{"database":"biostudies-literature","file_versions":[],"scores":null,"additional":{"submitter":["Cuevas J"],"funding":["Swedish University of Agricultural Sciences","Natural Environment Research Council","SLU","Swedish Research Council Formas"],"pagination":["jkac322"],"full_dataset_link":["https://www.ebi.ac.uk/biostudies/studies/S-EPMC9911059"],"repository":["biostudies-literature"],"omics_type":["Unknown"],"volume":["13(2)"],"pubmed_abstract":["In this study, we extend research on genomic prediction (GP) to polysomic polyploid plant species with the main objective to investigate single-trait (ST) and multitrait (MT) multienvironment (ME) models using field trial data from 3 locations in Sweden [Helgegården (HEL), Mosslunda (MOS), Umeå (UM)] over 2 years (2020, 2021) of 253 potato cultivars and breeding clones for 5 tuber weight traits and 2 tuber flesh quality characteristics. This research investigated the GP of 4 genome-based prediction models with genotype × environment interactions (GEs): (1) ST reaction norm model (M1), (2) ST model considering covariances between environments (M2), (3) ST M2 extended to include a random vector that utilizes the environmental covariances (M3), and (4) MT model with GE (M4). Several predictio"],"journal":["G3 (Bethesda, Md.)"],"pubmed_title":["Modeling genotype × environment interaction for single and multitrait genomic prediction in potato (Solanum tuberosum L.)."],"pmcid":["PMC9911059"],"funding_grant_id":["NE/P002692/1"],"pubmed_authors":["Cuevas J","Crossa J","Reslow F","Ortiz R"],"additional_accession":[]},"is_claimable":false,"name":"Modeling genotype × environment interaction for single and multitrait genomic prediction in potato (Solanum tuberosum L.).","description":"In this study, we extend research on genomic prediction (GP) to polysomic polyploid plant species with the main objective to investigate single-trait (ST) and multitrait (MT) multienvironment (ME) models using field trial data from 3 locations in Sweden [Helgegården (HEL), Mosslunda (MOS), Umeå (UM)] over 2 years (2020, 2021) of 253 potato cultivars and breeding clones for 5 tuber weight traits and 2 tuber flesh quality characteristics. This research investigated the GP of 4 genome-based prediction models with genotype × environment interactions (GEs): (1) ST reaction norm model (M1), (2) ST model considering covariances between environments (M2), (3) ST M2 extended to include a random vector that utilizes the environmental covariances (M3), and (4) MT model with GE (M4). Several predictio","dates":{"release":"2023-01-01T00:00:00Z","publication":"2023 Feb","modification":"2026-07-14T20:11:08.32Z","creation":"2025-04-04T18:42:21.959Z"},"accession":"S-EPMC9911059","cross_references":{"pubmed":["36477309"],"doi":["10.1093/g3journal/jkac322"]}}