Refine
Has Fulltext
- yes (13)
Is part of the Bibliography
- yes (13)
Year of publication
Document Type
- Doctoral Thesis (13)
Language
- English (13) (remove)
Keywords
- miRNS (13) (remove)
Institute
- Graduate School of Life Sciences (9)
- Institut für Virologie und Immunbiologie (1)
- Klinik und Poliklinik für Anästhesiologie (ab 2004) (1)
- Lehrstuhl für Biochemie (1)
- Medizinische Klinik und Poliklinik I (1)
- Neurologische Klinik und Poliklinik (1)
- Rudolf-Virchow-Zentrum (1)
- Theodor-Boveri-Institut für Biowissenschaften (1)
Sonstige beteiligte Institutionen
Atherosclerosis is accepted to be a chronic inflammatory disease of the arterial vessel wall. Several cellular subsets of the immune system are involved in its initiation and progression, such as monocytes, macrophages, T and B cells. Recent research has demonstrated that dendritic cells (DCs) contribute to atherosclerosis, too. DCs are defined by their ability to sense and phagocyte antigens, to migrate and to prime other immune cells, such as T cells. Although all DCs share these functional characteristics, they are heterogeneous with respect to phenotype and origin. Several markers have been used to describe DCs in different lymphoid and non-lymphoid organs; however, none of them has proven to be unambiguous. The expression of surface molecules is highly variable depending on the state of activation and the surrounding tissue. Furthermore, DCs in the aorta or the atherosclerotic plaque can be derived from designated precursor cells or from monocytes. In addition, DCs share both their marker expression and their functional characteristics with other myeloid cells like monocytes and macrophages. The repertoire of aortic DCs in healthy and atherosclerotic mice has just recently started to be explored, but yet there is no systemic study available, which describes the aortic DC compartment. Because it is conceivable that distinct aortic DC subsets exert dedicated functions, a detailed description of vascular DCs is required. The first part of this thesis characterizes DC subsets in healthy and atherosclerotic mice. It describes a previously unrecognized DC subset and also sheds light on the origin of vascular DCs. In recent years, microRNAs (miRNAs) have been demonstrated to regulate several cellular functions, such as apoptosis, differentiation, development or proliferation. Although several cell types have been characterized extensively with regard to the miRNAs involved in their regulation, only few studies are available that focus on the role of miRNAs in DCs. Because an improved understanding of the regulation of DC functions would allow for new therapeutic options, research on miRNAs in DCs is required. The second part of this thesis focuses on the role of the miRNA cluster miR- 17~92 in DCs by exploring its functions in healthy and atherosclerotic mice. This thesis clearly demonstrates for the first time an anti-inflammatory and atheroprotective role for the miR17-92 cluster. A model for its mechanism is suggested.
Cardiovascular disease is the most common mortality risk in the industrialized world. Myocardial infarction (MI) results in the irreversible loss of cardiac muscle, triggering pathophysiological remodelling of the ventricle and development of heart failure. Insufficient myocardial capillary density within the surviving myocardium after MI has been identified as a critical event in this process, although the underlying molecular signalling pathways of cardiac angiogenesis are mechanistically not well understood. The discovery of microRNAs (miRNAs, miRs), small non-coding RNAs with 19-25 nucleotides in length, has introduced a new level of the regulation of cardiac signalling pathways. MiRNAs regulate gene expression post-transcriptionally by binding to their complementary target messenger RNAs (mRNAs) and represent promising therapeutic targets for gene therapy. Here, it is shown that cardiac miR-24 is primarily expressed in cardiac endothelial cells and upregulated following MI in mice and hypoxic conditions in vitro. Enhanced miR-24 expression induces endothelial cell apoptosis and impairs endothelial capillary network formation. These effects on endothelial cell biology are at least in part mediated through targeting of transcription factor GATA2, histone deacetylase H2A.X, p21-activated kinase PAK4 and Ras p21 protein activator RASA1. Mechanistically, target repression abolishes respective and secondary downstream signalling cascades. Here it is shown that endothelial GATA2 is an important mediator of cell cycle, apoptosis and angiogenesis at least in part by regulation of cytoprotective heme oxygenase 1 (HMOX1). Moreover, additional control of endothelial apoptosis is achieved by the direct miR-24 target PAK4. Its kinase function is essential for anti-apoptotic Bad phosphorylation in endothelial cells. In a mouse model of MI, blocking of endothelial miR-24 by systemic administration of a specific antagonist (antagomir) enhances capillary density in the infarcted heart and preserves cardiac function. The current findings indicate miR-24 to act as a critical regulator of endothelial cell apoptosis and angiogenesis. Modulation of miR-24 may be potentially a suitable strategy for therapeutic intervention in the setting of ischemic heart diseases.
