+1 Recommend
0 collections
      • Record: found
      • Abstract: found
      • Article: found
      Is Open Access

      Genome-Wide MicroRNA Expression Analysis of Clear Cell Renal Cell Carcinoma by Next Generation Deep Sequencing


      Read this article at

          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.


          MicroRNAs (miRNAs), non-coding RNAs regulating gene expression, are frequently aberrantly expressed in human cancers. Next-generation deep sequencing technology enables genome-wide expression profiling of known miRNAs and discovery of novel miRNAs at unprecedented quantitative and qualitative accuracy. Deep sequencing was performed on 11 fresh frozen clear cell renal cell carcinoma (ccRCC) and adjacent non-tumoral renal cortex (NRC) pairs, 11 additional frozen ccRCC tissues, and 2 ccRCC cell lines (n = 35). The 22 ccRCCs patients belonged to 3 prognostic sub-groups, i.e. those without disease recurrence, with recurrence and with metastatic disease at diagnosis. Thirty-two consecutive samples (16 ccRCC/NRC pairs) were used for stem-loop PCR validation. Novel miRNAs were predicted using 2 distinct bioinformatic pipelines. In total, 463 known miRNAs (expression frequency 1–150,000/million) were identified. We found that 100 miRNA were significantly differentially expressed between ccRCC and NRC. Differential expression of 5 miRNAs was confirmed by stem-loop PCR in the 32 ccRCC/NRC samples. With respect to RCC subgroups, 5 miRNAs discriminated between non-recurrent versus recurrent and metastatic disease, whereas 12 uniquely distinguished non-recurrent versus metastatic disease. Blocking overexpressed miR-210 or miR-27a in cell line SKCR-7 by transfecting specific antagomirs did not result in significant changes in proliferation or apoptosis. Twenty-three previously unknown miRNAs were predicted in silico. Quantitative genome-wide miRNA profiling accurately separated ccRCC from (benign) NRC. Individual differentially expressed miRNAs may potentially serve as diagnostic or prognostic markers or future therapeutic targets in ccRCC. The biological relevance of candidate novel miRNAs is unknown at present.

          Related collections

          Most cited references 24

          • Record: found
          • Abstract: found
          • Article: not found

          Cancer statistics, 2007.

          Each year, the American Cancer Society (ACS) estimates the number of new cancer cases and deaths expected in the United States in the current year and compiles the most recent data on cancer incidence, mortality, and survival based on incidence data from the National Cancer Institute, Centers for Disease Control and Prevention, and the North American Association of Central Cancer Registries and mortality data from the National Center for Health Statistics. This report considers incidence data through 2003 and mortality data through 2004. Incidence and death rates are age-standardized to the 2000 US standard million population. A total of 1,444,920 new cancer cases and 559,650 deaths for cancers are projected to occur in the United States in 2007. Notable trends in cancer incidence and mortality rates include stabilization of the age-standardized, delay-adjusted incidence rates for all cancers combined in men from 1995 through 2003; a continuing increase in the incidence rate by 0.3% per year in women; and a 13.6% total decrease in age-standardized cancer death rates among men and women combined between 1991 and 2004. This report also examines cancer incidence, mortality, and survival by site, sex, race/ethnicity, geographic area, and calendar year, as well as the proportionate contribution of selected sites to the overall trends. While the absolute number of cancer deaths decreased for the second consecutive year in the United States (by more than 3,000 from 2003 to 2004) and much progress has been made in reducing mortality rates and improving survival, cancer still accounts for more deaths than heart disease in persons under age 85 years. Further progress can be accelerated by supporting new discoveries and by applying existing cancer control knowledge across all segments of the population.
            • Record: found
            • Abstract: not found
            • Article: not found

            Controlling the False discovery rate – a practical and powerful approach to multiple testing.

              • Record: found
              • Abstract: found
              • Article: found
              Is Open Access

