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Genome-wide association analysis and pathway enrichment provide insights into the genetic basis of photosynthetic responses to drought stress in Persian walnut
Uncovering the genetic basis of photosynthetic trait variation under drought stress is essential for breeding climate-resilient walnut cultivars. To this end, we examined photosynthetic capacity in a diverse panel of 150 walnut families (1500 seedlings) from various agro-climatic zones in their habi...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9343916/ https://www.ncbi.nlm.nih.gov/pubmed/35928405 http://dx.doi.org/10.1093/hr/uhac124 |
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author | Arab, Mohammad M Brown, Patrick J Abdollahi-Arpanahi, Rostam Sohrabi, Seyed Sajad Askari, Hossein Aliniaeifard, Sasan Mokhtassi-Bidgoli, Ali Mesgaran, Mohsen B Leslie, Charles A Marrano, Annarita Neale, David B Vahdati, Kourosh |
author_facet | Arab, Mohammad M Brown, Patrick J Abdollahi-Arpanahi, Rostam Sohrabi, Seyed Sajad Askari, Hossein Aliniaeifard, Sasan Mokhtassi-Bidgoli, Ali Mesgaran, Mohsen B Leslie, Charles A Marrano, Annarita Neale, David B Vahdati, Kourosh |
author_sort | Arab, Mohammad M |
collection | PubMed |
description | Uncovering the genetic basis of photosynthetic trait variation under drought stress is essential for breeding climate-resilient walnut cultivars. To this end, we examined photosynthetic capacity in a diverse panel of 150 walnut families (1500 seedlings) from various agro-climatic zones in their habitats and grown in a common garden experiment. Photosynthetic traits were measured under well-watered (WW), water-stressed (WS) and recovery (WR) conditions. We performed genome-wide association studies (GWAS) using three genomic datasets: genotyping by sequencing data (∼43 K SNPs) on both mother trees (MGBS) and progeny (PGBS) and the Axiom™ Juglans regia 700 K SNP array data (∼295 K SNPs) on mother trees (MArray). We identified 578 unique genomic regions linked with at least one trait in a specific treatment, 874 predicted genes that fell within 20 kb of a significant or suggestive SNP in at least two of the three GWAS datasets (MArray, MGBS, and PGBS), and 67 genes that fell within 20 kb of a significant SNP in all three GWAS datasets. Functional annotation identified several candidate pathways and genes that play crucial roles in photosynthesis, amino acid and carbohydrate metabolism, and signal transduction. Further network analysis identified 15 hub genes under WW, WS and WR conditions including GAPB, PSAN, CRR1, NTRC, DGD1, CYP38, and PETC which are involved in the photosynthetic responses. These findings shed light on possible strategies for improving walnut productivity under drought stress. |
format | Online Article Text |
id | pubmed-9343916 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-93439162022-08-03 Genome-wide association analysis and pathway enrichment provide insights into the genetic basis of photosynthetic responses to drought stress in Persian walnut Arab, Mohammad M Brown, Patrick J Abdollahi-Arpanahi, Rostam Sohrabi, Seyed Sajad Askari, Hossein Aliniaeifard, Sasan Mokhtassi-Bidgoli, Ali Mesgaran, Mohsen B Leslie, Charles A Marrano, Annarita Neale, David B Vahdati, Kourosh Hortic Res Article Uncovering the genetic basis of photosynthetic trait variation under drought stress is essential for breeding climate-resilient walnut cultivars. To this end, we examined photosynthetic capacity in a diverse panel of 150 walnut families (1500 seedlings) from various agro-climatic zones in their habitats and grown in a common garden experiment. Photosynthetic traits were measured under well-watered (WW), water-stressed (WS) and recovery (WR) conditions. We performed genome-wide association studies (GWAS) using three genomic datasets: genotyping by sequencing data (∼43 K SNPs) on both mother trees (MGBS) and progeny (PGBS) and the Axiom™ Juglans regia 700 K SNP array data (∼295 K SNPs) on mother trees (MArray). We identified 578 unique genomic regions linked with at least one trait in a specific treatment, 874 predicted genes that fell within 20 kb of a significant or suggestive SNP in at least two of the three GWAS datasets (MArray, MGBS, and PGBS), and 67 genes that fell within 20 kb of a significant SNP in all three GWAS datasets. Functional annotation identified several candidate pathways and genes that play crucial roles in photosynthesis, amino acid and carbohydrate metabolism, and signal transduction. Further network analysis identified 15 hub genes under WW, WS and WR conditions including GAPB, PSAN, CRR1, NTRC, DGD1, CYP38, and PETC which are involved in the photosynthetic responses. These findings shed light on possible strategies for improving walnut productivity under drought stress. Oxford University Press 2022-06-07 /pmc/articles/PMC9343916/ /pubmed/35928405 http://dx.doi.org/10.1093/hr/uhac124 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of Nanjing Agricultural University https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Article Arab, Mohammad M Brown, Patrick J Abdollahi-Arpanahi, Rostam Sohrabi, Seyed Sajad Askari, Hossein Aliniaeifard, Sasan Mokhtassi-Bidgoli, Ali Mesgaran, Mohsen B Leslie, Charles A Marrano, Annarita Neale, David B Vahdati, Kourosh Genome-wide association analysis and pathway enrichment provide insights into the genetic basis of photosynthetic responses to drought stress in Persian walnut |
title | Genome-wide association analysis and pathway enrichment provide insights into the genetic basis of photosynthetic responses to drought stress in Persian walnut |
title_full | Genome-wide association analysis and pathway enrichment provide insights into the genetic basis of photosynthetic responses to drought stress in Persian walnut |
title_fullStr | Genome-wide association analysis and pathway enrichment provide insights into the genetic basis of photosynthetic responses to drought stress in Persian walnut |
title_full_unstemmed | Genome-wide association analysis and pathway enrichment provide insights into the genetic basis of photosynthetic responses to drought stress in Persian walnut |
title_short | Genome-wide association analysis and pathway enrichment provide insights into the genetic basis of photosynthetic responses to drought stress in Persian walnut |
title_sort | genome-wide association analysis and pathway enrichment provide insights into the genetic basis of photosynthetic responses to drought stress in persian walnut |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9343916/ https://www.ncbi.nlm.nih.gov/pubmed/35928405 http://dx.doi.org/10.1093/hr/uhac124 |
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