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Development and validation of a 25-Gene Panel urine test for prostate cancer diagnosis and potential treatment follow-up
BACKGROUND: Heterogeneity of prostate cancer (PCa) contributes to inaccurate cancer screening and diagnosis, unnecessary biopsies, and overtreatment. We intended to develop non-invasive urine tests for accurate PCa diagnosis to avoid unnecessary biopsies. METHODS: Using a machine learning program, w...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7706045/ https://www.ncbi.nlm.nih.gov/pubmed/33256740 http://dx.doi.org/10.1186/s12916-020-01834-0 |
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author | Johnson, Heather Guo, Jinan Zhang, Xuhui Zhang, Heqiu Simoulis, Athanasios Wu, Alan H. B. Xia, Taolin Li, Fei Tan, Wanlong Johnson, Allan Dizeyi, Nishtman Abrahamsson, Per-Anders Kenner, Lukas Feng, Xiaoyan Zou, Chang Xiao, Kefeng Persson, Jenny L. Chen, Lingwu |
author_facet | Johnson, Heather Guo, Jinan Zhang, Xuhui Zhang, Heqiu Simoulis, Athanasios Wu, Alan H. B. Xia, Taolin Li, Fei Tan, Wanlong Johnson, Allan Dizeyi, Nishtman Abrahamsson, Per-Anders Kenner, Lukas Feng, Xiaoyan Zou, Chang Xiao, Kefeng Persson, Jenny L. Chen, Lingwu |
author_sort | Johnson, Heather |
collection | PubMed |
description | BACKGROUND: Heterogeneity of prostate cancer (PCa) contributes to inaccurate cancer screening and diagnosis, unnecessary biopsies, and overtreatment. We intended to develop non-invasive urine tests for accurate PCa diagnosis to avoid unnecessary biopsies. METHODS: Using a machine learning program, we identified a 25-Gene Panel classifier for distinguishing PCa and benign prostate. A non-invasive test using pre-biopsy urine samples collected without digital rectal examination (DRE) was used to measure gene expression of the panel using cDNA preamplification followed by real-time qRT-PCR. The 25-Gene Panel urine test was validated in independent multi-center retrospective and prospective studies. The diagnostic performance of the test was assessed against the pathological diagnosis from biopsy by discriminant analysis. Uni- and multivariate logistic regression analysis was performed to assess its diagnostic improvement over PSA and risk factors. In addition, the 25-Gene Panel urine test was used to identify clinically significant PCa. Furthermore, the 25-Gene Panel urine test was assessed in a subset of patients to examine if cancer was detected after prostatectomy. RESULTS: The 25-Gene Panel urine test accurately detected cancer and benign prostate with AUC of 0.946 (95% CI 0.963–0.929) in the retrospective cohort (n = 614), AUC of 0.901 (0.929–0.873) in the prospective cohort (n = 396), and AUC of 0.936 (0.956–0.916) in the large combination cohort (n = 1010). It greatly improved diagnostic accuracy over PSA and risk factors (p < 0.0001). When it was combined with PSA, the AUC increased to 0.961 (0.980–0.942). Importantly, the 25-Gene Panel urine test was able to accurately identify clinically significant and insignificant PCa with AUC of 0.928 (95% CI 0.947–0.909) in the combination cohort (n = 727). In addition, it was able to show the absence of cancer after prostatectomy with high accuracy. CONCLUSIONS: The 25-Gene Panel urine test is the first highly accurate and non-invasive liquid biopsy method without DRE for PCa diagnosis. In clinical practice, it may be used for identifying patients in need of biopsy for cancer diagnosis and patients with clinically significant cancer for immediate treatment, and potentially assisting cancer treatment follow-up. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12916-020-01834-0. |
format | Online Article Text |
