Please use this identifier to cite or link to this item: https://bura.brunel.ac.uk/handle/2438/34120
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dc.contributor.authorGruber, Andreas J-
dc.contributor.authorOlsen, André V-
dc.contributor.authorHernando, Barbara-
dc.contributor.authorCheng, Kevin CL-
dc.contributor.authorGerhäuser, Clarissa-
dc.contributor.authorTorres, Marina-
dc.contributor.authorFavero, Francesco-
dc.contributor.authorKiriy, Daria-
dc.contributor.authorFernández-Sanromán, Ángel-
dc.contributor.authorRoldan-Romero, Juan Maria-
dc.contributor.authorBarton, Lucy-
dc.contributor.authorKhani, Francesca-
dc.contributor.authorKote-Jarai, Zsofia-
dc.contributor.authorBrewer, Daniel S-
dc.contributor.authorYamaguchi, Takafumi N-
dc.contributor.authorLamy, Philippe-
dc.contributor.authorLeeman, Gregory-
dc.contributor.authorLoda, Massimo-
dc.contributor.authorPope, Bernard-
dc.contributor.authorQueiroz, Lucio R-
dc.contributor.authorUhrig, Sebastian-
dc.contributor.authorHeilmann, Jessica-
dc.contributor.authorXu, Yaobo-
dc.contributor.authorZanettini, Claudio-
dc.contributor.authorPeters, Justin S-
dc.contributor.authorFeran, Breon-
dc.contributor.authorBergeron, Alain-
dc.contributor.authorRubin, Alan F-
dc.contributor.authorCmero, Marek-
dc.contributor.authorCollins, Colin-
dc.contributor.authorLamb, Alastair D-
dc.contributor.authorBerlin, Alejandro-
dc.contributor.authorZhang, Jingjing-
dc.contributor.authorZiuboniewicz, Aleksandra S-
dc.contributor.authorErickson, Andrew-
dc.contributor.authorRyan, Andrew-
dc.contributor.authorLynch, Andy G-
dc.contributor.authorMassie, Charlie E-
dc.contributor.authorRaine, Keiran-
dc.contributor.authorFaini, Angelo Corso-
dc.contributor.authorNguyen, Anne-
dc.contributor.authorWarren, Anne-
dc.contributor.authorSankar, Aravind-
dc.contributor.authorSahli, Atef-
dc.contributor.authorGrima, Corinna-
dc.contributor.authorGraefen, Markus-
dc.contributor.authorMehmood, Arfa-
dc.contributor.authorSchlotmann, Balthasar C-
dc.contributor.authorHong, Chen-
dc.contributor.authorFoster, Chris-
dc.contributor.authorWoodcock, Dan J-
dc.contributor.authorBarrowdale, Daniel-
dc.contributor.authorPark, Daniel J-
dc.contributor.authorPhal, Pramit M-
dc.contributor.authorNykter, Matti-
dc.contributor.authorEsentürk, Emre-
dc.contributor.authorBaena, Esther-
dc.contributor.authorCarelli, Ryan-
dc.contributor.authorChow, Ken-
dc.contributor.authorFalkenbach, Fabian-
dc.contributor.authorPederzoli, Filippo-
dc.contributor.authorKerry, Giselle-
dc.contributor.authorWakefield, Matthew-
dc.contributor.authorFanelli, Giuseppe N-
dc.contributor.authorHall, Grace-
dc.contributor.authorPenington, Jocelyn Sietsma-
dc.contributor.authorLach, Radoslaw-
dc.contributor.authorDev, Harveer-
dc.contributor.authorSültmann, Holger-
dc.contributor.authorPakula, Hubert-
dc.contributor.authorMills, Ian-
dc.contributor.authorFurlano, Kira-
dc.contributor.authorStuchbery, Ryan-
dc.contributor.authorKorbel, Jan-
dc.contributor.authorUreta, Jennifer-
dc.contributor.authorJiang, Jue-
dc.contributor.authorBedő, Justin-
dc.contributor.authorFeuerbach, Lars-
dc.contributor.authorvon Voithenberg, Lena Voith-
dc.contributor.authorCheung, Melissa-
dc.contributor.authorSimon, Ronald-
dc.contributor.authorBorre, Michael-
dc.contributor.authorClarkson, Michael J-
dc.contributor.authorWedge, David C-
dc.contributor.authorBatra, Rajbir N-
dc.contributor.authorKerger, Michael-
dc.contributor.authorScherer, Michael-
dc.contributor.authorPellegrina, Diogo-
dc.contributor.authorNorden, Sam-
dc.contributor.authorOmar, Mohamed-
dc.contributor.authorMensah, Nana-
dc.contributor.authorSauter, Guido-
dc.contributor.authorKurganovs, Natalie-
dc.contributor.authorDennis, Nening-
