suspensions, shakes, etc. can also be utilized.
The carrier is all components present in the pharmaceutical formulations other than the active ingredient or ingredients. As generally used herein, “carrier” includes, but is not limited to, diluents, binders, lubricants, disintegrators, fillers, pH-modifying agents, preservatives, antioxidants, solubility enhancers, and coating compositions.
The carrier also includes all components of the coating composition which may include plasticizers, pigments, colorants, stabilizing agents, and glidants. Delayed release, extended release, and/or pulsatile release dosage formulations may be prepared as described in standard references, such as “Pharmaceutical dosage form tablets”, eds. Liberman et al. (New York, Marcel Dekker, Inc., 1989), “Remington—The science and practice of pharmacy”, 20th et., Lippincott Williams & Wilkins, Baltimore, MD, 2000, and “Pharmaceutical dosage forms and drug delivery provide information on carriers, materials, equipment, and process for preparing tablets and capsules and delayed release dosage forms of tablets, capsules, and granules.
In certain embodiments, this disclosure contemplates kits comprising a conditional double stranded antisense oligonucleotide or particle comprising the same as disclosed herein and optionally a container, and optionally a pharmaceutically acceptable excipient. In certain embodiments, the container is a vial, capsule, syringe, or bottle/vial adapted with a septum for drawing liquid contents with a needle, syringe, cannula, or other transfer device.
In certain embodiments, this disclosure relates to methods of treating or preventing a disease or condition associated with target nucleic acid/RNA overexpression in a cell characterized by cell specific nucleic acid/RNA expression comprising administering to a subject in need thereof an effective amount of a conditional double stranded nucleobase polymer complex as disclosed herein.
As used herein, “subject” refers to any animal, preferably a human patient, livestock, or domestic pet.
As used herein, the terms “prevent” and “preventing” include the prevention of the recurrence, spread or onset. It is not intended that the present disclosure be limited to complete prevention. In some embodiments, the onset is delayed, or the severity is reduced.
As used herein, the terms “treat” and “treating” are not limited to the case where the subject (e.g., patient) is cured and the disease is eradicated. Rather, embodiments of the present disclosure also contemplate treatment that merely reduces symptoms, and/or delays disease progression.
“Cancer” refers any of various cellular diseases with malignant neoplasms characterized by the proliferation of cells. It is not intended that the diseased cells must actually invade surrounding tissue and metastasize to new body sites. Cancer can involve any tissue of the body and have many different forms in each body area. Within the context of certain embodiments, whether “cancer is reduced” may be identified by a variety of diagnostic manners known to one skill in the art including, but not limited to, observation the reduction in size or number of tumor masses or if an increase of apoptosis of cancer cells observed, e.g., if more than a 5% increase in apoptosis of cancer cells is observed for a sample compound compared to a control without the compound. It may also be identified by a change in relevant biomarker or gene expression profile, such as PSA for prostate cancer, HER2 for breast cancer, or others.
The cancer to be treated in the context of the present disclosure may be any type of cancer or tumor. In certain embodiments, the caner is a hematological cancer such as lymphoma, leukemia, or multiple myeloma. Also contemplated are malignancies located in the colon, abdomen, bone, breast, digestive system, liver, pancreas, peritoneum, endocrine glands (adrenal, parathyroid, hypophysis, testicles, ovaries, thymus, thyroid), eye, head and neck, nervous system (central and peripheral), lymphatic system, pelvis, skin, soft tissue, spleen, and thorax.
In certain embodiments, the method of administration is in a subject with a lymphodepleted environment due to prior or concurrent administration of lymphodepleting agents. In certain embodiments, lymphodepleting agents (e.g., cyclophosphamide and fludarabine).
In certain embodiments, the disease or condition is a cancer, cardiovascular disease, liver disease, type I diabetes, or type II diabetes. Contemplated cardiovascular diseases include calcific aortic valve disease (CAVD), atherosclerosis, myocardial infarction, stroke, congestive heart failure, or arrhythmia.