Formation oft the central nervous system (CNS) from multipotent neuronal stem cells (NSCs) requires a tightly controlled, step-wise activation of the neuronal gene expression program. Expression of neuronal genes at the transition from neural stem cell to mature neuron (i. e. neuronal cell differentiation) is controlled by the Repressor element 1 (RE1) silencing transcription factor (REST) complex. As a master transcriptional regulator, the REST-complex specifically inhibits expression of neuronal genes in non-neuronal tissues and neuronal progenitor cells. Differentiation of NSCs to mature neurons requires the activation of genes controlled by the REST-complex, but how abrogation of REST-complex mediated repression is achieved during neurogenesis is only poorly understood. MicroRNAs (miRNAs) are a class of small regulatory RNAs that posttranscriptionally control target gene expression. Binding of miRNAs to target sequences in the 3’UTR of mRNAs, leads either to degradation or translational inhibition of the mRNA. Distinct neuronal miRNAs (e.g. miR-124) were shown to modulate REST-complex activity by silencing expression of REST-complex components. Interestingly, these miRNAs are also under transcriptional control of the REST-complex and inactivation of the REST-complex precedes their expression. Hence, additional factors are required for derepression of neuronal genes at the onset of neurogenesis. In this study function of the miR-26 family during neurogenesis of the zebrafish (Danio rerio) was analyzed. Computational target prediction revealed a number of REST-complex components as putative miR-26 targets. One of these predicted target genes, the C-terminal domain small phosphatase 2 (Ctdsp2) was validated as an in vivo target for miR-26b. Ctdsps are important cofactors of REST and suppress neuronal gene expression by dephosphorylating the C-terminal domain (CTD) of RNA polymerase II (Pol II). Interestingly, miR-26b is encoded in an intron of the ctdsp2 primary transcript and is cotranscribed together with its host gene. Hence, miR-26b modulates expression of its host gene ctdsp2 in an intrinsic negative autoregulatory loop. This negative autoregulatory loop is inactive in NSCs because miR-26b biogenesis is inhibited at the precursor level. Generation of mature miR-26b is activated during neurogenesis, where it suppresses Ctdsp2 protein expression and is required for neuronal cell differentiation in vivo. Strikingly, miR-26b is expressed prior to miR-124 during neuronal cell differentiation. Thus, it is reasonable to speculate about a function of miR-26b in early events of neurogenesis. In line with this assumption, knockdown of miR-26b in zebrafish embryos results in downregulation of REST-complex controlled neuronal genes and a block in neuronal cell differentiation, most likely due to aberrant regulation of Ctdsp2 expression. This is evident by reduced numbers of secondary motor neurons compared to control siblings. In contrast, motor neuron progenitor cells and glia cells were not affected by depletion of miR-26b.This study identifies the ctdsp2/miR-26b autoregulatory loop as the first experimentally validated interaction between an intronic miRNA and its host gene transcript. Silencing of ctdsp2 by miR-26b in neurons is possible because biogenesis of the ctdsp2 mRNA and mature mir-26b is uncoupled at the posttranscriptional level. Furthermore the obtained data indicate a cell type specific role for miR-26b in vertebrate neurogenesis and CNS development.
While TGF-β is able to regulate miRNA expression in numerous cell types, TGF-β-dependent changes in the miRNA profile of CD8+ T cells had not been studied before. Considering that TGF-β suppresses CD8+ T cell effector functions in numerous ways, we wondered whether induction of immune-regulatory miRNAs could add to the known transcriptional effects of TGF-β on immune effector molecules. In this study, we used miRNA arrays, deep sequencing and qRT-PCR to identify miRNAs that are modulated by TGF-β in human CD8+ T cells. Having found that the TGF-β-dependent downregulation of NKG2D surface expression in NK cells and CD8+ T cells does not go along with a corresponding reduction in mRNA levels, this pathway appeared to be a possible target of TGF-β-inducible miRNAs. However, this hypothesis could not be confirmed by miRNA reporter assays. Instead, we observed that DAP10 transcription is suppressed by TGF-β which in turn negatively affects NKG2D surface expression. In spite of promising preliminary experiments, technical difficulties associated with the transfection of primary NK cells and NK cell lines unfortunately precluded the final proof of this hypothesis.