dc.contributor.authorAl-Muftah, Noora-
dc.contributor.authorPirhady, Parsa-
dc.contributor.authorPacey, Simon-
dc.contributor.authorSchlomm, Thorsten-
dc.contributor.authorMcCoy, Patrick-
dc.contributor.authorGeorgeson, Peter-
dc.contributor.authorVan Loo, Peter-
dc.contributor.authorDundee, Philip-
dc.contributor.authorHong, Matthew KH-
dc.contributor.authorOlofinsae, Samson-
dc.contributor.authorBova, G Steven-
dc.contributor.authorNuzzo, Pier Vitale-
dc.contributor.authorTennstedt, Pierre-
dc.contributor.authorPereira, Ronnie Rodrigues-
dc.contributor.authorDong, Ruining-
dc.contributor.authorRodrigues, Silvia-
dc.contributor.authorMangiola, Stefano-
dc.contributor.authorKeane, Thomas-
dc.contributor.authorLutsik, Pavlo-
dc.contributor.authorBrors, Benedikt-
dc.contributor.authorMilne-Clark, Toby-
dc.contributor.authorCostello, Tony-
dc.contributor.authorRausch, Tobias-
dc.contributor.authorMacintyre, Geoff-
dc.contributor.authorHaberland, Valeriia-
dc.contributor.authorHolmes, Vivien-
dc.contributor.authorJaratlerdsiri, Weerachai-
dc.contributor.authorBrook, Mark N-
dc.contributor.authorBurns, Wi-
dc.contributor.authorDinalankara, Wikum-
dc.contributor.authorEeles, Ros A-
dc.contributor.authorMarchionni, Luigi-
dc.contributor.authorHutchison, William J-
dc.contributor.authorHe, Xiaotong-
dc.contributor.authorPan, Yidan-
dc.contributor.authorLu, Yong-Jie-
dc.contributor.authorReimand, Jüri-
dc.contributor.authorRobinson, Brian-
dc.contributor.authorFu, Yunfan-
dc.contributor.authorFradet, Yves-
dc.contributor.authorCooper, Colin S-
dc.contributor.authorBristow, Robert G-
dc.contributor.authorWeischenfeldt, Joachim-
dc.contributor.authorPan-Prostate Cancer Group (PPCG)-
dc.contributor.authorButler, Adam-
dc.contributor.authorLim, Beng-
dc.contributor.authorCancel-Tassin, Géraldine-
dc.contributor.authorCorcoran, Niall M-
dc.contributor.authorPlass, Christoph-
dc.contributor.authorMolania, Ramyar-
dc.contributor.authorCussenot, Olivier-
dc.contributor.authorGihawi, Abraham-
dc.contributor.authorGirma, Etsehiwot G-
dc.contributor.authorSørensen, Karina D-
dc.contributor.authorGnanapragasam, Vincent J-
dc.contributor.authorHamid, Anis A-
dc.contributor.authorCampbell, Bethany K-
dc.contributor.authorHayes, Vanessa M-
dc.contributor.authorHe, Housheng Hansen-
dc.contributor.authorHovens, Christopher M-
dc.contributor.authorImada, Eddie L-
dc.contributor.authorPapenfuss, Anthony T-
dc.contributor.authorWirth, Christopher-
dc.contributor.authorJakobsdottir, G Maria-
dc.contributor.authorJung, Chol-Hee-
dc.date.accessioned2026-11-01T19:47:27Z-
dc.date.available2026-11-01T19:47:27Z-
dc.date.issued2026-09-09-
dc.identifier.citationGruber, A.J. et al. for the Pan-Prostate Cancer Group (PPCG) (2026) 'Integrated signatures define mutational processes in prostate cancer', Nature, 0(ahead of print). pp. 1–35. doi: 10.1038/s41586-026-10468-w.en_US
dc.identifier.issn0028-0836-
dc.identifier.urihttps://bura.brunel.ac.uk/handle/2438/34120-
dc.descriptionData availability: The PPCG dataset comprises WGS, RNA-seq, DNA methylation, clinical and histopathological data from 2,021 prostate cancer donors. Owing to the sensitive nature of human genomic and clinical data and participant-consent restrictions, PPCG data are provided under controlled access and are available only for approved research purposes. Raw genome sequencing data have been deposited in the European Genome-Phenome Archive (EGA) under the study ID EGAS00001002876 and are described in the Reporting Summary and our companion paper24. Access to raw, processed and clinical data from the Hartwig Medical Foundation can be requested at https://www.hartwigmedicalfoundation.nl/en/data/data-access-request/. XML files used to construct the TCGA clinical data can be accessed through the Genomic Data Commons portal, and the procedure for requesting access to controlled genomic data is outlined online (https://gdc.cancer.gov/access-data/obtaining-access-controlled-data). Source data are provided with this paper.en_US
