Cargando…
Small RNAs as biomarkers to differentiate benign and malign prostate diseases: An alternative for transrectal punch biopsy of the prostate?
Prostate cancer (PCa) is the most common cancer and the third most frequent cause of male cancer death in Germany. MicroRNAs (miRNA) appear to be involved in the development and progression of PCa. A diagnostic differentiation from benign prostate hyperplasia (BPH) is often only possible through tra...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7990312/ https://www.ncbi.nlm.nih.gov/pubmed/33760831 http://dx.doi.org/10.1371/journal.pone.0247930 |
_version_ | 1783669048899272704 |
---|---|
author | Markert, Lukas Holdmann, Jonas Klinger, Claudia Kaufmann, Michael Schork, Karin Turewicz, Michael Eisenacher, Martin Savelsbergh, Andreas |
author_facet | Markert, Lukas Holdmann, Jonas Klinger, Claudia Kaufmann, Michael Schork, Karin Turewicz, Michael Eisenacher, Martin Savelsbergh, Andreas |
author_sort | Markert, Lukas |
collection | PubMed |
description | Prostate cancer (PCa) is the most common cancer and the third most frequent cause of male cancer death in Germany. MicroRNAs (miRNA) appear to be involved in the development and progression of PCa. A diagnostic differentiation from benign prostate hyperplasia (BPH) is often only possible through transrectal punch biopsy. This procedure is described as painful and carries risks. It was investigated whether urinary miRNAs can be used as biomarkers to differentiate the prostate diseases above. Therefore urine samples from urological patients with BPH (25) or PCa (28) were analysed using Next-Generation Sequencing to detect the expression profile of total and exosomal miRNA/piRNA. 79 miRNAs and 5 piwi-interacting RNAs (piRNAs) were significantly differentially expressed (adjusted p-value < 0.05 and log2-Fc > 1 or < -1). Of these, 6 miRNAs and 2 piRNAs could be statistically validated (AUC on test cohort > = 0.7). In addition, machine-learning algorithms were used to identify a panel of 22 additional miRNAs, whose interaction makes it possible to differentiate the groups as well. There are promising individual candidates for potential use as biomarkers in prostate cancer. The innovative approach of applying machine learning methods to this kind of data could lead to further small RNAs coming into scientific focus, which have so far been neglected. |
format | Online Article Text |
id | pubmed-7990312 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-79903122021-04-05 Small RNAs as biomarkers to differentiate benign and malign prostate diseases: An alternative for transrectal punch biopsy of the prostate? Markert, Lukas Holdmann, Jonas Klinger, Claudia Kaufmann, Michael Schork, Karin Turewicz, Michael Eisenacher, Martin Savelsbergh, Andreas PLoS One Research Article Prostate cancer (PCa) is the most common cancer and the third most frequent cause of male cancer death in Germany. MicroRNAs (miRNA) appear to be involved in the development and progression of PCa. A diagnostic differentiation from benign prostate hyperplasia (BPH) is often only possible through transrectal punch biopsy. This procedure is described as painful and carries risks. It was investigated whether urinary miRNAs can be used as biomarkers to differentiate the prostate diseases above. Therefore urine samples from urological patients with BPH (25) or PCa (28) were analysed using Next-Generation Sequencing to detect the expression profile of total and exosomal miRNA/piRNA. 79 miRNAs and 5 piwi-interacting RNAs (piRNAs) were significantly differentially expressed (adjusted p-value < 0.05 and log2-Fc > 1 or < -1). Of these, 6 miRNAs and 2 piRNAs could be statistically validated (AUC on test cohort > = 0.7). In addition, machine-learning algorithms were used to identify a panel of 22 additional miRNAs, whose interaction makes it possible to differentiate the groups as well. There are promising individual candidates for potential use as biomarkers in prostate cancer. The innovative approach of applying machine learning methods to this kind of data could lead to further small RNAs coming into scientific focus, which have so far been neglected. Public Library of Science 2021-03-24 /pmc/articles/PMC7990312/ /pubmed/33760831 http://dx.doi.org/10.1371/journal.pone.0247930 Text en © 2021 Markert et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Markert, Lukas Holdmann, Jonas Klinger, Claudia Kaufmann, Michael Schork, Karin Turewicz, Michael Eisenacher, Martin Savelsbergh, Andreas Small RNAs as biomarkers to differentiate benign and malign prostate diseases: An alternative for transrectal punch biopsy of the prostate? |
title | Small RNAs as biomarkers to differentiate benign and malign prostate diseases: An alternative for transrectal punch biopsy of the prostate? |
title_full | Small RNAs as biomarkers to differentiate benign and malign prostate diseases: An alternative for transrectal punch biopsy of the prostate? |
title_fullStr | Small RNAs as biomarkers to differentiate benign and malign prostate diseases: An alternative for transrectal punch biopsy of the prostate? |
title_full_unstemmed | Small RNAs as biomarkers to differentiate benign and malign prostate diseases: An alternative for transrectal punch biopsy of the prostate? |
title_short | Small RNAs as biomarkers to differentiate benign and malign prostate diseases: An alternative for transrectal punch biopsy of the prostate? |
title_sort | small rnas as biomarkers to differentiate benign and malign prostate diseases: an alternative for transrectal punch biopsy of the prostate? |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7990312/ https://www.ncbi.nlm.nih.gov/pubmed/33760831 http://dx.doi.org/10.1371/journal.pone.0247930 |
work_keys_str_mv | AT markertlukas smallrnasasbiomarkerstodifferentiatebenignandmalignprostatediseasesanalternativefortransrectalpunchbiopsyoftheprostate AT holdmannjonas smallrnasasbiomarkerstodifferentiatebenignandmalignprostatediseasesanalternativefortransrectalpunchbiopsyoftheprostate AT klingerclaudia smallrnasasbiomarkerstodifferentiatebenignandmalignprostatediseasesanalternativefortransrectalpunchbiopsyoftheprostate AT kaufmannmichael smallrnasasbiomarkerstodifferentiatebenignandmalignprostatediseasesanalternativefortransrectalpunchbiopsyoftheprostate AT schorkkarin smallrnasasbiomarkerstodifferentiatebenignandmalignprostatediseasesanalternativefortransrectalpunchbiopsyoftheprostate AT turewiczmichael smallrnasasbiomarkerstodifferentiatebenignandmalignprostatediseasesanalternativefortransrectalpunchbiopsyoftheprostate AT eisenachermartin smallrnasasbiomarkerstodifferentiatebenignandmalignprostatediseasesanalternativefortransrectalpunchbiopsyoftheprostate AT savelsberghandreas smallrnasasbiomarkerstodifferentiatebenignandmalignprostatediseasesanalternativefortransrectalpunchbiopsyoftheprostate |