              Role for miR-204 in human pulmonary arterial hypertension

              Pulmonary arterial hypertension (PAH) is a vascular disease that is largely restricted to small pulmonary arteries (PAs). PAH occurs in rare idiopathic and familial forms, but is more commonly part of a syndrome associated with connective tissue diseases, anorexigen use, HIV, or congenital heart disease. Many abnormalities contribute to this syndrome of obstructed, constricted small PAs. This includes abnormalities in the blood content of some neurotransmitters and cytokines, namely increases in serotonin, IL-6, platelet-derived growth factor (PDGF), and endothelin (Stewart et al., 1991; Christman et al., 1992; Steudel et al., 1997; Perros et al., 2008). The media is also characterized by an increased activation of the nuclear factor of activated T cells (NFAT), leading to increased [Ca2+]i-mediated PA smooth muscle cell (PASMC) proliferation and decreased mitochondrial-dependent apoptosis (Bonnet et al., 2006, 2007b). Finally, the adventitia is infiltrated with inflammatory cells and exhibits metalloprotease activation (Humbert et al., 2004). Despite recent therapeutic advances such as endothelin-1 receptor blockers (e.g., Bosentan; Dupuis and Hoeper, 2008), type 5 phosphodiesterase inhibitors (e.g., sildenafil; Li et al., 2007), or PDGF receptor blockers (e.g., imatinib; Ghofrani et al., 2005), mortality rates remain high (Archer and Rich, 2000). Moreover, the fact that the PAH phenotype is preserved in cultured PASMCs isolated from PAH patients suggests that the PAH phenotype is sustained independently of the circulating growth factors or agonists but requires genetic remodeling processes (Yildiz, 2009; Dumas de la Roque et al., 2010). Over the past 10 yr, genetic research on PAH has led to the discovery of mutations in the BMPR2 (bone morphogenetic receptor-2) gene in at least 50% of familial PAH patients, and its down-regulation is recognized as a hallmark of PAH (Tada et al., 2007; Zakrzewicz et al., 2007). Recently, BMPR2 down-regulation in human PASMCs has been linked to the activation of both the tyrosine kinase Src (Wong et al., 2005) and a STAT3/miR-17-92 microRNA (miRNA) secondary to IL-6 exposure, suggesting the implication of miRNAs in the etiology of PAH (Brock et al., 2009). miRNAs are small noncoding RNAs (21–23 nt) that are now known to be important regulators of gene expression. They form imperfect RNA–RNA duplexes and use their seed region to interact with messenger RNAs (mRNAs), mainly in the 3′ untranslated region (UTR; Khan et al., 2009). This interaction leads to a negative posttranscriptional regulation of the relevant mRNAs. Recently, misexpression of miRNAs has been implicated in many cardiovascular diseases, including pulmonary hypertension (Latronico and Condorelli, 2009; Mishra et al., 2009; Zhang, 2009; Caruso et al., 2010), but their molecular role in these pathologies has not been uncovered yet. RESULTS miR-204 is aberrantly expressed in human PAH-PASMCs To determine whether miRNAs are aberrantly expressed in human PAH, PASMCs were isolated from distal PAs of two nonfamilial PAH patients (two idiopathic PAH [iPAH] patients A and B; based on the World Health Organization [WHO] classification) and two control patients (A and B) and cultured as previously described (passage 3 and less; McMurtry et al., 2005). The expression of 377 different miRNAs was measured. Seven miRNAs were aberrantly expressed in PAH-PASMCs compared with control PASMCs (miR-204, -450a, -145, -302b, -27b, -367, and -138; Fig. S1 A). Among them, only the miR-204 level was down-regulated (Fig. S1 A). miR-204 down-regulation between control versus PAH was confirmed by quantitative RT-PCR (qRT-PCR) in PASMCs isolated from three PAH (all from group 1 based on WHO classification patients A–C) compared with control PASMCs isolated from five control patients (A–E). Note that no significant differences in miR-204 expression was found among the control patients and the PAH patients (Fig. S1 B). Therefore, for the rest of the study, all five control PASMC and the three PAH-PASMC cell lines were used for every cell-based experiment. Interestingly, in retinal epithelial cells and several cancer cells, miR-204 down-regulation has been associated with enhanced cell proliferation and membrane potential depolarization (Lee et al., 2010; Wang et al., 2010), which are both aspects also seen in PAH-PASMCs (Bonnet et al., 2006, 2007b). We recently showed in several cancer cells and PAH-PASMCs (Bonnet et al., 2007a,b) that this pro-proliferative phenotype was associated in part with the activation of the Src–STAT3 (accounting for BMPR2 down-regulation; Wong et al., 2005) and NFAT pathways (Bonnet et al., 2007b). This suggests a putative link between miR-204 down-regulation, NFAT activation, and cell proliferation. Thus, miR-204 is likely implicated in PAH, and a role in the sustainability of the PAH-PASMC pro-proliferative and antiapoptotic phenotype is possible. Therefore, the current study will be focused on the role of miR-204 in the etiology of PAH. Interestingly, using in silico and microarray gene expression analyses, we observed that among the 461 predicted targets of miR-204 (TargetScan 5.1), only 165 were increased by artificial miR-204 inhibition in control human PASMCs (n = 2 patients; Fig. S1 C). In accordance with the pro-proliferative and antiapoptotic phenotypes seen in PAH, several Src–STAT3- and NFAT-related genes were identified (Fig. S1 C). miR-204 expression is decreased in human PAH and correlates with PAH severity To investigate the expression pattern of miR-204 in normal and pulmonary hypertensive lungs, we examined miR-204 expression levels in (a) lung