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Rahman H, Vikram P, Hu Y, Asthana S, Tanaji A, Suryanarayanan P, Quadros C, Mehta L, Shahid M, Gkanogiannis A, Thushar S, Balazadeh S, Mueller-Roeber B, Becerra Lopez-Lavalle LA, Wei T, Singh RK. Mining genomic regions associated with agronomic and biochemical traits in quinoa through GWAS. Sci Rep 2024; 14:9205. [PMID: 38649738 PMCID: PMC11035704 DOI: 10.1038/s41598-024-59565-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 04/12/2024] [Indexed: 04/25/2024] Open
Abstract
Quinoa (Chenopodium quinoa Willd.), an Andean crop, is a facultative halophyte food crop recognized globally for its high nutritional value and plasticity to adapt to harsh conditions. We conducted a genome-wide association study on a diverse set of quinoa germplasm accessions. These accessions were evaluated for the following agronomic and biochemical traits: days to 50% flowering (DTF), plant height (PH), panicle length (PL), stem diameter (SD), seed yield (SY), grain diameter (GD), and thousand-grain weight (TGW). These accessions underwent genotyping-by-sequencing using the DNBSeq-G400R platform. Among all evaluated traits, TGW represented maximum broad-sense heritability. Our study revealed average SNP density of ≈ 3.11 SNPs/10 kb for the whole genome, with the lowest and highest on chromosomes Cq1B and Cq9A, respectively. Principal component analysis clustered the quinoa population in three main clusters, one clearly representing lowland Chilean accessions, whereas the other two groups corresponded to germplasm from the highlands of Peru and Bolivia. In our germplasm set, we estimated linkage disequilibrium decay to be ≈ 118.5 kb. Marker-trait analyses revealed major and consistent effect associations for DTF on chromosomes 3A, 4B, 5B, 6A, 7A, 7B and 8B, with phenotypic variance explained (PVE) as high as 19.15%. Nine associations across eight chromosomes were also found for saponin content with 20% PVE by qSPN5A.1. More QTLs were identified for PL and TGW on multiple chromosomal locations. We identified putative candidate genes in the genomic regions associated with DTF and saponin content. The consistent and major-effect genomic associations can be used in fast-tracking quinoa breeding for wider adaptation across marginal environments.
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Affiliation(s)
- Hifzur Rahman
- International Center for Biosaline Agriculture, Dubai, UAE.
| | - Prashant Vikram
- International Center for Biosaline Agriculture, Dubai, UAE
- SGT University, Gurugram, Haryana, India
| | - Yulan Hu
- BGI-Research, 518083, Shenzhen, China
- BGI Research, 430074, Wuhan, China
| | | | - Abhinav Tanaji
- Birla Institute of Technology and Science Pilani, Dubai Campus, Dubai, UAE
| | | | - Chris Quadros
- Birla Institute of Technology and Science Pilani, Dubai Campus, Dubai, UAE
| | - Lovely Mehta
- International Center for Biosaline Agriculture, Dubai, UAE
| | | | | | | | - Salma Balazadeh
- Institute of Biology Leiden, Sylvius Laboratory, Leiden University, Sylviusweg 72, 2333 BE, Leiden, The Netherlands
| | - Bernd Mueller-Roeber
- Department of Molecular Biology, University of Potsdam, Karl-Liebknecht-Straße 24-25, Haus 20, 14476, Potsdam, Germany
| | | | - Tong Wei
- International Center for Biosaline Agriculture, Dubai, UAE.
- BGI-Research, 518083, Shenzhen, China.
- BGI Research, 430074, Wuhan, China.
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Kumar KSS, Narasimhan A, Gopalakrishnan R, Geetha N, Thirunarayanan MA, Suryanarayanan P. Coccidioidomycosis in Chennai. J Assoc Physicians India 2011; 59:122-124. [PMID: 21751654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Coccidioidomycosis is a deep mycosis caused by the fungus Coccidioides immitis. Disseminated disease can affect any part of the body. Coccidioidal synovitis is a rare manifestation of musculoskeletal coccidioidomycosis requiring aggressive treatment. We report a case of a 68 year old man who presented to our centre in Chennai with pain and restriction of movement of the elbow of 4 months duration. After being investigated, he was subjected to a synovectomy following which he was diagnosed to have coccidioidal synovitis of the elbow joint by histology and culture. He was treated with itraconazole. He was doing well on the most recent follow up. The case is presented for its rarity in India.
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