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Association mapping for protein, total soluble sugars, starch, amylose and chlorophyll content in rice
BACKGROUND: Protein, starch, amylose and total soluble sugars are basic metabolites of seed that influence the eating, cooking and nutritional qualities of rice. Chlorophyll is responsible for the absorption and utilization of the light energy influencing photosynthetic efficiency in rice plant. Map...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9801606/ https://www.ncbi.nlm.nih.gov/pubmed/36581797 http://dx.doi.org/10.1186/s12870-022-04015-8 |
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author | Nayak, D. K. Sahoo, S. Barik, S. R. Sanghamitra, P. Sangeeta, S. Pandit, E. Reshmi Raj, K. R. Basak, N. Pradhan, S. K. |
author_facet | Nayak, D. K. Sahoo, S. Barik, S. R. Sanghamitra, P. Sangeeta, S. Pandit, E. Reshmi Raj, K. R. Basak, N. Pradhan, S. K. |
author_sort | Nayak, D. K. |
collection | PubMed |
description | BACKGROUND: Protein, starch, amylose and total soluble sugars are basic metabolites of seed that influence the eating, cooking and nutritional qualities of rice. Chlorophyll is responsible for the absorption and utilization of the light energy influencing photosynthetic efficiency in rice plant. Mapping of these traits are very important for detection of more number of robust markers for improvement of these traits through molecular breeding approaches. RESULTS: A representative panel population was developed by including 120 germplasm lines from the initial shortlisted 274 lines for mapping of the six biochemical traits using 136 microsatellite markers through association mapping. A wide genetic variation was detected for the traits, total protein, starch, amylose, total soluble sugars, chlorophyll a, and chlorophyll b content in the population. Specific allele frequency, gene diversity, informative markers and other diversity parameters obtained from the population indicated the effectiveness of utilization of the population and markers for mapping of these traits. The fixation indices values estimated from the population indicated the existence of linkage disequilibrium for the six traits. The population genetic structure at K = 3 showed correspondence with majority of the members in each group for the six traits. The reported QTL, qProt1, qPC6.2, and qPC8.2 for protein content; qTSS8.1 for total soluble sugar; qAC1.2 for amylose content; qCH2 and qSLCHH for chlorophyll a (Chl. a) while qChl5D for chlorophyll b (Chl. b) were validated in this population. The QTL controlling total protein content qPC1.2; qTSS7.1, qTSS8.2 and qTSS12.1 for total soluble sugars; qSC2.1, qSC2.2, qSC6.1 and qSC11.1 for starch content; qAC11.1, qAC11.2 and qAC11.3 for amylose content; qChla8.1 for Chl. a content and qChlb7.1 and qChlb8.1 for Chl. b identified by both Generalized Linear Model and Mixed Linear Model were detected as novel QTL. The chromosomal regions on chromosome 8 at 234 cM for grain protein content and total soluble sugars and at 363 cM for Chl. a and Chl. b along with the position at 48 cM on chromosome 11 for starch and amylose content are genetic hot spots for these traits. CONCLUSION: The validated, co-localized and the novel QTL detected in this study will be useful for improvement of protein, starch, amylose, total soluble sugars and chlorophyll content in rice. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-022-04015-8. |
format | Online Article Text |
id | pubmed-9801606 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-98016062022-12-31 Association mapping for protein, total soluble sugars, starch, amylose and chlorophyll content in rice Nayak, D. K. Sahoo, S. Barik, S. R. Sanghamitra, P. Sangeeta, S. Pandit, E. Reshmi Raj, K. R. Basak, N. Pradhan, S. K. BMC Plant Biol Research BACKGROUND: Protein, starch, amylose and total soluble sugars are basic metabolites of seed that influence the eating, cooking and nutritional qualities of rice. Chlorophyll is responsible for the absorption and utilization of the light energy influencing photosynthetic efficiency in rice plant. Mapping of these traits are very important for detection of more number of robust markers for improvement of these traits through molecular breeding approaches. RESULTS: A representative panel population was developed by including 120 germplasm lines from the initial shortlisted 274 lines for mapping of the six biochemical traits using 136 microsatellite markers through association mapping. A wide genetic variation was detected for the traits, total protein, starch, amylose, total soluble sugars, chlorophyll a, and chlorophyll b content in the population. Specific allele frequency, gene diversity, informative markers and other diversity parameters obtained from the population indicated the effectiveness of utilization of the population and markers for mapping of these traits. The fixation indices values estimated from the population indicated the existence of linkage disequilibrium for the six traits. The population genetic structure at K = 3 showed correspondence with majority of the members in each group for the six traits. The reported QTL, qProt1, qPC6.2, and qPC8.2 for protein content; qTSS8.1 for total soluble sugar; qAC1.2 for amylose content; qCH2 and qSLCHH for chlorophyll a (Chl. a) while qChl5D for chlorophyll b (Chl. b) were validated in this population. The QTL controlling total protein content qPC1.2; qTSS7.1, qTSS8.2 and qTSS12.1 for total soluble sugars; qSC2.1, qSC2.2, qSC6.1 and qSC11.1 for starch content; qAC11.1, qAC11.2 and qAC11.3 for amylose content; qChla8.1 for Chl. a content and qChlb7.1 and qChlb8.1 for Chl. b identified by both Generalized Linear Model and Mixed Linear Model were detected as novel QTL. The chromosomal regions on chromosome 8 at 234 cM for grain protein content and total soluble sugars and at 363 cM for Chl. a and Chl. b along with the position at 48 cM on chromosome 11 for starch and amylose content are genetic hot spots for these traits. CONCLUSION: The validated, co-localized and the novel QTL detected in this study will be useful for improvement of protein, starch, amylose, total soluble sugars and chlorophyll content in rice. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-022-04015-8. BioMed Central 2022-12-29 /pmc/articles/PMC9801606/ /pubmed/36581797 http://dx.doi.org/10.1186/s12870-022-04015-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Nayak, D. K. Sahoo, S. Barik, S. R. Sanghamitra, P. Sangeeta, S. Pandit, E. Reshmi Raj, K. R. Basak, N. Pradhan, S. K. Association mapping for protein, total soluble sugars, starch, amylose and chlorophyll content in rice |
title | Association mapping for protein, total soluble sugars, starch, amylose and chlorophyll content in rice |
title_full | Association mapping for protein, total soluble sugars, starch, amylose and chlorophyll content in rice |
title_fullStr | Association mapping for protein, total soluble sugars, starch, amylose and chlorophyll content in rice |
title_full_unstemmed | Association mapping for protein, total soluble sugars, starch, amylose and chlorophyll content in rice |
title_short | Association mapping for protein, total soluble sugars, starch, amylose and chlorophyll content in rice |
title_sort | association mapping for protein, total soluble sugars, starch, amylose and chlorophyll content in rice |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9801606/ https://www.ncbi.nlm.nih.gov/pubmed/36581797 http://dx.doi.org/10.1186/s12870-022-04015-8 |
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