Treffer: The ReIMAGINE Multimodal Warehouse: Using Artificial Intelligence for Accurate Risk Stratification of Prostate Cancer.
BJU Int. 2018 May;121(5):737-744. (PMID: 29247473)
World J Oncol. 2019 Apr;10(2):63-89. (PMID: 31068988)
Eur Urol Focus. 2021 May;7(3):503-505. (PMID: 33896710)
CA Cancer J Clin. 2021 May;71(3):209-249. (PMID: 33538338)
Sci Data. 2016 Mar 15;3:160018. (PMID: 26978244)
Bioinformatics. 2020 Dec 30;36(Suppl_2):i601-i609. (PMID: 33381829)
AMIA Jt Summits Transl Sci Proc. 2014 Apr 07;2014:96-101. (PMID: 25717408)
World J Urol. 2007 Mar;25(1):3-9. (PMID: 17364211)
N Engl J Med. 2021 Sep 2;385(10):908-920. (PMID: 34237810)
Sci Rep. 2019 Feb 7;9(1):1570. (PMID: 30733585)
Stat Med. 2017 Jun 15;36(13):2100-2119. (PMID: 28233395)
Sci Signal. 2013 Apr 02;6(269):pl1. (PMID: 23550210)
CA Cancer J Clin. 2018 Nov;68(6):394-424. (PMID: 30207593)
Sci Rep. 2019 Dec 20;9(1):19518. (PMID: 31863034)
Int J Cancer. 2018 Oct 15;143(8):1868-1875. (PMID: 29744858)
Eur Urol. 2014 Jun;65(6):1046-55. (PMID: 24439788)
BMC Cancer. 2015 Nov 17;15:913. (PMID: 26577580)
Lancet. 2017 Feb 25;389(10071):815-822. (PMID: 28110982)
Curr Opin Endocrinol Diabetes Obes. 2013 Jun;20(3):204-9. (PMID: 23609043)
Eur Urol. 2021 Oct;80(4):398-399. (PMID: 34218972)
J Am Med Inform Assoc. 2010 Mar-Apr;17(2):124-30. (PMID: 20190053)
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Introduction. Prostate cancer (PCa) is the most frequent cancer diagnosis in men worldwide. Our ability to identify those men whose cancer will decrease their lifespan and/or quality of life remains poor. The ReIMAGINE Consortium has been established to improve PCa diagnosis. Materials and methods. MRI will likely become the future cornerstone of the risk-stratification process for men at risk of early prostate cancer. We will, for the first time, be able to combine the underlying molecular changes in PCa with the state-of-the-art imaging. ReIMAGINE Screening invites men for MRI and PSA evaluation. ReIMAGINE Risk includes men at risk of prostate cancer based on MRI, and includes biomarker testing. Results. Baseline clinical information, genomics, blood, urine, fresh prostate tissue samples, digital pathology and radiomics data will be analysed. Data will be de-identified, stored with correlated mpMRI disease endotypes and linked with long term follow-up outcomes in an instance of the Philips Clinical Data Lake, consisting of cloud-based software. The ReIMAGINE platform includes application programming interfaces and a user interface that allows users to browse data, select cohorts, manage users and access rights, query data, and more. Connection to analytics tools such as Python allows statistical and stratification method pipelines to run profiling regression analyses. Discussion. The ReIMAGINE Multimodal Warehouse comprises a unique data source for PCa research, to improve risk stratification for PCa and inform clinical practice. The de-identified dataset characterized by clinical, imaging, genomics and digital pathology PCa patient phenotypes will be a valuable resource for the scientific and medical community.
(Copyright © 2021 Santaolalla, Hulsen, Davis, Ahmed, Moore, Punwani, Attard, McCartan, Emberton, Coolen and Van Hemelrijck.)
TH is employed by Philips Research. JD is employed by Philips. HA research is supported by core funding from the United Kingdom’s National Institute of Health Research (NIHR) Imperial Biomedical Research Centre. He currently receives funding from the Wellcome Trust, Medical Research Council (UK), Cancer Research UK, Prostate Cancer UK, National Institute for Health Research (UK), The Urology Foundation, BMA Foundation, Imperial Health Charity, NIHR Imperial BRC, Sonacare Inc, Trod Medical and Sophiris Biocorp for trials in prostate cancer. He was a paid medical consultant for Sophiris Biocorp in the previous 3 years. He is a proctor for HIFU and cryotherapy and paid for training other surgeons in this procedure. CM is supported by the National Institute for Health Research, and has funding from Movember, Prostate Cancer UK, Cancer Research UK and The Urology Foundation. She has received speaker fees from Astellas and Janssen, and is paid for training surgeons in focal therapy procedures. ME serves as a consultant/educator/trainer for Sonacare, Exact Imaging, Angiodynamics, and Profound Medical; and receives research support from the NIHR UCLH/UCL Biomedical Research Centre. AC receives funding from Cancer Research UK and is director of Saddle Point Science. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.