SKIN CANCER ASSOCIATED MICRORNAS

Abstract
This invention relates to the finding that skin cancers, such as squamous cell carcinoma and basal cell carcinoma, are characterized by changes in the expression of specific microRNA molecules (miRNAs). These miRNAs may therefore be useful as biomarkers for skin cancers as well as therapeutic targets. Methods of diagnosis and treatment of skin cancers are provided, as well as methods of screening for therapeutic compounds.
Description

This invention relates to microRNA molecules (miRNAs) which are associated with non-melanoma skin cancers, such as squamous cell carcinoma and basal cell carcinoma.


Basal cell and squamous cell carcinoma (BCC and SCC) of the skin represent the most common malignancies in the Caucasian population with a total of 1.3 million new cases in the year 2000 in the United States alone, posing a significant threat to public health (American Cancer Society 2000). In men, they are more frequent than prostate carcinoma, and in women, they outnumber breast carcinoma (Urosevic and Dummer 2002). While BCC has no known precursor lesions, SCC presents a progressive state of a pre-cancerous lesion called actinic keratosis (AK) (Pivarcsi et al. 2007). The total ambulatory care costs for AK, SCC and BCC combined exceeds $3 billion/year.


The incidence of non-melanoma skin cancers, including metastatic SCC, is increasing due to the aging of the western society and because of its enormously increased incidence among organ transplant recipients. The incidence of SCC in transplant recipients is 40 to 250 times that of the general population, whereas the incidence of BCC is 10 times greater in transplant patients. SCCs in transplant patients are much more aggressive and deadly and out of the 5.1% of transplant patients who die from skin cancer, 60% had SCC and 33% had melanoma, which represents a 10-fold increase in mortality from SCC in comparison with the general population.


Due to the increasing prevalence of SCC in the Caucasian population, its mortality also shows an increasing trend, especially among immune suppressed individuals. As with other cancers, the main cause of mortality is metastasis formation, most frequently into the lungs or the lymph nodes.


The present inventors have discovered that non-melanoma skin cancer cells are characterized by specific, non-random microRNA (miRNA) expression profiles which differ from the miRNA expression profile of healthy skin. This indicates that miRNAs represent a previously unreported, epigenetic mechanism in skin cancer pathogenesis and may be useful in the diagnosis and therapy of non-melanoma skin cancers.


One aspect of the invention provides a method of assessing non-melanoma skin cancer in an individual comprising;

    • determining the expression of one or more of the miRNAs selected from the group consisting of miRNAs shown in Table 1 in a sample obtained from the individual.


A miRNA is a ribonucleic acid molecule of about 19 to 23 nucleotides, usually 21 to 22 nucleotides. miRNA molecules are naturally produced by higher eukaryotic cells and reduce the expression of specific protein-coding genes by targeting cognate messenger RNA for translational repression, mRNA destabilisation or a combination of the two. miRNAs are transcribed from non-protein-coding genes in the form of long primary transcripts (pri-miRNA). Pri-miRNAs are processed by a dsRNA-specific nuclease in the cell nucleus into hairpin RNA molecules of 70-100 nucleotides (pre-miRNA). These hairpin RNA molecules are further processed in the cytosol by a second dsRNA specific nuclease to produce the mature 19 to 23 nucleotide miRNA (Ambros, 2003; Bartel and Chen, 2004; Czech 2006).


The sequences of mature miRNAs described herein are set out in Table 16. The sequences of miRNA genes, precursors and mature miRNAs are also described in Lim L P, et al Science. 299:1540 (2003) and are publicly available from the miRNA Registry (miRBase) which is maintained by the Wellcome Trust Sanger Institute, Hinxton, UK. The miRBase database is described in Griffiths-Jones S, et al Nucleic Acids Res. 2008 36:D154-D158; Griffiths-Jones S, NAR, 2004, 32, D109-D111 and Griffiths-Jones S et al NAR, 2006, 34, D140-D144) and is available online at http://microrna.sanger.ac.uk/. To date, 678 human miRNAs have been registered in mirBase 13.0 (March 2009).


In the art, miRNAs are generally referred to by name. An assigned miRNA name refers unambiguously to a miRNA of a specific sequence. The annotation of miRNAs is described in Ambros V. et al RNA, 2003, 9(3), 277-279 and in the Sanger Institute's miRNA Registry database (http://microrna.sanger.ac.uk/sequences/).


The sample may be a sample of skin cells, serum or plasma.


Methods of assessing an individual as described herein may be useful for the diagnosis or prognosis of a non-melanoma skin cancer in an individual. For example, altered expression of the one or more miRNAs in the sample relative to controls may be indicative of the presence, type, tumour stage, severity, or risk of metastasis of a non-melanoma skin cancer in an individual.


Methods of assessing an individual as described herein may be useful in the assessing the susceptibility or risk of an individual suffering from a non-melanoma skin cancer. For example, altered expression of miRNAs as described herein relative to controls may be indicative that the individual is susceptible to or has a high risk of suffering from a skin cancer relative to control members of the population or may be indicative of the onset of the skin cancer.


Methods of assessing non-melanoma skin cancer in an individual as described herein may also be useful in determining the recurrence of a non-melanoma skin cancer in an individual following cancer therapy.


The expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 2 may be determined. Increased expression of the one or more miRNAs in the sample relative to controls may be indicative of the presence, type, tumor stage, severity, or risk of metastasis of a non-melanoma skin cancer in an individual. For example, an increase in expression relative to controls may be indicative that the individual has a non-melanoma skin cancer, for example squamous cell carcinoma or basal cell carcinoma.


For example, the expression of miR-21 and/or miR-31 may be determined in the sample.


The expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 3 may be determined in the sample. For example, the expression of one or more miRNAs selected from the group consisting of miR-203, miR-125b, miR-15b, miR-16, miR-193a and a let-7 miRNA, such as let-7g, may be determined in the sample. Decreased expression of the one or more miRNAs in the sample relative to controls may be indicative of the presence, type, tumor stage, severity, or risk of metastasis of a non-melanoma skin cancer in an individual. For example, a decrease relative to controls may be indicative that the individual has a non-melanoma skin cancer.


Non-melanoma skin cancers may include benign, pre-malignant and malignant tumours of keratinocytes, which are the predominant type of cutaneous epithelial cells. Keratinocyte cancers include epidermal tumours such as basal cell carcinoma (BCC), squamous cell carcinoma (SCC) or a pre-malignant lesion thereof, hair follicle tumors, such as trichoblastoma, trichoepitelioma, pilomatrixoma, pilomatrixcarcinoma, trichoadenoma, trichofolliculoma; sweat gland tumors such as adnexcarcinoma, mucinous eccrin carcinoma, porocarcinoma; and premalignant lesions of the skin such as actinic keratosis, morbus Bowen, and erythroplasia Queyrat.


In some embodiments, a change in the expression of one or more miRNAs is specifically indicative of Squamous Cell Carcinoma (SCC). SCC is an aggressive keratinocyte carcinoma which commonly metastasizes, following local invasion and tissue destruction. SCC is characterised by the presence of epidermal differentiation and the absence of a well-demarcated tumour periphery. SCC is associated with pre-cancerous lesions, such as actinic keratosis (AK) and Bowen's disease. In some embodiments, the term SCC may also encompass pre-cancerous lesions of SCC.


An increase in expression of one or more miRNAs set out herein may be indicative of the presence, type, tumor stage, severity, or risk of metastasis of SCC. A method of assessing SCC in an individual may comprise the step of determining the expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 4 in a sample of skin cells, plasma or serum obtained from the individual. For example, the expression of miR-21 and/or miR-31 and, optionally, one or more additional miRNAs from Table 4a and/or 4b may be determined.


An increase in expression of the one or more miRNAs in the sample relative to controls may be indicative of the presence, type, tumor stage, severity, or risk of metastasis of a non-melanoma skin cancer in an individual. For example, an increased in the sample relative to controls may be indicative of the presence of SCC in the individual.


In some embodiments, the expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Tables 12a and/or 12b may be determined. Preferably, the expression of miRNAs with high analysis scores is determined. These miRNAs are up-regulated in SCC relative to BCC. Determining the expression of one or more miRNAs listed in Tables 12a and/or 12b may be useful, for example, in distinguishing SCC from BCC in an individual. An increase in expression of the one or more miRNAs listed in Tables 12a and/or 12b in the sample relative to controls may be indicative that the individual has SCC.


A decrease in expression of one or more miRNAs set out herein may be indicative of the presence, type, tumor stage, severity, or risk of metastasis of SCC. For example, a method of assessing SCC in an individual may comprise determining the expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 9a and/or Table 9b in a sample of skin cells, serum or plasma obtained from the individual.


In some preferred embodiments, the expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 5 may be determined. For example, the expression of miR-125b, miR-15 and/or a let-7 miRNA, such as let-7g, and, optionally, one or more additional miRNAs from Table 5, may be determined in the sample.


A decrease in expression of the one or more miRNAs in the sample relative to controls is indicative of the presence, type, tumor stage, severity, or risk of metastasis of SCC. For example, decreased expression may be indicative that the individual has SCC.


The expression of one or more miRNAs selected from the group consisting of one or more miRNAs listed in Table 11 may be determined. These miRNAs are down-regulated in SCC relative to BCC. Determining the expression of these miRNAs may therefore be useful in distinguishing SCC from BCC in an individual. A decrease in expression of the one or more miRNAs listed in Table 11a and/or 11b in the sample relative to controls is indicative that the individual has SCC.


In other embodiments, a change in the expression of one or more miRNAs set out herein is specifically indicative of Basal Cell Carcinoma (BCC). BCC is a malignant keratinocyte tumour which is characterised by a well-demarcated tumour periphery and the absence of epidermal differentiation. BCC lacks pre-cancerous lesions. Although rarely metastatic, BCC may cause local tissue destruction.


An increase in expression of one or more miRNAs set out herein may be indicative of BCC. A method of assessing BCC in an individual may comprise;

    • determining the expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Tables 6a and/or 6b.


Increased expression of the one or more miRNAs relative to controls may be indicative of the presence, type, tumor stage, severity, or risk of metastasis of BCC in the individual. For example, increased expression relative to controls may be indicative that the individual has BCC.


The expression of one or more miRNAs selected from the group consisting of one or more miRNAs listed in Table 11 may be determined. These miRNAs are up-regulated in BCC relative to SCC. Determining the expression of these miRNAs may therefore be useful in distinguishing BCC from SCC in an individual. An increase in expression of the one or more miRNAs listed in Tables 11a and/or 11b in the sample relative to controls is indicative that the individual has BCC.


A decrease in expression of one or more miRNAs set out herein may be indicative of BCC. A method of assessing BCC in an individual may comprise:

    • determining the expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 10a and/or table 10b.


In some preferred embodiments, the expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 7 may be determined. For example, the expression of miR-203, miR-15b, miR-16 and/or miR-193a may be determined, and, optionally, one or more additional miRNAs from Table 7.


A decrease in expression of the one or more miRNAs in the sample cells relative to controls is indicative of the presence, type, tumor stage, severity, or risk of metastasis of BCC in the individual. For example, decreased expression may be indicative that the individual has BCC.


The expression of one or more miRNAs selected from the group consisting of one or more miRNAs listed in Table 12 may be determined. These miRNAs are down-regulated in BCC relative to SCC. Determining the expression of these miRNAs may therefore be useful in distinguishing BCC from SCC in an individual. A decrease in expression of the one or more miRNAs listed in Tables 12a and/or 12b in the sample relative to controls may be indicative that the individual has BCC.


The methods described above may comprise determining the expression of one or more, two or more, three or more, four or more, five or more, six or more, seven or more, eight or more, nine or more, ten or more, fifteen or more or twenty or more of the listed miRNAs.


The data herein shows the analysis scores for each miRNA which are indicative of the degree of association of the miRNA with non-melanoma skin cancer. Preferably, the expression of miRNAs with the highest analysis scores is determined. For example, a method may comprise determining the expression of the miRNAs shown in the appropriate table below with the 1, 2, 3, 4, 5, 6, 7, 8, 9 or 10 highest analysis scores. A method may comprise determining the expression of 1, 2, 3, 4, 5, 6, 7, 8, 9 or 10 miRNAs selected from the group consisting of the miRNAs in the appropriate table below with the ten highest analysis scores. Optionally, the expression one or more additional miRNAs listed in the Table may be determined.


Certain miRNAs described herein are members of closely related families of miRNAs. miRNA families are groupings of miRNAs that share a common conserved seed region spanning nucleotides 2-7 (Lewis et al. Cell 2005, 120 15-20). The expression of one member of family of miRNAs may be indicative of the expression of other members of the same miRNA family. An increase or decrease in expression of one member of family of miRNAs may therefore be indicative that the expression of other members of the same miRNA family is also increased or decreased.


In some embodiments, a method described herein may comprise determining the expression of a first member of a miRNA family and inferring the expression of other members of the family from the amount of expression determined.


miRNA families include the let-7, miR-30, miR-125, miR-10, and miR-99 miRNA families.


The Let-7 miRNA family includes hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-let-71 and miR-98.


The miR-30 miRNA family includes miR-30a, miR-30b, miR-30c, miR-30d and miR-30e.


The miR-125 miRNA family includes miR-125a and miR-125b.


The miR-10 miRNA family includes miR-10a and miR-10b.


The miR-99 miRNA family includes miR-99a and miR-99b.


Expression of miRNAs selected from one, two, three, four or more miRNA families may be determined in order to diagnose non-melanoma skin cancer as described herein. For example, expression of miRNAs selected from one, two, three, four or all of the group consisting of let-7 miRNAs, miR-30 miRNAs, miR-125 miRNAs, miR-10 miRNAs and miR-99 miRNAs may determined.


The skilled person is readily able to employ suitable controls for use in the methods described herein. Suitable controls include cells, preferably keratinocytes, from healthy (i.e. non-lesional) skin which is not affected by the skin cancer. For example, cells from normal, healthy, non-sun-exposed skin from individuals without chronic skin disease or skin cancer. Control cells may be obtained from the same individual as the test sample cells, or a different individual, for example a healthy individual not suffering from or susceptible to skin cancer.


In some embodiments, an individual being assessed for a non-melanoma skin cancer as described herein may be immunosuppressed and may, for example, be the recipient of an organ transplant.


A suitable sample of skin cells may be taken from a lesion or other site on the skin of the individual which displays one or more symptoms of a skin cancer, such as abnormal keratinocyte proliferation or differentiation. In some embodiments, RNA may be isolated from the skin cells using methods well known in the art (see, e.g., Lagos-Quintana et al, Science 294:853-858 (2001); Grad et al, Mol Cell 11: 1253-1263 (2003); Mourelatos et al, Genes Dev 16:720-728 (2002); Lagos-Quintana et al, Curr Biol 12:735-739 (2002); Lagos-Quintana et al, RNA 9:175-179 (2003)). In other embodiments, miRNA expression may be determined directly, for example using in situ hybridisation.


The expression of a miRNA in a cell may be determined by measuring the amount of miRNA precursor or, more preferably the amount of mature miRNA, which is present in the cells.


The amount of miRNA in a cell may be conveniently measured by any convenient technique, including, for example, quantitative PCR, bead-based flow cytometry, microarrays, such as Taqman™ human miRNA array (Taqman low density array), northern blotting, dot blotting, RNase protection assays, primer extension analysis, miRNA specific in situ hybridization, and Invader™ assays. Suitable techniques are described in Liu et al. (2004); Thomson et al. (2004); Babak et al. (2004), Chen, Ridzon et al. (2005); Castoldi, Schmidt et al. (2006), Kim et al (2006); Kloosterman et al, Nature Methods, 3 (1), 27-29 (2006). Suitable reagents for miRNA specific in situ hybridization are commercially available (e.g. Exiqon A/S, Denmark).


miRNA expression may be determined in serum or plasma (“circulating” miRNAs). For example, RNA may be extracted from plasma/serum using standard techniques and miRNA expression measured by real time PCR.


miRNA levels may be measured in lymph nodes to detect the presence of metastasis.


In some embodiments, the expression of one or more miRNAs in a sample may be determined by microarray techniques. Microarrays generally comprise nucleic acid probes of different sequences immobilised in a predetermined arrangement on a solid support. Because different nucleic acid probes are immobilised at different locations on the support, the binding of a label which is observed at a particular location is indicative of specific binding to the nucleic acid probe immobilised at that location.


Microarrays may be synthesised using conventional techniques by synthesising nucleic acid probes and then attaching the probes to the support in a site-specific fashion, or by synthesising the nucleic acid probes in situ at predetermined locations on the support. Microarrays for use in the detection of human miRNAs are also commercially available (e.g. TaqMan® Human microRNA Array v1.0; Applied Biosystems, CA USA).


Conveniently, a Locked Nucleic Acid (LNA)-based miRNA microarray may be employed. Typically, total RNA is isolated from the sample skin cells, labelled and hybridized onto a microarray containing LNA (Locked Nucleic Acid)-modified probes for each known miRNA. The high affinity LNA technology provides the LNA Array with high sensitivity, high specificity and Tm-normalized probes. LNA microarrays are available commercially (e.g. miRCURY™, Exiqon).


In use, a microarray is contacted with a sample under conditions that promote specific binding of miRNAs in the sample to one or more of the immobilised nucleic acid molecules on the microarray. The miRNAs in the sample bind to one or more different locations on the microarray, via the nucleic acid molecules immobilised at those locations to produce a particular binding pattern. This binding pattern can then be detected by any convenient technique. For example, all nucleic acid molecules, including miRNA molecules, in the sample may be labelled with a suitable label, typically a fluorescent label, and the locations at which label is present on the microarray following exposure to the sample can be observed. Since the immobilised nucleic acid sequences have different predetermined locations on the microarray, the observed binding pattern is indicative of the presence and/or concentration of a particular miRNA in the sample. Techniques for detecting binding to microarrays are well known in the art (see for example, U.S. Pat. No. 5,763,870, U.S. Pat. No. 5,945,679 and U.S. Pat. No. 5,721,435).


A method of determining the expression of one or more miRNAs may, for example, comprise: a) contacting a sample with a microarray comprising immobilised probes for said one or more miRNAs under conditions sufficient for specific binding to occur between the miRNA and its corresponding immobilised probe; and b) interrogating the microarray to determined the presence or amount of binding of one or more miRNAs in the sample.


In some embodiments, the expression of one or more miRNAs in a sample may be determined by bead-based flow cytometry methods such as FlexmiR™ (Exiqon A/S, Copenhagen) (Lu et al Nature 2005 435 834-838). This involves marking individual beads with fluorescence tags, each representing a single miRNA, and coupling the beads to probes that are complementary to miRNAs of interest. miRNAs are ligated to 5′ and 3′ adaptors, reverse-transcribed, amplified by PCR using a common biotinylated primer, hybridized to the capture beads, and stained with a suitable reagent such as streptavidin-phycoerythrin. The beads are then analyzed using a flow cytometer capable of measuring bead color (denoting miRNA identity) and phycoerythrin intensity (denoting miRNA abundance). Because hybridization takes place in solution, bead-based flow cytometry methods may allow more specific detection of closely related miRNAs than microarray techniques.


In some embodiments, the expression of one or more miRNAs in a sample may be determined by miRNA-specific quantitative real-time PCR. For this, total RNA is isolated from the skin biopsy, reverse transcribed using miRNA-specific stem-loop primers, and then amplified by real-time PCR, for example using TaqMan® probes. The assays target only mature microRNAs, not their precursors, ensuring biologically relevant results. Techniques for real-time PCR are well known in the art (Livak et al PCR Methods Appl (1995) 4 357-362) and reagents for use in such techniques are commercially available (e.g. Applied Biosystems, CA USA).


Following assessment of a non-melanoma skin cancer, such as SCC or BCC, by a method described herein, the individual may be treated for the condition.


A method of treating a skin cancer as described herein may comprise;

    • assessing an individual for a non-melanoma skin cancer using a method described above and;
    • administering a therapy for the skin cancer.


Other aspects of the invention provide an anti-cancer agent for use in a method of treatment of non-melanoma skin cancer in an individual which comprises assessing a non-melanoma skin cancer in the individual using a method described above and the use of an anti-cancer agent in the manufacture of a medicament for use in a method of treatment of non-melanoma skin cancer in an individual which comprises assessing a non-melanoma skin cancer in the individual using a method described above.


