Non‑invasive prostate cancer detection by measuring miRNA variants (isomiRs) in urine extracellular vesicles
In many cancer types, the expression and function of ~22 nucleotide-long microRNAs (miRNA) is deregulated. Mature miRNAs can be stably detected in extracellular vesicles (EVs) in biofluids, therefore they are considered to have great potential as biomarkers. In the present study, we investigated whe...
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creator | Koppers-Lalic, Danijela Hackenberg, Michael de Menezes, Renee Misovic, Branislav Wachalska, Magda Geldof, Albert Zini, Nicoletta de Reijke, Theo Wurdinger, Thomas Vis, Andre van Moorselaar, Jeroen Pegtel, Michiel Bijnsdorp, Irene |
description | In many cancer types, the expression and function of ~22 nucleotide-long microRNAs (miRNA) is deregulated. Mature miRNAs can be stably detected in extracellular vesicles (EVs) in biofluids, therefore they are considered to have great potential as biomarkers. In the present study, we investigated whether miRNAs have a distinct expression pattern in urine-EVs of prostate cancer (PCa) patients compared to control males. By next generation sequencing, we determined the miRNA expression in a discovery cohort of 4 control men and 9 PCa patients. miRNAs were validated by using a stemloop RT-PCR in an independent cohort of 74 patients (26 control and 48 PCa-patients). Whereas standard mapping protocols identified > 10 PCa associated miRNAs in urinary EVs, miR-21, miR-375 and miR-204 failed to robustly discriminate for disease in a validation study with RT-PCR-detection of mature miRNA sequences. In contrast, we observed that miRNA isoforms (isomiRs) with 3' end modifications were highly discriminatory between samples from control men and PCa patients. Highly differentially expressed isomiRs of miR-21, miR-204 and miR-375 were subsequently validated in an independent group of 74 patients. Receiver-operating characteristic analysis was performed to evaluate the diagnostic performance of three isomiRs, resulting in a 72.9% sensitivity with a high (88%) specificity and an area under the curve (AUC) of 0.866. In comparison, prostate specific antigen had an AUC of 0.707 and measuring the mature form of these miRNAs yielded a lower 70.8% sensitivity and 72% specificity (AUC 0.766). We propose that isomiRs may carry discriminatory information which is useful to generate stronger biomarkers. |
doi_str_mv | 10.18632/oncotarget.8124 |
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Mature miRNAs can be stably detected in extracellular vesicles (EVs) in biofluids, therefore they are considered to have great potential as biomarkers. In the present study, we investigated whether miRNAs have a distinct expression pattern in urine-EVs of prostate cancer (PCa) patients compared to control males. By next generation sequencing, we determined the miRNA expression in a discovery cohort of 4 control men and 9 PCa patients. miRNAs were validated by using a stemloop RT-PCR in an independent cohort of 74 patients (26 control and 48 PCa-patients). Whereas standard mapping protocols identified > 10 PCa associated miRNAs in urinary EVs, miR-21, miR-375 and miR-204 failed to robustly discriminate for disease in a validation study with RT-PCR-detection of mature miRNA sequences. In contrast, we observed that miRNA isoforms (isomiRs) with 3' end modifications were highly discriminatory between samples from control men and PCa patients. Highly differentially expressed isomiRs of miR-21, miR-204 and miR-375 were subsequently validated in an independent group of 74 patients. Receiver-operating characteristic analysis was performed to evaluate the diagnostic performance of three isomiRs, resulting in a 72.9% sensitivity with a high (88%) specificity and an area under the curve (AUC) of 0.866. In comparison, prostate specific antigen had an AUC of 0.707 and measuring the mature form of these miRNAs yielded a lower 70.8% sensitivity and 72% specificity (AUC 0.766). We propose that isomiRs may carry discriminatory information which is useful to generate stronger biomarkers.