Please use this identifier to cite or link to this item: https://bura.brunel.ac.uk/handle/2438/34121
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dc.contributor.authorKiriy, Daria-
dc.contributor.authorFavero, Francesco-
dc.contributor.authorGerhäuser, Clarissa-
dc.contributor.authorHeilmann, Jessica-
dc.contributor.authorLutsik, Pavlo-
dc.contributor.authorGonzalez, Francisco German Rodriguez-
dc.contributor.authorLocallo, Alessio-
dc.contributor.authorJespersen, Jakob Schmidt-
dc.contributor.authorGruber, Andreas J-
dc.contributor.authorOlsen, Andre V-
dc.contributor.authorHernando, Barbara-
dc.contributor.authorFu, Yunfan-
dc.contributor.authorHaberland, Valleriia-
dc.contributor.authorFurlano, Kira-
dc.contributor.authorGeorgeson, Peter-
dc.contributor.authorGraefen, Markus-
dc.contributor.authorPhal, Pramit M-
dc.contributor.authorHong, Matthew KH-
dc.contributor.authorHutchison, William J-
dc.contributor.authorJaratlerdsiri, Weerachai-
dc.contributor.authorJiang, Jue-
dc.contributor.authorSchlomm, Thorsten-
dc.contributor.authorCheng, Kevin CL-
dc.contributor.authorMensah, Nana-
dc.contributor.authorUreta, Jennifer-
dc.contributor.authorKeane, Thomas-
dc.contributor.authorKerger, Michael-
dc.contributor.authorKerry, Giselle-
dc.contributor.authorKurganovs, Natalie-
dc.contributor.authorPirhady, Parsa-
dc.contributor.authorLach, Radoslaw-
dc.contributor.authorLamb, Alastair D-
dc.contributor.authorPellegrina, Diogo-
dc.contributor.authorLim, Beng-
dc.contributor.authorLu, Yong-Jie-
dc.contributor.authorLynch, Andy G-
dc.contributor.authorVan Loo, Peter-
dc.contributor.authorMills, Ian-
dc.contributor.authorMilne-Clark, Toby-
dc.contributor.authorNguyen, Anne-
dc.contributor.authorNorden, Sam-
dc.contributor.authorImada, Eddie L-
dc.contributor.authorBova, G Steven-
dc.contributor.authorReimand, Jüri-
dc.contributor.authorNuzzo, Pier Vitale-
dc.contributor.authorNykter, Matti-
dc.contributor.authorMacintyre, Geoff-
dc.contributor.authorOlofinsae, Samson-
dc.contributor.authorVoith von Voithenberg, Lena-
dc.contributor.authorOmar, Mohamed-
dc.contributor.authorPakula, Hubert-
dc.contributor.authorPan, Yidan-
dc.contributor.authorPark, Daniel J-
dc.contributor.authorPederzoli, Filippo-
dc.contributor.authorWeischenfeldt, Joachim-
dc.contributor.authorPlass, Christoph-
dc.contributor.authorRaine, Keiran-
dc.contributor.authorRodrigues, Silvia-
dc.contributor.authorPereira, Ronnie Rodrigues-
dc.contributor.authorXu, Yaobo-
dc.contributor.authorKhani, Francesca-
dc.contributor.authorRubin, Alan F-
dc.contributor.authorRyan, Andrew-
dc.contributor.authorJung, Chol-Hee-
dc.contributor.authorSankar, Aravind-
dc.contributor.authorPan Prostate Cancer Group (PPCG)-
dc.contributor.authorSchlotmann, Balthasar C-
dc.contributor.authorStuchbery, Ryan-
dc.contributor.authorSültmann, Holger-
dc.contributor.authorBrewer, Daniel S-
dc.contributor.authorTaylor, Avigail-
dc.contributor.authorWakefield, Matthew-
dc.contributor.authorWarren, Anne-
dc.contributor.authorWirth, Christopher-
dc.contributor.authorWoodcock, Dan J-
dc.contributor.authorBaena, Esther-
dc.contributor.authorZanettini, Claudio-
dc.contributor.authorZhang, Jingjing-
dc.contributor.authorBristow, Robert G-
dc.contributor.authorYamaguchi, Takafumi N-
dc.contributor.authorZiuboniewicz, Aleksandra S-
dc.contributor.authorSimon, Ronald-
dc.contributor.authorSauter, Guido-
dc.contributor.authorBatra, Rajbir RN-
dc.contributor.authorKote-Jarai, Zsofia-
dc.contributor.authorCooper, Colin S-
dc.contributor.authorBrook, Mark N-
dc.contributor.authorBrors, Benedikt-
dc.contributor.authorButler, Adam-
dc.contributor.authorCancel-Tassin, Géraldine-
dc.contributor.authorCostello, Tony-