biopsies from 8 individuals with nonfamilial PAH compared with biopsies from 8 individuals without pulmonary hypertension, (b) lungs from 6 mice with hypoxia-induced pulmonary hypertension compared with 5 control littermates, and (c) lungs from 5 rats with monocrotaline (MCT)-induced pulmonary hypertension compared with 10 control littermates (Fig. 1 A). We found decreased levels of miR-204 in human and rodent pulmonary hypertensive lung tissues compared with normotensive lung samples. To characterize whether down-regulated miR-204 levels were specific to the lung in rats with pulmonary hypertension, we compared organ-specific levels of miR-204 between normal and pulmonary hypertensive rats (Fig. 1 B). Even if we were able to detect minimal amounts of miR-204 in most organs, miR-204 levels were only down-regulated in the lung and PAs but not in the aorta, liver, heart, and kidney in rats 3 wk after MCT injection (pulmonary hypertensive rats) compared with non–pulmonary hypertensive rats (Fig. 1 B). Figure 1. Correlation between miR-204 expression and PAH severity. (A) miR-204 is decreased in human, mouse, and rat PAH lungs. qRT-PCR analysis of miR-204 expression in human lungs with PAH (n = 8), mouse lungs with hypoxia-induced pulmonary hypertension (n = 6), and rat lungs with MCT-induced pulmonary hypertension (n = 5) compared with human (n = 8), mouse (n = 10) and rat (n = 5) control (Ctrl) lungs. (B) miR-204 is mainly expressed in the distal PAs. qRT-PCR analysis of miR-204 expression in several rat organs with MCT-induced pulmonary hypertension (n = 5) compared with control rats (n = 5). (C) miR-204 down-regulation correlates with PAH severity. qRT-PCR analysis of miR-204 expression in the lungs from healthy subjects (n = 8) and from patients with varying severity of PAH (n = 3), in mouse lungs with varying severity of hypoxia-induced pulmonary hypertension (n = 3), and in rat lungs with varying severity of MCT-induced pulmonary hypertension (n = 3) compared with control animals (n = 5 for both rats and mice; n = 3 experiments per patient or per animal for each pulmonary vascular resistance [PVR] or mean pulmonary arterial pressure [PAP] listed, and significance is compared with control group). In all experiments, the level of miR-204 is relative to the control RNA U6. Data are expressed as means ± SEM (*, P 25 mmHg). Age- and sex-matched control PASMCs (three males A, B, and C 45, 21, and 64 yr old; and two females D and E 17 and 35 yr old), and PAECs were purchased from Cell Application USA. PASMCs were grown in high-glucose DME supplemented with 10% FBS (Invitrogen) and 1% antibiotic/antimitotic (Invitrogen; Bonnet et al., 2007a). STAT3 and SHP2 were inhibited by a specific siRNA (20 nM for 48 h; Applied Biosystems) as previously described (Bonnet et al., 2007a). NFAT was inhibited by 4 µM VIVIT as previously described (Bonnet et al., 2007b). Control PASMCs were exposed to 30 ng/ml PDGF, 10 nM endothelin-1, 200 nM angiotensin II, or 100 ng/ml TNF (all from EMB Canada). The Src inhibitor PP2 effects were compared with its negative control inhibitor PP3 (4-amino-7-phenylpyrazol [3,4-d] pyrimidine; 10 µM for 48 h). The Ca phosphate transfection method was used to transfect miRIDAN miR-204 mimics (200 nM for 48 h) or miR-204 antagomir (hairpin inhibitor at 200 nM for 48 h). For each experiment, we used a proper control (mimics or hairpin inhibitor negative control #1 from Thermo Fisher Scientific). Dose response, transfection efficiency, and siRNA efficiencies are presented in Fig. S8 C. TaqMan low density arrays (TLDAs). TLDA was performed in four patients, two for each condition, and according to the manufacturer’s protocol (Applied Biosystems). Each sample was analyzed in duplicate. Raw CTs were then normalized using two different normalization procedures, one normalizing relative to U6 small nuclear RNA and the other one relative to the median CT. An empirical Bayesian method within the package limma in Bioconductor was used to identify the significantly modulated miRNAs. miRNAs were required to be significantly modulated for both normalizations. TLDA data have been deposited in GEO DataSets under accession no. GSE21284. DNA microarrays. DNA microarray experiments were performed using the Whole Human Genome microarray kit (Agilent Technologies). The arrays were scanned using a dual-laser DNA microarray scanner (Agilent Technologies), and the data were extracted from images using the Feature Extraction software. For the control versus PAH patient comparison, RNAs extracted from two control patients were hybridized on Cy3, and RNAs extracted from two PAH patients were hybridized on Cy5. For the miR-204 inhibition experiment, RNAs extracted from control PASMCs treated for 48 h with 200 nM miR-204 antagomir (Thermo Fisher Scientific) were hybridized with Cy3, whereas PASMCs treated with antagomir negative were hybridized on Cy5. Data were background subtracted and normalized within the array using the LOESS normalization before significant modulation assessment using the Empirical Bayes method within limma in Bioconductor. Genes listed as targets of miR-204 in TargetScan 5.1 and having a level of expression ≥100 in log2 base and being up-regulated after miR-204 inhibition were considered as miR-204 targets in our model. Microarray data have been deposited in GEO DataSets and are available under accession no. GSE21284. qRT-PCR. To measure miR-204 expression, the mirVana kit (Applied Biosystems) was used to extract total RNA from PAH-PASMCs or control PASMCs. Stem-loop qRT-PCR for mature miRNAs was performed on a real-time PCR system (AB 7900; Applied Biosystems). Regular qRT-PCR was performed as previously described (Bonnet et al., 