</description><identifier>ISSN: 1949-2553</identifier><identifier>EISSN: 1949-2553</identifier><identifier>DOI: 10.18632/oncotarget.8124</identifier><identifier>PMID: 26992225</identifier><language>eng</language><publisher>United States: Impact Journals LLC</publisher><subject>Aged ; Aged, 80 and over ; Area Under Curve ; Biomarkers, Tumor - genetics ; Biomarkers, Tumor - urine ; Extracellular Vesicles - genetics ; High-Throughput Nucleotide Sequencing ; Humans ; Male ; MicroRNAs - genetics ; MicroRNAs - urine ; Middle Aged ; Prostatic Neoplasms - urine ; Protein Isoforms - genetics ; Research Paper ; ROC Curve ; Sensitivity and Specificity</subject><ispartof>Oncotarget, 2016-04, Vol.7 (16), p.22566-22578</ispartof><rights>Copyright: © 2016 Koppers-Lalic et al. 2016</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c462t-5f23b3837cee0a6d35da5311141ef173b2147feba9484db615b178f477bb7bd73</citedby><cites>FETCH-LOGICAL-c462t-5f23b3837cee0a6d35da5311141ef173b2147feba9484db615b178f477bb7bd73</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5008382/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5008382/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,881,27901,27902,53766,53768</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/26992225$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Koppers-Lalic, Danijela</creatorcontrib><creatorcontrib>Hackenberg, Michael</creatorcontrib><creatorcontrib>de Menezes, Renee</creatorcontrib><creatorcontrib>Misovic, Branislav</creatorcontrib><creatorcontrib>Wachalska, Magda</creatorcontrib><creatorcontrib>Geldof, Albert</creatorcontrib><creatorcontrib>Zini, Nicoletta</creatorcontrib><creatorcontrib>de Reijke, Theo</creatorcontrib><creatorcontrib>Wurdinger, Thomas</creatorcontrib><creatorcontrib>Vis, Andre</creatorcontrib><creatorcontrib>van Moorselaar, Jeroen</creatorcontrib><creatorcontrib>Pegtel, Michiel</creatorcontrib><creatorcontrib>Bijnsdorp, Irene</creatorcontrib><title>Non‑invasive prostate cancer detection by measuring miRNA variants (isomiRs) in urine extracellular vesicles</title><title>Oncotarget</title><addtitle>Oncotarget</addtitle><description>In many cancer types, the expression and function of ~22 nucleotide-long microRNAs (miRNA) is deregulated. Mature miRNAs can be stably detected in extracellular vesicles (EVs) in biofluids, therefore they are considered to have great potential as biomarkers. In the present study, we investigated whether miRNAs have a distinct expression pattern in urine-EVs of prostate cancer (PCa) patients compared to control males. By next generation sequencing, we determined the miRNA expression in a discovery cohort of 4 control men and 9 PCa patients. miRNAs were validated by using a stemloop RT-PCR in an independent cohort of 74 patients (26 control and 48 PCa-patients). Whereas standard mapping protocols identified > 10 PCa associated miRNAs in urinary EVs, miR-21, miR-375 and miR-204 failed to robustly discriminate for disease in a validation study with RT-PCR-detection of mature miRNA sequences. In contrast, we observed that miRNA isoforms (isomiRs) with 3' end modifications were highly discriminatory between samples from control men and PCa patients. Highly differentially expressed isomiRs of miR-21, miR-204 and miR-375 were subsequently validated in an independent group of 74 patients. Receiver-operating characteristic analysis was performed to evaluate the diagnostic performance of three isomiRs, resulting in a 72.9% sensitivity with a high (88%) specificity and an area under the curve (AUC) of 0.866. In comparison, prostate specific antigen had an AUC of 0.707 and measuring the mature form of these miRNAs yielded a lower 70.8% sensitivity and 72% specificity (AUC 0.766). We propose that isomiRs may carry discriminatory information which is useful to generate stronger biomarkers.