dc.descriptionCode availability: The source code for reproducing analyses and figures is available at GitHub (https://github.com/panprostate/mutational-signatures). A static code repository is available at Zenodo98 (https://doi.org/10.5281/ZENODO.18754193).en_US
dc.description.abstractProstate cancer follows a long and heterogeneous disease course with incompletely understood aetiology¹. Here we dissect the mutational processes shaping the genomes of 959 donors from the Pan Prostate Cancer Group and assess their clinical relevance. By integrating de novo extracted single-base substitution, insertion–deletion and copy-number signatures with six novel complex structural variant signatures, we identify eight integrated mutational footprints (IMFs) that collectively explain the mutational processes in 85% of primary prostate cancer genomes. IMFs were strongly influenced by regional biases in the genome, most prevalently androgen receptor-mediated mutagenesis and replication stress. Four IMFs, present in 37% of primary tumours, were significantly associated with shorter time to metastasis. These included reactive oxygen-species-driven mutagenesis and both canonical and non-canonical homologous recombination deficiency, the latter being enriched in patients of African ancestry. Extending to the metastatic setting, we found that IMFs predicted sensitivity to androgen receptor pathway inhibitors. Taken together, our study delineates the aetiologies and mutational processes that drive the genomic and clinical heterogeneity of prostate cancer, introduces IMFs as a unifying framework, and highlights their potential to improve both risk stratification and biomarker-guided treatment selection.en_US
dc.description.sponsorshipJ.W. was supported by the Danish Cancer Society R147-A9843, Danish Cancer Society R374-A22518, Danish Council for Independent Research 8020-00282, Danish Council for Independent Research 3101-00177A, Novo Nordisk Foundation NNF200C0060141 and Sygeforsikringen Danmark 2022-0198; J.R. was supported by the Canadian Institutes of Health Research (CIHR) Project Grant (PJT-162410) and the Investigator Award from the Ontario Institute for Cancer Research (OICR); funding to OICR is provided by the Government of Ontario. A.J.G. was supported by the University of Konstanz; G.M. and B.H. are hosted by the Centro Nacional de Investigaciones Oncológicas (CNIO), which is supported by the Instituto de Salud Carlos III and recognized as a ‘Severo Ochoa’ Centre of Excellence (CEX2024-001442-S) by the Spanish Ministry of Science and Innovation (MCIN/AEI/ 10.13039/501100011033). G.M. and B.H. were also supported by a Spanish Ministry of Science and Innovation grant PID2019-111356RA-I00 and PID2023-151298OB-I00 (MCIN/AEI/10.13039/501100011033). B.H.’s postdoctoral research contract was supported by philanthropists via the ‘Amigos/as del CNIO’ Programme. B.H. was also supported by ‘La Caixa’ Foundation (100010434; LCF/BQ/PR23/11980033). This work is also supported by a Cancer Research UK RadNet Manchester award (C1994/A28701), a CRUK Manchester Institute Core Senior Investigator award (C5759/A27412) and a Prostate Cancer UK FASTMAN Centre of Excellence award (MA-COE128-002). Part of the research presented in this Article was carried out on the High-Performance Computing Cluster supported by the Research and Specialist Computing Support service at the University of East Anglia. We acknowledge support from Cancer Research UK