Therapies for skin cancer include surgical techniques, such as curettage, electrodessication, cryosurgery, surgical excision and Mohs micrographic surgery, or non-surgical techniques, such as radiotherapy, topical and injectable chemotherapy, for example with anti-cancer agents such as 5-fluorouracil, capecitabine, celecoxib, retinoids such as acitretin, isotretinoin, tazarotene, imiquimod, or IFNalpha, and photodynamic therapy, for example with 5-aminolevulinate.


Methods of assessing a non-melanoma skin cancer as described herein may also be useful in determining the responsiveness of an individual to a therapy for the non-melanoma skin cancer, such as BCC or SCC. A method of assessing the efficacy of a therapy for a non-melanoma skin cancer in an individual or the responsiveness of an individual to a therapy for a non-melanoma skin cancer may comprise:

    • determining the expression of one or more of the miRNAs set out above in one or more cells obtained from an individual subjected to a regimen of treatment with the non-melanoma skin cancer.


A control tissue sample may be obtained before the regimen of therapy for the non-melanoma skin cancer is initiated. A change, for example, an increase or decrease in expression of one or more of the miRNAs set out above after initiation of the therapy regimen may be indicative that the regimen normalises miRNA levels in cells and is therefore efficacious for the treatment of the individual.


The absence of any change in the expression of the one or more of the miRNAs set out above after initiation of the regimen of therapy may be indicative that the regimen is not efficacious for the treatment of the individual.


The expression of the one or more of the miRNAs may be measured in samples obtained at one or more, two or more, or three or more time points during or after the treatment. The amount of change in the expression of the one or more of the miRNAs may be indicative of the level of responsiveness of the individual to the regimen.


Suitable therapies for a non-melanoma skin cancer are described above.


A treatment regimen is a predetermined scheme or program which defines the parameters of the treatment to which the individual is to be subjected. For example, the regimen may set out the dosage, the mode of administration and the timetable or schedule of administration of the cancer therapy with which the individual is to be treated.


An appropriate regimen of treatment with a cancer therapy can vary from patient to patient. Determining the appropriate dosage, mode and schedule of administration will generally involve the balancing of the level of therapeutic benefit against any risk or deleterious side effects of the treatments. For example, the initial dosage level and schedule will depend on a variety of factors including, but not limited to, the activity of the particular cancer therapy, the chosen route of administration, the time of administration, the rate of excretion of the compound, the duration of the treatment, other drugs, compounds, and/or materials used in combination, and the age, sex, weight, condition, general health, and prior medical history of the individual. The parameters of the regimen may be optimised for an individual using the methods described below.


The initial treatment regimen will ultimately be at the discretion of the physician, although generally the dosage and other parameters will be selected in order to achieve therapeutic benefit as assessed using the methods described herein, without causing substantial harmful or deleterious side-effects.


In the absence of any change in the expression of the one or more miRNAs, the regimen may be altered, for example by increasing the dosage, frequency of administration and/or duration of treatment, and the responsiveness of the individual to the altered regimen determined. This may be repeated until a change in the cancer therapy is observed. A treatment regimen which alters the expression of the one or more miRNAs may be identified.


In some embodiments, a treatment regimen which produces a change in the expression of the one or more miRNAs may be altered, for example, by increasing the dosage, frequency of administration and/or duration of treatment, and the responsiveness of the individual to the altered regimen determined. This may be repeated until no further change in the expression of the one or more miRNAs is observed. A treatment regimen which produces a maximal change in the expression of the one or more miRNAs with acceptable toxicity levels may be identified.


In some embodiments, following identification of a treatment regimen which changes the expression of the one or more miRNAs or produces a maximal change in the expression of the one or more miRNAs, the safety, tolerability and/or pharmacokinetic effects of the regimen may be assessed in one or more individuals.


The progress of a cancer therapy regimen may be monitored in an individual using the methods described herein, for example to ensure that the pharmacological effect is sustained in the individual throughout the duration of the treatment. A method for monitoring the treatment of a non-melanoma skin cancer in individual with a cancer therapy may comprise:

    • (a) subjecting the individual to a regimen of cancer therapy; and
    • (b) monitoring in one or more cells of the individual the expression of the one or more miRNAs during said treatment.


The expression of the one or more miRNAs may be monitored by periodically obtaining samples from the individual and measuring the expression of the one or more miRNAs in the samples obtained.


A change in the expression of the one or more miRNAs in response to the regimen is indicative that the regimen is effective for therapy in the individual. The change may be sustained over the duration of the regimen, for example, because miRNA levels remain above or below a predetermined value or within a predetermined range of values throughout the treatment.


A regimen which is found to be not fully effective may be altered, for example by altering the dosage or schedule, to restore the change in the expression of the one or more miRNAs; for example, by restoring levels of the one or more miRNAs to above or below a predetermined value or within a predetermined range of values.


Other aspects of the invention relate to methods of treatment of skin cancer in an individual.


A method of treatment of a non-melanoma skin cancer, such as BCC or SCC, in an individual may comprise;

    • increasing or reducing the expression or activity of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 1 in skin cancer cells of the individual.


For example, the expression or activity of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 2 in skin cancer cells of the individual may be reduced.


In some embodiments, a method of treatment of SCC may comprise;

    • reducing the expression or activity of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 4a or 4b in skin cancer cells of the individual.


For example, the expression or activity of miR-21 and/or miR-31 may be reduced.


In some embodiments, a method of treatment of BCC may comprise;

    • reducing the expression or activity of one or more miRNAs selected from the group consisting of the miRNAs listed in Tables 6a and/or 6b in skin cancer cells of the individual.


For example, the expression or activity of miR-424 and/or miR-514 may be reduced.


The expression or activity of a target miRNA may be reduced by decreasing in total amount of the target miRNA in the cell or by decreasing the amount of the target miRNA which is present in the cell in an active form.


In some embodiments, the expression or activity of the target miRNA may be reduced by administering a therapeutically effective amount of a miRNA inhibitor to an individual in need thereof.


An inhibitor of a target miRNA is a compound which reduces or represses the activity or expression of the target miRNA. Preferably, the inhibitor has no effect or substantially no effect on non-target miRNAs. Suitable inhibitors may be readily designed by the skilled person from the sequence of the target miRNA. Sequences of target miRNAs are available from the miRNA Registry and are set out in Table 16.


Suitable inhibitors may include single or double stranded oligonucleotides which are able to bind to mature miRNA or its precursor forms and inhibit the activity of mature miRNA, prevent or inhibit its production or increase its rate of depletion. Suitable oligonucleotides may be oligodeoxyribonucleotides, oligoribonucleotides or modified oligonucleotides as described below


In some embodiments, the activity of a mature miRNA may be inhibited by the binding of a single stranded oligonucleotide which has a sequence which is sufficiently complementary to the sequence of the miRNA to hybridise to the target miRNA by Watson-Crick base-pairing. The use of such ‘antisense’ oligonucleotides is well-established in the art.


Oligonucleotides may be generated in vitro or ex vivo for administration or anti-sense RNA may be generated in vivo within cells in which inhibition is desired. Thus, double-stranded DNA may be placed under the control of a promoter in a “reverse orientation” such that transcription of the anti-sense strand of the DNA yields RNA which is complementary to the precursor miRNA. The complementary anti-sense RNA sequence may then bind with the target miRNA, inhibiting its cellular activity (see for example, Applied Antisense Oligonucleotide Technology C A. Stein (1998) Wiley & Sons).


A suitable oligonucleotide for inhibition of an miRNA may have about 10 to 30 nucleotides, preferably about 20 nucleotides e.g. 14-23 nucleotides, for example about 15, 16 or 17.


The construction of anti-sense sequences and their use is well known in the art and is described for example in Peyman and Ulman, Chemical Reviews, 90:543-584, (1990) and Crooke, Ann. Rev. Pharmacol. Toxicol. 32:329-376, (1992).


Nucleotides comprise a base portion, generally a heterocyclic base such as a purine or pyrimidine, which is covalently linked to a sugar group, typically a pentofuranosyl sugar, which further comprises a phosphate group. The phosphate group is generally linked to the 2′, 3′ or 5′ hydroxyl moiety of the sugar. The phosphate groups covalently link adjacent nucleotides to one another to form an oligonucleotide. Within the oligonucleotide structure, the phosphate groups are commonly referred to as forming the internucleotide backbone of the oligonucleotide. The normal linkage or backbone of RNA and DNA is a 3′ to 5′ phosphodiester linkage


Single-stranded oligonucleotides for the inhibition of miRNA activity may be chemically modified. Modified oligonucleotides are described in more detail below.


Examples of modified oligonucleotides which may be used to inhibit target miRNA molecules include LNA Knockdown probes, (Orom, Kauppinen et al. 2006), 2′-O-methyl modified RNA oligonucleotides (Cheng, Byrom et al. 2005), and “antagomirs” (Krutzfeldt, Rajewsky et al. 2005 Mattes et al 2007).


Antagomirs are chemically modified, single-stranded RNA analogues conjugated to cholesterol. An antagomir typically comprises at least 19 nucleotides which are complementary to the sequence of a target miRNA which allow hybridisation between the antagomir and the target miRNA, thereby inhibiting the activity of the miRNA target. Antagomirs can discriminate between single nucleotide mismatches of the targeted miRNA and have been shown to silence specific miRNAs in vivo (Krutzfeldt, Rajewsky et al. 2005). Antagomirs have also been shown to efficiently target miRNAs when injected locally into the mouse cortex (Krutzfeldt, Kuwajima et al. 2007).


Other useful inhibitors include oligonucleotides which cause inactivation or cleavage of mature miRNA or its precursor forms. Suitable oligonucleotides may be chemically modified, or have enzyme activity, which causes cleavage of a nucleic acid at a specific site

    • thus influencing activity of miRNAs. Examples include ribozymes, EDTA-tethered oligonucleotides, or covalently bound oligonucleotides, such as a psoralen or other cross-linking reagent-bound oligonucleotides. Background references for ribozymes include Kashani-Sabet and Scanlon, 1995, Cancer Gene Therapy, 2(3): 213-223, and Mercola and Cohen, 1995, Cancer Gene Therapy, 2(1), 47-59.


In some embodiments, the activity of a mature miRNA may be inhibited using a double-stranded oligonucleotide which comprises a sequence which is complementary to a target miRNA. A suitable double-stranded oligonucleotide may comprise about 10 to 30 nucleotides, preferably about 20 nucleotides e.g. 18-23 nucleotides. Techniques for inhibiting target miRNAs using double-stranded inhibitory oligonucleotides are known in the art (Soutschek, J. et al Nature 432, 173-178 (2004), Vermeulen, Robertson et al. 2007 and US20050182005).


Other useful inhibitors include double- or single-stranded DNA or double- or single-stranded RNA “aptamers” that bind to specific targets via interactions other than Watson-Crick base pairing. Suitable oligonucleotides (e.g., RNA oligonucleotides) that bind a specific miRNA can be generated using the techniques of SELEX (Tuerk, 1997, Methods Mol Biol 67, 2190). In this technique, a very large pool (106-109) of random sequence nucleic acids is bound to the target using conditions that cause a large amount of discrimination between molecules with high affinity and low affinity for binding the target. The bound molecules are separated from unbound, and the bound molecules are amplified by virtue of a specific nucleic acid sequence included at their termini and suitable amplification reagents. This process is reiterated several times until a relatively small number of molecules remain that possess high binding affinity for the target. These molecules can then be tested for their ability to modulate miRNA activity as described herein.


A modified oligonucleotide may contain one or more modified backbone linkages. Backbone linkages in a modified oligonucleotide may include, for example, non-phosphodiester linkages, such as phosphorothioates, chiral phosphorothioates, phosphorodithioates, phosphotriesters, aminoalkylphosphotriesters, methyl and other alkyl phosphonates including 3′-alkylene phosphonates and chiral phosphonates, phosphinates, phosphoramidates including 3′-amino phosphoramidate and aminoalkylphosphoramidates, thionophosphoramidates, thionoalkylphosphonates, thionoalkylphosphotriesters, and boranophosphates having normal 3′-5′ linkages, 2′-5′ linked analogues of these, and those having inverted polarity wherein the adjacent pairs of nucleoside units are linked 3′-5′ to 5′-3′ or 2′-5′ to 5′-2′. Modified oligonucleotides may comprise linkages which lack phosphate groups and may comprise short chain alkyl or cycloalkyl internucleoside linkages, mixed heteroatom and alkyl or cycloalkyl internucleoside linkages, or one or more short chain heteroatomic or heterocyclic internucleoside linkages, for example morpholino; siloxane; sulfide, sulfoxide, sulfone; formacetyl; thioformacetyl; methylene formacetyl; thioformacetyl; alkene containing; sulfamate; methyleneimino; methylenehydrazino; sulfonate; sulfonamide; amide; or other linkages comprising N, O, S and/or CH2 groups.


Suitable modified oligonucleotides may comprise phosphorothioate backbones or heteroatom backbones, and in particular —CH2—NH—O—CH2—, —CH2—N(CH.sub.3)-O—CH2—, —CH.sub.2-O—N(CH3)—CH2—, CH2—N(CH3)—N(CH3)—CH2— and —O—N(CH3)—CH2—CH2—[wherein the native phosphodiester backbone is represented as —O—P—O—CH2—].


Modified oligonucleotides may also contain one or more substituted sugar moieties. Suitable sugar moieties may comprise one of the following at the 2′ position: OH; F; O—, S—, or N-alkyl; O—, S—, or N-alkenyl; O—, S- or N-alkynyl; or O-alkyl-O-alkyl, wherein the alkyl, alkenyl and alkynyl may be substituted or unsubstituted C1 to C10 alkyl or C2 to C10 alkenyl and alkynyl. Particularly suitable are O[(CH2)nO]mCH3, O[(CH2)nO]mOCH3, O[(CH2)nO]mNH2, O[(CH2)n]mCH3, O[(CH2)nO]mONH2 and O[(CH2)nO]mON(CH2)nCH3)]2, where n and m are from 1 to about 10.


Modified sugar moieties may comprise one of the following at the 2′ position: C1 to C10 lower alkyl, substituted lower alkyl, alkaryl, aralkyl, O-alkaryl or O-aralkyl, SH, SCH3, OCN, Cl, Br, CN, CF, OCF, SOCH3, SO2CH3, ONO2, NO2, N3, NH2, heterocycloalkyl, heterocycloalkaryl, aminoalkylamino, polyalkylamino, substituted silyl, an RNA cleaving group, a reporter group, an intercalator, a group for improving the pharmacokinetic properties of an oligonucleotide, or a group for improving the pharmacodynamic properties of an oligonucleotide, and other substituents having similar properties. Suitable modifications include 2′-methoxyethoxy (2′-O—CH2CH2OCH3, also known as 2′-O-(2-methoxyethyl) or 2′-MOE) (Martin et al., Helv. Chim. Acta, 1995, 78, 486 504) i.e. an alkoxyalkoxy group, 2′-dimethylaminooxyethoxy, i.e., a O(CH2)2ON(CH3)2 group, also known as 2′-DMAOE, 2′-methoxy (2′-O—CH3), 2′-aminopropoxy (2′-OCH2CH2CH2 NH2) and 2′-fluoro (2′-F). Similar modifications may also be made at other positions on the oligonucleotide, particularly the 3′ position of the sugar on the 3′ terminal nucleotide or in 2′-5′ linked oligonucleotides and the 5′ position of 5′ terminal nucleotide.


Modified oligonucleotides may also contain one or more sugar mimetics instead of a pentofuranosyl sugar. Suitable sugar mimetics include cyclobutyl moieties, azido-ribose, carbocyclic sugar analogues a-anomeric sugars; epimeric sugars such as arabinose, xyloses or lyxoses, pyranose sugars, furanose sugars, and sedoheptulose.


Modified oligonucleotides may also include base modifications or substitutions. Modified nucleotide bases can be used instead of or in addition to the naturally occurring bases i.e. the purine bases adenine (A) and guanine (G), and the pyrimidine bases thymine (T), cytosine (C) and uracil (U). For example, modified bases may increase the stability of the molecule. Modified bases known in the art include alkylated purines and pyrimidines, acylated purines and pyrimidines, and other heterocycles. These classes of pyrimidines and purines are known in the art and include pseudoisocytosine, N4,N4-ethanocytosine, 8-hydroxy-N6-methyladenine, 4-acetylcytosine, 5-(carboxyhydroxylmethyl) uracil, 5 fluorouracil, 5-bromouracil, 5-carboxymethylaminomethyl-2-thiouracil, 5-carboxymethylaminomethyl uracil, dihydrouracil, inosine, N6-isopentyl-adenine, 1-methyladenine, 1-methylpseudouracil, 1-methylguanine, 2,2-dimethylguanine, 2-methyladenine, 2-methylguanine, 3-methylcytosine, 5-methylcytosine, N6-methyladenine, 7-methylguanine, 5-methylaminomethyl uracil, 5-methoxy amino methyl-2-thiouracil, -D-mannosylqueosine, 5-methoxycarbonylmethyluracil, 5methoxyuracil, 2 methylthio-N6-isopentenyladenine, uracil-5-oxyacetic acid methyl ester, psueouracil, 2-thiocytosine, 5-methyl-2 thiouracil, 2-thiouracil, 4-thiouracil, 5-methyluracil, N-uracil-5-oxyacetic acid methylester, uracil 5-oxyacetic acid, queosine, 2-thiocytosine, 5-propyluracil, 5-propylcytosine, 5-ethyluracil, 5ethylcytosine, 5-butyluracil, 5-pentyluracil, 5-pentylcytosine, and 2,6,diaminopurine, methylpsuedouracil, 1-methylguanine and 1-methylcytosine.


In some embodiments, both the sugar and the backbone linkage of one or more, preferably all of the nucleotides in a modified oligonucleotide may be replaced with non-natural groups. The bases are maintained for hybridization with the target miRNA. Suitable modified oligonucleotides may include peptide nucleic acids (PNA). In PNA, the oligonucleotide sugar-backbone is replaced with an amide containing backbone, in particular an aminoethylglycine backbone.


The bases are retained and are bound directly or indirectly to aza-nitrogen atoms of the amide portion of the backbone.


Modified oligonucleotides may be chemically linked to one or more moieties or groups which enhance the activity, cellular distribution or cellular uptake of the oligonucleotide. Suitable moieties include lipid moieties such as cholesterol, cholic acid, a thioether, e.g., hexyl-S-tritylthiol, a thiocholesterol, an aliphatic chain, e.g., dodecandiol or undecyl residues, a phospholipid, e.g., di-hexadecyl-rac-glycerol or triethyl-ammonium 1,2-di-O-hexadecyl-rac-glycero-3-H-phosphonate, a polyamine or a polyethylene glycol chain, or adamantane acetic acid, a palmityl moiety, or an octadecylamine or hexylamino-carbonyl-oxycholesterol moiety.


miRNA inhibitors may be transferred into the cell using a variety of techniques well known in the art. For example, oligonucleotide inhibitors can be delivered into the cytoplasm without specific modification. Alternatively, they may be delivered by the use of liposomes which fuse with the cellular membrane or are endocytosed, i.e. by employing ligands such as antibodies which are attached to the liposome or directly to the oligonucleotide and which bind to surface membrane protein receptors of the cell, resulting in endocytosis. Alternatively, the cells may be permeabilized to enhance transport of the oligonucleotides into the cell, without injuring the host cells or a DNA binding protein, e.g. HBGF-1, which transports oligonucleotides into a cell may be employed.


A method of treatment of a skin cancer in an individual may comprise;

    • increasing the amount or activity of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 3 in skin cancer cells of the individual.


In some embodiments, a method of treatment of SCC in an individual may comprise;

    • increasing the amount or activity of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 9a and/or Table 9b in skin cancer cells of the individual.


For example, a method may comprise increasing the activity or expression of 1, 2, 3, 4, 5, 6, 7, 8, or 9 or more miRNAs from the group consisting of the ten highest scoring miRNAs shown in Table 9b and, optionally, one or more additional miRNAs listed in Tables 9a and/or 9b.