Design of miRNA-Inducible ASO
Conditional ASO are silenced due to the sequestration of the ASO sequence; however, upon triggering by the miRNA input, the conditional ASO was activated, allowing for binding and degradation of the target mRNA. The conditional ASO is a duplex formed by an extended ASO strand and a locking strand. The extended ASO strand was comprised of two domains: the parental ASO and a partial miRNA sequence at the 5′ terminus, i.e., the partial miRNA-ASO (pM-ASO) strand. The partial miRNA domain lacks the key seeding sequences (2-8 nt) of the miRNA, and hence avoids introducing the seeding sequence which may knockdown the miRNA target genes. The locking strand is composed of the complementary sequence to the entire miRNA and the parental ASO. Once hybridized, the two strands form a duplex with a single stranded toehold domain (
To create a selective and efficient miR-122 inducible EZN2968 ASO, the duplex was optimized for 1) minimum spontaneous dissociation (leakage) of the duplex in the absence of miR-122 to keep the HIF1α ASO activity low, and 2) a high miR-122 sensitivity that leads to maximum activation of the HIF1α ASO. These criteria can be met when the free energy (ΔG) of the conditional EZN2968 duplex is lower than the ΔG of pM-EZN/HIF1α mRNA duplex and higher than the ΔG of miR-122/locking strand duplex. The displacement mediated by the toehold (α domain) reduce the kinetic barrier for miR-122 triggered activation. Due to the thermostability of the completely locked duplex, its miR-122 sensitivity would be limited. To rationally enhance sensitivity to miR-122, several nucleotides can be removed (length of β domain) from the complementary sequence of EZN2968, rendering the duplex either in an end-destabilized conformation or in a bulge-destabilized conformation (
A library of chemically unmodified duplexes with different lengths (4 nt, 7 nt and 10 nt) of the toehold (α domain) and numbers of nucleotides removed in the duplex region (length of β domain) for both conformations. The duplexes were labeled with Cy5 on the 3′ termini of the pM-EZN strand and a quencher on the 5′ termini of the locking strand. Their de-hybridization upon triggering by a HIF1α mRNA mimicking strand was quantified by measuring the increase in fluorescence intensity driven by de-quenched Cy5 (
pM-EZN Strands Knock Down HIF1α in a Dose and Time Dependent Manner
To evaluate the potency of pM-EZN strands composed of partial miR-122 sequences for HIF1α knockdown as a benchmark, pM-EZN with 12 nt (pM12-EZN) or 15 nt (pM15-EZN) extension on the 5′ termini of EZN2968 were created. The pM-EZN strands were maintained the LNA modification and the PS backbone as the parental EZN2968. pM12-EZN or pM15-EZN were transfected in U373 cells, a glioblastoma cell line that expresses high level of HIF1α and negligible level of miR-122 and incubated for different time periods. These two strands knocked down HIF1α mRNA in a dose and time dependent manner, with a remarkable nearly complete knockdown at the condition of 200 nM concentration and 48 h incubation time. In addition, pM12-EZN and pM15-EZN knocked down HIF1α on both mRNA and protein level with similar potency. To confirm the inhibition of HIF1α activity by pM-EZN strands, LN229-V6R-Luc cells, which stably express luciferase under the control of a promoter containing Hypoxia Response Element (HRE) to report HIF1α activity, were transfected. Since this cell line expresses low amounts of luciferase at normoxic conditions, IOX4, a prolyl-hydroxylase 2 (PHD2) inhibitor, was added to inhibit HIF1α degradation and induce luciferase expression. Consistent with mRNA knockdown in U373 cells, transfection of 10 nM pM12-EZN and pM15-EZN led to significant reduction of luciferase expression in this reporter cell line.