dc.contributor.authorCorcoran, Niall M-
dc.contributor.authorLamy, Philippe P-
dc.contributor.authorBarrowdale, Daniel-
dc.contributor.authorCussenot, Olivier-
dc.contributor.authorEeles, Ros A-
dc.contributor.authorGihawi, Abraham-
dc.contributor.authorGirma, Etsehiwot G-
dc.contributor.authorTorres, Marina-
dc.contributor.authorGnanapragasam, Vincent J-
dc.contributor.authorHamid, Anis-
dc.contributor.authorJakobsdottir, G Maria-
dc.contributor.authorHayes, Vanessa M-
dc.contributor.authorHe, Housheng Hansen-
dc.contributor.authorHovens, Christopher M-
dc.contributor.authorBedő, Justin-
dc.contributor.authorLeeman, Gregory-
dc.contributor.authorLoda, Massimo-
dc.contributor.authorMarchionni, Luigi-
dc.contributor.authorMolania, Ramyar-
dc.contributor.authorGrima, Corinna-
dc.contributor.authorFernández-Sanromán, Angel-
dc.contributor.authorDennis, Nening-
dc.contributor.authorPapenfuss, Anthony T-
dc.contributor.authorPope, Bernard-
dc.contributor.authorQueiroz, Lucio R-
dc.contributor.authorRausch, Tobias-
dc.contributor.authorBergeron, Alain-
dc.contributor.authorRobinson, Brian-
dc.contributor.authorSahli, Atef-
dc.contributor.authorSørensen, Karina D-
dc.contributor.authorUhrig, Sebastian-
dc.contributor.authorWedge, David C-
dc.contributor.authorDev, Harveer-
dc.contributor.authorRoldan-Romero, Juan Maria-
dc.contributor.authorBarton, Lucy-
dc.contributor.authorCorcoran, Niall M-
dc.contributor.authorGnanapragasam, Vincent J-
dc.contributor.authorMangiola, Stefano-
dc.contributor.authorHe, Xiaotong-
dc.contributor.authorHamid, Anis-
dc.contributor.authorHe, Housheng Hansen-
dc.contributor.authorHall, Grace A-
dc.contributor.authorHovens, Christopher M-
dc.contributor.authorDinalankara, Wikum-
dc.contributor.authorKote-Jarai, Zsofia-
dc.contributor.authorLoda, Massimo-
dc.contributor.authorMolania, Ramyar-
dc.contributor.authorPapenfuss, Anthony T-
dc.contributor.authorAl-Muftah, Noora-
dc.contributor.authorBerlin, Alejandro-
dc.contributor.authorBorre, Michael-
dc.contributor.authorBurns, Wi-
dc.contributor.authorCampbell, Bethany K-
dc.contributor.authorPenington, Jocelyn-
dc.contributor.authorMcCoy, Patrick-
dc.contributor.authorCarelli, Ryan-
dc.contributor.authorCheung, Melissa-
dc.contributor.authorMassie, Charlie E-
dc.contributor.authorChow, Ken-
dc.contributor.authorClarkson, Michael J-
dc.contributor.authorCmero, Marek-
dc.contributor.authorCollins, Colin-
dc.contributor.authorHolmes, Vivien-
dc.contributor.authorFaini, Angelo Corso-
dc.contributor.authorDong, Ruining-
dc.contributor.authorDundee, Philip-
dc.contributor.authorFoster, Chris-
dc.contributor.authorErickson, Andrew-
dc.contributor.authorTennstedt, Pierre-
dc.contributor.authorEsentürk, Emre-
dc.contributor.authorHong, Chen-
dc.contributor.authorPeters, Justin S-
dc.contributor.authorFalkenbach, Fabian-
dc.contributor.authorFanelli, Giuseppe N-
dc.contributor.authorFeran, Breon-
dc.contributor.authorFeuerbach, Lars-
dc.contributor.authorMehmood, Arfa-
dc.contributor.authorFradet, Yves-
dc.date.accessioned2026-11-01T20:24:58Z-
dc.date.available2026-11-01T20:24:58Z-
dc.date.issued2026-09-09-
dc.identifier.citationKiriy, D. et al. for the Pan Prostate Cancer Group (PPCG) (2026) 'Recurrent mechanisms of biallelic epigenetic inactivation reveal new putative tumour suppressor genes in prostate cancer', Nature Communications, 17(1), 9646, pp. 1–20. doi: 10.1038/s41467-026-72182-5.en_GB
dc.identifier.urihttps://bura.brunel.ac.uk/handle/2438/34121-