Preferably, the amount or activity of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 5 may be increased in skin cancer cells of the individual. For example, the amount or activity of miR-125b, miR-15, and/or a let-7 family miRNA, and optionally one or more additional miRNAs listed in Table 5 may be increased.


In some embodiments, a method of treatment of BCC in an individual may comprise;

    • increasing the amount or activity of one or more miRNAs selected from the group consisting of the miRNAs listed in Tables 10a and/or 10b in skin cancer cells of the individual.


For example, a method may comprise increasing the activity or expression of 1, 2, 3, 4, 5, 6, 7, 8, or 9 or more miRNAs from the group consisting of the ten highest scoring miRNAs shown in Table 10b and, optionally, one or more additional miRNAs listed in Tables 10a and/or 10b.


Preferably, the amount or activity of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 7 may be increased in skin cancer cells of the individual. For example, the amount or activity of miR-203, miR-15b, miR-16 and/or miR-193a and optionally one or more additional miRNAs listed in table 7 may be increased.


The expression or activity of a target miRNA may be increased by administering to an individual in need thereof a therapeutically effective amount of;

    • (i) the target miRNA or a precursor thereof,
    • (ii) a nucleic acid encoding the target miRNA or a precursor thereof,
    • (iii) an analogue, derivative or modified form of the target miRNA which retains activity.


Nucleic acid sequences encoding a target miRNA or a target miRNA precursor may be comprised within a vector. Suitable vectors can be chosen or constructed, containing appropriate regulatory sequences which will drive transcription in the target cell, including promoter sequences, terminator fragments, polyadenylation sequences, enhancer sequences, marker genes and other sequences as appropriate. A vector may comprise a selectable marker to facilitate selection of the transgenes under an appropriate promoter. For further details see, for example, Molecular Cloning: a Laboratory Manual: 3rd edition, Sambrook & Russell, 2001, Cold Spring Harbor Laboratory Press.


Many known techniques and protocols for manipulation of nucleic acid, for example in preparation of nucleic acid constructs, mutagenesis, sequencing, introduction of DNA into cells and gene expression, and analysis of proteins, are described in detail in Protocols in Molecular Biology, Second Edition, Ausubel et al. eds. John Wiley & Sons, 1992.


A nucleic acid vector may be introduced into a host cell, for example a lesional skin cell. Suitable techniques for transporting the constructor vector into the cell are well known in the art and include calcium phosphate transfection, DEAE-Dextran, electroporation, liposome-mediated transfection and transduction using retrovirus or other virus, e.g. vaccinia or lentivirus.


The particular choice of a transformation technology will be determined by its efficiency to transform the particular host cells employed as well as the experience and preference of the operator with a particular methodology of choice.


An analogue, derivative or modified form of a miRNA retains the biological activity of the mature miRNA (i.e. a miRNA agonist) and may be an oligoribonucleotide or oligodeoxyribonucleotide with one or more modifications which improve the stability, transport or other pharmacological properties. Suitable modifications include modifications to the backbone linkages, bases or sugar moieties of one or more of the constituent nucleotides and are described in more detail above.


The term “treatment” in the context of treating a skin cancer, pertains generally to treatment and therapy, whether of a human or an animal (e.g. in veterinary applications), in which some desired therapeutic effect is achieved, for example, the inhibition of the progress of the disorder, and includes a reduction in the rate of progress, a halt in the rate of progress, amelioration of the disorder, and cure of the disorder. Treatment as a prophylactic measure (i.e. prophylaxis) is also included.


While it is possible for an active compound such as an miRNA agonist or antagonist as described above, to be administered alone, it is preferable to present it as a pharmaceutical composition (e.g., formulation) comprising at least one active compound, as defined above, together with one or more pharmaceutically acceptable carriers, adjuvants, excipients, diluents, fillers, buffers, stabilisers, preservatives, lubricants, or other materials well known to those skilled in the art and optionally other therapeutic or prophylactic agents.


A composition may comprise multiple active compounds as described above (i.e. miRNA agonists or antagonists) to increase or decrease the amount or activity of multiple miRNA targets in a skin cancer cell.


Pharmaceutical compositions comprising a miRNA agonist or antagonist as defined above, for example, admixed or formulated together with one or more pharmaceutically acceptable carriers, excipients, buffers, adjuvants, stabilisers, or other materials, as described herein, may be used in the methods described herein.


The term “pharmaceutically acceptable” as used herein pertains to compounds, materials, compositions, and/or dosage forms which are, within the scope of sound medical judgement, suitable for use in contact with the tissues of a subject (e.g., human) without excessive toxicity, irritation, allergic response, or other problem or complication, commensurate with a reasonable benefit/risk ratio. Each carrier, excipient, etc. must also be “acceptable” in the sense of being compatible with the other ingredients of the formulation.


Suitable carriers, excipients, etc. can be found in standard pharmaceutical texts, for example, Remington's Pharmaceutical Sciences, 18th edition, Mack Publishing Company, Easton, Pa., 1990.


The formulations may conveniently be presented in unit dosage form and may be prepared by any methods well-known in the art of pharmacy. Such methods include the step of bringing the active compound into association with a carrier which may constitute one or more accessory ingredients. In general, the formulations are prepared by uniformly and intimately bringing into association the active compound with liquid carriers or finely divided solid carriers or both, and then if necessary shaping the product.


Formulations may be in the form of liquids, solutions, suspensions, emulsions, elixirs, syrups, tablets, lozenges, granules, powders, capsules, cachets, pills, ampoules, suppositories, pessaries, ointments, gels, pastes, creams, sprays, mists, foams, lotions, oils, boluses, electuaries, or aerosols.


The miRNA agonist or antagonist (s) or pharmaceutical composition comprising the miRNA agonist or antagonist (s) may be administered to a subject by any convenient route of administration, whether systemically/peripherally or at the site of desired action, including but not limited to, oral (e.g. by ingestion); topical (including e.g. transdermal, intranasal, ocular, buccal, and sublingual); pulmonary (e.g. by inhalation or insufflation therapy using, e.g. an aerosol, e.g. through mouth or nose); parenteral, for example, by injection.


In preferred embodiments, an active compound is administered directly at the site of action by topical administration to lesional skin cells.


Formulations suitable for topical administration (e.g. transdermal, intranasal, ocular, buccal, and sublingual) may be formulated as an ointment, cream, suspension, lotion, powder, solution, past, gel, spray, aerosol, or oil. Alternatively, a formulation may comprise a patch or a dressing such as a bandage or adhesive plaster impregnated with active compounds and optionally one or more excipients or diluents.


In some embodiments, miRNA agonist(s) or antagonist(s) as described herein may be administered in combination with other skin cancer therapies. Skin cancer therapies are described in more detail above.


Other aspects of the invention relate to screening for compounds useful in the treatment of skin cancers.


A method of screening for a compound useful in the treatment of a skin cancer, such as SCC or BCC, may comprise;

    • contacting a cell with a test compound and;
    • determining the expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 1 relative to controls,
    • wherein an increase or decrease in expression in the presence of the test compound is indicative that the compound is useful in the treatment of an skin cancer.


In some embodiments, expression of one or more microRNAs selected from the group consisting of one or more of the miRNAs selected from the group consisting of the miRNAs listed in Table 2 may be determined in the cell,

    • wherein a decrease in expression in the presence of the test compound relative to its absence is indicative that the compound is useful in the treatment of an skin cancer.


In some embodiments, expression of one or more microRNAs selected from the group consisting of the miRNAs listed in Table 3 may be determined in the cell,

    • wherein an increase in expression of the one or more microRNAs in the presence of the test compound relative to its absence is indicative that the compound is useful in the treatment of a skin cancer.


A method of screening for a compound useful in the treatment of SCC may comprise;

    • contacting a cell with a test compound and;
    • determining the expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 4a or 4b in the cell,
    • wherein a decrease in expression in the presence of the test compound relative to its absence is indicative that the compound is useful in the treatment of SCC.


A method of screening for a compound useful in the treatment of SCC may comprise

    • contacting a cell with a test compound and;
    • determining the expression of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 9a or 9b in the cell,
    • wherein an increase in expression in the presence of the test compound relative to its absence is indicative that the compound is useful in the treatment of SCC.


For example, a method may comprise determining the expression of 1, 2, 3, 4, 5, 6, 7, 8, or 9 or more miRNAs from the group consisting of the ten highest scoring miRNAs shown in Table 9b and, optionally, one or more additional miRNAs listed in Tables 9a and/or 9b.


Preferably, the one or more miRNAs are selected from the group consisting of the miRNAs listed in Table 5. For example, the expression of miR-125b, miR-15, and/or a let-7 family miRNA may be determined.


A method of screening for a compound useful in the treatment of BCC may comprise;

    • contacting a cell with a test compound and;
    • determining the expression of one or more microRNAs selected from the group consisting of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 6a and/or 6b,
    • wherein a decrease in expression in the presence of the test compound relative to its absence is indicative that the compound is useful in the treatment of BCC.


For example, the expression or activity of miR-424 and/or miR-514 may be determined.


A method of screening for a compound useful in the treatment of BCC may comprise;

    • determining the expression of one or more miRNAs selected from the group consisting of one or more miRNAs selected from the group consisting of the miRNAs listed in Table 10a and/or 10b in the cell,
    • wherein an increase in expression in the presence of the test compound relative to its absence is indicative that the compound is useful in the treatment of treatment of BCC.


For example, a method may comprise determining the expression of 1, 2, 3, 4, 5, 6, 7, 8, or 9 or more miRNAs from the group consisting of the ten highest scoring miRNAs shown in Table 10b and, optionally, one or more additional miRNAs listed in Tables 10a and/or 10b.


Preferably, one or more miRNAs is selected from the group consisting of the miRNAs listed in Table 7. For example, the amount or activity of miR-203, miR-15b, miR-16 and/or miR-193a and optionally one or more additional miRNAs listed in table 7 may be determined.


Techniques for determining the amount of expression of a target miRNA in a cell are described in more detail above.


The cell is contacted with the test compound in vitro and may be an isolated cell, for example a cell from a cultured cell line or may be comprised in or obtained from a tissue sample which is obtained from an individual.


Suitable cells for use in the present methods may be higher eukaryotic cells, preferably mammalian cells, such as human cells. The cell may be a human skin cell, for example a keratinocyte. In some embodiments, the cell may be a skin cancer cell, for example a skin cancer cell from a biopsy or a primary tissue culture or a skin cancer cell from a cultured cell line.


The precise format for performing the methods described herein may be varied by those of skill in the art using routine skill and knowledge.


Compounds which may be screened using the methods described herein may be natural or synthetic chemical compounds used in drug screening programmes. Extracts of plants, microbes or other organisms which contain several characterised or uncharacterised components may also be used.


Combinatorial library technology provides an efficient way of testing a potentially vast number of different compounds for ability to modulate an interaction. Such libraries and their use are known in the art, for all manner of natural products, small molecules and peptides, among others. The use of peptide libraries may be preferred in certain circumstances.


In some embodiments, the test compound may be an analogue, variant or derivative of a target miRNA as described above.


The amount of test compound or compound which may be added to a method of the invention will normally be determined by serial dilution experiments. Typically, from about 0.001 nM to 1 mM or more of putative inhibitor compound may be used, for example from 0.01 nM to 100 μM, e.g. 0.1 to 50 μM, such as about 10 μM.


In some embodiments, a method may comprise identifying the test compound as a miRNA inhibitor or antagonist as described above. Such a compound may, for example, be useful in reducing the expression and/or activity of the target miRNA, for example in the treatment of a skin cancer, as described herein.


In other embodiments, a method may comprise identifying the test compound as an agonist (i.e. a promoter or enhancer) of a miRNA described above. Such a compound may, for example, be useful in increasing the expression and/or activity of the target miRNA, for example in the treatment of skin cancer, as described herein.


A test compound identified using one or more initial screens as having ability to modulate the expression and/or activity of one or more target miRNAs, may be assessed further using one or more secondary screens. A secondary screen may, for example, involve testing for a biological function such as an effect on skin lesions in an animal model of a skin cancer.


The test compound may be isolated and/or purified or alternatively, it may be synthesised using conventional techniques of recombinant expression or chemical synthesis. Furthermore, it may be manufactured and/or used in preparation, i.e. manufacture or formulation, of a composition such as a medicament, pharmaceutical composition or drug. These may be administered to individuals for the treatment of a skin cancer. Methods of the invention may thus comprise formulating the test compound in a pharmaceutical composition with a pharmaceutically acceptable excipient, vehicle or carrier for therapeutic application, as discussed further below.


Following identification of a compound which inhibits the expression or activity of a target miRNA described herein and which may therefore be useful in treating a skin cancer, a method may further comprise modifying the compound to optimise the pharmaceutical properties thereof.


The modification of a ‘lead’ compound identified as biologically active is a known approach to the development of pharmaceuticals and may be desirable where the active compound is difficult or expensive to synthesise or where it is unsuitable for a particular method of administration, e.g. peptides are not well suited as active agents for oral compositions as they tend to be quickly degraded by proteases in the alimentary canal. Modification of a known active compound (for example, to produce a mimetic) may be used to avoid randomly screening large number of molecules for a target property.


Modification of a ‘lead’ compound to optimise its pharmaceutical properties commonly comprises several steps. Firstly, the particular parts of the compound that are critical and/or important in determining the target property are determined. In the case of a peptide, this can be done by systematically varying the amino acid residues in the peptide, e.g. by substituting each residue in turn. These parts or residues constituting the active region of the compound are known as its “pharmacophore”.


Once the pharmacophore has been found, its structure is modelled according its physical properties, e.g. stereochemistry, bonding, size and/or charge, using data from a range of sources, e.g. spectroscopic techniques, X-ray diffraction data and NMR.


Computational analysis, similarity mapping (which models the charge and/or volume of a pharmacophore, rather than the bonding between atoms) and other techniques can be used in this modelling process.


In a variant of this approach, the three-dimensional structure of the compound which modulates the expression and/or activity of a target miRNA described herein is modelled. This can be especially useful where the compound changes conformation, allowing the model to take account of this in the optimisation of the lead compound.


A template molecule is then selected, onto which chemical groups that mimic the pharmacophore can be grafted. The template molecule and the chemical groups grafted on to it can conveniently be selected so that the modified compound is easy to synthesise, is likely to be pharmacologically acceptable, and does not degrade in vivo, while retaining the biological activity of the lead compound. The modified compounds found by this approach can then be screened to see whether they have the target property, or to what extent they exhibit it. Modified compounds include mimetics of the lead compound.


Further optimisation or modification can then be carried out to arrive at one or more final compounds for in vivo or clinical testing.


As described above, a compound identified and/or obtained using the present methods may be formulated into a pharmaceutical composition.


Pharmaceutical compositions are described in more detail above.


Various further aspects and embodiments of the present invention will be apparent to those skilled in the art in view of the present disclosure.


All documents mentioned in this specification and the miRNA registry entries for all the miRNAs mentioned are incorporated herein by reference in their entirety.


“and/or” where used herein is to be taken as specific disclosure of each of the two specified features or components with or without the other. For example “A and/or B” is to be taken as specific disclosure of each of (i) A, (ii) B and (iii) A and B, just as if each is set out individually herein.


Unless context dictates otherwise, the descriptions and definitions of the features set out above are not limited to any particular aspect or embodiment of the invention and apply equally to all aspects and embodiments which are described.





Certain aspects and embodiments of the invention will now be illustrated by way of example and with reference to the figures and tables described below.



FIG. 1 shows a heatmap showing the results of unsupervised hierarchical clustering (Euclidian distance, average linkage) on a subset of 62 genes that were differentially expressed (FDR<2.5%) between healthy skin and SCC as determined by SAM analysis. Heatmap colors represent relative miRNA expression. A median expression value equal to 1 was designated black; dark grey, increased expression; light grey, reduced expression. Note that the color scale is logarithmic (i.e. 2 means 4-fold change, 0 means no change).



FIG. 2 shows the suppression of let-7g in SCC. P<0.001.



FIG. 3 shows a heatmap showing the results of unsupervised hierarchical clustering (Euclidian distance, average linkage) on a subset of 64 genes that were differentially expressed (FDR<2.5%) between healthy skin and BCC as determined by SAM analysis. Heatmap colors represent relative miRNA expression. A median expression value equal to 1 was designated black; dark grey, increased expression; light grey, reduced expression. Note that the color scale is logarithmic (i.e. 2 means 4-fold change, 0 means no change).



FIG. 4 shows the suppression of miR-203 in BCC. P<0.01.



FIG. 5 shows the results of in situ hybridizations for miR-203 in samples of healthy skin, BCC, actinic keratosis, SCC. Specific LNA probes for miR-203 and scrambled probes as controls were used.



FIG. 6 shows a heatmap showing the results of unsupervised hierarchical clustering (Euclidian distance, average linkage) on a subset of 25 miRNAs that were differentially expressed (FDR<2.5%) between SCC and BCC as determined by SAM analysis. Heatmap colors represent relative miRNA expression. A median expression value equal to 1 was designated black; dark grey, increased expression; light grey, reduced expression. Note that the color scale is logarithmic (i.e. 2 means 4-fold change, 0 means no change).



FIG. 7 shows the increased expression of miR-15 in SCC P<0.05.



FIG. 8 shows the down-regulation of miR-203 in human BCCs. *** P<0.00001. Expression of the functionally active, mature form of miR-203 in healthy human skin (n=20) and in basal carcinoma (n=21) was measured by quantitative real-time PCR.



FIG. 9 shows regulation of keratinocyte differentiation by miR-203. Primary human keratinocytes were transiently transfected with (A&B) a scrambled inhibitor (anti-miR-CON) or (C&D) a specific miR-203 inhibitor (anti-miR-203) and treated with 1.5 mM calcium for 72 hours. (A&C) The expression of the keratinocyte-specific differentiation marker involucrin was visualized by immunofluorescent staining 72 hours after calcium-treatment. (B&D) Cell nuclei were visualized by DAPI. Magnification: 200×. (E) Primary human keratinocytes were transiently transfected with a specific miR-203 inhibitor (anti-miR-203) or scrambled inhibitor (anti-miR-CON) and treated with 1.5 mM calcium. The expression of involucrin was measured by Western blotting.



FIG. 10 shows regulation of keratinocyte differentiation by miR-203. Normal human keratinocytes cultured in low-calcium medium were transfected with (A&B) scrambled oligos as negative control (pre-miR-CON) or (C&D) a synthetic precursor molecule for miR-203 (pre-miR-203). (A&C) The expression of involucrin was visualized by immunofluorescent staining in the keratinocytes 96 hours after transfection. (B&D) Cell nuclei were visualized by DAPI. Magnification: 200×. (E) Western blotting was used to analyze the expression of involucrin in the keratinocytes 96 hours after transfection with pre-miR-203 or pre-miR-CON.



FIG. 11 shows the effect of overexpression of miR-203 on keratinocyte proliferation. Normal human keratinocytes cultured in low-calcium medium were transfected with a synthetic precursor molecule for miR-203 (pre-miR-203) or scrambled oligos as negative control (Scrambled pre-miR). Cell cycle analysis was performed by flow cytometry using EdU-assay to give (A) the percentage of cells that underwent cell division (percentage of EdU+ cells), (B) the percentage of cells in the S-phase of the cell cycle, (C) the percentage of cells in the G1-phase of the cell cycle, and (D) the percentage of cells in the G2-phase of the cell cycle.



FIG. 12 shows the regulation of c-Myc oncogene by miR-203. Reporter gene analysis was carried out using c-Myc 3′ UTR constructs. (A) Cells were co-transfected with synthetic miR-203 (pre-miR-203) or scrambled miRNAs (Scrambled pre-miR) and pMIR-MYC 3′UTR reporter construct and pRenilla construct. Luciferase activity was normalized to Renilla luciferase activity. (B) Cell lysate was prepared from keratinocytes cotransfected with synthetic miR-203 (pre-miR-203) or scrambled miRNA (Scrambled pre-miR), followed by Western blot probing with the anti-myc antibody 72 hours after transfection, or with anti-actin antibody using the same blot to confirm equal loading.





Table 1 shows miRNA genes significantly up or down-regulated in SCC or BCC relative to healthy skin.


Table 2 shows miRNA genes significantly up-regulated in SCC or BCC relative to healthy skin.