Screening for Conditional EZN2968 with Minimum Spontaneous Leakage In Vitro
Experiments were performed to investigate the effect of chemical modification, bulge size and toehold length on the efficacy of locking strand in terms of spontaneous leakage of HIF1α knockdown activity. A library of 12 conditional EZN2968s were created by annealing pM12-EZN or pM15-EZN with 6 different locking strands (B0, B3, B5, B0*, B3*, and B5*) at a 1:1 ratio in PBS. Chemically modified (annotated with “*”) and unmodified locking strands were also compared to assess the role of nucleases in competition with the locking strand to inhibit EZN2968 activity. The locking strands are named based on the size of the bulge when hybridized to pM-EZN strand and the chemical modification. For example, B0 is the unmodified locking strand that does not generate a bulge when hybridized to pM-EZN strands; whereas B3* represents the chemically modified locking strand forming a 3 nt bulge duplex when hybridized to pM-EZN strands. Because backbone phosphorothioate (PS) modifications are reported to reduce affinity for complementary nucleic acid by about 0.5° C. per incorporation, LNA modifications were also incorporated in the locking strands to compensate for and maintain the thermodynamic stability of the duplex, i.e., it displays a similar melting temperature (Tm) compared to its unmodified counterpart. The resulting duplex library included permutations with a bulge size of 0 nt, 3 nt or 5 nt, a toehold length of 7 nt or 10 nt, and chemically modified (PS/LNA) or unmodified locking strands (
Transfection experiments in HeLa cells showed that PS/LNA chemical modification of the locking strand was needed for maintaining the ASO in the inactive state. HeLa cells do not express miR-122. As a result, all the unmodified locking strands B0, B3, and B5 failed to inhibit ASO activity as measured by RT-qPCR and using the luciferase reporter cell line. Importantly, incorporating locking strands with the PS and LNA modifications (see table 2) showed substantial improvement, resulting in dampened knockdown of HIF1α as measured by RT-qPCR and the luciferase reporter (
The failure in locking efficacy by unmodified locking strands may be due to their nuclease susceptibility, which leads to degradation of the locking strands and the spontaneous activation of pM-EZN strand. To test this, HeLa cells were transfected with pM15-EZN duplexes labeled with Cy5 and quencher pair and measured the cell-associated fluorescence by flow cytometry. Cells transfected with pM15-EZN duplexes with unmodified locking strands (T7B0, T7B3, T7B5) resulted in similar and even slightly higher levels of fluorescence intensity compared to single-stranded pM15-EZN alone transfected cells, indicating complete dissociation of the locking strand and pM15-EZN strand. The slightly higher level of fluorescence intensity was consistent with the higher HIF1α knockdown efficacy by the duplexes with unmodified locks compared to pM15-EZN only group. This may be due to higher transfection efficiency of double stranded DNA compared to single stranded DNA in HeLa cells. In contrast, pM15-EZN duplexes with modified locking strands (T7B0*, T7B3*, T7B5*) resulted in reduced fluorescence intensity compared to the pM15-EZN only group, showing that the duplexes remain primarily locked (hybridized) 24 h after transfection (
The experiments conducted using HeLa (lacking miR-122) also showed that increasing bulge size decreases the thermodynamic stability of the duplex as measured by Tm (
The conclusions that chemical modification of the locking strand and stable binding to the ASO (Tm>58° C.) are important to inhibit EZN2968 were further validated in U373 cells, lacking miR-122 expression, by both RT-qPCR and Western Blot analysis. T10B0*, T7B0* and T7B3* duplexes were used for testing miR-122 induced HIF1α knockdown because of low spontaneous activation.
