Cargando…
Sorghum Pan-Genome Explores the Functional Utility for Genomic-Assisted Breeding to Accelerate the Genetic Gain
Sorghum (Sorghum bicolor L.) is a staple food crops in the arid and rainfed production ecologies. Sorghum plays a critical role in resilient farming and is projected as a smart crop to overcome the food and nutritional insecurity in the developing world. The development and characterisation of the s...
Autores principales: | , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8204017/ https://www.ncbi.nlm.nih.gov/pubmed/34140962 http://dx.doi.org/10.3389/fpls.2021.666342 |
_version_ | 1783708268998164480 |
---|---|
author | Ruperao, Pradeep Thirunavukkarasu, Nepolean Gandham, Prasad Selvanayagam, Sivasubramani Govindaraj, Mahalingam Nebie, Baloua Manyasa, Eric Gupta, Rajeev Das, Roma Rani Odeny, Damaris A. Gandhi, Harish Edwards, David Deshpande, Santosh P. Rathore, Abhishek |
author_facet | Ruperao, Pradeep Thirunavukkarasu, Nepolean Gandham, Prasad Selvanayagam, Sivasubramani Govindaraj, Mahalingam Nebie, Baloua Manyasa, Eric Gupta, Rajeev Das, Roma Rani Odeny, Damaris A. Gandhi, Harish Edwards, David Deshpande, Santosh P. Rathore, Abhishek |
author_sort | Ruperao, Pradeep |
collection | PubMed |
description | Sorghum (Sorghum bicolor L.) is a staple food crops in the arid and rainfed production ecologies. Sorghum plays a critical role in resilient farming and is projected as a smart crop to overcome the food and nutritional insecurity in the developing world. The development and characterisation of the sorghum pan-genome will provide insight into genome diversity and functionality, supporting sorghum improvement. We built a sorghum pan-genome using reference genomes as well as 354 genetically diverse sorghum accessions belonging to different races. We explored the structural and functional characteristics of the pan-genome and explain its utility in supporting genetic gain. The newly-developed pan-genome has a total of 35,719 genes, a core genome of 16,821 genes and an average of 32,795 genes in each cultivar. The variable genes are enriched with environment responsive genes and classify the sorghum accessions according to their race. We show that 53% of genes display presence-absence variation, and some of these variable genes are predicted to be functionally associated with drought adaptation traits. Using more than two million SNPs from the pan-genome, association analysis identified 398 SNPs significantly associated with important agronomic traits, of which, 92 were in genes. Drought gene expression analysis identified 1,788 genes that are functionally linked to different conditions, of which 79 were absent from the reference genome assembly. This study provides comprehensive genomic diversity resources in sorghum which can be used in genome assisted crop improvement. |
format | Online Article Text |
id | pubmed-8204017 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82040172021-06-16 Sorghum Pan-Genome Explores the Functional Utility for Genomic-Assisted Breeding to Accelerate the Genetic Gain Ruperao, Pradeep Thirunavukkarasu, Nepolean Gandham, Prasad Selvanayagam, Sivasubramani Govindaraj, Mahalingam Nebie, Baloua Manyasa, Eric Gupta, Rajeev Das, Roma Rani Odeny, Damaris A. Gandhi, Harish Edwards, David Deshpande, Santosh P. Rathore, Abhishek Front Plant Sci Plant Science Sorghum (Sorghum bicolor L.) is a staple food crops in the arid and rainfed production ecologies. Sorghum plays a critical role in resilient farming and is projected as a smart crop to overcome the food and nutritional insecurity in the developing world. The development and characterisation of the sorghum pan-genome will provide insight into genome diversity and functionality, supporting sorghum improvement. We built a sorghum pan-genome using reference genomes as well as 354 genetically diverse sorghum accessions belonging to different races. We explored the structural and functional characteristics of the pan-genome and explain its utility in supporting genetic gain. The newly-developed pan-genome has a total of 35,719 genes, a core genome of 16,821 genes and an average of 32,795 genes in each cultivar. The variable genes are enriched with environment responsive genes and classify the sorghum accessions according to their race. We show that 53% of genes display presence-absence variation, and some of these variable genes are predicted to be functionally associated with drought adaptation traits. Using more than two million SNPs from the pan-genome, association analysis identified 398 SNPs significantly associated with important agronomic traits, of which, 92 were in genes. Drought gene expression analysis identified 1,788 genes that are functionally linked to different conditions, of which 79 were absent from the reference genome assembly. This study provides comprehensive genomic diversity resources in sorghum which can be used in genome assisted crop improvement. Frontiers Media S.A. 2021-06-01 /pmc/articles/PMC8204017/ /pubmed/34140962 http://dx.doi.org/10.3389/fpls.2021.666342 Text en Copyright © 2021 Ruperao, Thirunavukkarasu, Gandham, Selvanayagam, Govindaraj, Nebie, Manyasa, Gupta, Das, Odeny, Gandhi, Edwards, Deshpande and Rathore. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Ruperao, Pradeep Thirunavukkarasu, Nepolean Gandham, Prasad Selvanayagam, Sivasubramani Govindaraj, Mahalingam Nebie, Baloua Manyasa, Eric Gupta, Rajeev Das, Roma Rani Odeny, Damaris A. Gandhi, Harish Edwards, David Deshpande, Santosh P. Rathore, Abhishek Sorghum Pan-Genome Explores the Functional Utility for Genomic-Assisted Breeding to Accelerate the Genetic Gain |
title | Sorghum Pan-Genome Explores the Functional Utility for Genomic-Assisted Breeding to Accelerate the Genetic Gain |
title_full | Sorghum Pan-Genome Explores the Functional Utility for Genomic-Assisted Breeding to Accelerate the Genetic Gain |
title_fullStr | Sorghum Pan-Genome Explores the Functional Utility for Genomic-Assisted Breeding to Accelerate the Genetic Gain |
title_full_unstemmed | Sorghum Pan-Genome Explores the Functional Utility for Genomic-Assisted Breeding to Accelerate the Genetic Gain |
title_short | Sorghum Pan-Genome Explores the Functional Utility for Genomic-Assisted Breeding to Accelerate the Genetic Gain |
title_sort | sorghum pan-genome explores the functional utility for genomic-assisted breeding to accelerate the genetic gain |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8204017/ https://www.ncbi.nlm.nih.gov/pubmed/34140962 http://dx.doi.org/10.3389/fpls.2021.666342 |
work_keys_str_mv | AT ruperaopradeep sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT thirunavukkarasunepolean sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT gandhamprasad sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT selvanayagamsivasubramani sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT govindarajmahalingam sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT nebiebaloua sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT manyasaeric sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT guptarajeev sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT dasromarani sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT odenydamarisa sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT gandhiharish sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT edwardsdavid sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT deshpandesantoshp sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain AT rathoreabhishek sorghumpangenomeexploresthefunctionalutilityforgenomicassistedbreedingtoacceleratethegeneticgain |