Table 3 shows miRNA genes which are significantly down-regulated in either SCC or BCC relative to healthy skin.


Table 4a shows miRNA genes which are significantly up-regulated in only SCC relative to healthy skin.


Table 4b shows analysis scores for miRNA genes which are significantly up-regulated in only SCC relative to healthy skin.


Table 5 shows miRNA genes which are significantly down-regulated in only SCC relative to healthy skin.


Table 6a shows miRNA genes which are significantly up-regulated in only BCC relative to healthy skin.


Table 6b shows analysis scores for miRNA genes which are significantly up-regulated in only BCC relative to healthy skin.


Table 7 shows miRNA genes which are significantly down-regulated in only BCC relative to healthy skin.


Table 8 shows miRNA genes significantly down-regulated in both SCC and BCC relative to healthy skin.


Table 9a shows miRNA genes which are significantly down-regulated in SCC relative to healthy skin


Table 9b shows analysis scores for miRNA genes which are significantly down-regulated in SCC relative to healthy skin


Table 10a shows miRNA genes which are significantly down-regulated in BCC relative to healthy skin.


Table 10b shows analysis scores for miRNA genes which are significantly down-regulated in BCC relative to healthy skin.


Table 11a shows miRNA genes which are significantly down-regulated in SCC relative to BCC.


Table 11b shows analysis scores for miRNA genes which are significantly down-regulated in SCC relative to BCC.


Table 12a shows miRNA genes which are significantly up-regulated in SCC relative to BCC.


Table 12b shows miRNA genes which are significantly up-regulated in SCC relative to BCC.


Table 13 shows a summary of miRNA genes whose expression is altered in BCC or SCC relative to healthy skin. Bold text is used when more than one member of a microRNA family is significantly regulated. Highlighted field indicates microRNAs which are suppressed in both Squamous and Basal Cell carcinomas.


Table 14 shows the results of miRNA expression analysis in healthy individuals and SCC patients.


Table 15 shows the results of miRNA expression analysis in BCC and SCC patients.


Table 16 shows the sequences and miRBase database identifiers for the miRNAs described herein.


Experiments

Comprehensive, genome-wide analysis of miRNA expression was performed in healthy skin (n=4) and SCC (n=4). To this end, we analyzed the expression of human miRNAs (n=365) using the Early Access TaqMan® Human MicroRNA Array v1.0. Significance analysis of microarrays (SAM) revealed that there were 62 differentially expressed miRNAs in SCC relative to healthy skin at a 2.5% false discovery rate (FDR), with a median fold change 4.3.


Most miRNAs with significantly change expression were suppressed in tumours (FIG. 1). Moreover, unsupervised hierarchical clustering based on miRNA expression clearly separated SCC tumour samples from healthy skin and provided indication that altered expression of miRNA has a role in the pathogenesis of SCC.


One of the top down-regulated miRNAs in SCC was let-7g (FIG. 2). Comparison of let-7g expression in the human SCC cell line A431 and primary keratinocytes showed that let-7g is down-regulated in A431 cells, confirming the microarray results and indicating that A431 can be used as a model for studying microRNA functions in SCC.


64 differentially expressed miRNAs in BCC relative to healthy skin were identified. Moreover, unsupervised hierarchical clustering based on miRNA expression clearly separated BCC tumor samples from healthy skin and provided indication that altered expression of miRNA has a role in the pathogenesis of BCC (FIG. 3). One of the top down-regulated miRNAs in SCC was miR-203 (FIG. 4).


In situ hybridizations were performed on samples of healthy skin, BCC, actinic keratosis and SCC using specific LNA probes for miR-203. Scrambled probes were used as controls. miR-203 was shown to be down-regulated in BCC but not in SCC (or AK) compared to healthy skin (FIG. 5).


25 miRNAs that were differentially expressed between BCC and SCC were identified. Moreover, unsupervised hierarchical clustering based on miRNA expression clearly separated BCC tumour samples from SCC (FIG. 6). One of the top miRNAs whose expression was increased in SCC relative to BCC was miR-15 (FIG. 7).


Quantitative real-time PCR using a larger number of samples (healthy, n=20; BCC, n=21) confirmed that expression of the functionally active, mature form of miR-203 is down regulated in human BCC compared to healthy human skin (FIG. 8).


Transfection of primary human keratinocytes with a specific miR-203 inibitor (anti-miR-203) decreased the expression of the keratinocyte-specific differentiation marker involucrin compared to transfection with a control scrambled inhibitor (anti-miR-203-CON) (FIG. 9). Therefore, inhibition of miR-203 in keratinocytes inhibits cell differentiation.


On the other hand, transfection of normal human keratinocytes with a synthetic precursor molecule for miR-203 (pre-miR-203) increased the expression of involucrin compared to transfection with scrambled oligos as a negative control (pre-miR-CON) (FIG. 10). Therefore, overexpression of miR-203 induces cell differentiation.


Transient overexpression of miR-203 by transfection of normal human keratinocytes with pre-miR-203 also decreased the percentage of cells that underwent cell division, i.e. the percentage of EdU+ cells (FIG. 11A), the percentage of cells in the S-phase of the cell cycle (FIG. 11B), and the percentage of cells in the G2-phase of the cell cycle (FIG. 11D) compared to cells that were transefcted with scrambled oligos (scrambled pre-miR). However, transient overexpression of miR203 increased the percentage of cells in the G1-phase compared to cells transfected with scrambled pre miR) (FIG. 11C). Therefore, over-expression of miR-203 suppresses cell proliferation by blocking the transition from G1 to the S-phase of the cell cycle.


Overexpression of miR-203 by tranfection with synthetic miR-203 (pre-miR-203) also resulted in a decrease in cMyc 3-UTR-luciferase activity following co-transfection with a pMIR-MYC 3′UTR reporter construct (FIG. 12A). This increase in cMyc expression was confirmed by western blotting (FIG. 12B). These data indicate that miR-203 negatively regulates c-Myc oncogene.


These results provide indication that miR-203 acts as a tumor suppressor gene in keratinocytes and promotes differentiation and suppresses cell proliferation through—at least partially—suppressing the c-myc oncogene. MiR-203 probably has other targets in keratinocytes including Cyclin G1, MAPK9, PKC beta 1.


REFERENCES



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  • Castoldi, M., S. Schmidt, et al. (2006) Rna 15: 15.

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    Tables of miRNAs










TABLE 1







miRNA genes significantly up or down-regulated


in SCC or BCC relative to healthy skin












miRNA
miRNA
miRNA
miRNA



(hsa-miR)
(hsa-miR)
(hsa-miR)
(hsa-miR)







miR-203
miR-30e-3p
miR-196b
miR-423



miR-21
miR-95
miR-197
miR-424



miR-31
miR-99a
miR-199a
miR-425-5p



miR-16
miR-99b
miR-199b
miR-451



miR-15b
miR-100
miR-204
miR-452



miR-125a
miR-101
miR-210
miR-486



miR-125b
miR-126
miR-211
miR-487b



miR-200c
miR-127
miR-214
miR-497



miR-1
miR-130a
miR-218
miR-509



miR-10a
miR-133b
miR-221
miR-514



miR-10b
miR-135b
miR-222
miR-532



miR-20b
miR-139
miR-223
miR-615



miR-23a
miR-145
miR-224
miR-660



miR-23b
miR-140
miR-296
let-7a



miR-24
miR-143
miR-324-5p
let-7b



miR-26a
miR-148a
miR-324-3p
let-7c



miR-26b
miR-148b
miR-328
let-7d



miR-27a
miR-149
miR-335
let-7e



miR-28
miR-152
miR-345
let-7f



miR-29a
miR-181d
miR-365
let-7g



miR-29c
miR-182
miR-374



miR-30a-5p
miR-191
miR-375



miR-30a-3p
miR-193a
miR-378



miR-30b
miR-193b
miR-382



miR-30c
miR-195
miR-383



miR-30e-5p
miR-196a
miR-411

















TABLE 2







miRNA genes significantly up-regulated


in SCC or BCC relative to healthy skin









miRNA (hsa-miR)







hsa-miR-21



hsa-miR-31



hsa-miR-182



hsa-miR-135b



hsa-miR-223



hsa-miR-296



hsa-miR-424



hsa-miR-514

















TABLE 3







miRNA genes which are significantly down-regulated


in either SCC or BCC relative to healthy skin












miRNA
miRNA
miRNA
miRNA



(hsa-miR)
(hsa-miR)
(hsa-miR)
(hsa-miR)







miR-203
miR-99a
miR-204
miR-487b



miR-16
miR-99b
miR-210
miR-497



miR-15b
miR-100
miR-211
miR-509



miR-125a
miR-101
miR-214
miR-532



miR-125b
miR-126
miR-218
miR-615



miR-200c
miR-127
miR-221
miR-660



miR-1
miR-130a
miR-222
let-7a



miR-10a
miR-133b
miR-224
let-7b



miR-10b
miR-139
miR-296
let-7c



miR-20b
miR-145
miR-324-5p
let-7d



miR-23a
miR-140
miR-324-3p
let-7e



miR-23b
miR-143
miR-328
let-7f



miR-24
miR-148a
miR-335
let-7g



miR-26a
miR-148b
miR-345



miR-26b
miR-149
miR-365



miR-27a
miR-152
miR-374



miR-28
miR-181d
miR-375



miR-29a
miR-191
miR-378



miR-29c
miR-193a
miR-382



miR-30a-5p
miR-193b
miR-383



miR-30a-3p
miR-195
miR-411



miR-30b
miR-196a
miR-423



miR-30c
miR-196b
miR-425-5p



miR-30e-5p
miR-197
miR-451



miR-30e-3p
miR-199a
miR-452



miR-95
miR-199b
miR-486

















TABLE 4a







miRNA genes which are significantly up-regulated


in only SCC relative to healthy skin









miRNA (hsa-miR)







hsa-miR-21



hsa-miR-31



hsa-miR-135b



hsa-miR-223






















TABLE 4b








Denominator




Gene Name
Score(d)
Numerator(r)
(s + s0)
Fold Change
q-value(%)




















hsa-miR-31-4373190
4.209754212
6.22549975
1.47882737
135.1658714
0


hsa-miR-21-4373090
3.701842892
1.913958
0.517028425
3.800883272
0


hsa-miR-135b-4373139
3.144949108
4.2760355
1.359651731
32.24687282
0


hsa-miR-223-4373075
2.648122746
2.0317475
0.767240681
4.639191807
2.43902439
















TABLE 5







miRNA genes which are significantly down-regulated


in only SCC relative to healthy skin












miRNA
miRNA
miRNA
miRNA



(hsa-miR)
(hsa-miR)
(hsa-miR)
(hsa-miR)







miR-125a
miR-99b
miR-191
miR-375



miR-125b
miR-100
miR-196b
miR-378



miR-1
miR-101
miR-197
miR-423



miR-26a
miR-127
miR-199a
miR-487b



miR-26b
miR-130a
miR-211
miR-497



miR-29a
miR-133b
miR-218
miR-509



miR-29c
miR-139
miR-296
miR-615



miR-30a-5p
miR-145
miR-324-5p
let-7b



miR-30b
miR-140
miR-324-3p
let-7c



miR-30c
miR-148a
miR-328
let-7e



miR-30e-5p
miR-148b
miR-345
let-7g



miR-99a
miR-181d
miR-374

















TABLE 6a





miRNA genes which are significantly up-regulated


in only BCC relative to healthy skin


miRNA (hsa-miR)

















hsa-miR-182



hsa-miR-296



hsa-miR-424



hsa-miR-514






















TABLE 6b








Denominator




Gene Name
Score(d)
Numerator(r)
(s + s0)
Fold Change
q-value(%)




















hsa-miR-424-4373201
2.536580739
3.718801477
1.466068641
5.372747583
5.989304813


hsa-miR-514-4373240
2.391938008
1.163003554
0.4862181
2.950275613
5.989304813


hsa-miR-182-4373271
2.180047659
5.190783637
2.381041358
6.297387492
6.586620926


hsa-miR-296-4373066
2.040775165
1.224057306
0.599800178
2.235830841
6.586620926
















TABLE 7







miRNA genes which are significantly down-regulated


in only BCC relative to healthy skin










miRNA
miRNA
miRNA
miRNA


(hsa-miR)
(hsa-miR)
(hsa-miR)
(hsa-miR)





hsa-miR-203
hsa-miR-28
hsa-miR-210
hsa-miR-425-5p


hsa-miR-15b
hsa-miR-95
hsa-miR-221
hsa-miR-452


hsa-miR-200c
hsa-miR-148b
hsa-miR-222
hsa-miR-532


hsa-miR-24
hsa-miR-193a
hsa-miR-224
hsa-miR-660


hsa-miR-27a
hsa-miR-193b
hsa-miR-382
















TABLE 8







miRNA genes significantly down-regulated in


both SCC and BCC relative to healthy skin










miRNA
miRNA
miRNA
miRNA


(hsa-miR)
(hsa-miR)
(hsa-miR)
(hsa-miR)





hsa-miR-16
hsa-miR-30e-3p
hsa-miR-199b
hsa-miR-451


hsa-miR-1
hsa-miR-126
hsa-miR-204
hsa-miR-486


hsa-miR-10a
hsa-miR-143
hsa-miR-214
hsa-let-7a


hsa-miR-10b
hsa-miR-149
hsa-miR-335
hsa-let-7d


hsa-miR-20b
hsa-miR-152
hsa-miR-365
hsa-let-7f


hsa-miR-23a
hsa-miR-195
hsa-miR-375


hsa-miR-23b
hsa-miR-196a
hsa-miR-383


hsa-miR-30a-3p
hsa-miR-199a
hsa-miR-411
















TABLE 9a







miRNA genes which are significantly down-


regulated in SCC relative to healthy skin











miRNA
miRNA
miRNA



(hsa-miR)
(hsa-miR)
(hsa-miR)







miR-16
miR-145
miR-374



miR-125a
miR-140
miR-375



miR-125b
miR-143
miR-378



miR-1
miR-148a
miR-383



miR-10a
miR-148b
miR-411



miR-10b
miR-149
miR-423



miR-23a
miR-152
miR-451



miR-23b
miR-181d
miR-486



miR-26a
miR-191
miR-487b



miR-26b
miR-195
miR-497



miR-29a
miR-196a
miR-509



miR-29c
miR-196b
miR-615



miR-30a-5p
miR-197
let-7a



miR-30a-3p
miR-199a
let-7b



miR-30b
miR-199b
let-7c



miR-30c
miR-204
let-7d



miR-30e-3p
miR-211
let-7e



miR-99a
miR-214
let-7f



miR-99b
miR-218
let-7g



miR-100
miR-296



miR-101
miR-324-5p



miR-126
miR-324-3p



miR-127
miR-328



miR-130a
miR-335



miR-133b
miR-345



miR-139
miR-365






















TABLE 9b








Denominator




Gene Name
Score(d)
Numerator(r)
(s + s0)
Fold Change
q-value(%)




















hsa-let-7c-4373167
−7.864586029
−3.16102125
0.401931041
0.112318663
0


hsa-miR-328-4373049
−6.548350021
−3.730236
0.569645176
0.080450545
0


hsa-miR-195-4373105
−5.977354275
−2.8690635
0.479988866
0.141564819
0


hsa-miR-30a-3p-4373062
−5.14880454
−3.370167
0.654553299
0.106370071
0


hsa-miR-29c-4373289
−5.134786537
−2.270283
0.442137757
0.211823817
0


hsa-miR-143-4373134
−4.883578805
−3.145944
0.644188233
0.113537391
0


hsa-miR-125b-4373148
−4.692083491
−2.88632775
0.615148421
0.145211838
0


hsa-miR-375-4373027
−4.684346477
−3.9534375
0.843967781
0.074075896
0


hsa-miR-497-4373222
−4.62064819
−2.79907025
0.605774371
0.150722557
0


hsa-let-7g-4373163
−4.488647134
−1.877719
0.418326267
0.274095314
0


hsa-miR-199b-4373100
−4.391719145
−3.153642
0.718088269
0.133495018
0


hsa-miR-26a-4373070
−4.2301475
−2.17039975
0.513078977
0.232777625
0


hsa-miR-199a-4378068
−4.197085334
−2.080725
0.495754752
0.238656173
0


hsa-miR-30e-5p-4373058
−4.056961865
−2.40537
0.592899337
0.205123708
0


hsa-miR-204-4373094
−4.056512765
−3.3409545
0.82360261
0.097631378
0


hsa-miR-10a-4373153
−3.957807362
−2.96116225
0.748182511
0.135607772
0


hsa-miR-383-4373018
−3.856242828
−3.2499455
0.842775117
0.101440439
0


hsa-miR-126-4373269
−3.793241239
−2.40465175
0.633930615
0.201097431
0


hsa-miR-99a-4373008
−3.776293258
−3.16842925
0.839031567
0.137112841
0


hsa-miR-196a-4373104
−3.683551472
−2.11225075
0.573427782
0.237511685
0


hsa-miR-218-4373081
−3.682151441
−2.73806825
0.743605551
0.171851864
0


hsa-miR-1-4373161
−3.665921156
−3.32747675
0.907678209
0.089423825
0


hsa-miR-23b-4373073
−3.660578292
−2.1759615
0.594431078
0.239788681
0


hsa-miR-100-4373160
−3.623026386
−3.17690425
0.876864784
0.145226645
0


hsa-miR-149-4373128
−3.439568726
−3.463511
1.006960836
0.124551739
0


hsa-miR-140-4373138
−3.388284171
−1.66080925
0.490162326
0.316255576
0


hsa-miR-30e-3p-4373057
−3.317296339
−1.96354625
0.59191162
0.27892635
0


hsa-miR-145-4373133
−3.224169069
−2.5333995
0.785752684
0.188958023
0


hsa-miR-199a-4373272
−3.215076872
−2.48272225
0.772212407
0.208626836
0


hsa-miR-214-4373085
−3.147654118
−1.94285275
0.617238323
0.280745365
0


hsa-miR-335-4373045
−3.097920839
−2.331674
0.752657709
0.215940616
0


hsa-miR-26b-4373069
−2.986941554
−1.7994395
0.602435457
0.31563849
0


hsa-miR-196b-4373103
−2.980225292
−2.499541
0.83870874
0.230536431
0


hsa-miR-101-4373159
−2.951710521
−2.106685
0.713716669
0.268173838
0


hsa-miR-615-4380991
−2.891699009
−2.336841
0.808120414
0.220626344
0


hsa-miR-10b-4373152
−2.770543559
−2.15124975
0.776472091
0.26901666
0


hsa-let-7b-4373168
−2.657347057
−1.61640475
0.608277623
0.350211754
0


hsa-let-7e-4373165
−2.635055034
−1.97627075
0.749992211
0.272349509
0


hsa-miR-29a-4373065
−2.604747541
−1.260445
0.483902943
0.417546237
0


hsa-miR-197-4373102
−2.592332868
−1.44040225
0.555639389
0.389711725
0


hsa-miR-125a-4373149
−2.576675024
−1.79445275
0.696421835
0.32657844
0


hsa-miR-451-4373209
−2.547563863
−2.617757
1.027553043
0.144745193
0


hsa-miR-126-4378064
−2.475313363
−1.9538525
0.789335415
0.303165452
0


hsa-miR-486-4378096
−2.470195116
−2.58078
1.044767672
0.14704238
0


hsa-miR-30c-4373060
−2.417184427
−1.5927435
0.658925104
0.369797314
0


hsa-miR-211-4373088
−2.404963696
−3.970781
1.651077314
0.27541922
0


hsa-miR-130a-4373145
−2.238298189
−1.33192825
0.595062917
0.439008492
0


hsa-miR-152-4373126
−2.169982729
−0.9561755
0.440637378
0.518490061
0


hsa-let-7a-4373169
−2.163200648
−1.5529005
0.717871688
0.386607836
0


hsa-miR-99b-4373007
−2.153408076
−1.52540125
0.708366086
0.385630962
0


hsa-miR-30b-4373290
−2.120574194
−1.43881275
0.67850149
0.426484624
0


hsa-miR-133b-4373172
−1.945959275
−1.864587
0.958183979
0.233427687
0


hsa-miR-487b-4378102
−1.934307607
−0.94720025
0.489684395
0.519309316
0


hsa-miR-127-4373147
−1.823766075
−1.211194
0.66411697
0.480334265
0.834403081


hsa-let-7d-4373166
−1.781543543
−1.14202625
0.641031904
0.482299854
0.834403081


hsa-miR-378-4373024
−1.708860701
−1.4808445
0.866568293
0.378622586
1.53422502


hsa-let-7f-4373164
−1.703474992
−0.911063
0.534826167
0.53893846
1.53422502


hsa-miR-296-4373066
−1.693695937
−0.8704945
0.513961498
0.570565103
1.53422502


hsa-miR-148a-4373130
−1.655188822
−1.41308875
0.853732657
0.468821251
1.53422502


hsa-miR-324-5p-4373052
−1.610146847
−0.7673655
0.476581066
0.613316924
1.53422502


