%O We thank the Asian Development Bank and Government of Finland for their financial support for this study through the project “TA8441-Development and dissemination of climate-resilient rice varieties for water-short areas of South Asia and Southeast Asia”. %K rice, genetic basis, genomics, genetics, QTLs %A N Sandhu %A S R Subedi %A V K Singh %A P Sinha %A S Kumar %A S P Singh %A S K Ghimire %A M Pandey %A R B Yadaw %A R K Varshney %A A Kumar %I Springer Nature Publishing %V 9 (1) %L icrisat11255 %J Scientific Reports (TSI) %N 9334 %P 1-16 %R 10.1038/s41598-019-45770-3 %D 2019 %X In the face of global water scarcity, a successful transition of rice cultivation from puddled to dry direct-seeded rice (DDSR) is a future need. A genome-wide association study was performed on a complex mapping population for 39 traits: 9 seedling-establishment traits, 14 root and nutrient-uptake traits, 5 plant morphological traits, 4 lodging resistance traits, and 7 yield and yield-contributing traits. A total of 10 significant marker-trait associations (MTAs) were found along with 25 QTLs associated with 25 traits. The percent phenotypic variance explained by SNPs ranged from 8% to 84%. Grain yield was found to be significantly and positively correlated with seedling-establishment traits, root morphological traits, nutrient uptake-related traits, and grain yield-contributing traits. The genomic colocation of different root morphological traits, nutrient uptake-related traits, and grain-yield-contributing traits further supports the role of root morphological traits in improving nutrient uptake and grain yield under DDSR. The QTLs/candidate genes underlying the significant MTAs were identified. The identified promising progenies carrying these QTLs may serve as potential donors to be exploited in genomics-assisted breeding programs for improving grain yield and adaptability under DDSR. %T Deciphering the genetic basis of root morphology, nutrient uptake, yield, and yield-related traits in rice under dry direct-seeded cultivation systems