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Development of a method for generating SNP interaction-aware polygenic risk scores for radiotherapy toxicity.
Franco, Nicola Rares; Massi, Michela Carlotta; Ieva, Francesca; Manzoni, Andrea; Paganoni, Anna Maria; Zunino, Paolo; Veldeman, Liv; Ost, Piet; Fonteyne, Valérie; Talbot, Christopher J; Rattay, Tim; Webb, Adam; Johnson, Kerstie; Lambrecht, Maarten; Haustermans, Karin; De Meerleer, Gert; de Ruysscher, Dirk; Vanneste, Ben; Van Limbergen, Evert; Choudhury, Ananya; Elliott, Rebecca M; Sperk, Elena; Veldwijk, Marlon R; Herskind, Carsten; Avuzzi, Barbara; Noris Chiorda, Barbara; Valdagni, Riccardo; Azria, David; Farcy-Jacquet, Marie-Pierre; Brengues, Muriel; Rosenstein, Barry S; Stock, Richard G; Vega, Ana; Aguado-Barrera, Miguel E; Sosa-Fajardo, Paloma; Dunning, Alison M; Fachal, Laura; Kerns, Sarah L; Payne, Debbie; Chang-Claude, Jenny; Seibold, Petra; West, Catharine M L; Rancati, Tiziana.
Afiliação
  • Franco NR; MOX, Department of Mathematics, Politecnico di Milano, Italy. Electronic address: nicolarares.franco@polimi.it.
  • Massi MC; MOX, Department of Mathematics, Politecnico di Milano, Italy; CADS-Center for Analysis, Decisions and Society, Human Technopole, Milan, Italy. Electronic address: michelacarlotta.massi@polimi.it.
  • Ieva F; MOX, Department of Mathematics, Politecnico di Milano, Italy; CADS-Center for Analysis, Decisions and Society, Human Technopole, Milan, Italy; CHRP-National Center for Healthcare Research and Pharmacoepidemiology, University of Milano-Bicocca, Milan, Italy. Electronic address: francesca.ieva@polimi.
  • Manzoni A; MOX, Department of Mathematics, Politecnico di Milano, Italy. Electronic address: andrea1.manzoni@polimi.it.
  • Paganoni AM; MOX, Department of Mathematics, Politecnico di Milano, Italy; CADS-Center for Analysis, Decisions and Society, Human Technopole, Milan, Italy; CHRP-National Center for Healthcare Research and Pharmacoepidemiology, University of Milano-Bicocca, Milan, Italy. Electronic address: anna.paganoni@polimi.i
  • Zunino P; MOX, Department of Mathematics, Politecnico di Milano, Italy. Electronic address: paolo.zunino@polimi.it.
  • Veldeman L; Department of Human Structure and Repair, Ghent University, Belgium; Department of Radiation Oncology, Ghent University Hospital, Belgium. Electronic address: liv.veldeman@ugent.be.
  • Ost P; Department of Human Structure and Repair, Ghent University, Belgium; Department of Radiation Oncology, Ghent University Hospital, Belgium. Electronic address: piet.ost@ugent.be.
  • Fonteyne V; Department of Human Structure and Repair, Ghent University, Belgium; Department of Radiation Oncology, Ghent University Hospital, Belgium. Electronic address: valerie.fonteyne@uzgent.be.
  • Talbot CJ; Leicester Cancer Research Centre, Department of Genetics and Genome Biology, University of Leicester, United Kingdom. Electronic address: cjt14@leicester.ac.uk.
  • Rattay T; Leicester Cancer Research Centre, Department of Genetics and Genome Biology, University of Leicester, United Kingdom. Electronic address: tr104@leicester.ac.uk.
  • Webb A; Leicester Cancer Research Centre, Department of Genetics and Genome Biology, University of Leicester, United Kingdom. Electronic address: ajw51@leicester.ac.uk.
  • Johnson K; Leicester Cancer Research Centre, Department of Genetics and Genome Biology, University of Leicester, United Kingdom. Electronic address: kj91@leicester.ac.uk.
  • Lambrecht M; Department of Radiation Oncology, University Hospitals Leuven, Belgium. Electronic address: maarten.lambrecht@uzleuven.be.