dc.descriptionData availability: PPCG dataset comprises whole-genome sequencing (WGS), RNA-seq, DNA methylation, clinical, and histopathological data from 2,021 prostate cancer donors. Due to the sensitive nature of human genomic/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 1360 Archive (EGA) under the study ID EGAS00001002876 and is described in the Reporting Summary and our companion manuscript29. In addition, PPCG working project data (e.g., variant calls, pipeline outputs and intermediate analyses) and harmonised RNA-seq/methylation data are made available to approved projects through secure transfer (Globus), and clinical/histopathological data are hosted in a GDPR-compliant secure environment (REDCap); access is limited to approved PPCG researchers. Access to PPCG controlled data requires submission of a Project Concept Form, available at https://panprostate.org, and approval by the PPCG Steering Committee. Requests are submitted by emailing the completed form to PPCG@icr.ac.uk. We will respond to the data access request within 14 days. We will provide guidance on the application process; access, once granted, is provided for the duration of the approved project under the applicable data access agreement/terms. To support reproducibility without redistribution of controlled PPCG data, we provide a compact, self-contained example dataset in the project repository that is sufficient to run the Epi2Hit workflow end-to-end and reproduce representative outputs. Specifically, the repository includes a TCGA-PRAD chromosome 8 example dataset (450 K methylation β-values for chr8, a matched gene expression matrix, prostate ATAC-seq peaks, ChromHMM segmentation, and Hi-C loops), together with example mutation calls and copy-number segment inputs used for downstream biallelic analyses. These files are provided under the repository’s data/ directory and are used by analysis/TCGA_run.ipynb (and the containerised demo) to reproduce the main workflow outputs on the example dataset. The publicly available data used in this study are available in the NCBI Gene Expression Omnibus (GEO) database under accession code GSE164347 (prostate Hi-C loops): https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE16434737. The publicly available data used in this study are available in the GEO database under accession code GSE188797 (tumour ATAC-seq peaks): https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE18879736. The publicly available data used in this study are available in the GEO database under accession code GSE49402 (GSM1208743, ZFHX3 ChIP-seq): https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE4940272. The publicly available data used in this study are available from the ENCODE Project database (epigenetic marks (H3K4me3, H3K27ac) and CTCF tracks derived for prostate cancer cells (PC-3, C4-2B)): https://www.encodeproject.org/110. The remaining data are available within the Article, Supplementary Information or Source Data file. Source data are provided with this paper.en_GB
dc.descriptionCode availability: Code used to generate results and plots are available at https://github.com/panprostate/Epi2Hit. A static version of the code is available at https://doi.org/10.5281/ZENODO.18788787 [122. Kiriy, D. Recurrent Mechanisms of Biallelic Epigenetic Inactivation Reveal New Putative Tumour Suppressor Genes in Prostate Cancer. (Zenodo, 2026). https://doi.org/10.5281/ZENODO.18788787.].en_GB