hsa-miR-23a-4373074
−1.569846207
−1.2229465
0.779023126
0.506618243
1.53422502


hsa-miR-423-4373015
−1.56348159
−0.921182
0.589186343
0.510271478
1.53422502


hsa-miR-139-4373176
−1.444426176
−1.162457
0.804788101
0.485047373
1.53422502


hsa-miR-148b-4373129
−1.409134799
−1.151377
0.817080808
0.561276439
1.53422502


hsa-miR-324-3p-4373053
−1.394316206
−0.6213325
0.445618073
0.665785363
1.53422502


hsa-miR-365-4373194
−1.375146815
−1.0541705
0.766587602
0.578136422
1.53422502


hsa-miR-181d-4373180
−1.368853992
−0.58172875
0.424975018
0.685381279
1.53422502


hsa-miR-345-4373039
−1.353905145
−0.77918825
0.575511699
0.541422
2.43902439


hsa-miR-30a-5p-4373061
−1.350243587
−1.269987
0.940561401
0.622074273
2.43902439


hsa-miR-191-4373109
−1.312645271
−0.632335
0.481725729
0.626626371
2.43902439


hsa-miR-509-4373234
−1.288457147
−1.5718555
1.21995171
0.577483738
2.43902439


hsa-miR-411-4381013
−1.280429448
−1.231068
0.961449302
0.657330809
2.43902439


hsa-miR-374-4373028
−1.280409313
−0.585717
0.457445126
0.661134163
2.43902439


hsa-miR-16-4373121
−1.268219121
−0.7340025
0.578766309
0.579026447
2.43902439
















TABLE 10a







miRNA genes which are significantly down-


regulated in BCC relative to healthy skin












miRNA
miRNA
miRNA
miRNA



(hsa-miR)
(hsa-miR)
(hsa-miR)
(hsa-miR)







miR-203
miR-30e-3p
miR-210
miR-486



miR-16
miR-95
miR-214
miR-532



miR-15b
miR-126
miR-221
miR-660



miR-200c
miR-143
miR-222
let-7a



miR-1
miR-148b
miR-224
let-7d



miR-10a
miR-149
miR-335
let-7f



miR-10b
miR-152
miR-365



miR-20b
miR-193a
miR-375



miR-23a
miR-193b
miR-382



miR-23b
miR-195
miR-383



miR-24
miR-196a
miR-411



miR-27a
miR-199a
miR-425-5p



miR-28
miR-199b
miR-451



miR-30a-3p
miR-204
miR-452






















TABLE 10b








Denominator




Gene ID
Score(d)
Numerator(r)
(s + s0)
Fold Change
q-value(%)




















hsa-miR-425-5p-4380926
−3.166028764
−0.676353298
0.213628286
0.265594143
0


hsa-miR-203-4373095
−2.653364243
−0.931827728
0.351187264
0.10929975
0


hsa-miR-20b-4373263
−2.010469423
−1.057802732
0.526147138
0.282254968
0


hsa-miR-452-4378077
−1.995707082
−0.586158676
0.293709774
0.335793218
0


hsa-miR-15b-4373122
−1.97956322
−1.198774798
0.605575405
0.267763364
0


hsa-miR-210-4373089
−1.798220787
−0.595936075
0.331403173
0.301119521
0


hsa-miR-532-4380928
−1.795959394
−0.53501979
0.297901941
0.263525912
0


hsa-miR-660-4380925
−1.749523705
−0.579362313
0.331154308
0.395916761
0


hsa-miR-451-4373209
−1.729517143
−2.826916916
1.634512226
0.052575299
0


hsa-miR-30a-3p-4373062
−1.727285389
−0.634948084
0.367598827
0.280625643
0


hsa-miR-16-4373121
−1.698689298
−0.834197196
0.491082858
0.422344598
0


hsa-miR-411-4381013
−1.691756323
−0.487154019
0.287957558
0.36945646
0


hsa-miR-221-4373077
−1.648808447
−0.515619271
0.312722362
0.169919213
0


hsa-miR-204-4373094
−1.627785958
−0.967324097
0.594257551
0.304177903
0


hsa-miR-95-4373011
−1.623497625
−0.698026787
0.429952454
0.389659468
0


hsa-miR-214-4373085
−1.603521038
−0.554374792
0.345723429
0.350044893
0


hsa-miR-486-4378096
−1.595637277
−2.889385148
1.810803238
0.063327411
0


hsa-miR-152-4373126
−1.571614047
−0.516848396
0.328864709
0.212870755
0


hsa-miR-199a-4378068
−1.544843176
−0.517442314
0.334948118
0.329550675
0


hsa-miR-365-4373194
−1.539620533
−0.65450951
0.425110925
0.306346112
0


hsa-miR-375-4373027
−1.517838151
−0.656945098
0.432816304
0.23979268
0


hsa-miR-199b-4373100
−1.491647115
−0.529128327
0.35472755
0.330711071
0


hsa-miR-193b-4373185
−1.477128841
−0.513343801
0.347528115
0.230556455
0


hsa-miR-224-4373187
−1.412237136
−0.579333578
0.410224008
0.423977736
0


hsa-miR-195-4373105
−1.407154873
−0.499674671
0.355095719
0.335736075
0


hsa-miR-126-4373269
−1.390788343
−0.530434549
0.381391282
0.356945027
2.237762238


hsa-miR-200c-4373096
−1.375041779
−0.411822576
0.299498228
0.400763135
2.237762238


hsa-miR-193a-4373107
−1.364417473
−0.540256652
0.3959614
0.44992577
2.237762238


hsa-miR-24-4373072
−1.339252627
−0.530185845
0.395881878
0.426359734
2.237762238


hsa-miR-27a-4373287
−1.337011373
−0.470116324
0.351617296
0.343143763
2.237762238


hsa-miR-23a-4373074
−1.334136145
−0.520496456
0.390137437
0.256752604
2.237762238


hsa-miR-222-4373076
−1.317510057
−0.399365
0.303121026
0.422563757
2.237762238


hsa-let-7f-4373164
−1.280366164
−0.450962811
0.352213939
0.471732946
2.237762238


hsa-miR-382-4373019
−1.266969341
−0.592300307
0.467493796
0.480626044
2.237762238


hsa-miR-30e-3p-4373057
−1.253253848
−0.461411192
0.368170576
0.484756415
2.237762238


hsa-miR-148b-4373129
−1.246219853
−0.452622974
0.363196729
0.450822458
2.237762238


hsa-miR-335-4373045
−1.228217989
−0.566789348
0.461472925
0.473993207
2.237762238


hsa-miR-23b-4373073
−1.19213927
−0.48650822
0.408096799
0.450189262
2.237762238


hsa-let-7d-4373166
−1.188761502
−0.410034291
0.344925614
0.389777944
2.237762238


hsa-miR-1-4373161
−1.12222727
−1.356527755
1.208781671
0.243902769
2.237762238


hsa-miR-126-4378064
−1.121459845
−0.435987412
0.388767742
0.453812297
2.237762238


hsa-let-7a-4373169
−1.105477291
−0.453485371
0.410216813
0.475161803
2.785299807


hsa-miR-10a-4373153
−1.10230045
−0.538776125
0.488774295
0.230545369
2.785299807


hsa-miR-143-4373134
−1.075818134
−0.588554689
0.547076379
0.412745778
2.785299807


hsa-miR-10b-4373152
−1.073274319
−0.41930661
0.390679813
0.403828494
2.785299807


hsa-miR-383-4373018
−1.06071769
−0.749951898
0.70702309
0.268770674
2.785299807


hsa-miR-149-4373128
−1.050476322
−0.412953278
0.393110506
0.377281065
2.785299807


hsa-miR-28-4373067
−0.969148746
−0.598175784
0.617217725
0.47956847
3.636363636


hsa-miR-196a-4373104
−0.769504493
−0.392042095
0.509473432
0.438876197
5.788497217
















TABLE 11a





miRNA genes which are significantly


down-regulated in SCC relative to BCC


miRNA (hsa-miR)

















miR-125b



miR-26a



miR-30e-5p



miR-99a



miR-130a



miR-182



miR-218



miR-328



miR-345



miR-423



let-7c






















TABLE 11b








Denominator




Gene ID
Score(d)
Numerator(r)
(s + s0)
Fold Change
q-value(%)




















hsa-miR-125b-4373148
−3.253959225
−2.72441925
0.837262873
0.157437133
0


hsa-let-7c-4373167
−2.736939005
−2.198882833
0.803409513
0.194758941
0


hsa-miR-218-4373081
−2.028941601
−1.897041167
0.934990522
0.308528677
7.768744354


hsa-miR-26a-4373070
−1.952393546
−1.41275175
0.723599887
0.383102746
7.768744354


hsa-miR-130a-4373145
−1.859476281
−1.811339833
0.9741129
0.275802105
7.768744354


hsa-miR-345-4373039
−1.798547385
−1.20922275
0.672332995
0.405689369
7.768744354


hsa-miR-30e-5p-4373058
−1.575868168
−1.333369
0.846117097
0.410484742
15.89061345


hsa-miR-423-4373015
−1.488619482
−1.0209375
0.685828388
0.48770026
15.89061345


hsa-miR-182-4373271
−1.475148921
−2.410696667
1.634205627
0.196786457
15.89061345


hsa-miR-99a-4373008
−1.470178748
−1.677466583
1.140994988
0.350954757
15.89061345
















TABLE 12a







miRNA genes which are significantly


up-regulated in SCC relative to BCC










miRNA
miRNA



(hsa-miR)
(hsa-miR)







hsa-miR-203
hsa-miR-152



hsa-miR-15a
hsa-miR-193a



hsa-miR-15b
hsa-miR-210



hsa-miR-21
hsa-miR-221



hsa-miR-31
hsa-miR-222



hsa-miR-27a
hsa-miR-532



hsa-miR-135b






















TABLE 12b








Denominator




Gene ID
Score(d)
Numerator(r)
(s + s0)
Fold Change
q-value(%)




















hsa-miR-31-4373190
2.25529691
4.745951167
2.104357589
31.74311621
0


hsa-miR-152-4373126
2.184268782
1.79771725
0.82302932
3.071002974
0


hsa-miR-15b-4373122
2.119629689
1.26929525
0.598828775
2.477264343
0


hsa-miR-210-4373089
2.089221258
2.187363833
1.046975673
4.477180626
0


hsa-miR-203-4373095
2.026863636
3.013483167
1.486771539
12.63315279
0


hsa-miR-532-4380928
1.805036537
1.662951833
0.921284306
3.079567073
5.826558266


hsa-miR-193b-4373185
1.62014256
1.734541167
1.07061021
3.565720622
9.988385598


hsa-miR-27a-4373287
1.615092542
1.693728917
1.048688464
3.330650101
9.988385598


hsa-miR-135b-4373139
1.536761138
2.69711525
1.755064716
9.377159108
9.988385598


hsa-miR-21-4373090
1.480282002
1.95885
1.323295155
2.562131106
15.89061345


hsa-miR-451-4373209
1.441349533
1.358935417
0.942821561
3.026573148
15.89061345


hsa-miR-193a-4373107
1.397890321
1.079773833
0.772431011
2.081058846
15.89061345


hsa-miR-15a-4373123
1.315233343
1.116879
0.849186957
2.346645096
22.37398374


hsa-miR-222-4373076
1.290084396
1.121133833
0.86903914
2.364757527
22.37398374


hsa-miR-486-4378096
1.278009602
1.272299417
0.99553197
2.720417097
22.37398374
















TABLE 13







summary of miRNA genes whose expression is altered in BCC or SCC relative to healthy skin.












Genes significantly
Genes significantly
Genes significantly
Genes significantly
Genes significantly
Genes significantly


down-regulated
down-regulated
up-regulated
up-regulated
down-regulated
up-regulated


in Squamous Cell
in Basal Cell
in Squamous Cell
in Basal Cell
in Squamous Cell
in Squamous Cell


Carcinoma vs.
Carcinoma vs.
Carcinoma vs.
Carcinoma vs.
Carcinoma vs. Basal
Carcinoma vs. Basal


Healthy skin
Healthy skin
Healthy skin
Healthy skin
Cell Carcinoma
Cell Carcinoma






hsa-let-7c

hsa-miR-425-5p
hsa-miR-21
hsa-miR-424
hsa-miR-125b-4373148
hsa-miR-203-4373095


hsa-miR-328
hsa-miR-203
hsa-miR-31
hsa-miR-514
hsa-let-7c-4373167
hsa-miR-21-4373090


hsa-miR-195
hsa-miR-20b
hsa-miR-135b
hsa-miR-182
hsa-miR-218-4373081
hsa-miR-31-4373190



hsa-miR-30a-3p

hsa-miR-452
hsa-miR-223
hsa-miR-296
hsa-miR-26a-4373070
hsa-miR-15b-4373122



hsa-miR-29c

hsa-miR-15b


hsa-miR-130a-4373145
hsa-miR-152-4373126


hsa-miR-143
hsa-miR-210


hsa-miR-345-4373039
hsa-miR-210-4373089



hsa-miR-125b

hsa-miR-532


hsa-miR-30e-5p-4373058
hsa-miR-532-4380928


hsa-miR-375
hsa-miR-660


hsa-miR-423-4373015
hsa-miR-193b-4373185


hsa-miR-497
hsa-miR-451


hsa-miR-182-4373271
hsa-miR-27a-4373287



hsa-let-7g


hsa-miR-30a-3p



hsa-miR-99a-4373008
hsa-miR-135b-4373139


hsa-miR-199b
hsa-miR-16



hsa-miR-451-4373209


hsa-miR-26a
hsa-miR-411



hsa-miR-193a-4373107


hsa-miR-199a
hsa-miR-221



hsa-miR-15a-4373123



hsa-miR-30e-5p

hsa-miR-204



hsa-miR-222-4373076


hsa-miR-204
hsa-miR-95



hsa-miR-486-4378096



hsa-miR-10a

hsa-miR-214


hsa-miR-383
hsa-miR-486


hsa-miR-126
hsa-miR-152



hsa-miR-99a


hsa-miR-199a



hsa-miR-196a
hsa-miR-365


hsa-miR-218
hsa-miR-375


hsa-miR-1

hsa-miR-199b



hsa-miR-23b

hsa-miR-193b



hsa-miR-100
hsa-miR-224


hsa-miR-149
hsa-miR-195


hsa-miR-140
hsa-miR-126



hsa-miR-30e-3p

hsa-miR-200c


hsa-miR-145

hsa-miR-193a



hsa-miR-199a
hsa-miR-24


hsa-miR-214
hsa-miR-27a


hsa-miR-335

hsa-miR-23a



hsa-miR-26b
hsa-miR-222


hsa-miR-196b

hsa-let-7f



hsa-miR-101
hsa-miR-382


hsa-miR-615

hsa-miR-30e-3p




hsa-miR-10b

hsa-miR-148b



hsa-let-7b

hsa-miR-335



hsa-let-7e


hsa-miR-23b




hsa-miR-29a


hsa-let-7d



hsa-miR-197
hsa-miR-1



hsa-miR-125a

hsa-miR-126


hsa-miR-451

hsa-let-7a



hsa-miR-126

hsa-miR-10a



hsa-miR-486
hsa-miR-143



hsa-miR-30c


hsa-miR-10b



hsa-miR-211
hsa-miR-383


hsa-miR-130a
hsa-miR-149


hsa-miR-152
hsa-miR-28



hsa-let-7a

hsa-miR-196a



hsa-miR-99b




hsa-miR-30b



hsa-miR-133b


hsa-miR-487b


hsa-miR-127



hsa-let-7d



hsa-miR-378



hsa-let-7f



hsa-miR-296


hsa-miR-148a


hsa-miR-324-5p


hsa-miR-23a


hsa-miR-423


hsa-miR-139


hsa-miR-148b


hsa-miR-324-3p-


hsa-miR-365


hsa-miR-181d


hsa-miR-345



hsa-miR-30a-5p



hsa-miR-191


hsa-miR-509


hsa-miR-411


hsa-miR-374


hsa-miR-16





























TABLE 14







H1
H02
H08
H03
SCC1
SCC2
SSC3
SSC4
Avg H
Avg SCC
SD H
SD SCC




























hsa-miR-26a
4.75
4.41
5.33
6.012
1.91
1.09
0.916
0.854
5.1242375
1.192808
0.704582354
0.486535


hsa-miR-203
3.9
3.99
5.68
5.254
5.24
5.68
0.509
11.11
4.7078138
5.634807
0.896985502
4.337753


hsa-miR-16
2.52
3.4
6.45
3.315
2.92
1.62
1.954
2.58
3.9203442
2.269983
1.732799779
0.590038


hsa-miR-200c
2.27
1.89
1.5
1.7
1.74
1.2
0.132
2.627
1.8373568
1.425163
0.327048431
1.043216


hsa-miR-24
2
2.3
2.88
2.126
1.79
1.36
0.518
2.564
2.3280314
1.557106
0.389958446
0.854285


hsa-miR-126
1.75
1.07
1.95
1.725
0.75
0.78
0.223
0.214
1.6247554
0.49257
0.380166357
0.316555


hsa-let-7b
1.33
1.37
1.39
0.94
0.54
0.34
0.222
0.658
1.2563236
0.439979
0.212228732
0.195402


hsa-miR-27a
1.05
0.83
0.92
1.066
1.14
0.71
0.297
1.302
0.9682022
0.862374
0.112759266
0.450575


hsa-miR-19b
0.9
0.91
1.33
0.868
1.55
0.64
0.251
1.177
1.0011556
0.904596
0.217898916
0.575082


hsa-miR-125b
0.87
0.81
1.15
0.742
0.17
0.1
0.181
0.065
0.8924456
0.129594
0.181391671
0.057453


hsa-miR-26b
0.72
0.81
0.97
0.804
0.47
0.22
0.204
0.147
0.8254483
0.260543
0.106489375
0.145379


hsa-miR-125a
0.71
0.45
0.6
0.579
0.35
0.16
0.173
0.078
0.5863608
0.191493
0.105363244
0.114566


hsa-miR-20a-
0.64
0.52
0.73
0.52
1.16
0.39
0.134
0.751
0.6044524
0.609862
0.10121908
0.447341


hsa-miR-222-
0.59
0.45
0.54
0.384
0.53
0.35
0.593
0.164
0.4900915
0.408631
0.092249627
0.192511


hsa-miR-30b-
0.59
0.67
0.77
0.661
0.24
0.2
0.136
0.572
0.672143
0.286659
0.074806687
0.195142


hsa-miR-594-
0.55
0.24
0.59
0.208
0.63
0.18
0.23
0.254
0.3969752
0.325426
0.201472107
0.207232


hsa-miR-92-
0.53
0.47
0.77
0.511
0.53
0.28
0.082
0.459
0.5672892
0.338457
0.134170077
0.200012


hsa-miR-30c
0.51
0.5
0.67
0.562
0.23
0.16
0.089
0.345
0.5601228
0.207132
0.077430462
0.108928


hsa-miR-195
0.48
0.4
0.48
0.486
0.07
0.07
0.04
0.086
0.4622869
0.065444
0.044055025
0.019245


hsa-miR-205
0.43
0.44
0.35
0.449
0.85
0.5
0.03
0.251
0.4158661
0.40549
0.045228012
0.34942


hsa-miR-223
0.39
0.5
0.76
0.509
3.75
0.86
1.855
3.554
0.5401077
2.505663
0.153273678
1.389858