2007b). ChIP-PCR. In brief, control PASMC asynchronously growing cells were treated with endothelin at 10 nM. Cross-links were generated with 1% formaldehyde, and chromatin was extracted in lysis buffer (50 mM Tris-HCl, pH 8, 10 mM EDTA, 0.2% SDS, and 5 mM Na-butyrate). Chromatin was then sheared by sonication (Bioruptor; Diagenode) on ice to a mean length of 750 bp. After preclearing with a mix of protein A/G–Sepharose beads (4°C for 1 h), 80 µg chromatin was used for immunoprecipitation with appropriate antibodies (10 ml p-Sat3 [Tyr705; 9131; Cell Signaling Technology] and 10 mg normal rabbit IgG [I-1000; Vector Laboratories]) in a total volume of 300 ml. After overnight incubation at 4°C, 25 µl of protein A Dynabeads (Invitrogen) was added and incubated for >1 h. Beads were extensively washed, and immunoprecipitated complexes were eluted in buffer E (50 mM Na bicarbonate and 1% SDS). Cross-links were reversed overnight at 65°C. Samples were treated with proteinase K, and the DNA was extracted using phenol-chloroform. Quantitative real-time PCR was performed using SYBR green I (LightCycler 480; Roche). Enrichment for a specific DNA sequence was calculated using the comparative Ct method. The numbers presented with standard errors are based on two biological repeats (cells/chromatin/immunoprecipitation). Primers used in the PCR reactions (Table S2) were analyzed for specificity, linearity range, and efficiency to accurately evaluate occupancy (percentage of immunoprecipitation/input). Vascular endothelial growth factor (VEGF) primers were used as positive control, whereas OR8J1 primers were used as negative control. Confocal microscopy. NFATc1 and -c2 and STAT3 nuclear translocation assays were performed using antibodies (1:250; Abcam) as previously described (Bonnet et al., 2007b). TMRM, TUNEL, PCNA, and Fluo-3 were measured as previously described (Bonnet et al., 2009; Bonnet et al., 2007b). Transfection and luciferase assay for different 3′ UTR constructions. The 3′ UTRs of each gene of interest were cloned and inserted in the psiCHECK2 plasmid immediately downstream from the stop codon of firefly luciferase. Once ready, cells were transfected with the reporter plasmid with 200 nM of unrelated small RNA duplex (mimic control; Invitrogen), miR-204 mimic (Thermo Fisher Scientific), miR-204 inhibitor (Thermo Fisher Scientific), or with Caenorhabditis elegans miR-67 inhibitor used as control (Thermo Fisher Scientific). Firefly and Renilla luciferase activities were measured consecutively using a dual-luciferase assay 48 h after transfection. The presence of an interaction between miR-204 and target mRNA would reduce the firefly luciferase activity (normalized to Renilla luciferase activity expressed from the psiCHECK2 plasmid). To abrogate miR-204 binding to the SHP2 3′ UTR, point mutations were made into the 3′ UTR sequence that corresponds to the miR-204 binding site in position 2, 4, and 6 from the 5′ end of miR-204, as illustrated in Fig. 4 B. In vivo model rats. Male rats were injected s.c. with a 60-mg/kg MCT solution (Todorovich-Hunter et al., 1988). PAH was assessed by hemodynamic measurements (using Swan-Gan catheters) and echocardiography (using Vevo 2100; VisualSonics), which were performed as previously described (Bonnet et al., 2007b). In vivo, rats with established PAH (measured by Echo-Doppler) were nebulized with miR-204 mimic (mature sequence, 3′-UUCCCUUUGUCAUCCUAUGCCU-5′) or mimic negative (20 µM once a week for 2 wk). Invivofectamine (Invitrogen) was used as transfected agent according to the manufacturer’s instructions. Transfection efficiency and tissue distribution were assessed by qRT-PCR. Tissue distribution was assessed using fluorescent distribution of the commercially available DY547-labeled mimic control (Thermo Fisher Scientific). Chronic hypoxic mice model. Mice were placed for 2–3 wk in normobaric hypoxic chambers maintained with 5.5–liter min−1 flow of hypoxic air (10% O2 and 90% N2). Chambers were opened twice a week for cleaning and replenishment of food and water. Oxygen concentration was continuously monitored with blood gas analyzers. Soda lime was used to lower carbon dioxide concentration. Statistical analysis. Values are expressed as fold change or mean ± SEM. Unpaired Student’s t tests were used for comparisons between two means. For comparisons between more than two means, we used one-way analysis of variance followed by a Dunn’s test. A p-value <0.05 was considered statistically significant (and indicated with asterisks). TLDA and microarray data were analyzed within R (http://www.r-project.org) using the limma package in Bioconductor. Online supplemental material. Fig. S1 shows seven miRNAs that are aberrantly expressed in human PAH-PASMCs compared with control PASMCs. Fig. S2 represents the measurements of miR-204 level in the pulmonary vasculature and buffy coat. Fig. S3 shows that miR-204 down-regulation in PAH-PASMCs promotes the activation of STAT3 and NFAT. Fig. S4 shows that the miR-204 effect is independent of TRPM3 expression. Fig. S5 shows that the miR-204 mimic molecule restores BMPR2 expression in PAH. Fig. S6 shows that a decrease of miR-204 level activates the Src–STAT3 axis and promotes NFAT expression. Fig. S7 shows that miR-204 mimic intratracheal nebulization restores miR-204 expression in distal PAs, which improves the PAAT and decreases right ventricle hypertrophy in the MCT rat model. Fig. S8 shows the validation of miR-204 mimic/antagomir transfection and siRNA effects on PASMCs. Table S1 lists patients providing tissue. Table S2 lists primers used for ChIP–real-time PCR. Online supplemental material is available at http://www.jem.org/cgi/content/full/jem.20101812/DC1.