C5047/A29626, C5047/A22530, C309/A11566, C368/A6743, A368/A7990 and C14303/A17197; Prostate Cancer UK (MA-TIA23-002, MA-ETNA19-003, TLD-CAF22-011); the Dallaglio Foundation; Prostate Cancer Research; the Bob Champion Cancer Research Trust; Movember; Big C Cancer Charity; the Masonic Charitable Foundation; the King Family; the Stephen Hargrave Foundation; the Alan Boswell Group; The Bob Willis Fund; and the Bedford Memorial Trust. This work was also supported in part by grants awarded to K.D.S. from The Novo Nordisk Foundation (NNF20OC0059410, NNF21OC0071712), The Danish Cancer Society (R352-A20573) and Independent Research Fund Denmark (9039-00084B). B.P. was supported by a Victorian Health and Medical Research Fellowship from the Victoria State Government, Australia. This research was also supported by The University of Melbourne’s Research Computing Services and the Petascale Campus Initiative. M.L.’s work is supported by the National Cancer Institute grants P50CA211024, P01CA265768, R01 CA259200, the USA Department of Defense (DoD) grants DoD PC160357, PC200390, as well as the Prostate Cancer Foundation (22CHAL05). This work was also supported by NHMRC project grants 1104010 (C.M.H., T.C., N.M.C.) and 1047581 (C.M.H., T.C., N.M.C.), as well as a federal grant from the Australian Department of Health and Ageing to the Epworth Cancer Centre, Epworth Hospital (T.C., N.M.C., C.M.H.). In carrying out this research, we received funding and support from Australian Prostate Cancer Research and the University of Melbourne, Australia. Genomic sequencing and interrogation of Southern African Prostate Cancer Study (SAPCS) data were supported by the Ancestry and Health Genomics Laboratory at the University of Sydney through National Health and Medical Research Council (NHMRC) of Australia funding, including a Project Grant (APP1165762) and Ideas Grants (APP2001098, APP2010551), and USA Congressionally Directed Medical Research Programs (CDMRP) Prostate Cancer Research Program (PCRP) funding, including an Idea Development Award (PC200390, TARGET Africa) and HEROIC Consortium Award (PC210168 and PC230673, HEROIC PCaPH Africa1K). Further support for SAPCS analytical costs was provided by the US National Institute of Health (NIH) National Cancer Institute (NCI) Award (1R01CA285772-01) and a US Prostate Cancer Foundation (PCF) Challenge Award (2023CHAL4150). V.M.H. was further supported by the Petre Foundation through the University of Sydney Foundation (Australia). V.J.G. acknowledges infrastructure support from the NIHR Cambridge Biomedical Research Centre (BRC-1215–20014). The French Prostate ICGC project was funded by Institut National de la Santé et de la Recherche Médicale (INSERM) and Institut National du Cancer (INCa); grant INSERM CV_2011/023 (C18), with additional support from LYric (grant INCa-4662). Analysis of the Australian samples was funded through a PRECEPT programme grant, co-funded by Movember and the Australian Federal Government. We also acknowledge support from Prostate Cancer Research, Prostate Cancer UK, the Bob Champion Cancer Research Trust, Movember, Big C Cancer Charity, the Masonic Charitable Foundation, the Prostate Cancer Research Centre, the King Family, The Andy Ripley Memorial Fund and the Stephen Hargrave Foundation, the NIHR support to The Biomedical Research Centre at The Institute of Cancer Research and The Royal Marsden NHS Foundation Trust. D.K. received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement number 101034290 (EMERALD International PhD Programme for Medical Doctors). The study was funded by the ICGC EOPC (01KU1001 A) and ICGC-Data Mining (01KU1505A) projects on early-onset prostate cancer by the German Federal Ministry of Education and Research (BMBF). We acknowledge the DKFZ, MPI and EMBL Genomics Core Facilities.en_US