</description><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Area Under Curve</subject><subject>Biomarkers, Tumor - genetics</subject><subject>Biomarkers, Tumor - urine</subject><subject>Extracellular Vesicles - genetics</subject><subject>High-Throughput Nucleotide Sequencing</subject><subject>Humans</subject><subject>Male</subject><subject>MicroRNAs - genetics</subject><subject>MicroRNAs - urine</subject><subject>Middle Aged</subject><subject>Prostatic Neoplasms - urine</subject><subject>Protein Isoforms - genetics</subject><subject>Research Paper</subject><subject>ROC Curve</subject><subject>Sensitivity and Specificity</subject><issn>1949-2553</issn><issn>1949-2553</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpVkE1LAzEQhoMoVrR3T5KjHlo3X5vdiyDiFxQF0fOSZGdrZJuUJF305l_wL_pL3FqtdS4zzMz7zvAgdEiyMSlyRk-9Mz6pMIU0LgjlW2iPlLwcUSHY9kY9QMMYX7I-BJcFLXfRgOZlSSkVe8jdeff5_mFdp6LtAM-Dj0klwEY5AwHXkMAk6x3Wb3gGKi6CdVM8sw9357hTwSqXIj620feteIKtw8sNwPCagjLQtotWBdxBtKaFeIB2GtVGGP7kffR0dfl4cTOa3F_fXpxPRobnNI1EQ5lmBZMGIFN5zUStBCOEcAINkUxTwmUDWpW84LXOidBEFg2XUmupa8n20dnKd77QM6gNuP6btpoHO1PhrfLKVv8nzj5XU99VIssKVtDeIFsZmB5IDNCstSSrvvFXf_irJf5ecrR5cy34hc2-AA55iEo</recordid><startdate>20160419</startdate><enddate>20160419</enddate><creator>Koppers-Lalic, Danijela</creator><creator>Hackenberg, Michael</creator><creator>de Menezes, Renee</creator><creator>Misovic, Branislav</creator><creator>Wachalska, Magda</creator><creator>Geldof, Albert</creator><creator>Zini, Nicoletta</creator><creator>de Reijke, Theo</creator><creator>Wurdinger, Thomas</creator><creator>Vis, Andre</creator><creator>van Moorselaar, Jeroen</creator><creator>Pegtel, Michiel</creator><creator>Bijnsdorp, Irene</creator><general>Impact Journals LLC</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>5PM</scope></search><sort><creationdate>20160419</creationdate><title>Non‑invasive prostate cancer detection by measuring miRNA variants (isomiRs) in urine extracellular vesicles</title><author>Koppers-Lalic, Danijela ; Hackenberg, Michael ; de Menezes, Renee ; Misovic, Branislav ; Wachalska, Magda ; Geldof, Albert ; Zini, Nicoletta ; de Reijke, Theo ; Wurdinger, Thomas ; Vis, Andre ; van Moorselaar, Jeroen ; Pegtel, Michiel ; Bijnsdorp, Irene</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c462t-5f23b3837cee0a6d35da5311141ef173b2147feba9484db615b178f477bb7bd73</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Area Under Curve</topic><topic>Biomarkers, Tumor - genetics</topic><topic>Biomarkers, Tumor - urine</topic><topic>Extracellular Vesicles - genetics</topic><topic>High-Throughput Nucleotide Sequencing</topic><topic>Humans</topic><topic>Male</topic><topic>MicroRNAs - genetics</topic><topic>MicroRNAs - urine</topic><topic>Middle Aged</topic><topic>Prostatic Neoplasms - urine</topic><topic>Protein Isoforms - genetics</topic><topic>Research Paper</topic><topic>ROC Curve</topic><topic>Sensitivity and Specificity</topic><toplevel>online_resources</toplevel><creatorcontrib>Koppers-Lalic, Danijela</creatorcontrib><creatorcontrib>Hackenberg, Michael</creatorcontrib><creatorcontrib>de