Instead, we focused on the TGF-β-induced changes in the miRNome of CD8+ T cells and confirmed the induction of the miR-23a cluster members, namely miR-23a, miR-27a and miR-24 by three different techniques. Searching for potential targets of these miRNAs which could contribute to the immunosuppressive action of TGF-β in T cells, we identified and confirmed a previously unknown regulation of IFN-γ mRNA by miR-27a and miR-24. Newly generated miRNA reporter constructs further revealed that LAMP1 mRNA is a target of miR-23a. Upon modulation of the miR-23a cluster in CD8+ T cells by the respective miRNA antagomirs and mimics, significant changes in IFN-γ expression confirmed the functional relevance of our findings. Effects on CD107a/LAMP1 expression were, in contrast, rather minimal. Still, overexpression of the miR-23a cluster attenuated the cytotoxic activity of antigen-specific CD8+ T cells. Taken together, these functional data reveal that the miR-23a cluster not only is induced by TGF-β, but also exerts a suppressive effect on CD8+ T-cell effector functions, even in the absence of TGF-β signaling.
Dynamic interactions and their changes are at the forefront of current research in bioinformatics and systems biology. This thesis focusses on two particular dynamic aspects of cellular adaptation: miRNA and metabolites.
miRNAs have an established role in hematopoiesis and megakaryocytopoiesis, and platelet miRNAs have potential as tools for understanding basic mechanisms of platelet function. The thesis highlights the possible role of miRNAs in regulating protein translation in platelet lifespan with relevance to platelet apoptosis and identifying involved pathways and potential key regulatory molecules. Furthermore, corresponding miRNA/target mRNAs in murine platelets are identified. Moreover, key miRNAs involved in aortic aneurysm are predicted by similar techniques. The clinical relevance of miRNAs as biomarkers, targets, resulting later translational therapeutics, and tissue specific restrictors of genes expression in cardiovascular diseases is also discussed.
In a second part of thesis we highlight the importance of scientific software solution development in metabolic modelling and how it can be helpful in bioinformatics tool development along with software feature analysis such as performed on metabolic flux analysis applications. We proposed the “Butterfly” approach to implement efficiently scientific software programming. Using this approach, software applications were developed for quantitative Metabolic Flux Analysis and efficient Mass Isotopomer Distribution Analysis (MIDA) in metabolic modelling as well as for data management. “LS-MIDA” allows easy and efficient MIDA analysis and, with a more powerful algorithm and database, the software “Isotopo” allows efficient analysis of metabolic flows, for instance in pathogenic bacteria (Salmonella, Listeria). All three approaches have been published (see Appendices).
microRNAs in chronic pain
(2016)
Chronic pain is a common problem in clinical practice, not well understood clinically, and frequently tough to satisfactorily diagnose. Because the pathophysiology is so complex, finding effective treatments for people with chronic pain has been overall less than successful and typically reduced to an unsatisfactory trial-and-error process, all of which translates into a significant burden to society. Knowledge of the mechanisms underlying the development of chronic pain, and moreover why some patients experience pain and others not, may aid in developing specific treatment regimens. Although nerve injuries are major contributors to pain chronification, they cannot explain the entire phenomenon. Considerable research has underscored the importance of the immune system for the development and maintenance of chronic pain, albeit the exact factors regulating inflammatory reactions remain unclear. Understanding the putative molecular and cellular regulator switches of inflammatory reactions will open novel opportunities for immune modulatory analgesics with putatively higher specificity and less adverse effects. It has become clear that small, non- coding RNA molecules known as microRNAs are in fact potent regulators of many thousands of genes and possibly cross-communicate between cellular pathways in multiple systems acting as so-called “master-switches”. Aberrant expression of miRNAs is now implicated in numerous disorders, including nerve injuries as well as in inflammatory processes. Moreover, compelling evidence supports the idea that miRNAs also regulate pain, and in analogy to the oncology field aid in the differential diagnosis of disease subtypes. In fact, first reports describing characteristic miRNA expression profiles in blood or cerebrospinal fluid of patients with distinct pain conditions are starting to emerge, however evidence linking specific miRNA expression profiles to specific pain disorders is still insufficient. The present thesis aimed at first, identifying specific miRNA signatures in two distinct chronic pain conditions, namely peripheral neuropathies of different etiologies and fibromyalgia syndrome. Second, it aimed at identifying miRNA profiles to better understand potential factors that differentiate painful from painless neuropathies and third, study the mechanistic role of miRNAs in the pathophysiology of pain, to pave the way for new druggable targets.
