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A Novel MiRNA-Based Predictive Model for Biochemical Failure Following Post-Prostatectomy Salvage Radiation Therapy
PURPOSE: To develop a microRNA (miRNA)-based predictive model for prostate cancer patients of 1) time to biochemical recurrence after radical prostatectomy and 2) biochemical recurrence after salvage radiation therapy following documented biochemical disease progression post-radical prostatectomy. M...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4356539/ https://www.ncbi.nlm.nih.gov/pubmed/25760964 http://dx.doi.org/10.1371/journal.pone.0118745 |
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author | Bell, Erica Hlavin Kirste, Simon Fleming, Jessica L. Stegmaier, Petra Drendel, Vanessa Mo, Xiaokui Ling, Stella Fabian, Denise Manring, Isabel Jilg, Cordula A. Schultze-Seemann, Wolfgang McNulty, Maureen Zynger, Debra L. Martin, Douglas White, Julia Werner, Martin Grosu, Anca L. Chakravarti, Arnab |
author_facet | Bell, Erica Hlavin Kirste, Simon Fleming, Jessica L. Stegmaier, Petra Drendel, Vanessa Mo, Xiaokui Ling, Stella Fabian, Denise Manring, Isabel Jilg, Cordula A. Schultze-Seemann, Wolfgang McNulty, Maureen Zynger, Debra L. Martin, Douglas White, Julia Werner, Martin Grosu, Anca L. Chakravarti, Arnab |
author_sort | Bell, Erica Hlavin |
collection | PubMed |
description | PURPOSE: To develop a microRNA (miRNA)-based predictive model for prostate cancer patients of 1) time to biochemical recurrence after radical prostatectomy and 2) biochemical recurrence after salvage radiation therapy following documented biochemical disease progression post-radical prostatectomy. METHODS: Forty three patients who had undergone salvage radiation therapy following biochemical failure after radical prostatectomy with greater than 4 years of follow-up data were identified. Formalin-fixed, paraffin-embedded tissue blocks were collected for all patients and total RNA was isolated from 1mm cores enriched for tumor (>70%). Eight hundred miRNAs were analyzed simultaneously using the nCounter human miRNA v2 assay (NanoString Technologies; Seattle, WA). Univariate and multivariate Cox proportion hazards regression models as well as receiver operating characteristics were used to identify statistically significant miRNAs that were predictive of biochemical recurrence. RESULTS: Eighty eight miRNAs were identified to be significantly (p<0.05) associated with biochemical failure post-prostatectomy by multivariate analysis and clustered into two groups that correlated with early (≤ 36 months) versus late recurrence (>36 months). Nine miRNAs were identified to be significantly (p<0.05) associated by multivariate analysis with biochemical failure after salvage radiation therapy. A new predictive model for biochemical recurrence after salvage radiation therapy was developed; this model consisted of miR-4516 and miR-601 together with, Gleason score, and lymph node status. The area under the ROC curve (AUC) was improved to 0.83 compared to that of 0.66 for Gleason score and lymph node status alone. CONCLUSION: miRNA signatures can distinguish patients who fail soon after radical prostatectomy versus late failures, giving insight into which patients may need adjuvant therapy. Notably, two novel miRNAs (miR-4516 and miR-601) were identified that significantly improve prediction of biochemical failure post-salvage radiation therapy compared to clinico-histopathological factors, supporting the use of miRNAs within clinically used predictive models. Both findings warrant further validation studies. |
format | Online Article Text |