dc.description.abstractThe inactivation of tumour suppressor genes is a key step in cancer development, and is usually achieved by homozygous loss. In prostate cancer, however, large genomic regions are often hemizygously lost, which complicates the identification of putative tumour suppressors in these regions. Here, we develop Epi2Hit, an integrative computational method that leverages whole genome sequencing, epigenomic profiling and gene expression to identify biallelic inactivation of tumour suppressor genes involving DNA methylation of promoter and enhancer regions of one allele and genomic loss of the other allele. We apply Epi2Hit to a cohort of 2,021 prostate cancers to discover tumour suppressor genes. In particular, we identify epigenetic biallelic inactivation of ZFHX3 at a recurrence level similar to TP53. Biallelic inactivation of ZFHX3, a transcriptional repressor, leads to upregulation of oncogenes, including MYC and a shorter time to metastasis. Finally, we provide evidence that epigenetic silencing as 2nd hit is particularly enriched in regions with nearby essential genes, precluding homozygous loss.en_GB
dc.description.sponsorshipThe following grants supported this work: J.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 #3101-00177 A, Novo Nordisk Foundation #NNF200C0060141, Sygeforsikringen Danmark # 2022-0198. 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). This work was supported by the Canadian Institutes of Health Research (CIHR) Project Grant to J.R. (grant no. PJT-162410) and the Investigator Award to J.R. from the Ontario Institute for Cancer Research (OICR). Funding to OICR is provided by the Government of Ontario. This work was supported by the University of Konstanz and an Exploration grant of the Boehringer Ingelheim Foundation to A.J.G. G.M and B.H. is hosted by the Centro Nacional de Investigaciones Oncológicas (CNIO), which is supported by the Instituto de Salud Carlos III and recognised as a ‘Severo Ochoa’ Centre of Excellence (ref. CEX2019-000891-S) by the Spanish Ministry of Science and Innovation (MCIN/AEI/ 10.13039/501100011033). B.H. was 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 (ID 100010434; LCF/BQ/PR23/11980033). G.M. was also supported by a Spanish Ministry of Science and Innovation grants PID2019-111356RA-I00 and PID2023-151298OB-I00 (MCIN/AEI/ 10.13039/501100011033). This work is 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 paper 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; We acknowledge support from Prostate Cancer UK (MA-TIA23-002, MA-ETNA19-003, TLD-CAF22-011), the Dallaglio Foundation; and Prostate Cancer Research. We also acknowledge support from the Bob Champion Cancer Research Trust, Movember, Big C Cancer Charity, the Masonic Charitable Foundation, the King Family, the Stephen Hargrave Foundation, Alan Boswell Group, The Bob Willis Fund and the Bedford Memorial Trust. This work was supported in part by grants awarded to K.D.S from The Novo Nordisk Foundation (grant no. NNF20OC0059410, NNF21OC0071712), The Danish Cancer Society (grant no. R352-A20573), and Independent Research Fund Denmark (grant no. 9039-00084B). Bernard Pope was supported by a Victorian Health and Medical Research Fellowship from the Victoria State Government, Australia. This research was supported by The University of Melbourne’s Research Computing Services and the Petascale Campus Initiative. ML’s work is supported by the National Cancer Institute grants P50CA211024, P01CA265768, R01 CA259200, the USA Department of Defence (DoD) grants DoD PC160357, PC200390, as well as the Prostate Cancer Foundation (22CHAL05). This work was supported by NHMRC project grants 1104010 (CMH, AJC, NMC) and 1047581 (CMH, AJC, NMC), as well as a federal grant from the Australian Department of Health and Ageing to the Epworth Cancer Centre, Epworth Hospital (AJC, NMC, CMH). 