Three studies were conducted in order to identify miRNA expression signatures that are characteristic for the given chronic pain disorder. The first study measured expression of miR-21, miR-146a and miR-155 in white blood cells, skin and nerve biopsies of patients with peripheral neuropathies. It shows that peripheral neuropathies of different etiologies are associated with increased peripheral miR-21 and miR-146a, but decreased miR-155 expression. More importantly, it was shown that painful neuropathies have increased sural nerve miR-21 and miR-155 expression, but reduced miR-146a and miR-155 expression in distal skin of painful neuropathies. These results point towards the potential use of miRNAs profiles to stratify painful neuropathies. The seconds study extends these findings and first analyzed the role of miR-132-3p in patients and subsequently in an animal model of neuropathic pain. Interestingly, miR-132-3p was upregulated in white blood cells and sural nerve biopsies of patients with painful neuropathies and in animals after spared nerve injury. Pharmacologically modulating the expression of miR-132-3p dose-dependently reversed pain behavior and pain aversion, indicating the pro-nociceptive effect of miR-132-3p in chronic pain. This study thus demonstrates the potential analgesic impact by modulating miRNA expression. Fibromyalgia is associated with chronic widespread pain and, at least in a subgroup, impairment in small nerve fiber morphology and function. Interestingly, the disease probably comprises subgroups with different underlying pathomechanisms. In accordance with this notion, the third study shows that fibromyalgia is associated with both aberrant white blood cell and cutaneous miRNA expression. Being the first of its kind, this study identified miR-let-7d and its downstream target IGF-1R as potential culprit for impaired small nerve fiber homeostasis in a subset of patients with decreased intra-epidermal nerve fiber density. The work presented in this thesis is a substantial contribution towards the goal of better characterizing chronic pain based on miRNA expression signatures and thus pave the way for new druggable targets.
Wilms tumor (WT) or nephroblastoma is the most common kidney tumor in childhood. Several genetic alterations have been identified in WT over the past years. However, a clear-cut underlying genetic defect has remained elusive. Growing evidence suggests that miRNA processing genes play a major role in the formation of pediatric tumors, including WT.
We and others have identified the microprocessor genes DROSHA and DGCR8 as key players in Wilms tumorigenesis. Exome sequence analysis of a cohort of blastemal-type WTs revealed the recurrent hotspot mutations DROSHA E1147K and DGCR8 E518K mapping to regions important for catalyic activity and RNA-binding. These alterations were expected to affect processing of miRNA precursors, ultimately leading to altered miRNA expression. Indeed, mutated tumor samples were characterized by distinct miRNA patterns. Notably, these mutations have been observed almost exclusively in WT, suggesting that they play a specific role in WT formation.
The aim of the present work was to first examine the mutation frequency of DROSHA E1147K and DGCR8 E518K in a larger cohort of WTs, and to further characterize these microprocessor gene mutations as potential oncogenic drivers for WT formation.
Screening of additional 700 WT samples by allele-specific PCR revealed a high frequency of DROSHA E1147K and DGCR8 E518K mutations, with the highest incidence found in tumors of high-risk histology. DROSHA E1147K was heterozygously expressed in all cases, which strongly implies a dominant negative effect. In contrast, DGCR8 E518K exclusively exhibited homozygous expression, suggestive for the mutation to act recessive.