  • Haustermans K; Department of Radiation Oncology, University Hospitals Leuven, Belgium. Electronic address: karin.haustermans@uzleuven.be.
  • De Meerleer G; Department of Radiation Oncology, University Hospitals Leuven, Belgium. Electronic address: gert.demeerleer@uzleuven.be.
  • de Ruysscher D; Maastricht University Medical Center, the Netherlands; Department of Radiation Oncology (Maastro), GROW Institute for Oncology and Developmental Biology, Maastricht, the Netherlands. Electronic address: dirk.deruysscher@maastro.nl.
  • Vanneste B; Department of Radiation Oncology (Maastro), GROW Institute for Oncology and Developmental Biology, Maastricht, the Netherlands. Electronic address: ben.vanneste@maastro.nl.
  • Van Limbergen E; Maastricht University Medical Center, the Netherlands; Department of Radiation Oncology (Maastro), GROW Institute for Oncology and Developmental Biology, Maastricht, the Netherlands. Electronic address: evert.vanlimbergen@maastro.nl.
  • Choudhury A; Translational Radiobiology Group, Division of Cancer Sciences, University of Manchester, Manchester Academic Health Science Centre, Christie Hospital, UK. Electronic address: ananya.choudhury@nhs.net.
  • Elliott RM; Translational Radiobiology Group, Division of Cancer Sciences, University of Manchester, Manchester Academic Health Science Centre, Christie Hospital, UK. Electronic address: rebecca.m.elliott@manchester.ac.uk.
  • Sperk E; Department of Radiation Oncology, Universitätsmedizin Mannheim, Medical Faculty Mannheim, Heidelberg University, Germany. Electronic address: Elena.sperk@umm.de.
  • Veldwijk MR; Department of Radiation Oncology, Universitätsmedizin Mannheim, Medical Faculty Mannheim, Heidelberg University, Germany. Electronic address: marlon.veldwijk@medma.uni-heidelberg.de.
  • Herskind C; Department of Radiation Oncology, Universitätsmedizin Mannheim, Medical Faculty Mannheim, Heidelberg University, Germany. Electronic address: Carsten.herskind@medma.uni-heidelberg.de.
  • Avuzzi B; Department of Radiation Oncology 1, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy. Electronic address: barbara.avuzzi@istitutotumori.mi.it.
  • Noris Chiorda B; Department of Radiation Oncology 1, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy. Electronic address: Barbara.Noris@istitutotumori.mi.it.
  • Valdagni R; Department of Radiation Oncology 1, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy; Department of Oncology and Haemato-Oncology, Università degli Studi di Milano, Milan, Italy; Prostate Cancer Program, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy. Electronic address: ri
  • Azria D; Department of Radiation Oncology, University Federation of Radiation Oncology, Montpellier Cancer Institute, Univ Montpellier MUSE, France. Electronic address: David.Azria@icm.unicancer.fr.
  • Farcy-Jacquet MP; Department of Radiation Oncology, University Federation of Radiation Oncology, Institut de Cancérologie du Gard, Nimes, France. Electronic address: marie.pierre.farcy.jacquet@chu-nimes.fr.
  • Brengues M; Department of Radiation Oncology, University Federation of Radiation Oncology, Montpellier Cancer Institute, Univ Montpellier MUSE, France. Electronic address: muriel.brengues@icm.unicancer.fr.
  • Rosenstein BS; Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai, USA; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, USA. Electronic address: Barry.Rosenstein@mssm.edu.
  • Stock RG; Department of Radiation Oncology, Icahn School of Medicine at Mount Sinai, USA. Electronic address: richard.stock@mssm.edu.
  • Vega A; Grupo de Medicina Xenómica (USC), Fundación Pública Galega de Medicina Xenómica, Santiago de Compostela, Spain; Instituto de Investigación Sanitaria de Santiago de Compostela, Spain; Biomedical Network on Rare Diseases (CIBERER), Spain. Electronic address: ana.vega@usc.es.
