Cargando…
Genetic Analysis of Walnut (Juglans regia L.) Pellicle Pigment Variation Through a Novel, High-Throughput Phenotyping Platform
Walnut pellicle color is a key quality attribute that drives consumer preference and walnut sales. For the first time a high-throughput, computer vision-based phenotyping platform using a custom algorithm to quantitatively score each walnut pellicle in L* a* b* color space was deployed at large-scal...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Genetics Society of America
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7718756/ https://www.ncbi.nlm.nih.gov/pubmed/33008832 http://dx.doi.org/10.1534/g3.120.401580 |
_version_ | 1783619553202274304 |
---|---|
author | Sideli, Gina M. McAtee, Peter Marrano, Annarita Allen, Brian J. Brown, Patrick J. Butterfield, Timothy S. Dandekar, Abhaya M. Leslie, Charles A. Neale, David B. |
author_facet | Sideli, Gina M. McAtee, Peter Marrano, Annarita Allen, Brian J. Brown, Patrick J. Butterfield, Timothy S. Dandekar, Abhaya M. Leslie, Charles A. Neale, David B. |
author_sort | Sideli, Gina M. |
collection | PubMed |
description | Walnut pellicle color is a key quality attribute that drives consumer preference and walnut sales. For the first time a high-throughput, computer vision-based phenotyping platform using a custom algorithm to quantitatively score each walnut pellicle in L* a* b* color space was deployed at large-scale. This was compared to traditional qualitative scoring by eye and was used to dissect the genetics of pellicle pigmentation. Progeny from both a bi-parental population of 168 trees (‘Chandler’ × ‘Idaho’) and a genome-wide association (GWAS) with 528 trees of the UC Davis Walnut Improvement Program were analyzed. Color phenotypes were found to have overlapping regions in the ‘Chandler’ genetic map on Chr01 suggesting complex genetic control. In the GWAS population, multiple, small effect QTL across Chr01, Chr07, Chr08, Chr09, Chr10, Chr12 and Chr13 were discovered. Marker trait associations were co-localized with QTL mapping on Chr01, Chr10, Chr14, and Chr16. Putative candidate genes controlling walnut pellicle pigmentation were postulated. |
format | Online Article Text |
id | pubmed-7718756 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Genetics Society of America |
record_format | MEDLINE/PubMed |
spelling | pubmed-77187562020-12-17 Genetic Analysis of Walnut (Juglans regia L.) Pellicle Pigment Variation Through a Novel, High-Throughput Phenotyping Platform Sideli, Gina M. McAtee, Peter Marrano, Annarita Allen, Brian J. Brown, Patrick J. Butterfield, Timothy S. Dandekar, Abhaya M. Leslie, Charles A. Neale, David B. G3 (Bethesda) Investigations Walnut pellicle color is a key quality attribute that drives consumer preference and walnut sales. For the first time a high-throughput, computer vision-based phenotyping platform using a custom algorithm to quantitatively score each walnut pellicle in L* a* b* color space was deployed at large-scale. This was compared to traditional qualitative scoring by eye and was used to dissect the genetics of pellicle pigmentation. Progeny from both a bi-parental population of 168 trees (‘Chandler’ × ‘Idaho’) and a genome-wide association (GWAS) with 528 trees of the UC Davis Walnut Improvement Program were analyzed. Color phenotypes were found to have overlapping regions in the ‘Chandler’ genetic map on Chr01 suggesting complex genetic control. In the GWAS population, multiple, small effect QTL across Chr01, Chr07, Chr08, Chr09, Chr10, Chr12 and Chr13 were discovered. Marker trait associations were co-localized with QTL mapping on Chr01, Chr10, Chr14, and Chr16. Putative candidate genes controlling walnut pellicle pigmentation were postulated. Genetics Society of America 2020-10-02 /pmc/articles/PMC7718756/ /pubmed/33008832 http://dx.doi.org/10.1534/g3.120.401580 Text en Copyright © 2020 Sideli et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Investigations Sideli, Gina M. McAtee, Peter Marrano, Annarita Allen, Brian J. Brown, Patrick J. Butterfield, Timothy S. Dandekar, Abhaya M. Leslie, Charles A. Neale, David B. Genetic Analysis of Walnut (Juglans regia L.) Pellicle Pigment Variation Through a Novel, High-Throughput Phenotyping Platform |
title | Genetic Analysis of Walnut (Juglans regia L.) Pellicle Pigment Variation Through a Novel, High-Throughput Phenotyping Platform |
title_full | Genetic Analysis of Walnut (Juglans regia L.) Pellicle Pigment Variation Through a Novel, High-Throughput Phenotyping Platform |
title_fullStr | Genetic Analysis of Walnut (Juglans regia L.) Pellicle Pigment Variation Through a Novel, High-Throughput Phenotyping Platform |
title_full_unstemmed | Genetic Analysis of Walnut (Juglans regia L.) Pellicle Pigment Variation Through a Novel, High-Throughput Phenotyping Platform |
title_short | Genetic Analysis of Walnut (Juglans regia L.) Pellicle Pigment Variation Through a Novel, High-Throughput Phenotyping Platform |
title_sort | genetic analysis of walnut (juglans regia l.) pellicle pigment variation through a novel, high-throughput phenotyping platform |
topic | Investigations |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7718756/ https://www.ncbi.nlm.nih.gov/pubmed/33008832 http://dx.doi.org/10.1534/g3.120.401580 |
work_keys_str_mv | AT sideliginam geneticanalysisofwalnutjuglansregialpelliclepigmentvariationthroughanovelhighthroughputphenotypingplatform AT mcateepeter geneticanalysisofwalnutjuglansregialpelliclepigmentvariationthroughanovelhighthroughputphenotypingplatform AT marranoannarita geneticanalysisofwalnutjuglansregialpelliclepigmentvariationthroughanovelhighthroughputphenotypingplatform AT allenbrianj geneticanalysisofwalnutjuglansregialpelliclepigmentvariationthroughanovelhighthroughputphenotypingplatform AT brownpatrickj geneticanalysisofwalnutjuglansregialpelliclepigmentvariationthroughanovelhighthroughputphenotypingplatform AT butterfieldtimothys geneticanalysisofwalnutjuglansregialpelliclepigmentvariationthroughanovelhighthroughputphenotypingplatform AT dandekarabhayam geneticanalysisofwalnutjuglansregialpelliclepigmentvariationthroughanovelhighthroughputphenotypingplatform AT lesliecharlesa geneticanalysisofwalnutjuglansregialpelliclepigmentvariationthroughanovelhighthroughputphenotypingplatform AT nealedavidb geneticanalysisofwalnutjuglansregialpelliclepigmentvariationthroughanovelhighthroughputphenotypingplatform |