To functionally assess the mutations of the microprocessor complex in vitro, I generated stable HEK293T cell lines with inducible overexpression of DROSHA E1147K, and stable mouse embryonic stem cell (mESC) lines with inducible overexpression of DGCR8 E518K. To mimic the homozygous expression observed in WT, DGCR8 mESC lines were generated on a DGCR8 knockout background. Inducible overexpression of wild-type or mutant DROSHA in HEK293T cells showed that DROSHA E1147K leads to a global downregulation of miRNA expression. It has previously been shown that the knockout of DGCR8 in mESCs also results in a significant downregulation of canonical miRNAs. Inducible overexpression of wild type DGCR8 rescued this processing defect. DGCR8 E518K on the other hand, only led to a partial rescue. Differentially expressed miRNAs comprised members of the ESC cell cycle (ESCC) and let-7 miRNA families whose antagonism is known to play a pivotal role in the regulation of stem cell properties. Along with altered miRNA expression, DGCR8-E518K mESCs exhibited alterations in target gene expression potentially affecting various biological processes.
We could observe decreased proliferation rates, most likely due to reduced cell viability. DGCR8-E518K seemed to be able to overcome the block of G1-S transition and to rescue the cell cycle defect in DGCR8-KO mESCs, albeit not to the full extent like DGCR8-wild-type. Moreover, DGCR8-E518K appeared to be unable to completely block epithelial-to-mesenchymal transition (EMT). Embryoid bodies (EBs) with the E518K mutation, however, were still able to silence the self-renewal program rescuing the differentiation defect in DGCR8-KO mESCs.
Taken together, I could show that DROSHA E1147K and DGCR8 E518K are frequent events in WT with the highest incidence in high-risk tumor entities. Either mutation led to altered miRNA expression in vitro confirming our previous findings in tumor samples. While the DROSHA E1147K mutation resulted in a global downregulation of canonical miRNAs, DGCR8 E518K was able to retain significant activity of the microprocessor complex, suggesting that partial reduction of activity or altered specificity may be critical in Wilms tumorigenesis.
Despite the significant differences found in the miRNA and mRNA profiles of DGCR8 E518K and DGCR8-wild-type mESCs, functional analysis showed that DGCR8 E518K could mostly restore important cellular functions in the knockout and only slightly differed from the wild-type situation. Further studies in a rather physiological environment, such as in a WT blastemal model system, may additionally help to better assess the subtle differences between DGCR8 E518K and DGCR8 wild-type observed in our mESC lines. Together with our findings, these model systems may thus contribute to better understand the role of these microprocessor mutations in the formation of WT.
Neuropathic pain, caused by neuronal damage, is a severely impairing mostly chronic condition. Its underlying molecular mechanisms have not yet been thoroughly understood in their variety. In this doctoral thesis, I investigated the role of microRNAs (miRNAs) in a murine model of peripheral neuropathic pain. MiRNAs are small, non-coding RNAs known to play a crucial role in post-transcriptional gene regulation, mainly in cell proliferation and differentiation. Initially, expression patterns in affected dorsal root ganglia (DRG) at different time points after setting a peripheral nerve lesion were studied. DRG showed an increasingly differential expression pattern over the course of one week. Interestingly, a similar effect, albeit to a smaller extent, was observed in corresponding contralateral ganglia. Five miRNA (miR-124, miR-137, miR-183, miR-27b, and miR-505) were further analysed. qPCR, in situ hybridization, and bioinformatical analysis point towards a role for miR-137 and -183 in neuropathic pain as both were downregulated. Furthermore, miR-137 is shown to be specific for non-peptidergic non-myelinated nociceptors (C fibres) in DRG. As the ganglia consist of highly heterocellular tissue, I also developed a neuron-specific approach. Primarily damaged neurons were separated from intact adjacent neurons using fluorescence-activated cell-sorting and their gene expression pattern was analysed using a microarray. Thereby, not only were information obtained about mRNA expression in both groups but, by bioinformatical tools, also inferences on miRNA involvement. The general expression pattern was consistent with previous findings. Still, several genes were found differentially expressed that had not been described in this context before. Among these are corticoliberin or cation-regulating proteins like Otopetrin1. Bioinformatical data conformed, in part, to results from whole DRG, e.g. they implied a down-regulation of miR-124, -137, and -183. However, these results were not significant.
In summary, I found that a) miRNA expression in DRG is influenced by nerve lesions typical of neuropathic pain and that b) these changes develop simultaneously to over-expression of galanin, a marker for neuronal damage. Furthermore, several miRNAs (miR-183, -137) exhibit distinct expression patterns in whole-DRG as well as in neuron-specific approaches. Therefore, further investigation of their possible role in initiation and maintenance of neuropathic pain seems promising.