id | pubmed-7706045 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-77060452020-12-01 Development and validation of a 25-Gene Panel urine test for prostate cancer diagnosis and potential treatment follow-up Johnson, Heather Guo, Jinan Zhang, Xuhui Zhang, Heqiu Simoulis, Athanasios Wu, Alan H. B. Xia, Taolin Li, Fei Tan, Wanlong Johnson, Allan Dizeyi, Nishtman Abrahamsson, Per-Anders Kenner, Lukas Feng, Xiaoyan Zou, Chang Xiao, Kefeng Persson, Jenny L. Chen, Lingwu BMC Med Research Article BACKGROUND: Heterogeneity of prostate cancer (PCa) contributes to inaccurate cancer screening and diagnosis, unnecessary biopsies, and overtreatment. We intended to develop non-invasive urine tests for accurate PCa diagnosis to avoid unnecessary biopsies. METHODS: Using a machine learning program, we identified a 25-Gene Panel classifier for distinguishing PCa and benign prostate. A non-invasive test using pre-biopsy urine samples collected without digital rectal examination (DRE) was used to measure gene expression of the panel using cDNA preamplification followed by real-time qRT-PCR. The 25-Gene Panel urine test was validated in independent multi-center retrospective and prospective studies. The diagnostic performance of the test was assessed against the pathological diagnosis from biopsy by discriminant analysis. Uni- and multivariate logistic regression analysis was performed to assess its diagnostic improvement over PSA and risk factors. In addition, the 25-Gene Panel urine test was used to identify clinically significant PCa. Furthermore, the 25-Gene Panel urine test was assessed in a subset of patients to examine if cancer was detected after prostatectomy. RESULTS: The 25-Gene Panel urine test accurately detected cancer and benign prostate with AUC of 0.946 (95% CI 0.963–0.929) in the retrospective cohort (n = 614), AUC of 0.901 (0.929–0.873) in the prospective cohort (n = 396), and AUC of 0.936 (0.956–0.916) in the large combination cohort (n = 1010). It greatly improved diagnostic accuracy over PSA and risk factors (p < 0.0001). When it was combined with PSA, the AUC increased to 0.961 (0.980–0.942). Importantly, the 25-Gene Panel urine test was able to accurately identify clinically significant and insignificant PCa with AUC of 0.928 (95% CI 0.947–0.909) in the combination cohort (n = 727). In addition, it was able to show the absence of cancer after prostatectomy with high accuracy. CONCLUSIONS: The 25-Gene Panel urine test is the first highly accurate and non-invasive liquid biopsy method without DRE for PCa diagnosis. In clinical practice, it may be used for identifying patients in need of biopsy for cancer diagnosis and patients with clinically significant cancer for immediate treatment, and potentially assisting cancer treatment follow-up. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12916-020-01834-0. BioMed Central 2020-12-01 /pmc/articles/PMC7706045/ /pubmed/33256740 http://dx.doi.org/10.1186/s12916-020-01834-0 Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Johnson, Heather Guo, Jinan Zhang, Xuhui Zhang, Heqiu Simoulis, Athanasios Wu, Alan H. B. Xia, Taolin Li, Fei Tan, Wanlong Johnson, Allan Dizeyi, Nishtman Abrahamsson, Per-Anders Kenner, Lukas Feng, Xiaoyan Zou, Chang Xiao, Kefeng Persson, Jenny L. Chen, Lingwu Development and validation of a 25-Gene Panel urine test for prostate cancer diagnosis and potential treatment follow-up |
title | Development and validation of a 25-Gene Panel urine test for prostate cancer diagnosis and potential treatment follow-up |
title_full | Development and validation of a 25-Gene Panel urine test for prostate cancer diagnosis and potential treatment follow-up |
title_fullStr | Development and validation of a 25-Gene Panel urine test for prostate cancer diagnosis and potential treatment follow-up |
title_full_unstemmed | Development and validation of a 25-Gene Panel urine test for prostate cancer diagnosis and potential treatment follow-up |
title_short | Development and validation of a 25-Gene Panel urine test for prostate cancer diagnosis and potential treatment follow-up |
title_sort | development and validation of a 25-gene panel urine test for prostate cancer diagnosis and potential treatment follow-up |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7706045/ https://www.ncbi.nlm.nih.gov/pubmed/33256740 http://dx.doi.org/10.1186/s12916-020-01834-0 |
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