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 was 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 U.S.A. Congressionally Directed Medical Research Programmes (CDMRP) Prostate Cancer Research Programme (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 U.S.A. National Institute of Health (NIH) National Cancer Institute (NCI) Award (1R01CA285772-01) and a U.S.A. Prostate Cancer Foundation (PCF) Challenge Award (2023CHAL4150). Hayes was further supported by the Petre Foundation via 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 via a PRECEPT programme grant, co-funded by Movember and the Australian Federal Government. N.M.C 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. Acknowledgement: The authors would like to thank those men with prostate cancer and the subjects who have donated their time and samples to the data sets used in this study. 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). The authors acknowledge the DKFZ, MPI and EMBL Genomics Core Facilities.en_GB
dc.format.mediumpp. 1–20-
dc.format.mediumElectronic-
dc.languageEnglish-
dc.language.isoenen_GB
dc.publisherSpringer Natureen_GB
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.meshProstatic Neoplasms-
dc.subject.meshDNA Methylation-
dc.subject.meshHumans-
dc.subject.meshGenes, Tumor Suppressor-
dc.subject.meshEpigenesis, Genetic-
dc.subject.meshGene Expression Regulation, Neoplastic-
dc.subject.meshMale-
dc.subject.meshGene Silencing-
dc.subject.meshPromoter Regions, Genetic-
dc.subject.meshAlleles-
dc.subject.meshHomeodomain Proteins-
dc.subject.meshWhole Genome Sequencing-
dc.titleRecurrent mechanisms of biallelic epigenetic inactivation reveal new putative tumour suppressor genes in prostate canceren_US
dc.typeArticleen_US
dc.identifier.doihttps://doi.org/10.1038/s41467-026-72182-5-
dc.relation.isPartOfNature Communications-
pubs.issue1-
pubs.publication-statusPublished online-
pubs.volume17-
dc.identifier.eissn2041-1723-
dc.rights.licensehttps://creativecommons.org/licenses/by-nc-nd/4.0/legalcode.en-
dcterms.dateAccepted2026-04-09-
dcterms.issued2026-12-01-
dc.date.updated2026-10-28T12:13:56Z-
dc.rights.holderThe Author(s)-
dc.contributor.orcidFavero, Francesco [0000-0003-3684-2659]-
dc.contributor.orcidGerhäuser, Clarissa [0000-0002-5792-3901]-
dc.contributor.orcidLutsik, Pavlo [0000-0001-9383-8555]-
dc.contributor.orcidLocallo, Alessio [0000-0003-0977-9586]-
dc.contributor.orcidJespersen, Jakob Schmidt [0000-0002-4930-5900]-
dc.contributor.orcidGruber, Andreas J [0000-0001-7664-4257]-
dc.contributor.orcidHernando, Barbara [0000-0003-4019-2732]-
dc.contributor.orcidPellegrina, Diogo [0000-0001-6423-5093]-
dc.contributor.orcidMacintyre, Geoff [0000-0003-3906-467X]-
dc.contributor.orcidBova, G Steven [0000-0003-1639-3104]-
dc.contributor.orcidBrewer, Daniel S [0000-0003-4753-9794]-
dc.contributor.orcidBristow, Robert G [0000-0002-8553-9544]-
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.orcidEeles, Ros A [0000-0002-3698-6241]-
dc.contributor.orcidGihawi, Abraham [0000-0002-3676-5561]-
dc.contributor.orcidGnanapragasam, Vincent J [0000-0003-4722-4207]-
dc.contributor.orcidHamid, Anis [0000-0002-7193-9723]-
dc.contributor.orcidHayes, Vanessa M [0000-0002-4524-7280]-
dc.contributor.orcidHe, Housheng Hansen [0000-0003-2898-3363]-
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 P [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.orcidUhrig, Sebastian [0000-0002-0068-5957]-
dc.contributor.orcidWedge, David C [0000-0002-7572-3196]-
dc.contributor.orcidXu, Yaobo [0000-0003-1242-513X]-
dc.contributor.orcidZanettini, Claudio [0000-0001-5043-8033]-
dc.contributor.orcidHaberland, Valeriia [0000-0002-3874-0683]-
dc.contributor.orcidSchlomm, Thorsten [0000-0001-9557-4653]-
dc.contributor.orcidReimand, Jüri [0000-0002-2299-2309]-
dc.contributor.orcidWeischenfeldt, Joachim [0000-0002-3917-5524]-
dc.identifier.number9646-
Appears in Collections:Department of Computer Science Research Papers

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