Abstract Background miRNAs are considered important players in oncogenesis, serving either as oncomiRs or suppressormiRs. Although the accumulation of somatic alterations is an intrinsic aspect of cancer development and many important cancer-driving mutations have been identified in protein-coding genes, the area of functional somatic mutations in miRNA genes is heavily understudied. Methods Here, based on the analysis of large genomic datasets, mostly the whole-exome sequencing of over 10,000 cancer/normal sample pairs deposited within the TCGA repository, we undertook an analysis of somatic mutations in miRNA genes. Findings We identified and characterized over 10,000 somatic mutations and showed that some of the miRNA genes are overmutated in Pan-Cancer and/or specific cancers. Nonrandom occurrence of the identified mutations was confirmed by a strong association of overmutated miRNA genes with KEGG pathways, most of which were related to specific cancer types or cancer-related processes. Additionally, we showed that mutations in some of the overmutated genes correlate with miRNA expression, cancer staging, and patient survival. Interpretation Our study is the first comprehensive Pan-Cancer study of cancer somatic mutations in miRNA genes. It may help to understand the consequences of mutations in miRNA genes and the identification of miRNA functional mutations. The results may also be the first step (form the basis and provide the resources) in the development of computational and/or statistical approaches/tools dedicated to the identification of cancer-driver miRNA genes. Funding This work was supported by research grants from the Polish National Science Centre 2016/22/A/NZ2/00184 and 2015/17/N/NZ3/03629. Keywords: miRNA, Somatic mutations, Pan-Cancer, TCGA, Non-coding __________________________________________________________________ Research in Context Section. Evidence before this study Cancer genome analyses supported by data generated in large projects such as The Cancer Genome Atlas (TCGA) have led to the identification of hundreds of cancer-driving genes and thousands of cancer-driving mutations in protein-coding regions, which encompass barely 2% of the genome. Some of these genes/mutations, serve as important biomarkers for cancer-targeted therapies. However, very little (close to nothing) is known about genetic alterations in regions that encode non-coding RNAs, including miRNAs that are considered important players in oncogenesis, serving either as oncomiRs or suppressormiRs. Added value of this study With the use of sequencing datasets generated within the large cancer-genome projects, mostly TCGA, we identified and characterized >10,000 miRNA gene mutations in 33 types of cancers. Among the identified variants were mutations in well-known oncomiRs and miRNA suppressors, including let-7, miR-21, and miR-205. We identified and characterized dozens of significantly overmutated miRNA genes and hotspot nucleotide positions that are recurrently mutated in particular cancer types or the overall Pan-Cancer dataset and showed that some of these mutations affect miRNA expression, cancer staging, and patient survival as well as occur more frequently in miRNA genes playing role in cancer. Implication of all the available evidence This is the first comprehensive analysis of somatic mutations in miRNA genes in cancer. It may serve as the first step in the identification of driver mutations in miRNA genes and may help in understanding the role of particular miRNAs in cancer. After further functional validation, some of the mutations may be utilized as cancer biomarkers. Alt-text: Unlabelled box 1. Introduction Cancer encompasses a broad spectrum of heterogeneous diseases whose development (i.e., initiation, promotion, and progression) is associated with the accumulation of numerous genetic alterations in the cancer genome, which is the hallmark of all cancers. Although most of these alterations are neutral, some of the randomly occurring mutations are functional, providing a growth advantage to a neoplastic cell [35][1]. As a result of clonal selection of the fastest dividing cells, functional (driver) mutations often recur in genes playing an important role in cancer development (driver genes) and therefore may serve as indicators of such genes. Numerous large cancer genome sequencing studies (mostly whole-exome sequencing, WES) have been performed, and hundreds of cancer-driving genes and thousands of cancer-driving mutations have been detected. Some of these genes/mutations, e.g., EGFR, BRAF, and JAK2, serve as important biomarkers for cancer-targeted therapies. As the overwhelming majority of the cancer genome studies have focused on protein-coding genes, the most identified cancer-driver