Menezes, Renee</creatorcontrib><creatorcontrib>Misovic, Branislav</creatorcontrib><creatorcontrib>Wachalska, Magda</creatorcontrib><creatorcontrib>Geldof, Albert</creatorcontrib><creatorcontrib>Zini, Nicoletta</creatorcontrib><creatorcontrib>de Reijke, Theo</creatorcontrib><creatorcontrib>Wurdinger, Thomas</creatorcontrib><creatorcontrib>Vis, Andre</creatorcontrib><creatorcontrib>van Moorselaar, Jeroen</creatorcontrib><creatorcontrib>Pegtel, Michiel</creatorcontrib><creatorcontrib>Bijnsdorp, Irene</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Oncotarget</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Koppers-Lalic, Danijela</au><au>Hackenberg, Michael</au><au>de Menezes, Renee</au><au>Misovic, Branislav</au><au>Wachalska, Magda</au><au>Geldof, Albert</au><au>Zini, Nicoletta</au><au>de Reijke, Theo</au><au>Wurdinger, Thomas</au><au>Vis, Andre</au><au>van Moorselaar, Jeroen</au><au>Pegtel, Michiel</au><au>Bijnsdorp, Irene</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Non‑invasive prostate cancer detection by measuring miRNA variants (isomiRs) in urine extracellular vesicles</atitle><jtitle>Oncotarget</jtitle><addtitle>Oncotarget</addtitle><date>2016-04-19</date><risdate>2016</risdate><volume>7</volume><issue>16</issue><spage>22566</spage><epage>22578</epage><pages>22566-22578</pages><issn>1949-2553</issn><eissn>1949-2553</eissn><abstract>In many cancer types, the expression and function of ~22 nucleotide-long microRNAs (miRNA) is deregulated. Mature miRNAs can be stably detected in extracellular vesicles (EVs) in biofluids, therefore they are considered to have great potential as biomarkers. In the present study, we investigated whether miRNAs have a distinct expression pattern in urine-EVs of prostate cancer (PCa) patients compared to control males. By next generation sequencing, we determined the miRNA expression in a discovery cohort of 4 control men and 9 PCa patients. miRNAs were validated by using a stemloop RT-PCR in an independent cohort of 74 patients (26 control and 48 PCa-patients). Whereas standard mapping protocols identified > 10 PCa associated miRNAs in urinary EVs, miR-21, miR-375 and miR-204 failed to robustly discriminate for disease in a validation study with RT-PCR-detection of mature miRNA sequences. In contrast, we observed that miRNA isoforms (isomiRs) with 3' end modifications were highly discriminatory between samples from control men and PCa patients. Highly differentially expressed isomiRs of miR-21, miR-204 and miR-375 were subsequently validated in an independent group of 74 patients. Receiver-operating characteristic analysis was performed to evaluate the diagnostic performance of three isomiRs, resulting in a 72.9% sensitivity with a high (88%) specificity and an area under the curve (AUC) of 0.866. In comparison, prostate specific antigen had an AUC of 0.707 and measuring the mature form of these miRNAs yielded a lower 70.8% sensitivity and 72% specificity (AUC 0.766). We propose that isomiRs may carry discriminatory information which is useful to generate stronger biomarkers.</abstract><cop>United States</cop><pub>Impact Journals LLC</pub><pmid>26992225</pmid><doi>10.18632/oncotarget.8124</doi><tpages>13</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Aged Aged, 80 and over Area Under Curve Biomarkers, Tumor - genetics Biomarkers, Tumor - urine Extracellular Vesicles - genetics High-Throughput Nucleotide Sequencing Humans Male MicroRNAs - genetics MicroRNAs - urine Middle Aged Prostatic Neoplasms - urine Protein Isoforms - genetics Research Paper ROC Curve Sensitivity and Specificity |
title | Non‑invasive prostate cancer detection by measuring miRNA variants (isomiRs) in urine extracellular vesicles |
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