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Candidate genes for those traits, the novel SNPs identified here can be implemented in related breeding studies.Discussion To address upcoming challenges for food production, the efficient use of rice germplasms is critical [13, 28]. These rice germplasms, adapted from diverse ecosystems, are valuable for rice breeders/researchers, potentially providing a broad array of useful alleles that enrich