  • Aguado-Barrera ME; Grupo de Medicina Xenómica (USC), Fundación Pública Galega de Medicina Xenómica, Santiago de Compostela, Spain; Instituto de Investigación Sanitaria de Santiago de Compostela, Spain. Electronic address: miguelelias.aguado@usc.es.
  • Sosa-Fajardo P; Grupo de Medicina Xenómica (USC), Fundación Pública Galega de Medicina Xenómica, Santiago de Compostela, Spain; Instituto de Investigación Sanitaria de Santiago de Compostela, Spain; Department of Radiation Oncology, Complexo Hospitalario Universitario de Santiago, Santiago de Compostela, Spain. Ele
  • Dunning AM; Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Strangeways Research Labs, UK. Electronic address: amd24@medschl.cam.ac.uk.
  • Fachal L; Department of Oncology, Centre for Cancer Genetic Epidemiology, University of Cambridge, Strangeways Research Labs, UK; Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK. Electronic address: lf370@medschl.cam.ac.uk.
  • Kerns SL; Departments of Radiation Oncology and Surgery, University of Rochester Medical Center, Rochester, USA. Electronic address: Sarah_Kerns@URMC.Rochester.edu.
  • Payne D; Centre for Integrated Genomic Medical Research (CIGMR), University of Manchester, UK. Electronic address: Debbie.Payne@manchester.ac.uk.
  • Chang-Claude J; Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany; University Cancer Center Hamburg (UCCH), University Medical Center Hamburg-Eppendorf, Germany. Electronic address: j.chang-claude@dkfz-heidelberg.de.
  • Seibold P; Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany. Electronic address: p.seibold@Dkfz-Heidelberg.de.
  • West CML; Translational Radiobiology Group, Division of Cancer Sciences, University of Manchester, Manchester Academic Health Science Centre, Christie Hospital, UK. Electronic address: Catharine.West@manchester.ac.uk.
  • Rancati T; Prostate Cancer Program, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy. Electronic address: Tiziana.rancati@istitutotumori.mi.it.
Radiother Oncol ; 159: 241-248, 2021 06.
Article em En | MEDLINE | ID: mdl-33838170
AIM: To identify the effect of single nucleotide polymorphism (SNP) interactions on the risk of toxicity following radiotherapy (RT) for prostate cancer (PCa) and propose a new method for polygenic risk score incorporating SNP-SNP interactions (PRSi). MATERIALS AND METHODS: Analysis included the REQUITE PCa cohort that received external beam RT and was followed for 2 years. Late toxicity endpoints were: rectal bleeding, urinary frequency, haematuria, nocturia, decreased urinary stream. Among 43 literature-identified SNPs, the 30% most strongly associated with each toxicity were tested. SNP-SNP combinations (named SNP-allele sets) seen in ≥10% of the cohort were condensed into risk (RS) and protection (PS) scores, respectively indicating increased or decreased toxicity risk. Performance of RS and PS was evaluated by logistic regression. RS and PS were then combined into a single PRSi evaluated by area under the receiver operating characteristic curve (AUC). RESULTS: Among 1,387 analysed patients, toxicity rates were 11.7% (rectal bleeding), 4.0% (urinary frequency), 5.5% (haematuria), 7.8% (nocturia) and 17.1% (decreased urinary stream). RS and PS combined 8 to 15 different SNP-allele sets, depending on the toxicity endpoint. Distributions of PRSi differed significantly in patients with/without toxicity with AUCs ranging from 0.61 to 0.78. PRSi was better than the classical summed PRS, particularly for the urinary frequency, haematuria and decreased urinary stream endpoints. CONCLUSIONS: Our method incorporates SNP-SNP interactions when calculating PRS for radiotherapy toxicity. Our approach is better than classical summation in discriminating patients with toxicity and should enable incorporating genetic information to improve normal tissue complication probability models.
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Próstata / Lesões por Radiação Tipo de estudo: Etiology_studies / Prognostic_studies / Risk_factors_studies Limite: Humans / Male Idioma: En Ano de publicação: 2021 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Próstata / Lesões por Radiação Tipo de estudo: Etiology_studies / Prognostic_studies / Risk_factors_studies Limite: Humans / Male Idioma: En Ano de publicação: 2021 Tipo de documento: Article