hsa-miR-30a-5p
0.32
0.33
0.37
0.317
0.12
0.09
0.059
0.561
0.3345059
0.208088
0.026953351
0.236785


hsa-miR-142-3p
0.3
0.27
0.39
0.27
0.51
0.41
0.425
0.2
0.3072671
0.385508
0.055097546
0.130326


hsa-miR-214
0.29
0.24
0.26
0.344
0.04
0.08
0.118
0.083
0.2845472
0.079885
0.04511699
0.033859


hsa-let-7g
0.26
0.23
0.33
0.254
0.08
0.07
0.054
0.087
0.2665743
0.073067
0.041445099
0.014314


hsa-miR-29a
0.25
0.29
0.45
0.292
0.11
0.15
0.175
0.105
0.3211539
0.134097
0.084613354
0.033846


hsa-miR-100
0.23
0.22
0.26
0.23
0.02
0.03
0.074
0.008
0.2359621
0.034268
0.014399982
0.028104


hsa-let-7a
0.23
0.21
0.34
0.24
0.12
0.07
0.04
0.167
0.2567522
0.099262
0.057133756
0.057027


hsa-let-7c
0.22
0.19
0.24
0.178
0.03
0.02
0.026
0.018
0.2088348
0.023456
0.030281461
0.004203


hsa-miR-11
0.2
0.23
0.4
0.237
0.19
0.14
0.151
0.187
0.2636465
0.165208
0.089907752
0.02529


hsa-miR-141
0.19
0.22
0.14
0.21
0.18
0.09
0.009
0.35
0.1897081
0.155712
0.035568497
0.146248


hsa-miR-152
0.18
0.13
0.13
0.169
0.11
0.07
0.076
0.063
0.1527784
0.079214
0.028391699
0.018502


hsa-miR-199a
0.18
0.13
0.14
0.217
0.03
0.03
0.054
0.043
0.1669616
0.039846
0.039438973
0.011392


hsa-miR-126-
0.18
0.12
0.22
0.196
0.05
0.05
0.024
0.02
0.177573
0.035709
0.041882331
0.01648


hsa-miR-146a
0.17
0.19
0.22
0.165
0.12
0.15
0.194
0.05
0.1858848
0.128732
0.02355032
0.061064


hsa-miR-320
0.17
0.13
0.16
0.139
0.13
0.06
0.055
0.173
0.1508332
0.103613
0.018403605
0.056069


hsa-miR-93-
0.17
0.18
0.32
0.16
0.37
0.17
0.073
0.536
0.206939
0.288598
0.073293605
0.207369


hsa-miR-140
0.14
0.14
0.23
0.19
0.06
0.05
0.071
0.039
0.1749123
0.055317
0.044478497
0.013497


hsa-miR-30d
0.13
0.14
0.18
0.111
0.05
0.04
0.032
0.269
0.1390663
0.097219
0.0283595
0.114745


hsa-miR-21
0.13
0.1
0.18
0.117
0.54
0.36
0.411
0.702
0.132345
0.503028
0.035841063
0.153431


hsa-miR-19a
0.13
0.11
0.21
0.128
0.24
0.09
0.049
0.181
0.1429393
0.141231
0.047895754
0.085989


hsa-miR-99a
0.12
0.1
0.1
0.137
0.02
0.01
0.03
0.004
0.1156646
0.015859
0.017319151
0.010615


hsa-miR-484
0.11
0.1
0.2
0.075
0.13
0.08
0.083
0.088
0.1206556
0.096378
0.053897429
0.025773


hsa-miR-27b
0.11
0.12
0.12
0.127
0.11
0.09
0.016
0.073
0.117458
0.071549
0.006859151
0.039183


hsa-miR-148a
0.11
0.09
0.09
0.102
0.05
0.04
0.011
0.084
0.0973537
0.045641
0.010243792
0.030232


hsa-miR-146b
0.11
0.07
0.11
0.085
0.09
0.09
0.156
0.05
0.0921916
0.097388
0.016330437
0.043968


hsa-miR-374
0.1
0.09
0.16
0.128
0.1
0.08
0.073
0.062
0.1192335
0.078829
0.029328762
0.015559


hsa-miR-196a
0.09
0.07
0.13
0.084
0.03
0.01
0.017
0.026
0.0930437
0.022099
0.026597886
0.008341


hsa-miR-365
0.09
0.1
0.14
0.103
0.05
0.05
0.022
0.128
0.1064536
0.061545
0.020534142
0.045843


hsa-miR-331
0.09
0.09
0.15
0.105
0.08
0.06
0.05
0.113
0.1074516
0.075402
0.031570142
0.029053


hsa-miR-103
0.09
0.08
0.09
0.083
0.08
0.06
0.054
0.108
0.0857051
0.076491
0.005452356
0.024521


hsa-miR-149
0.08
0.06
0.09
0.069
0.02
0.01
0.002
0.005
0.0765543
0.009535
0.014803659
0.007209


hsa-miR-200a
0.08
0.09
0.07
0.085
0.13
0.04
0.005
0.067
0.0815229
0.060653
0.007409258
0.050422


hsa-miR-15b
0.08
0.1
0.23
0.138
0.07
0.07
0.067
0.122
0.135688
0.082517
0.068338085
0.026622


hsa-miR-106b
0.07
0.08
0.11
0.071
0.1
0.05
0.044
0.216
0.08377
0.103575
0.019327367
0.07992


hsa-miR-342
0.07
0.05
0.06
0.053
0.04
0.05
0.073
0.061
0.0605704
0.056324
0.008152531
0.013984


hsa-miR-29c-
0.07
0.08
0.09
0.084
0.02
0.02
0.014
0.013
0.0807212
0.017099
0.008991856
0.004485


hsa-miR-210
0.06
0.07
0.06
0.06
0.08
0.06
0.028
0.121
0.0630688
0.070843
0.006272834
0.039462


hsa-miR-181b
0.06
0.07
0.07
0.058
0.03
0.05
0.062
0.014
0.0633682
0.039233
0.006198417
0.021125


hsa-miR-130a
0.06
0.06
0.06
0.065
0.02
0.02
0.024
0.05
0.0622473
0.027327
0.00298144
0.01523


hsa-miR-193a
0.06
0.07
0.04
0.093
0.07
0.03
0.047
0.062
0.0645489
0.051538
0.021336478
0.016442


hsa-miR-30e-3p
0.06
0.05
0.07
0.065
0.01
0.02
0.012
0.03
0.0607728
0.016951
0.008693796
0.009007


hsa-miR-211
0.05
0.04
0.02
0.028
0
0.04
9E−04
6E−04
0.0352824
0.009717
0.015292168
0.017801


hsa-miR-565
0.05
0.03
####
0.039
0.13
0.05
0.07
0.082
6189330.8
0.082438
12378661.57
0.034462


hsa-miR-10a
0.05
0.04
0.09
0.032
0.01
0.01
0.014
0.004
0.0525208
0.007122
0.02415109
0.004471


hsa-miR-218
0.05
0.05
0.07
0.058
0
0.01
0.016
0.01
0.0577019
0.009916
0.009676266
0.005178


hsa-miR-196b
0.05
0.05
0.05
0.056
0.01
0.01
0.004
0.026
0.051396
0.011849
0.003056634
0.010009


hsa-miR-25
0.05
0.04
0.08
0.053
0.04
0.03
0.016
0.076
0.0546019
0.039612
0.015028258
0.025525


hsa-miR-197
0.05
0.03
0.04
0.035
0.01
0.01
0.01
0.027
0.0407159
0.015867
0.007395751
0.00734


hsa-miR-186
0.05
0.05
0.06
0.043
0.05
0.03
0.018
0.051
0.0493316
0.035565
0.008312587
0.016359


hsa-miR-486
0.05
0.13
0.41
0.096
0.05
0.02
0.011
0.015
0.1707324
0.025105
0.161509355
0.01851


hsa-miR-23b
0.05
0.06
0.06
0.05
0.01
0.01
0.006
0.021
0.0536569
0.012866
0.006366681
0.005992


hsa-miR-30e-5p
0.04
0.05
0.04
0.053
0.02
0.01
0.005
0.008
0.0478499
0.009815
0.004298949
0.004494


hsa-miR-30a-3p
0.04
0.04
0.05
0.052
0.01
0.01
0.002
0.006
0.0456989
0.004861
0.005162905
0.002007


hsa-miR-221
0.04
0.02
0.04
0.022
0.06
0.03
0.048
0.013
0.0301647
0.036856
0.011154349
0.019255


hsa-miR-127
0.04
0.03
0.03
0.029
0.01
0.01
0.026
0.018
0.0330246
0.015863
0.005068605
0.008144


hsa-miR-532
0.04
0.03
0.04
0.025
0.03
0.02
0.01
0.028
0.0318134
0.022091
0.006131871
0.009092


hsa-miR-101-
0.04
0.04
0.05
0.051
0.01
0.01
0.005
0.023
0.0449562
0.012056
0.006679154
0.007602


hsa-miR-660
0.03
0.03
0.04
0.035
0.04
0.02
0.012
0.047
0.0367417
0.028286
0.005272383
0.015562


hsa-miR-200b
0.03
0.03
0.02
0.029
0.08
0.03
0.002
0.036
0.0268527
0.037751
0.004902617
0.034259


hsa-miR-151
0.03
0.03
0.04
0.029
0.05
0.02
0.021
0.03
0.0313743
0.030788
0.002737503
0.012037


hsa-miR-181d
0.03
0.03
0.03
0.034
0.02
0.02
0.031
0.018
0.0321231
0.022017
0.001937511
0.006246


hsa-let-7f-
0.03
0.02
0.03
0.04
0.02
0.01
0.011
0.021
0.0293816
0.015835
0.00797339
0.005057


hsa-miR-451-
0.03
0.06
0.23
0.06
0.03
0.01
0.006
0.008
0.09474
0.013713
0.090944711
0.009948


hsa-miR-22
0.03
0.02
0.04
0.029
0.05
0.02
0.026
0.031
0.0302298
0.031596
0.008456277
0.009703


hsa-miR-199b
0.03
0.02
0.03
0.027
0
0
0.007
0.002
0.0262807
0.003508
0.002691929
0.002548


hsa-miR-145
0.03
0.02
0.05
0.022
0
0.01
0.003
0.009
0.0312441
0.005904
0.014097731
0.003486


hsa-miR-142-5p
0.02
0.03
0.04
0.02
0.04
0.04
0.032
0.018
0.0278251
0.032531
0.009809706
0.010944


hsa-miR-28
0.02
0.02
0.06
0.018
0.01
0.02
0.014
0.02
0.0294194
0.017108
0.017433755
0.004061


hsa-miR-328
0.02
0.03
0.03
0.031
0
0
0.002
0.004
0.0264453
0.002128
0.004433753
0.001037


hsa-miR-324-3p
0.02
0.02
0.02
0.018
0.01
0.01
0.008
0.015
0.0176866
0.011776
0.001694444
0.002934


hsa-miR-155
0.02
0.01
0.02
0.024
0.03
0.06
0.147
0.022
0.0184015
0.065388
0.005795681
0.057157


hsa-miR-193b
0.02
0.02
0.02
0.013
0.01
0.01
0.001
0.022
0.0162646
0.009792
0.002365448
0.008675


hsa-miR-23a
0.02
0.02
0.01
0.017
0.01
0.01
0.003
0.016
0.0174867
0.008859
0.003698307
0.005816


hsa-miR-429-
0.02
0.02
0.03
0.021
0.03
0.01
1E−03
0.017
0.0212474
0.015173
0.004124634
0.013326


hsa-miR-182
0.02
0.01
0.02
0.023
0.03
0.02
0.002
0.032
0.0176997
0.021413
0.004435586
0.014049


hsa-miR-17-5p
0.02
0.02
0.03
0.017
0.04
0.02
0.006
0.055
0.0193441
0.030401
0.004967214
0.022942


hsa-miR-15a
0.02
0.01
0.02
0.012
0.03
0.01
0.014
0.022
0.013905
0.018007
0.003674598
0.009005


hsa-miR-10b
0.01
0.02
0.01
0.01
0.01
0
0.001
0.002
0.0135583
0.003647
0.003631982
0.002923


hsa-miR-361
0.01
0.01
0.01
0.011
0.01
0.01
0.004
0.011
0.011812
0.00836
0.002273907
0.003808


hsa-miR-99b
0.01
0.01
0.01
0.012
0.01
0
0.005
0.002
0.0115018
0.004435
0.002488956
0.002217


hsa-let-7d
0.01
0.01
0.01
0.014
0
0.01
0.004
0.009
0.0117875
0.005685
0.003045928
0.002839


hsa-miR-192
0.01
0.01
0.03
0.016
0.01
0.01
0.004
0.024
0.0173373
0.013043
0.007001945
0.008277


hsa-miR-425-5p
0.01
0.01
0.01
0.012
0.02
0.02
0.007
0.02
0.0116477
0.015607
0.00119741
0.00566


hsa-miR-411
0.01
0.01
0.01
0.011
0
0
0.02
0.004
0.0106869
0.007025
0.001387851
0.008367


hsa-miR-375
0.01
0.01
0.02
0.014
0
0
3E−04
6E−04
0.0134088
0.000993
0.005027878
0.000647


hsa-miR-497
0.01
0.01
0.02
0.01
0
0
0.002
0.002
0.0127398
0.00192
0.003484014
0.00081


hsa-miR-615
0.01
0
0.01
0.005
0
0
5E−04
0.003
0.0071296
0.001573
0.002746525
0.000897


hsa-miR-143
0.01
0.01
0.02
0.01
0
0
1E−03
0.002
0.0135078
0.001534
0.005933537
0.000634


hsa-miR-335
0.01
0.01
0.02
0.015
0
0
0.001
0.002
0.0131641
0.002843
0.004608353
0.001509


hsa-miR-423-
0.01
0.01
0.02
0.008
0.01
0
0.006
0.007
0.0119713
0.006109
0.005459078
0.001705


hsa-miR-199a
0.01
0.01
0.01
0.009
0
0
0.003
7E−04
0.0096259
0.002008
0.002108871
0.001211


hsa-miR-31-
0.01
0.01
0.01
0.02
3.59
0.96
0.079
1.994
0.0122522
1.656078
0.005572768
1.507327


hsa-miR-130b
0.01
0.01
0
0.007
0
0.01
0.021
0.022
0.0068805
0.013875
0.002142689
0.008768


hsa-miR-32-
0.01
0.01
0.02
0.005
0.01
0
0.003
0.021
0.009056
0.010262
0.005084926
0.008586


hsa-miR-95
0.01
0.01
0.01
0.014
0.01
0.01
0.002
0.118
0.0109222
0.03417
0.002895313
0.055638


hsa-miR-98
0.01
0
0.02
0.01
0.01
0.01
0.003
0.005
0.00921
0.005089
0.005183547
0.001457


hsa-miR-378
0.01
0
0
0.003
0
0
9E−04
6E−04
0.0038949
0.001475
0.002297609
0.000908


hsa-miR-452
0.01
0.01
0
0.006
0.01
0.01
0.001
0.009
0.0061211
0.005751
0.001125916
0.003431


hsa-miR-301
0.01
0.01
0
0.006
0.01
0
0.013
0.012
0.0061923
0.010411
0.00112663
0.005123


hsa-miR-345
0.01
0.01
0.02
0.01
0.01
0.01
0.005
0.004
0.0097899
0.0053
0.004724299
0.000722


hsa-miR-509
0.01
0
0
0.003
0
0.01
3E−04
6E−04
0.003518
0.002032
0.001935535
0.002793


hsa-miR-324-5p
0.01
0.01
0.01
0.005
0
0
0.003
0.005
0.0054803
0.003361
0.000299114
0.001217


hsa-miR-20b
0.01
0.01
0.02
0.008
0.01
0
0.003
0.006
0.0092291
0.005258
0.004476479
0.002264


hsa-miR-148b
0.01
0
0.01
0.006
0
0
9E−04
0.006
0.0054425
0.003055
0.000673997
0.002329


hsa-miR-383
0.01
0.01
0.02
0.004
0
0
3E−04
6E−04
0.007672
0.000778
0.005396995
0.000394


hsa-miR-204
0.01
0.01
0
0.015
0
0
3E−04
6E−04
0.0079714
0.000778
0.004950612
0.000394


hsa-miR-362
0.01
0
0
0.006
0.01
0.01
0.003
0.007
0.0048144
0.005619
0.001261768
0.001824


hsa-miR-379
0.01
0
0
0.005
0
0
0.003
0.002
0.0038905
0.00198
0.001829029
0.000779


hsa-miR-376a
0.01
0
0
0.006
0
0
0.015
6E−04
0.0041387
0.004475
0.001876682
0.006922


hsa-miR-132
0
0.01
0.01
0.009
0
0.01
0.003
0.032
0.0066528
0.013259
0.001727037
0.013599


hsa-miR-224
0
0
0.01
0.003
0.02
0.01
0.002
0.033
0.0040701
0.015088
0.002048442
0.014608


hsa-miR-1
0
0.01
0.02
0.006
0
0
4E−04
6E−04
0.0094986
0.000849
0.008301308
0.000467


hsa-miR-508
0
0
0
7E−04
0
0
3E−04
6E−04
0.0018925
0.000778
0.001574688
0.000394


hsa-miR-432
0
0
0
1E−03
0
0
0.006
0.004
0.0024986
0.003414
0.001132528
0.001766


hsa-miR-34a
0
0
0
0.001
0
0
0.003
1E−03
0.0022364
0.001708
0.000804242
0.000688


hsa-miR-135b
0
0
0
0.003
0.13
0.04
0.005
0.126
0.002331
0.075167
0.000823631
0.061561


hsa-miR-382
0
0
0
0.005
0
0
0.004
0.004
0.0031508
0.002785
0.001354407
0.001891


hsa-miR-134
0
0
0
0.005
0
0
0.004
0.001
0.0030923
0.002042
0.001074757
0.0014


hsa-miR-425
0
0
0.01
0.005
0
0
0.003
0.004
0.0043306
0.003661
0.001879961
0.000687


hsa-let-7e
0
0
0
0.002
0
0
3E−04
6E−04
0.0029352
0.000799
0.001142712
0.000444


hsa-miR-139
0
0
0
0.002
0
0
3E−04
6E−04
0.001734
0.000841
0.000644031
0.000476


hsa-miR-133b
0
0
0.01
0.001
0
0
3E−04
6E−04
0.003334
0.000778
0.003161788
0.000394


hsa-miR-9
0
0
0
0.001
0
0
8E−04
0.012
0.0021813
0.004626
0.001348212
0.005079


hsa-miR-194
0
0
0.01
0.004
0
0
8E−04
0.007
0.0041469
0.002928
0.002088798
0.00277


hsa-miR-511
0
0
0.01
0.004
0
0
0.008
6E−04
0.0044236
0.003642
0.003909569
0.002928


hsa-miR-
0
0
0
0.002
0
0
0.002
0.001
0.0024432
0.001269
0.000613081
0.000325


487b


hsa-miR-650
0
0
0
0.005
0.01
0.01
0.002
0.003
0.0038363
0.005209
0.001425493
0.003831


hsa-miR-489
0
0
0
0.001
0
0
0.002
6E−04
0.0014405
0.001305
0.000413137
0.000784


hsa-miR-18a-
0
0
0.01
0.004
0.01
0.01
0.001
0.009
0.00388
0.006003
0.001851069
0.003433


hsa-miR-514
0
0
0
7E−04
0
0
3E−04
6E−04
0.0011961
0.000841
0.000542554
0.000478


hsa-miR-296
0
0
0
0.002
0
0
9E−04
6E−04
0.0017063
0.000974
0.000242977
0.000352


hsa-miR-107
0
0
0
0.002
0
0
3E−04
0.001
0.0016319
0.001207
0.000373525
0.000697


hsa-miR-183
0
0
0
0.001
0.01
0
4E−04
0.004
0.0012876
0.003848
0.000291523
0.002781


hsa-miR-485-3p
0
0
0
0.002
0
0
0.003
7E−04
0.0016457
0.001624
0.000277811
0.001244


hsa-miR-200a
0
0
0
0.003
0.01
0
0.001
0.006
0.0020821
0.005572
0.00072668
0.005234


