Genetic variation at transcription factor binding sites largely explains phenotypic heritability in maize

Open Access
Authors
  • Julia Engelhorn
  • Samantha J. Snodgrass
  • Amelie Kok
  • Arun S. Seetharam
  • Michael Schneider
  • Tatjana Kiwit
  • Ayush Singh
  • Michael Banf
  • Duong Thi Hai Doan
  • Merritt Khaipho-Burch
  • Daniel E. Runcie
  • Victor A. Sánchez-Camargo ORCID logo
  • Rechien Bader
  • J. Vladimir Torres-Rodriguez
  • Guangchao Sun
  • Maike Stam
  • Fabio Fiorani
  • Sebastian Beier
  • James C. Schnable
  • Hank W. Bass
  • Matthew B. Hufford
  • Benjamin Stich
  • Wolf B. Frommer
  • Jeffrey Ross-Ibarra
  • Thomas Hartwig
Publication date 09-2025
Journal Nature genetics
Volume | Issue number 57 | 9
Pages (from-to) 2313-2322
Organisations
  • Faculty of Science (FNWI) - Swammerdam Institute for Life Sciences (SILS)
Abstract
Comprehensive maps of functional variation at transcription factor (TF) binding sites (cis-elements) are crucial for elucidating how genotype shapes phenotype. Here, we report the construction of a pan-cistrome of the maize leaf under well-watered and drought conditions. We quantified haplotype-specific TF footprints across a pan-genome of 25 maize hybrids and mapped over 200,000 variants, genetic, epigenetic, or both (termed binding quantitative trait loci (bQTL)), linked to cis-element occupancy. Three lines of evidence support the functional significance of bQTL: (1) coincidence with causative loci that regulate traits, including vgt1, ZmTRE1 and the MITE transposon near ZmNAC111 under drought; (2) bQTL allelic bias is shared between inbred parents and matches chromatin immunoprecipitation sequencing results; and (3) partitioning genetic variation across genomic regions demonstrates that bQTL capture the majority of heritable trait variation across ~72% of 143 phenotypes. Our study provides an auspicious approach to make functional cis-variation accessible at scale for genetic studies and targeted engineering of complex traits.
Document type Article
Language English
Published at https://doi.org/10.1038/s41588-025-02246-7
Other links https://www.scopus.com/pages/publications/105012866508
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