Role of functional genes for seed vigor related traits through genome-wide association mapping in finger millet (Eleusine coracana L. Gaertn.)

Abstract Finger millet (Eleusine coracana (L.) Gaertn.) is a calcium-rich, nutritious and resilient crop that thrives even in harsh environmental conditions. In such ecologies, seed longevity and seedling vigor are crucial for sustainable crop production amid climate change. The current study explor...

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Main Authors: Netyam Kannababu, Sandeep Nanjundappa, Neha Narayanan, Mani Vetriventhan, Ronda Venkateswarlu, Indra Kanta Das, Arutla Srikanth, Aswini Viswanath, Swati Singh, Renuka Malipatil, Tara C Satyavathi, Nepolean Thirunavukkarasu
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-89315-3
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author Netyam Kannababu
Sandeep Nanjundappa
Neha Narayanan
Mani Vetriventhan
Ronda Venkateswarlu
Indra Kanta Das
Arutla Srikanth
Aswini Viswanath
Swati Singh
Renuka Malipatil
Tara C Satyavathi
Nepolean Thirunavukkarasu
author_facet Netyam Kannababu
Sandeep Nanjundappa
Neha Narayanan
Mani Vetriventhan
Ronda Venkateswarlu
Indra Kanta Das
Arutla Srikanth
Aswini Viswanath
Swati Singh
Renuka Malipatil
Tara C Satyavathi
Nepolean Thirunavukkarasu
author_sort Netyam Kannababu
collection DOAJ
description Abstract Finger millet (Eleusine coracana (L.) Gaertn.) is a calcium-rich, nutritious and resilient crop that thrives even in harsh environmental conditions. In such ecologies, seed longevity and seedling vigor are crucial for sustainable crop production amid climate change. The current study explores the genetics of accelerated aging on seed longevity traits across 221 diverse accessions of finger millet through genome-wide association approach (GWAS). A significant variation was identified in germination percentage, germination rate indices, mean germination time, seedling vigor indices and dry weight upon aging treatment. GWAS model from 11,832 high-quality SNPs identified through Genotyping-by-Sequencing (GBS) approach produced 491 marker-trait associations (MTAs) for 27 traits, of which 54 were FDR-corrected. A pleiotropic SNP, FM_SNP_9478 identified on chromosome 7B was associated with the traits viz., germination after aging, germination index after aging and their relative measures. Functional annotation revealed DET1 and expansin-A2 influenced seed coat integrity, critical for germination and aging resilience. Probable protein phosphatase 2C3 and piezo-type ion channels contributed to mechanical sensing and stress adaptation in seeds. Beta-amylase and acetyl-CoA carboxylase 2 were identified for seed metabolism and stress response. These insights lay the framework for targeted breeding efforts to improve seed quality and resilience under diverse production conditions.