id | pubmed-4356539 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-43565392015-03-17 A Novel MiRNA-Based Predictive Model for Biochemical Failure Following Post-Prostatectomy Salvage Radiation Therapy Bell, Erica Hlavin Kirste, Simon Fleming, Jessica L. Stegmaier, Petra Drendel, Vanessa Mo, Xiaokui Ling, Stella Fabian, Denise Manring, Isabel Jilg, Cordula A. Schultze-Seemann, Wolfgang McNulty, Maureen Zynger, Debra L. Martin, Douglas White, Julia Werner, Martin Grosu, Anca L. Chakravarti, Arnab PLoS One Research Article PURPOSE: To develop a microRNA (miRNA)-based predictive model for prostate cancer patients of 1) time to biochemical recurrence after radical prostatectomy and 2) biochemical recurrence after salvage radiation therapy following documented biochemical disease progression post-radical prostatectomy. METHODS: Forty three patients who had undergone salvage radiation therapy following biochemical failure after radical prostatectomy with greater than 4 years of follow-up data were identified. Formalin-fixed, paraffin-embedded tissue blocks were collected for all patients and total RNA was isolated from 1mm cores enriched for tumor (>70%). Eight hundred miRNAs were analyzed simultaneously using the nCounter human miRNA v2 assay (NanoString Technologies; Seattle, WA). Univariate and multivariate Cox proportion hazards regression models as well as receiver operating characteristics were used to identify statistically significant miRNAs that were predictive of biochemical recurrence. RESULTS: Eighty eight miRNAs were identified to be significantly (p<0.05) associated with biochemical failure post-prostatectomy by multivariate analysis and clustered into two groups that correlated with early (≤ 36 months) versus late recurrence (>36 months). Nine miRNAs were identified to be significantly (p<0.05) associated by multivariate analysis with biochemical failure after salvage radiation therapy. A new predictive model for biochemical recurrence after salvage radiation therapy was developed; this model consisted of miR-4516 and miR-601 together with, Gleason score, and lymph node status. The area under the ROC curve (AUC) was improved to 0.83 compared to that of 0.66 for Gleason score and lymph node status alone. CONCLUSION: miRNA signatures can distinguish patients who fail soon after radical prostatectomy versus late failures, giving insight into which patients may need adjuvant therapy. Notably, two novel miRNAs (miR-4516 and miR-601) were identified that significantly improve prediction of biochemical failure post-salvage radiation therapy compared to clinico-histopathological factors, supporting the use of miRNAs within clinically used predictive models. Both findings warrant further validation studies. Public Library of Science 2015-03-11 /pmc/articles/PMC4356539/ /pubmed/25760964 http://dx.doi.org/10.1371/journal.pone.0118745 Text en © 2015 Bell 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Bell, Erica Hlavin Kirste, Simon Fleming, Jessica L. Stegmaier, Petra Drendel, Vanessa Mo, Xiaokui Ling, Stella Fabian, Denise Manring, Isabel Jilg, Cordula A. Schultze-Seemann, Wolfgang McNulty, Maureen Zynger, Debra L. Martin, Douglas White, Julia Werner, Martin Grosu, Anca L. Chakravarti, Arnab A Novel MiRNA-Based Predictive Model for Biochemical Failure Following Post-Prostatectomy Salvage Radiation Therapy |
title | A Novel MiRNA-Based Predictive Model for Biochemical Failure Following Post-Prostatectomy Salvage Radiation Therapy |
title_full | A Novel MiRNA-Based Predictive Model for Biochemical Failure Following Post-Prostatectomy Salvage Radiation Therapy |
title_fullStr | A Novel MiRNA-Based Predictive Model for Biochemical Failure Following Post-Prostatectomy Salvage Radiation Therapy |
title_full_unstemmed | A Novel MiRNA-Based Predictive Model for Biochemical Failure Following Post-Prostatectomy Salvage Radiation Therapy |
title_short | A Novel MiRNA-Based Predictive Model for Biochemical Failure Following Post-Prostatectomy Salvage Radiation Therapy |
title_sort | novel mirna-based predictive model for biochemical failure following post-prostatectomy salvage radiation therapy |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4356539/ https://www.ncbi.nlm.nih.gov/pubmed/25760964 http://dx.doi.org/10.1371/journal.pone.0118745 |
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