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. 2019 Dec 20;9:19605. doi: 10.1038/s41598-019-55357-7

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© The Author(s) 2019

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.

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Bayesian networking showing trait-trait and trait-marker relationships for 16 traits. Yellow boxes represent the traits whereas black arrows show relationships between yield and other related traits. Green arrows show relationships between traits and markers which co-located with reported QTLs whereas strength of relationships is indicated by thickness of arrows. PHT, plant height; PTN, number of productive tillers; DTF, days-to-flowering; PNL, panicle length; SPAD, chlorophyll content index; FG, number of filled grains; UF, number of unfilled grains; GWT, grain weight per panicle; TGN, grain number per panicle; GYLD, grain yield; GW, grain width; GL, grain length; CHALKY, chalkiness; AC, amylose content; Zn, grain zinc and Fe, grain iron.