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spelling doaj-art-5c0f2e2a68da4cbf93382c0c8846928d2025-08-20T02:29:45ZengNature PortfolioScientific Reports2045-23222025-02-0115111910.1038/s41598-025-89315-3Role of functional genes for seed vigor related traits through genome-wide association mapping in finger millet (Eleusine coracana L. Gaertn.)Netyam Kannababu0Sandeep Nanjundappa1Neha Narayanan2Mani Vetriventhan3Ronda Venkateswarlu4Indra Kanta Das5Arutla Srikanth6Aswini Viswanath7Swati Singh8Renuka Malipatil9Tara C Satyavathi10Nepolean Thirunavukkarasu11Seed Science and Technology Lab, ICAR-Indian Institute of Millets ResearchGenomics and Molecular Breeding Lab, Global Centre of Excellence on Millets (Shree Anna), ICAR-Indian Institute of Millets ResearchGenomics and Molecular Breeding Lab, Global Centre of Excellence on Millets (Shree Anna), ICAR-Indian Institute of Millets ResearchInternational Crops Research Institute for the Semi-Arid Tropics (ICRISAT)Biochemistry Lab, ICAR-Indian Institute of Millets ResearchPlant Pathology Lab, ICAR-Indian Institute of Millets ResearchSeed Science and Technology Lab, ICAR-Indian Institute of Millets ResearchGenomics and Molecular Breeding Lab, Global Centre of Excellence on Millets (Shree Anna), ICAR-Indian Institute of Millets ResearchGenomics and Molecular Breeding Lab, Global Centre of Excellence on Millets (Shree Anna), ICAR-Indian Institute of Millets ResearchGenomics and Molecular Breeding Lab, Global Centre of Excellence on Millets (Shree Anna), ICAR-Indian Institute of Millets ResearchGenomics and Molecular Breeding Lab, Global Centre of Excellence on Millets (Shree Anna), ICAR-Indian Institute of Millets ResearchGenomics and Molecular Breeding Lab, Global Centre of Excellence on Millets (Shree Anna), ICAR-Indian Institute of Millets ResearchAbstract Finger millet (Eleusine coracana (L.) Gaertn.) is a calcium-rich, nutritious and resilient crop that thrives even in harsh environmental conditions. In such ecologies, seed longevity and seedling vigor are crucial for sustainable crop production amid climate change. The current study explores the genetics of accelerated aging on seed longevity traits across 221 diverse accessions of finger millet through genome-wide association approach (GWAS). A significant variation was identified in germination percentage, germination rate indices, mean germination time, seedling vigor indices and dry weight upon aging treatment. GWAS model from 11,832 high-quality SNPs identified through Genotyping-by-Sequencing (GBS) approach produced 491 marker-trait associations (MTAs) for 27 traits, of which 54 were FDR-corrected. A pleiotropic SNP, FM_SNP_9478 identified on chromosome 7B was associated with the traits viz., germination after aging, germination index after aging and their relative measures. Functional annotation revealed DET1 and expansin-A2 influenced seed coat integrity, critical for germination and aging resilience. Probable protein phosphatase 2C3 and piezo-type ion channels contributed to mechanical sensing and stress adaptation in seeds. Beta-amylase and acetyl-CoA carboxylase 2 were identified for seed metabolism and stress response. These insights lay the framework for targeted breeding efforts to improve seed quality and resilience under diverse production conditions.https://doi.org/10.1038/s41598-025-89315-3Accelerated agingAssociation mappingFinger milletFunctional genesSeed longevitySeedling vigor
spellingShingle Netyam Kannababu
Sandeep Nanjundappa
Neha Narayanan
Mani Vetriventhan
Ronda Venkateswarlu
Indra Kanta Das
Arutla Srikanth
Aswini Viswanath
Swati Singh
Renuka Malipatil
Tara C Satyavathi
Nepolean Thirunavukkarasu
Role of functional genes for seed vigor related traits through genome-wide association mapping in finger millet (Eleusine coracana L. Gaertn.)
Scientific Reports
Accelerated aging
Association mapping
Finger millet
Functional genes
Seed longevity
Seedling vigor
title Role of functional genes for seed vigor related traits through genome-wide association mapping in finger millet (Eleusine coracana L. Gaertn.)
title_full Role of functional genes for seed vigor related traits through genome-wide association mapping in finger millet (Eleusine coracana L. Gaertn.)
title_fullStr Role of functional genes for seed vigor related traits through genome-wide association mapping in finger millet (Eleusine coracana L. Gaertn.)
title_full_unstemmed Role of functional genes for seed vigor related traits through genome-wide association mapping in finger millet (Eleusine coracana L. Gaertn.)
title_short Role of functional genes for seed vigor related traits through genome-wide association mapping in finger millet (Eleusine coracana L. Gaertn.)
title_sort role of functional genes for seed vigor related traits through genome wide association mapping in finger millet eleusine coracana l gaertn
topic Accelerated aging
Association mapping
Finger millet
Functional genes
Seed longevity
Seedling vigor
url https://doi.org/10.1038/s41598-025-89315-3
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