hsa-miR-502
0
0
0
0.001
0
0
4E−04
0.001
0.0013136
0.001139
0.000441432
0.000569


hsa-miR-424
0
0
0
7E−04
0
0
0.004
7E−04
0.0009332
0.00165
0.00047267
0.001341


hsa-miR-501
0
0
0
7E−04
0
0
4E−04
6E−04
0.0020018
0.000894
0.001763867
0.000465


hsa-miR-187
0
0
0
0.002
0.02
0.01
8E−04
0.004
0.0014595
0.007944
0.000697025
0.008374


hsa-miR-340
0
0
0.01
0.004
0
0
0.003
6E−04
0.0034737
0.001606
0.002661528
0.000828


hsa-miR-491
0
0
0.01
8E−04
0
0
9E−04
0.003
0.0022333
0.001602
0.002778041
0.000884


hsa-miR-189
0
0
0
0.002
0
0
3E−04
0.002
0.0015199
0.001151
0.000368944
0.00064


hsa-miR-550
0
0
0
0.002
0
0
0.002
0.004
0.0018871
0.001937
0.00116859
0.001394



H1
H02
H08
H03
SCC1
SCC2
SSC3
SSC4
Avg H
Avg SCC























TABLE 15





Detector
BCC1
BCC2
BCC3
SCC1
SCC2
SCC3
SCC4






















hsa-miR-215-4373084
1
0.110083
0.508182
4.33E+09
0.365301
0.092955
0.151015


hsa-miR-203-4373095
1
1.015778
1.004846
11.82448
12.81889
1.149132
25.0875


hsa-miR-223-4373075
1
0.06084
9.535258
7.038193
1.609319
3.477918
6.6621


hsa-miR-31-4373190
1
0.073064
0.904946
45.34888
12.16846
0.996621
25.20362


hsa-miR-16-4373121
1
1.295535
1.078293
2.141109
1.187491
1.43016
1.888512


hsa-miR-26a-4373070
1
1
0.563615
0.523251
0.300326
0.251457
0.23447


hsa-miR-24-4373072
1
0.603908
0.841604
1.847657
1.400429
0.53451
2.647517


hsa-miR-200c-4373096
1
1.083401
0.251993
2.167581
1.503028
0.164117
3.278432


hsa-miR-19b-4373098
1
0.707971
0.431045
1.587048
0.651949
0.256742
1.203152


hsa-miR-20a-4373286
1
0.490775
0.319124
1.168982
0.393835
0.134209
0.755026


hsa-miR-27a-4373287
1
0.305364
0.724884
2.969296
1.866752
0.777486
3.402526


hsa-miR-205-4373093
1
1.526413
0.545838
3.423576
2.004964
0.12345
1.015148


hsa-miR-126-4378064
1
0.312508
6.220864
2.964102
3.105316
0.884014
0.84821


hsa-miR-594-4380958
1
0.435025
0.472472
0.766423
0.223173
0.27796
0.307991


hsa-miR-21-4373090
1
0.129008
1.724912
2.625097
1.732597
1.991462
3.400335


hsa-let-7b-4373168
1
1.19154
0.806487
0.946254
0.598526
0.38945
1.153965


hsa-miR-92-4373013
1
0.61786
0.387788
0.721815
0.385387
0.111746
0.62527


hsa-miR-222-4373076
1
0.621462
0.619355
2.275121
1.518898
2.563856
0.707444


hsa-miR-142-3p-4373136
1
0.069425
3.78792
2.037668
1.662949
1.714066
0.806964


hsa-miR-26b-4373069
1
0.996433
1.155695
1.327451
0.610966
0.571573
0.410887


hsa-miR-93-4373012
1
0.408092
0.379509
1.172227
0.534113
0.228945
1.678417


hsa-miR-125a-4373149
1
0.904828
0.873687
1.061484
0.497854
0.522875
0.235498


hsa-miR-19a-4373099
1
0.421624
0.556721
1.838259
0.724748
0.371163
1.388108


hsa-miR-30b-4373290
1
0.980999
0.535902
0.502816
0.4208
0.287261
1.207306


hsa-miR-30c-4373060
1
1.272423
0.605412
0.685583
0.478491
0.262534
1.01744


hsa-miR-191-4373109
1
1.309106
2.028047
1.962124
1.444144
1.588414
1.970965


hsa-miR-141-4373137
1
0.584314
0.125239
1.044745
0.529074
0.051916
2.083669


hsa-miR-125b-4373148
1
0.520947
27029360
0.180643
0.101197
0.18764
0.067065


hsa-miR-484-4381032
1
0.161395
1.071621
1.200039
0.712921
0.735797
0.78589


hsa-miR-565-4380942
1
0.200486
0.421875
1.475363
0.548977
0.795054
0.929855


hsa-miR-135b-4373139
1
0.029134
0.287969
14.18888
4.642861
0.561674
13.9398


hsa-miR-200a-4378069
1
0.535916
0.167469
1.218123
0.430452
0.051152
0.646883


hsa-miR-320-4373055
1
1.709299
0.790598
1.848469
0.907413
0.811681
2.556854


hsa-let-7a-4373169
1
1.310539
0.577987
1.237345
0.676337
0.39958
1.683283


hsa-miR-146a-4373132
1
1.274113
2.717775
1.609167
2.063803
2.636763
0.675715


hsa-miR-30a-5p-4373061
1
0.947151
1.063265
0.640804
0.518525
0.319904
3.064945


hsa-miR-29a-4373065
1
2.984162
2.8894
1.468498
2.018052
2.384661
1.426746


hsa-miR-27b-4373068
1
0.645802
0.506176
1.449131
1.209893
0.223372
0.994461


hsa-miR-152-4373126
1
0.679855
2.387898
5.556005
3.780523
4.009499
3.310078


hsa-miR-106b-4373155
1
0.357753
0.529393
0.785971
0.375214
0.327161
1.624115


hsa-miR-374-4373028
1
0.379354
1.032281
1.549297
1.266349
1.145503
0.970612


hsa-miR-146b-4373178
1
1.024323
1.928893
0.843087
0.892081
1.481239
0.474075


hsa-miR-200b-4381028
1
1.351596
0.687208
6.099843
2.046898
0.156498
2.629259


hsa-miR-103-4373158
1
0.711675
2.244137
2.440012
1.749206
1.591633
3.155171


hsa-miR-331-4373046
1
0.429165
0.895466
1.218131
0.808185
0.727138
1.648964


hsa-let-7g-4373163
1
0.093309
0.105222
0.079659
0.07188
0.053703
0.087025


hsa-miR-210-4373089
1
0.472002
0.25916
2.832818
2.063635
1.009492
4.428352


hsa-miR-15b-4373122
1
0.813455
1.051833
2.054752
1.976611
1.924531
3.508205


hsa-miR-195-4373105
1
1.027899
2.960488
0.934407
0.907641
0.541474
1.175747


hsa-miR-193a-4373107
1
0.478832
1.070468
2.29769
1.039013
1.620748
2.116206


hsa-miR-140-4373138
1
0.176903
3.441733
1.036623
0.903812
1.234455
0.675172


hsa-miR-221-4373077
1
2.027891
0.508182
15.18124
8.01307
12.94688
3.575805


hsa-miR-126-4373269
1
0.256819
4.771927
1.997557
1.775833
0.893272
0.748507


hsa-miR-486-4378096
1
2.440871
1.693058
9.612988
4.232201
1.99408
2.782634


hsa-miR-148a-4373130
1
1.058636
0.775285
0.995002
0.713789
0.219085
1.631748


hsa-miR-151-4373179
1
0.793542
0.996551
2.67005
1.356292
1.17035
1.646311


hsa-miR-30d-4373059
1
1.280958
0.604081
0.657393
0.544815
0.437317
3.681488


hsa-miR-186-4373112
1
0.445602
1.807262
1.644212
0.887036
0.60639
1.749229


hsa-miR-22-4373079
1
0.090054
1.867484
2.232472
1.158907
1.297328
1.52673


hsa-miR-365-4373194
1
1.62156
3.441866
3.559452
4.016133
1.758305
10.07019


hsa-miR-17-5p-4373119
1
0.414697
0.198982
0.976235
0.364871
0.129406
1.203073


hsa-miR-142-5p-4373135
1
0.448905
24.28984
11.72056
9.934704
8.629835
4.770657


hsa-miR-342-4373040
1
0.258658
1.78441
1.028241
1.351149
1.885729
1.588956


hsa-miR-25-4373071
1
0.225033
0.624322
0.74523
0.566999
0.323506
1.49172


hsa-miR-214-4373085
1
0.407845
1.291817
0.368015
0.850718
1.220077
0.861716


hsa-miR-660-4380925
1
0.472276
1.687986
2.834517
1.59534
0.943243
3.749972


hsa-miR-429-4373203
1
0.890971
0.49857
2.458728
0.762737
0.072466
1.293957


hsa-miR-182-4373271
1
0.316456
0.12683
0.14265
0.08629
0.009992
0.13976


hsa-miR-196a-4373104
1
0.037158
0.48224
0.589507
0.251635
0.312553
0.47191


hsa-miR-181b-4373116
1
0.61727
0.559476
0.280858
0.463063
0.563678
0.128238


hsa-miR-155-4373124
1
0.106847
4.239555
1.594497
3.275643
7.739182
1.154309


hsa-miR-532-4380928
1
0.86884
2.445796
6.064249
4.1583
1.973402
5.520328


hsa-miR-199a-4378068
1
0.308232
1.004498
0.490903
0.549953
0.916468
0.725164


hsa-miR-15a-4373123
1
0.959605
1.602202
4.424655
1.253896
2.106226
3.359618


hsa-miR-451-4373209
1
0.854213
0.633198
5.100742
2.431029
1.074895
1.431108


hsa-let-7c-4373167
1
0.589527
0.284955
0.144367
0.112737
0.134034
0.095625


hsa-miR-100-4373160
1
0.329954
0.227658
0.135134
0.165194
0.408883
0.046707


hsa-miR-29c-4373289
1
0.842436
6.228112
1.540478
1.449526
0.973174
0.918146


hsa-miR-181d-4373180
1
0.335394
0.235457
0.254602
0.215882
0.380302
0.224058


hsa-miR-187-4373111
1
0.353285
1.082625
5.773639
2.126344
0.237886
1.101106


hsa-let-7f-4373164
1
0.406475
0.908432
1.226337
0.815701
0.703144
1.400864


hsa-miR-149-4373128
1
0.651823
0.318889
0.536887
0.423518
0.052589
0.168847


hsa-miR-99a-4373008
1
0.531446
0.332435
0.228915
0.178023
0.408337
0.056909


hsa-miR-130a-4373145
1
0.762792
0.275599
0.104656
0.142123
0.162991
0.33982


hsa-miR-30e-5p-4373058
1
0.97033
0.479842
0.517799
0.396796
0.169651
0.256765


hsa-miR-301-4373064
1
0.500959
0.604078
1.659946
0.335085
1.471433
1.36934


hsa-miR-28-4373067
1
0.865213
1.932045
1.454035
2.32724
1.530016
2.177808


hsa-miR-32-4373056
1
0.654245
1.661777
3.254509
0.969924
0.827927
5.494937


hsa-miR-200a-4373273
1
0.558671
0.463261
3.108419
0.534441
0.273743
1.556686


hsa-miR-197-4373102
1
1.179942
1.811802
0.915373
1.011783
0.76118
1.948499


hsa-miR-196b-4373103
1
0.010505
0.580908
0.281855
0.115503
0.098341
0.595301


hsa-miR-324-3p-4373053
1
0.37699
0.49075
0.59016
0.636803
0.376844
0.713901


hsa-miR-361-4373035
1
1.773407
1.194825
2.855074
1.699791
0.860385
2.632734


hsa-miR-101-4373159
1
0.577337
0.346023
0.423697
0.324624
0.168693
0.807082


hsa-miR-23b-4373073
1
0.653997
0.455353
0.432417
0.477389
0.238599
0.781576


hsa-miR-192-4373108
1
3.73006
0.957153
1.449735
1.555709
0.52824
3.053234


hsa-miR-23a-4373074
1
0.621468
0.863654
2.761689
1.232569
0.807013
3.918567


hsa-miR-30e-3p-4373057
1
1.985552
1.759796
0.68234
1.040988
0.766375
1.976197


hsa-miR-193b-4373185
1
0.313781
0.431531
1.751903
1.431433
0.247996
4.328941


hsa-miR-423-4373015
1
0.49998
0.651605
0.466358
0.231839
0.327203
0.373706


hsa-miR-20b-4373263
1
0.152599
0.835699
2.148508
1.082601
0.776029
1.659315


hsa-miR-10b-4373152
1
0.513945
1.872734
2.144996
0.735119
0.403059
0.647362


hsa-miR-452-4378077
1
0.064615
0.57602
2.102273
1.512963
0.272183
2.37259


hsa-miR-183-4373114
1
0.14579
0.098861
0.287242
0.153698
0.0164
0.154566


hsa-miR-99b-4373007
1
0.685853
1.25138
0.936933
0.558467
0.652945
0.219523


hsa-miR-127-4373147
1
0.358125
2.26189
0.433747
0.851718
1.697498
1.168418


hsa-miR-98-4373009
1
0.331348
1.101819
1.004956
0.850785
0.471383
0.824832


hsa-miR-345-4373039
1
0.428252
0.503796
0.284835
0.295416
0.246805
0.218027


hsa-miR-10a-4373153
1
0.151056
5.899538
1.54184
1.503071
3.679669
0.950492


hsa-miR-18a-4373118
1
0.110083
1.232236
1.538479
2.044691
0.366574
2.519091


hsa-miR-362-4378092
1
0.165874
1.392587
1.334554
1.782005
0.770763
1.643527


hsa-miR-130b-4373144
1
0.452106
0.253348
0.168089
0.304862
0.775201
0.802475


hsa-miR-9-4373285
1
0.071802
0.570341
0.557148
0.166621
0.096341
1.453875


hsa-miR-335-4373045
1
0.698552
0.628675
0.536673
0.669225
0.164092
0.320592


hsa-miR-425-4373202
1
0.315197
2.324836
1.006411
1.3071
0.829824
1.11408


hsa-let-7d-4373166
1
1.108618
0.8287
0.896462
1.696993
0.987244
2.545717


hsa-miR-324-5p-4373052
1
0.071797
0.28881
0.21282
0.156255
0.173524
0.331964


hsa-miR-218-4373081
1
0.97664
0.755531
0.090429
0.314121
0.445675
0.273712


hsa-miR-432-4373280
1
0.040336
2.056607
0.607421
0.240105
1.071054
0.738611


hsa-miR-511-4373236
1
0.139458
0.988345
0.74353
1.011806
2.083497
0.163039


hsa-miR-145-4373133
1
0.073288
3.682884
0.312455
1.081057
0.384752
1.068116


hsa-miR-107-4373154
1
0.210535
0.508182
0.547433
0.365301
0.092955
0.295062


hsa-miR-378-4373024
1
0.42056
0.508182
0.540577
0.664291
0.233287
0.151015


hsa-miR-34a-4373278
1
0.092159
1.580715
0.431348
0.305823
0.579409
0.22396


hsa-miR-375-4373027
1
0.556899
0.508182
0.461097
0.365301
0.092955
0.151015


hsa-miR-199b-4373100
1
0.187569
0.55499
0.13404
0.270661
0.598895
0.166304


hsa-miR-422b-4373016
1
0.083476
0.409378
0.464005
0.492204
0.113384
0.173299


RNU6B-4373381
1
0.479008
1.143857
0.447528
1.485905
0.311363
0.173299


hsa-miR-340-4373041
1
0.131621
0.547047
0.209862
0.233648
0.361033
0.082265


hsa-miR-199a-4373272
1
0.391259
2.343889
0.382264
0.692501
0.92783
0.183238


hsa-miR-328-4373049
1
1.059149
1.209453
0.110671
0.141445
0.1542
0.304769


hsa-miR-615-4380991
1
0.080328
0.52755
0.251542
0.355053
0.097863
0.508443


hsa-miR-490-4373215
1
0.064615
0.300024
0.323562
0.364147
0.071288
0.183238


hsa-miR-501-4373226
1
0.067933
1.777013
0.305003
0.395552
0.118679
0.163039


hsa-miR-189-4378067
1
0.133133
0.307797
0.263575
0.342948
0.076556
0.449778


hsa-miR-452-4373281
1
0.064615
0.300024
0.291367
0.362151
0.071288
1.347474


hsa-miR-143-4373134
1
0.083014
1.11533
0.177332
0.385282
0.163843
0.313042


hsa-miR-376a-4373026
1
0.225551
1.058763
0.257517
0.342948
3.653461
0.150809


hsa-miR-376b-4373196
1
0.050906
0.307797
0.257517
0.342948
0.076556
0.150809


hsa-miR-213-4373086
1
0.019793
0.136551
0.099753
0.164179
0.094776
0.057805


hsa-miR-7-4373014
1
0.059339
0.442605
0.299056
0.492204
0.134457
3.703558


hsa-miR-134-4373141
1
0.187834
0.892494
0.299056
0.492204
1.192838
0.391234


U44
1
2.393588
2.998053
9.230149
4.572633
2.793849
4.355897


















TABLE 16





miRNA




(hsa-miR)
Accession No
Sequence







miR-203
MIMAT0000264
GUGAAAUGUUUAGGACCACUAG





miR-21
MIMAT0000076
UAGCUUAUCAGACUGAUGUUGA





miR-31
MIMAT0000089
GGCAAGAUGCUGGCAUAGCUG





miR-16
MIMAT0000069
UAGCAGCACGUAAAUAUUGGCG





miR-15b
MIMAT0000417
UAGCAGCACAUCAUGGUUUACA





miR-125a
MIMAT0000443
UCCCUGAGACCCUUUAACCUGUG





miR-125b
MIMAT0000423
UCCCUGAGACCCUAACUUGUGA





miR-200c
MIMAT0000617
UAAUACUGCCGGGUAAUGAUGG





miR-1
MIMAT0000416
UGGAAUGUAAAGAAGUAUGUA





miR-10a
MIMAT0000253
UACCCUGUAGAUCCGAAUUUGUG





miR-10b
MIMAT0000254
UACCCUGUAGAACCGAAUUUGU





miR-20b
MIMAT0001413
CAAAGUGCUCAUAGUGCAGGUAG





miR-23a
MIMAT0000078
AUCACAUUGCCAGGGAUUUCC





miR-23b
MIMAT0000418
AUCACAUUGCCAGGGAUUACC





miR-24
MIMAT0000079
GUGCCUACUGAGCUGAUAUCAGU





miR-26a
MIMAT0000082
UUCAAGUAAUCCAGGAUAGGCU





miR-26b
MIMAT0000083
UUCAAGUAAUUCAGGAUAGGU





miR-27a
MIMAT0000084
UUCACAGUGGCUAAGUUCCGC





miR-28
MIMAT0000085
AAGGAGCUCACAGUCUAUUGAG





miR-29a
MIMAT0000086
UAGCACCAUCUGAAAUCGGUU





miR-29c
MIMAT0000681
UAGCACCAUUUGAAAUCGGUUA





miR-30a-5p
MIMAT0000087
UGUAAACAUCCUCGACUGGAAG





miR-30a-3p
MIMAT0000088
CUUUCAGUCGGAUGUUUGCAGC





miR-30b
MIMAT0000420
UGUAAACAUCCUACACUCAGCU





miR-30c
MIMAT0000244
UGUAAACAUCCUACACUCUCAGC





miR-30e-5p
MIMAT0000692
UGUAAACAUCCUUGACUGGA





miR-30e-3p
MIMAT0000693
CUUUCAGUCGGAUGUUUACAGC





miR-95
MIMAT0000094
UUCAACGGGUAUUUAUUGAGCA





miR-99a
MIMAT0000097
AACCCGUAGAUCCGAUCUUGUG





miR-99b
MIMAT0000689
CACCCGUAGAACCGACCUUGCG





miR-100
MIMAT0000098
AACCCGUAGAUCCGAACUUGUG





miR-101
MIMAT0000099
UACAGUACUGUGAUAACUGAAG





miR-126
MIMAT0000445
UCGUACCGUGAGUAAUAAUGCG





miR-127
MIMAT0000446
UCGGAUCCGUCUGAGCUUGGCU





miR-130a
MIMAT0000425
CAGUGCAAUGUUAAAAGGGCAU





miR-133b
MIMAT0000770
UUGGUCCCCUUCAACCAGCUA





miR-135b
MIMAT0000758
UAUGGCUUUUCAUUCCUAUGUGA





miR-139
MIMAT0000250
UCUACAGUGCACGUGUCU





miR-145
MIMAT0000437
GUCCAGUUUUCCCAGGAAUCCCU





miR-133b
MIMAT0000770
UUGGUCCCCUUCAACCAGCUA





miR-140
MIMAT0000431
AGUGGUUUUACCCUAUGGUAG





miR-143
MIMAT0000435
UGAGAUGAAGCACUGUAGCUCA





miR-148a
MIMAT0000243
UCAGUGCACUACAGAACUUUGU





miR-148b
MIMAT0000759
UCAGUGCAUCACAGAACUUUGU





miR-149
MIMAT0000450
UCUGGCUCCGUGUCUUCACUCCC





miR-152
MIMAT0000438
UCAGUGCAUGACAGAACUUGG





miR-181d
MIMAT0002821
AACAUUCAUUGUUGUCGGUGGGU





miR-182
MIMAT0000259
UUUGGCAAUGGUAGAACUCACACU





miR-191
MIMAT0000440
CAACGGAAUCCCAAAAGCAGCUG





miR-193a
MIMAT0000459
AACUGGCCUACAAAGUCCCAG





miR-193b
MIMAT0002819
AACUGGCCCUCAAAGUCCCGCU