Synthetic miR-122 Mimic Triggers Activation of Conditional EZN2968 In Vitro
Experiments were performed to determine whether conditional EZN2968 could be activated in vitro by using an exogenously transfected miR-122 mimicking oligonucleotide (miR-122 mimic, table 2). For this purpose, the cells were co-transfected with the conditional EZN2968 along with the miR-122 mimic in U373 cells. To minimize the complexity of the experiment, the transfection mixture of the conditional EZN2968 duplex (T7B0* or T7B3*) and miR-122 mimic separately was prepared with Oligofectamine™. The two solutions were added to cells simultaneously. After 24 h incubation, 10 nM T7B3* alone did not show significant down regulation of HIF1α mRNA, whereas 10 nM T7B3* co-transfected with 500 nM miR-122 mimic down regulated HIF1α mRNA by ˜50% (
Given the miR-122 sensitivity of T7B3*, its dose-dependent response to miR-122 was quantified. HIF1α mRNA levels decreased with increasing miR-122 concentrations in a dose-dependent manner (
In order to validate that ASO activation is driven through toehold-mediated strand displacement, a T7B3* with its toehold domain truncated we created. After co-transfection with miR-122 mimic, T7B3* lacking the toehold showed a dampened and not statistically significant knockdown of HIF1α mRNA, in contrast to T7B3* with the toehold (
Activation of Conditional EZN2968 is Specific to miR-122
In order to test specificity of conditional EZN2968 activation in response to miR-122 sequence, two scrambled miR-122 sequences were used: one that is completely scrambled, the other with the scrambled toehold binding domain at 1-7 nt of miR-122. Each of these miRNA sequences were co-transfected with conditional ASO T7B3* in U373 cells. The T7B3* duplex was dual labelled with a Cy5 at the 3′ end of the pM15-EZN strand and a quencher on the 5′ end of the B3* strand (
To further validate the fluorescence intensity-based assay, the fluorescence lifetime of the Cy5/quencher tagged T7B3* was measured, confirming the specificity of miRNA-inducible ASO activation (
Next, U373 cells were co-transfected with T7B3* and miR-122 mimic or scrambled miRNA triggers. After 24 h, fluorescence lifetime imaging microscopy (FLIM) was conducted on the cells to measure Cy5 fluorescence lifetime within cells. pM15-EZN-Cy5 and T7B3* labeled with only Cy5 but not Q were also transfected as positive controls. As shown in
Endogenous miR-122 Induces HIF1α Knockdown by Conditional EZN2968
As it is unpredictable whether the miR-122 mimic reproduces the properties of cellular miR-122, experiments were performed to determine whether endogenous miR-122 could induce HIF1α knockdown by T7B3*. T7B3* were transfected into Huh7 cells, a hepatocellular carcinoma cell line that express high levels of miR-122. T7B3* knocked down HIF1α mRNA by ˜40%, whereas T7B3* with the toehold truncated did not show significant knockdown of HIF1α mRNA, suggesting that the activation by endogenous miR-122 proceeds through the intended toehold-mediated strand displacement mechanism (
Next, experiments were performed to determine whether sponging of endogenous miR-122 could prevent the activation of T7B3*. T7B3* was co-transfected with excess amounts of locking strand B3* to compete for endogenous miR-122 binding to T7B3*. The result showed that there was no HIF1α knockdown in these co-transfected groups (
In principle, the conditional EZN2968 design is modular and one could engineer responses to virtually any miRNA trigger. To test the modular design concept, a miR-21-inducible EZN2968 was created with the same toehold length and bulge size as miR-122 inducible T7B3*.
This duplex was transfected into U373 cells, which express high levels of miR-21. miR-21-inducible T7B3* showed a significant knockdown of HIF1α, while the miR-122-inducible T7B3* did not (
Most ASOs are 16 nts long while most miRNAs are 22 nt, and accordingly, conditional ASOs can be adapted to other specific targets. In principle, conditional ASOs can be engineered to trigger inhibition of any mRNA using other specific miRNA triggers. This concept was further supported by adapting the conditional EZN2968 ASO design to miR-21, showing that miR-21-inducible EZN2968 knocked down HIF1α in cells expressing high levels of miR-21. This miR-21-inducible HIF1α inhibitor could be a potential therapeutic for cancer, given the high expression level and significant roles of miR-21 and HIF1α in cancer development.
This application claims the benefit of U.S. Provisional Application No. 63/233,979 filed Aug. 17, 2021. The entirety of this application is hereby incorporated by reference for all purposes.
This invention was made with government support under HL142866, HL095070, and HL139757 awarded by the National Institutes of Health. The government has certain rights in the invention.
Filing Document | Filing Date | Country | Kind |
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PCT/US2022/075049 | 8/17/2022 | WO |
Number | Date | Country | |
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63233979 | Aug 2021 | US |