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).
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).
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.
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.
Copyright © 2021. Published by Elsevier B.V.
About The Expert
Nicola Rares Franco
Michela Carlotta Massi
Francesca Ieva
Andrea Manzoni
Anna Maria Paganoni
Paolo Zunino
Liv Veldeman
Piet Ost
Valérie Fonteyne
Christopher J Talbot
Tim Rattay
Adam Webb
Kerstie Johnson
Maarten Lambrecht
Karin Haustermans
Gert De Meerleer
Dirk de Ruysscher
Ben Vanneste
Evert Van Limbergen
Ananya Choudhury
Rebecca M Elliott
Elena Sperk
Marlon Veldwijk
Carsten Herskind
Barbara Avuzzi
Barbara Noris Chiorda
Riccardo Valdagni
David Azria
Marie-Pierre Farcy-Jacquet
Muriel Brengues
Barry S Rosenstein
Richard G Stock
Ana Vega
Miguel Elías Aguado-Barrera
Paloma Sosa-Fajardo
Alison M Dunning
Laura Fachal
Sarah L Kerns
Debbie Payne
Jenny Chang-Claude
Petra Seibold
Catharine Ml West
Tiziana Rancati
References
PubMed