Finally, the differential expression of genes like Corticoliberin or Otopetrin 1, previously not described in neuropathic pain, has already resulted in follow-up projects.
Gene expression in eukaryotic cells is regulated by the combinatorial action of numerous gene-regulatory factors, among which microRNAs (miRNAs) play a fundamental role at the post-transcriptional level. miRNAs are single-stranded, small non-coding RNA molecules that emerge in a cascade-like fashion via the generation of primary and precursor miRNAs. Mature miRNAs become functional when incorporated into the RNA induced silencing complex (RISC). miRNAs guide RISCs to target mRNAs in a sequence-specific fashion. To this end, base-pairs are usually formed between the miRNA seed region, spanning nucleotide positions 2 to 8 (from the 5' end) and the 3'UTR of the target mRNA. Once miRNA-mRNA interaction is established, RISC represses translation and occasionally induces direct or indirect target mRNA degradation. Interestingly, miRNAs are expressed not only in every multicellular organism but are also encoded by several viruses, predominately by herpesviruses. By controlling both, cellular as well as viral mRNA transcripts, virus-encoded miRNAs confer many beneficial effects on viral growth and persistence. Murine cytomegalovirus (MCMV) is a ß-herpesvirus and so far, 29 mature MCMV-encoded miRNAs have been identified during lytic infection. Computational analysis of previously conducted photoactivated ribonucleotide-enhanced individual nucleotide resolution crosslinking immunoprecipitation (PAR-iCLIP) experiments identified a read cluster within the 3' untranslated region (3'UTR) of the immediate early 3 (IE3) transcript in MCMV. Based on miRNA target predictions, two highly abundant MCMV miRNAs, namely miR-m01-2-3p and miR-M23-2-3p were found to potentially bind to two closely positioned target sites within the IE3 PAR-iCLIP peak. To confirm this hypothesis, we performed luciferase assays and showed that activity values of a luciferase fused with the 3'UTR of IE3 were downregulated in the presence of miR-m01- 2 and miR-M23-2. In a second step, we investigated the effect of pre-expression of miR-m01-2 and miR-M23-2 on the induction of virus replication. After optimizing the transfection procedure by comparing different reagents and conditions, plaque formation was monitored. We could demonstrate that the replication cycle of the wild-type but not of our MCMV mutant that harbored point mutations in both miRNA binding sites within the IE3-3'UTR, was significantly delayed in the presence of miR-m01-2 and miR-M23-2. This confirmed that miR-m01-2 and miR-M23-2 functionally target the major transcription factor IE3 which acts as an indispensable regulator of viral gene expression during MCMV lytic infection. Repression of the major immediate early genes by viral miRNAs is a conserved feature of cytomegaloviruses. The functional role of this type of regulation can now be studied in the MCMV mouse model.
mRNA is co- or post-transcriptionally processed from a precursor mRNA to a mature mRNA. In addition to 5'capping and splicing, these modifications also include polyadenylation, the addition of a polyA tail to the 3'end of the mRNA. In recent years, alternative polyadenylation in particular has increasingly been taken into account as a mechanism for regulating gene expression. It is assumed that approximately 70-75 % of human protein coding genes contain alternative polyadenylation signals, which are often located within intronic sequences of protein-coding genes. The use of such polyadenylation signals leads to shortened mRNA transcripts and thus to the generation of C-terminal shortened protein isoforms.
Interestingly, the majority of microRNAs, small non-coding RNAs that play an essential role in post-transcriptional gene regulation, are also encoded in intronic sequences of protein-coding genes and are co-transcriptionally expressed with their host genes. The biogenesis of microRNA has been well studied and is well known, but mechanisms that may influence the expression regulation of mature microRNAs are just poorly understood.
In the presented work, I aimed to investigate the influence of alternative intronic polyadenylation on the biogenesis of microRNAs. The human ion channel TRPM1 could already be associated with melanoma pathogenesis and truncated isoforms of this protein have already been described in literature. In addition, TRPM1 harbors a microRNA, miR211, in its sixth intron, which is assumed to act as a tumor suppressor. Since both, TRPM1 and miR211 have already been associated with melanoma pathogenesis, the shift towards truncated transcripts during the development of various cancers is already known and it has been shown that certain microRNAs play a crucial role in the development and progression of melanoma, melanoma cell lines were used as an in vitro model for these investigations.