                Author and article information

                Role: Editor
                PLoS One
                PLoS ONE
                PLoS ONE
                Public Library of Science (San Francisco, USA )
                20 June 2012
                : 7
                : 6
                [1 ]Department of Clinical Oncology, Leiden University Medical Center, Leiden, the Netherlands
                [2 ]Department of Human Genetics, Leiden University Medical Center, Leiden, the Netherlands
                [3 ]Department of Medical Statistics, Leiden University Medical Center, Leiden, the Netherlands
                [4 ]Department of Urology, Catholic University of Leuven, Leuven, Belgium
                [5 ]Department of Pathology, Catholic University of Leuven, Leuven, Belgium
                Baylor College of Medicine, United States of America
                Author notes

                Conceived and designed the experiments: SO YQ. Performed the experiments: YQ. Analyzed the data: YQ HPB JJG. Contributed reagents/materials/analysis tools: JB EL HvP SO. Wrote the paper: YQ SO JB EL HvP.

                Osanto et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
                Page count
                Pages: 11
                Research Article
                Nucleic Acids
                Computational Biology
                Genome Expression Analysis
                Gene Expression
                Genome Expression Analysis
                Cancers and Neoplasms
                Genitourinary Tract Tumors
                Renal Cell Carcinoma
                Renal Cancer



                Comment on this article