dc.format.extentpp. 1–35-
dc.format.mediumPrint-Electronic-
dc.languageEnglishen_US
dc.language.isoen_USen_US
dc.publisherSpringer Natureen_US
dc.rightsRe-use licence for this version: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International-
dc.rightsLicence for published version: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International-
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/-
dc.subject.otherGeneral Science & Technology-
dc.titleIntegrated signatures define mutational processes in prostate canceren_US
dc.typeArticleen_US
dc.date.dateAccepted2026-03-26-
dc.identifier.doihttps://doi.org/10.1038/s41586-026-10468-w-
dc.relation.isPartOfNatureen_US
pubs.issue0-
pubs.publication-statusPublished online-
pubs.volume00-
dc.identifier.eissn1476-4687-
dc.rights.licensehttps://creativecommons.org/licenses/by-nc-nd/4.0/legalcode.en-
dcterms.dateAccepted2026-03-26-
dcterms.issued2026-09-09-
dc.date.updated2026-10-28T12:07:02Z-
dc.rights.holderThe Author(s)-
dc.contributor.orcidGruber, Andreas J [0000-0001-7664-4257]-
dc.contributor.orcidHernando, Barbara [0000-0003-4019-2732]-
dc.contributor.orcidGerhäuser, Clarissa [0000-0002-5792-3901]-
dc.contributor.orcidTorres, Marina [0000-0003-0272-9922]-
dc.contributor.orcidFavero, Francesco [0000-0003-3684-2659]-
dc.contributor.orcidFernández-Sanromán, Ángel [0000-0002-5851-9441]-
dc.contributor.orcidRoldan-Romero, Juan Maria [0000-0002-5651-4313]-
dc.contributor.orcidBarton, Lucy [0000-0003-2805-1160]-
dc.contributor.orcidPellegrina, Diogo [0000-0001-6423-5093]-
dc.contributor.orcidBrewer, Daniel S [0000-0003-4753-9794]-
dc.contributor.orcidBrook, Mark N [0000-0002-8969-2378]-
dc.contributor.orcidBrors, Benedikt [0000-0001-5940-3101]-
dc.contributor.orcidCancel-Tassin, Géraldine [0000-0002-9583-6382]-
dc.contributor.orcidCorcoran, Niall M [0000-0003-4483-6945]-
dc.contributor.orcidGihawi, Abraham [0000-0002-3676-5561]-
dc.contributor.orcidHayes, Vanessa M [0000-0002-4524-7280]-
dc.contributor.orcidHovens, Christopher M [0000-0002-0610-1289]-
dc.contributor.orcidJakobsdottir, G Maria [0000-0001-8225-6541]-
dc.contributor.orcidJung, Chol-Hee [0000-0002-2992-3162]-
dc.contributor.orcidKhani, Francesca [0000-0001-7238-8604]-
dc.contributor.orcidKote-Jarai, Zsofia [0000-0002-6329-5155]-
dc.contributor.orcidLamy, Philippe [0000-0003-1347-7724]-
dc.contributor.orcidLeeman, Gregory [0000-0001-5212-6850]-
dc.contributor.orcidLoda, Massimo [0000-0001-9674-8379]-
dc.contributor.orcidMarchionni, Luigi [0000-0002-7336-8071]-
dc.contributor.orcidPapenfuss, Anthony T [0000-0002-1102-8506]-
dc.contributor.orcidPope, Bernard [0000-0002-4840-1095]-
dc.contributor.orcidQueiroz, Lucio R [0000-0002-6090-1834]-
dc.contributor.orcidRausch, Tobias [0000-0001-5773-5620]-
dc.contributor.orcidRobinson, Brian [0000-0001-5374-890X]-
dc.contributor.orcidSørensen, Karina D [0000-0002-4902-5490]-
dc.contributor.orcidYamaguchi, Takafumi N [0000-0003-1082-3871]-
dc.contributor.orcidXu, Yaobo [0000-0003-1242-513X]-
dc.contributor.orcidHaberland, Valeriia [0000-0002-3874-0683]-
dc.contributor.orcidSimon, Ronald [0000-0003-0158-4258]-
dc.contributor.orcidEeles, Ros A [0000-0002-3698-6241]-
dc.contributor.orcidBristow, Robert G [0000-0002-8553-9544]-
dc.contributor.orcidWedge, David C [0000-0002-7572-3196]-
dc.contributor.orcidSchlomm, Thorsten [0000-0001-9557-4653]-
dc.contributor.orcidMacintyre, Geoff [0000-0003-3906-467X]-
dc.contributor.orcidReimand, Jüri [0000-0002-2299-2309]-
dc.contributor.orcidWeischenfeldt, Joachim [0000-0002-3917-5524]-
Appears in Collections:Department of Computer Science Research Papers

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