miR-195
MIMAT0000461
UAGCAGCACAGAAAUAUUGGC





miR-196a
MIMAT0000226
UAGGUAGUUUCAUGUUGUUGG





miR-196b
MIMAT0001080
UAGGUAGUUUCCUGUUGUUGGG





miR-197
MIMAT0000227
UUCACCACCUUCUCCACCCAGC





miR-199a
MIMAT0000231
CCCAGUGUUCAGACUACCUGUUC





miR-199b
MIMAT0000263
CCCAGUGUUUAGACUAUCUGUUC





miR-204
MIMAT0000265
UUCCCUUUGUCAUCCUAUGCCU





miR-210
MIMAT0000267
CUGUGCGUGUGACAGCGGCUGA





miR-211
MIMAT0000268
UUCCCUUUGUCAUCCUUCGCCU





miR-214
MIMAT0000271
ACAGCAGGCACAGACAGGCAGU





miR-218
MIMAT0000275
UUGUGCUUGAUCUAACCAUGU





miR-221
MIMAT0000278
AGCUACAUUGUCUGCUGGGUUUC





miR-222
MIMAT0000279
AGCUACAUCUGGCUACUGGGUCUC





miR-223
MIMAT0000280
UGUCAGUUUGUCAAAUACCCC





miR-224
MIMAT0000281
CAAGUCACUAGUGGUUCCGUU





miR-296
MIMAT0000690
AGGGCCCCCCCUCAAUCCUGU





miR-324-5p
MIMAT0000761
CGCAUCCCCUAGGGCAUUGGUGU





miR-324-3p
MIMAT0000762
ACUGCCCCAGGUGCUGCUGG





miR-328
MIMAT0000752
CUGGCCCUCUCUGCCCUUCCGU





miR-335
MIMAT0000765
UCAAGAGCAAUAACGAAAAAUGU





miR-345
MIMAT0000772
GCUGACUCCUAGUCCAGGGCUC





miR-365
MIMAT0000710
UAAUGCCCCUAAAAAUCCUUAU





miR-374
MIMAT0000727
UUAUAAUACAACCUGAUAAGUG





miR-375
MIMAT0000728
UUUGUUCGUUCGGCUCGCGUGA





miR-378
MIMAT0000731
CUCCUGACUCCAGGUCCUGUGU





miR-382
MIMAT0000737
GAAGUUGUUCGUGGUGGAUUCG





miR-383
MIMAT0000738
AGAUCAGAAGGUGAUUGUGGCU





miR-411
MIMAT0003329
UAGUAGACCGUAUAGCGUACG





miR-423
MIMAT0001340
AGCUCGGUCUGAGGCCCCUCAG





miR-424
MIMAT0001341
CAGCAGCAAUUCAUGUUUUGAA





miR-425-5p
MIMAT0003393
AAUGACACGAUCACUCCCGUUGA





miR-451
MIMAT0001631
AAACCGUUACCAUUACUGAGUUU





miR-452
MIMAT0001635
AACUGUUUGCAGAGGAAACUGA





miR-486
MIMAT0002177
UCCUGUACUGAGCUGCCCCGAG





miR-487b
MIMAT0003180
AAUCGUACAGGGUCAUCCACUU





miR-497
MIMAT0002820
CAGCAGCACACUGUGGUUUGU





miR-509
MIMAT0002881
UGAUUGGUACGUCUGUGGGUAGA





miR-514
MIMAT0002883
AUUGACACUUCUGUGAGUAG





miR-532
MIMAT0002888
CAUGCCUUGAGUGUAGGACCGU





miR-615
MIMAT0003283
UCCGAGCCUGGGUCUCCCUCU





miR-660
MIMAT0003338
UACCCAUUGCAUAUCGGAGUUG





let-7a
MIMAT0000062
UGAGGUAGUAGGUUGUAUAGUU





let-7b
MIMAT0000063
UGAGGUAGUAGGUUGUGUGGUU





let-7c
MIMAT0000064
UGAGGUAGUAGGUUGUAUGGUU





let-7d
MIMAT0000065
AGAGGUAGUAGGUUGCAUAGU





Let-7e
MIMAT0000066
UGAGGUAGGAGGUUGUAUAGU





let-7f
MIMAT0000067
UGAGGUAGUAGAUUGUAUAGUU





let-7g
MIMAT0000414
UGAGGUAGUAGUUUGUACAGUU








Claims
  • 1. A method of assessing non-melanoma skin cancer in an individual comprising; determining the expression of one or more of the miRNAs selected from the group consisting of miR-203, miR-21, miR-31, miR-16, miR-15b, miR-125a, miR-125b, miR-200c, miR-1, miR-10a, miR-10b, miR-20b, miR-23a, miR-23b, miR-24, miR-26a, miR-26b, miR-27a, miR-28, miR-29a, miR-29c, miR-30a-5p, miR-30a-3p, miR-30b, miR-30c, miR-30e-5p, miR-30e-3p, miR-95, miR-99a, miR-99b, miR-100, miR-101, miR-126, miR-127, miR-130a, miR-133b, miR-135b, miR-139, miR-145, miR-140, miR-143, miR-148a, miR-148b, miR-149, miR-152, miR-181d, miR-182, miR-191, miR-193a, miR-193b, miR-195, miR-196a, miR-196b, miR-197, miR-199a, miR-199b, miR-204, miR-210, miR-211, miR-214, miR-218, miR-221, miR-222, miR-223, miR-224, miR-296, miR-324-5p, miR-324-3p, miR-328, miR-335, miR-345, miR-365, miR-374, miR-375, miR-378, miR-382, miR-383, miR-411, miR-423, miR-424, miR-425-5p, miR-451, miR-452, miR-486, miR-487b, miR-497, miR-509, miR-514, miR-532, miR-615, miR-660, let-7a, let-7b, let-7c, let-7d, let-7e, let-7f and let-7g in a sample obtained from the individual, wherein a change in expression of the one or more miRNAs in the sample relative to controls is indicative that the individual has a non-melanoma skin cancer.
  • 2. (canceled)
  • 3. A method according to claim 1 comprising determining the expression of one or more of the miRNAs selected from the group consisting of miR-203, miR-16, miR-15b, miR-125a, miR-125b, miR-200c, miR-1, miR-10a, miR-10b, miR-20b, miR-23a, miR-23b, miR-24, miR-26a, miR-26b, miR-27a, miR-28, miR-29a, miR-29c, miR-30a-5p, miR-30a-3p, miR-30b, miR-30c, miR-30e-5p, miR-30e-3p, miR-95, miR-99a, miR-99b, miR-100, miR-101, miR-126, miR-127, miR-130a, miR-133b, miR-139, miR-145, miR-140, miR-143, miR-148a, miR-148b, miR-149, miR-152, miR-181d, miR-191, miR-193a, miR-193b, miR-195, miR-196a, miR-196b, miR-197, miR-199a, miR-199b, miR-204, miR-210, miR-211, miR-214, miR-218, miR-221, miR-222, miR-224, miR-296, miR-324-5p, miR-324-3p, miR-328, miR-335, miR-345, miR-365, miR-374, miR-375, miR-378, miR-382, miR-383, miR-411, miR-423, miR-425-5p, miR-451, miR-452, miR-486, miR-487b, miR-497, miR-509, miR-532, miR-615, miR-660, let-7a, let-7b, let-7c, let-7d, let-7e, let-7f and let-7g in the sample, wherein a decrease in the expression of one or more of these miRNAs in the sample relative to controls is indicative that the individual has a non-melanoma skin cancer.
  • 4. (canceled)
  • 5. A method according to claim 1 comprising; determining the expression of one or more of the miRNAs selected from the group consisting of hsa-miR-21, hsa-miR-31, hsa-miR-182, hsa-miR-135b, hsa-miR-223, hsa-miR-296, hsa-miR-424 and hsa-miR-514 in the sample, wherein an increase in the expression of one or more of these miRNAs in the sample relative to controls is indicative that the individual has a non-melanoma skin cancer.
  • 6. (canceled)
  • 7. A method according to claim 1 wherein the non-melanoma skin cancer is squamous cell carcinoma or basal cell carcinoma.
  • 8-20. (canceled)
  • 21. A method of treatment of a non-melanoma skin cancer in an individual comprising; increasing or reducing the expression or activity of one or more miRNAs selected from the group consisting of miR-203, miR-21, miR-31, miR-16, miR-15b, miR-125a, miR-125b, miR-200c, miR-1, miR-10a, miR-10b, miR-20b, miR-23a, miR-23b, miR-24, miR-26a, miR-26b, miR-27a, miR-28, miR-29a, miR-29c, miR-30a-5p, miR-30a-3p, miR-30b, miR-30c, miR-30e-5p, miR-30e-3p, miR-95, miR-99a, miR-99b, miR-100, miR-101, miR-126, miR-127, miR-130a, miR-133b, miR-135b, miR-139, miR-145, miR-140, miR-143, miR-148a, miR-148b, miR-149, miR-152, miR-181d, miR-182, miR-191, miR-193a, miR-193b, miR-195, miR-196a, miR-196b, miR-197, miR-199a, miR-199b, miR-204, miR-210, miR-211, miR-214, miR-218, miR-221, miR-222, miR-223, miR-224, miR-296, miR-324-5p, miR-324-3p, miR-328, miR-335, miR-345, miR-365, miR-374, miR-375, miR-378, miR-382, miR-383, miR-411, miR-423, miR-424, miR-425-5p, miR-451, miR-452, miR-486, miR-487b, miR-497, miR-509, miR-514, miR-532, miR-615, miR-660, let-7a, let-7b, let-7c, let-7d, let-7e, let-7f and let-7g in skin cells of the individual.
  • 22. A method according to claim 21 comprising; increasing the expression or activity of one or more target miRNAs selected from the group consisting of miR-203, miR-16, miR-15b, miR-125a, miR-125b, miR-200c, miR-1, miR-10a, miR-10b, miR-20b, miR-23a, miR-23b, miR-24, miR-26a, miR-26b, miR-27a, miR-28, miR-29a, miR-29c, miR-30a-5p, miR-30a-3p, miR-30b, miR-30c, miR-30e-5p, miR-30e-3p, miR-95, miR-99a, miR-99b, miR-100, miR-101, miR-126, miR-127, miR-130a, miR-133b, miR-139, miR-145, miR-140, miR-143, miR-148a, miR-148b, miR-149, miR-152, miR-181d, miR-191, miR-193a, miR-193b, miR-195, miR-196a, miR-196b, miR-197, miR-199a, miR-199b, miR-204, miR-210, miR-211, miR-214, miR-218, miR-221, miR-222, miR-224, miR-296, miR-324-5p, miR-324-3p, miR-328, miR-335, miR-345, miR-365, miR-374, miR-375, miR-378, miR-382, miR-383, miR-411, miR-423, miR-425-5p, miR-451, miR-452, miR-486, miR-487b, miR-497, miR-509, miR-532, miR-615, miR-660, let-7a, let-7b, let-7c, let-7d, let-7e, let-7f and let-7g in the skin cells.
  • 23. A method according to claim 21 comprising; reducing the expression or activity of one or more target miRNAs selected from the group consisting of hsa-miR-21, hsa-miR-31, hsa-miR-182, hsa-miR-135b, hsa-miR-223, hsa-miR-296, hsa-miR-424 and hsa-miR-514 in the cells.
  • 24. A method according to claim 21 wherein the skin cancer is squamous cell carcinoma or basal cell carcinoma.
  • 25. A method according to claim 23 wherein skin cancer is squamous cell carcinoma and the method comprises: reducing the expression or activity of one or more target miRNAs selected from the group consisting of hsa-miR-21, hsa-miR-31, hsa-miR-135b and hsa-miR-223 in the cells.
  • 26. (canceled)
  • 27. A method according to claim 21 wherein skin cancer is basal cell carcinoma and the method comprises: reducing the expression or activity of one or more target miRNAs selected from the group consisting of hsa-miR-424, hsa-miR-514, hsa-miR-182 and hsa-miR-296 in the cells.
  • 28. (canceled)
  • 29. A method according to claim 23 wherein the expression or activity of one or more target miRNAs is reduced by administering a therapeutically effective amount of an miRNA inhibitor to the individual.
  • 30. A method according to claim 29 wherein the miRNA inhibitor is a sense or anti-sense oligonucleotide which inhibits the activity or production of the target miRNA or increase its rate of depletion
  • 31. A method according to claim 21, wherein the skin cancer is squamous cell carcinoma and the method comprises increasing the amount or activity of one or more target miRNAs selected from the group consisting of miR-16, miR-125a, miR-125b, miR-1, miR-10a, miR-10b, miR-23a, miR-23b, miR-26a, miR-26b, miR-29a, miR-29c, miR-30a-5p, miR-30a-3p, miR-30b, miR-30c, miR-30e-3p, miR-99a, miR-99b, miR-100, miR-101, miR-126, miR-127, miR-130a, miR-133b, miR-139, miR-145, miR-140, miR-143, miR-148a, miR-148b, miR-149, miR-152, miR-181d, miR-191, miR-195, miR-196a, miR-196b, miR-197, miR-199a, miR-199b, miR-204, miR-211, miR-214, miR-218, miR-296, miR-324-5p, miR-324-3p, miR-328, miR-335, miR-345, miR-365, miR-374, miR-375, miR-378, miR-383, miR-411, miR-423, miR-451, miR-452, miR-486, miR-487b, miR-497, miR-509, miR-615, let-7a, let-7b, let-7c, let-7d, let-7e, let-7f and let-7g in the cells.
  • 32. A method according to claim 21, wherein the skin cancer is basal cell carcinoma and the method comprises comprising increasing the amount or activity of one or more target miRNAs selected from the group consisting of miR-203, miR-16, miR-15b, miR-200c, miR-1, miR-10a, miR-10b, miR-20b, miR-23a, miR-23b, miR-24, miR-27a, miR-28, miR-30a-3p, miR-30e-3p, miR-95, miR-126, miR-143, miR-148b, miR-149, miR-152, miR-193a, miR-193b, miR-195, miR-196a, miR-199a, miR-199b, miR-204, miR-210, miR-214, miR-221, miR-222, miR-224, miR-335, miR-365, miR-375, miR-382, miR-383, miR-411, miR-425-5p, miR-451, miR-452, miR-486, miR-532, miR-660, let-7a, let-7d, and let-7f in the cells.
  • 33. A method according to claim 22 wherein the expression or activity of the target miRNA is increased by administering to an individual in need thereof a therapeutically effective amount of; (i) the target miRNA or a precursor thereof,(ii) a nucleic acid encoding the target miRNA or a precursor thereof,(iii) an analogue, derivative or modified form of the target miRNA which retains activity.
  • 34-38. (canceled)
  • 39. A method of screening for a compound useful in the treatment of skin cancer comprising; contacting a cell with a test compound and;determining the expression of one or more miRNAs selected from the group consisting of miR-203, miR-21, miR-31, miR-16, miR-15b, miR-125a, miR-125b, miR-200c, miR-1, miR-10a, miR-10b, miR-20b, miR-23a, miR-23b, miR-24, miR-26a, miR-26b, miR-27a, miR-28, miR-29a, miR-29c, miR-30a-5p, miR-30a-3p, miR-30b, miR-30c, miR-30e-5p, miR-30e-3p, miR-95, miR-99a, miR-99b, miR-100, miR-101, miR-126, miR-127, miR-130a, miR-133b, miR-135b, miR-139, miR-145, miR-140, miR-143, miR-148a, miR-148b, miR-149, miR-152, miR-181d, miR-182, miR-191, miR-193a, miR-193b, miR-195, miR-196a, miR-196b, miR-197, miR-199a, miR-199b, miR-204, miR-210, miR-211, miR-214, miR-218, miR-221, miR-222, miR-223, miR-224, miR-296, miR-324-5p, miR-324-3p, miR-328, miR-335, miR-345, miR-365, miR-374, miR-375, miR-378, miR-382, miR-383, miR-411, miR-423, miR-424, miR-425-5p, miR-451, miR-452, miR-486, miR-487b, miR-497, miR-509, miR-514, miR-532, miR-615, miR-660, let-7a, let-7b, let-7c, let-7d, let-7e, let-7f and let-7g relative to controls,wherein an increase or decrease in expression in the presence of the test compound is indicative that the compound is useful in the treatment of an skin cancer.
  • 40. A method according to claim 39 comprising determining the expression of one or more miRNAs selected from the group consisting of hsa-miR-21, hsa-miR-31, hsa-miR-182, hsa-miR-135b, hsa-miR-223, hsa-miR-296, hsa-miR-424 and hsa-miR-514 in the cell, wherein a decrease in expression in the presence of the test compound relative to its absence is indicative that the compound is useful in the treatment of an skin cancer.
  • 41. A method according to claim 39 comprising determining the expression of one or more miRNAs selected from the group consisting of miR-203, miR-16, miR-15b, miR-125a, miR-125b, miR-200c, miR-1, miR-10a, miR-10b, miR-20b, miR-23a, miR-23b, miR-24, miR-26a, miR-26b, miR-27a, miR-28, miR-29a, miR-29c, miR-30a-5p, miR-30a-3p, miR-30b, miR-30c, miR-30e-5p, miR-30e-3p, miR-95, miR-99a, miR-99b, miR-100, miR-101, miR-126, miR-127, miR-130a, miR-133b, miR-139, miR-145, miR-140, miR-143, miR-148a, miR-148b, miR-149, miR-152, miR-181d, miR-191, miR-193a, miR-193b, miR-195, miR-196a, miR-196b, miR-197, miR-199a, miR-199b, miR-204, miR-210, miR-211, miR-214, miR-218, miR-221, miR-222, miR-224, miR-296, miR-324-5p, miR-324-3p, miR-328, miR-335, miR-345, miR-365, miR-374, miR-375, miR-378, miR-382, miR-383, miR-411, miR-423, miR-425-5p, miR-451, miR-452, miR-486, miR-487b, miR-497, miR-509, miR-532, miR-615, miR-660, let-7a, let-7b, let-7c, let-7d, let-7e, let-7f and let-7g, wherein an increase in expression of the one or more miRNAs in the presence of the test compound relative to its absence is indicative that the compound is useful in the treatment of an skin cancer.
  • 42. A method according to claim 39 wherein the skin cancer is squamous cell carcinoma or basal cell carcinoma.
  • 43-49. (canceled)
  • 50. A method according to claim 39 further comprising determining the ability of said test compound to ameliorate the symptoms of a skin cancer in a non-human animal model.
  • 51-53. (canceled)
PCT Information
Filing Document Filing Date Country Kind 371c Date
PCT/IB2009/005946 6/4/2009 WO 00 11/24/2010
Provisional Applications (1)
Number Date Country
61130970 Jun 2008 US