mutations are in protein-coding sequences, which encompass barely 2% of the genome. The spectacular exception are TERT promoter mutations, which occur most frequently in melanoma, brain, and bladder cancers but have also been identified in other cancers [36][2], [37][3], [38][4]. On the other hand, a growing body of evidence indicates that miRNAs, a class of short (~21 nt long) single-stranded non-coding RNAs, play an important role in cancer, and it was shown that particular miRNAs can either drive (oncomiRs, often upregulated in cancer) or suppress (suppressormiRs, often downregulated in cancer) oncogenesis. It was also proposed that miRNAs have great potential as cancer biomarkers and/or targets of cancer therapies [39][5], [40][6], [41][7], [42][8]. Among the most intensively studied miRNAs whose function in cancer is best documented are the let-7 family, miR-17-92 cluster (oncomiR-1), miR-21, and miR-205 (reviewed in [43][9]). Although the global level of miRNA is generally downregulated in cancer, many miRNAs are consistently either upregulated or downregulated in particular cancer types or specific cancer conditions. It was also shown that miRNA genes frequently show copy number alterations (either amplification or deletion) in cancer [[44]10,[45]11]. The cancer-related processes that are regulated by miRNAs include cell proliferation, epithelial-mesenchymal transformation (EMT), migration, angiogenesis, inflammation, apoptosis, and response to cancer treatment (reviewed in [46][12], [47][13], [48][14], [49][15]). Despite the great interest in the role of miRNA in cancer, very little (close to nothing) is known about somatic mutations in miRNA genes (defined here as sequences coding for the most crucial part of miRNA precursors) occurring in cancer. Considering subsequent steps of miRNA biogenesis and the mechanism of miRNA posttranscriptional gene regulation, mutations may be expected to affect different attributes of miRNA genes. In addition to the most obvious consequences of mutations in seed sequences that affect the pivotal function of miRNAs, i.e., the ability to recognize and downregulate their specific targets, mutations in any part of the miRNA precursor may affect the effectiveness or precision of miRNA biogenesis by altering/destabilizing the hairpin structure of the miRNA precursor, by altering DROSHA or DICER1 cleavage sites, or by altering protein-interacting or other regulatory sequences/structure motifs [50][16], [51][17], [52][18], [53][19]. Additionally, mutations destabilizing one of the miRNA duplex ends may alter 5p/3p miRNA preference. Despite the scarcity of identified miRNA gene mutations, the individual examples of SNPs, germline or somatic mutations provide proof, at least for some of the scenarios listed above. Examples include (i) the mutation in the seed sequence of miR-204-5p, affecting target recognition, that causes inherited retinal dystrophy [54][20]; (ii) the mutation in the passenger strand of hsa-miR-96 that destabilizes the structure of the miRNA precursor, affects its processing, and decreases the miR-96-5p level, eventually resulting in the same phenotypic effect as mutations in the seed sequence of the guide strand, i.e., nonsyndromic inherited hearing loss [[55]21,[56]22]; (iii) the G>C substitution (SNP rs138166791) in the penultimate position of the 3p passenger strand of hsa-miR-890 that significantly lowers the cleavage efficiency by DROSHA and consequently decreases the levels of both mature miR-890-5p and passenger miR-890-3p [57][23]; (iv) the G>C substitution (SNP rs2910164) located in the 3p passenger strand of hsa-miR-146a that is associated with an increased risk of papillary thyroid carcinoma, where it was shown that the C allele of the SNP alters the structure of the precursor, decreases expression of the mature miRNA and activates the passenger strand, which becomes the second mature miRNA modulating many genes involved in the regulation of apoptosis [58][24]; (v) interesting example is a mutation in the seed sequence of miR-184-3p, causing familial keratoconus, whose effect is not the disruption of miR-184-3p target recognition but the inability to mask overlapping targets for miR-205 in INPPL1 and ITGB4 [59][25]; (vi) mutations in hsa-miR-30c-1 and hsa-miR-17 that affect the precursor structure and thereby increase the levels of mature miRNAs, downregulating BRCA1 in familial breast cancer cases without BRCA1/2 mutations [60][26]; and finally, (vii) two different somatic mutations in the seed sequence of miR-142-3p, found in acute myeloid leukemia (AML) samples, that were shown to decrease miR-142-5p and reverse the miR-5p/3p ratio (in favor of miR-3p) [61][27] (more details and references on mutations in hsa-miR-142 in