AUTHOR=Saroj Ranjit , Soumya S. L. , Singh Satbeer , Sankar S. Mukesh , Chaudhary Rajat , Yashpal , Saini Navinder , Vasudev Sujata , Yadava Devendra K. TITLE=Unraveling the Relationship Between Seed Yield and Yield-Related Traits in a Diversity Panel of Brassica juncea Using Multi-Traits Mixed Model JOURNAL=Frontiers in Plant Science VOLUME=Volume 12 - 2021 YEAR=2021 URL=https://www.frontiersin.org/journals/plant-science/articles/10.3389/fpls.2021.651936 DOI=10.3389/fpls.2021.651936 ISSN=1664-462X ABSTRACT=The response to selection in any crop improvement program depends on the degree of variance and heritability. The objective of current study was to explain variance and heritability components in Indian mustard, Brassica juncea (L). Czern & Coss to recognize promising genotypes for effective breeding. Two hundred and eighty-nine diverse accessions of Indian mustard, belonging to four continents were analysed for yield and yield related traits (twenty traits) over two seasons (2017-18 & 2018-19) using an alpha lattice design. Genetic variance was found to be significant (P≤0.01) for the individual and under pooled analysis for all of the evaluated traits, demonstrating the presence of significant genetic variability in the diversity panel which bids greater opportunities for utilizing these traits in future breeding programs. High heritability combined with high genetic advance as percent of mean and GCV were observed for flowering traits, plant height traits, seed size and seed yield/plant; hence, a better genetic gain is expected upon the selection of these traits over subsequent generations. Both correlation and stepwise regression analysis indicated that the main shoot length, biological yield, total seed yield, plant height upto first primary branch, seed size, total siliqua count, days to flowering initiation, plant height at maturity, siliquae on main shoot, main shoot length and siliqua length were the most significant contributory traits for seed yield/plant. Also promising genotypes were identified among the diversity panel which can be utilised as donor for further improvement of Indian mustard. These results indicated a greater scope for improving seed yield per plant directly through selection of genotypes having the parsimonious combination of these seven traits.