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rss-bridge 2026-03-01T04:04:53.100565026+00:00

Functional dissection of complex trait variants at single-nucleotide resolution


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  • Article

Open access

  • Published: 25 February 2026

Functional dissection of complex trait variants at single-nucleotide resolution

  • Layla Siraj1,2,3,4,
  • Rodrigo I. Castro

orcid.org/0000-0002-9833-41695,

  • Hannah B. Dewey

orcid.org/0000-0002-3009-04525,6,

  • Susan Kales5,
  • John C. Butts

orcid.org/0000-0001-9456-45095,7,

  • Thanh Thanh L. Nguyen

orcid.org/0000-0002-2281-65408,

  • Masahiro Kanai

orcid.org/0000-0001-5165-44084,9,10,11,

  • Daniel Berenzy

orcid.org/0000-0001-8695-89035,

  • Kousuke Mouri

orcid.org/0000-0003-1712-68335,

  • Qingbo S. Wang4,9,10,12,13,
  • Petko P. Fiziev14,
  • Kristin Tsuo4,9,10,
  • Zachary R. McCaw

orcid.org/0000-0002-2006-982815,

  • Sager J. Gosai

orcid.org/0000-0003-4494-73621,16,17,18,

  • François Aguet1,14,
  • Ran Cui

orcid.org/0000-0002-3236-40824,9,10,19,

  • Irfahan Kassam14,
  • Jeremy McRae

orcid.org/0000-0003-3411-924814,

  • Christopher M. Vockley1 nAff27,
  • Caleb A. Lareau

orcid.org/0000-0003-4179-480720,

  • Sergey Abramov

orcid.org/0000-0002-3334-533421,

  • Alexandr Boystov

orcid.org/0000-0002-2712-836821,

  • Jeff Vierstra

orcid.org/0000-0001-6406-856321,

  • Yukinori Okada

orcid.org/0000-0002-0311-847212,13,22,

  • Alexander Gusev

orcid.org/0000-0002-7980-462023,

  • Thouis R. Jones

orcid.org/0000-0001-6584-96601,19,

  • Eric S. Lander

orcid.org/0000-0003-2662-46311,24,25 na2,

  • Pardis C. Sabeti

orcid.org/0000-0002-9843-18901,17,18 na2,

  • Hilary K. Finucane

orcid.org/0000-0003-3864-98284,9,10 na2,

  • Steven K. Reilly

orcid.org/0000-0003-3140-14838,26 na2,

  • Jacob C. Ulirsch

orcid.org/0000-0002-7947-08274,9,10,14,16 na1 na2 &

  • Ryan Tewhey

orcid.org/0000-0002-4607-80015,6,7 na1 na2

Nature

(2026)Cite this article

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Subjects

  • Gene expression profiling
  • Gene regulation
  • Genetic variation
  • Genome-wide association studies
  • Mutagenesis

Abstract

Identifying the causal variants and mechanisms that drive complex traits and diseases remains a core problem in human genetics1,2,3,4,5. Most of these variants individually have weak effects6 and lie in non-coding gene-regulatory elements7,8,9,10, for which we lack a complete understanding of how single-nucleotide alterations modulate transcriptional processes to affect human phenotypes5,11,12,13,14,15. To address this problem, we measured the activity of 221,412 fine-mapped trait-associated variants using a massively parallel reporter assay16,17,18,19,20 in 5 diverse cell types. We show that this assay effectively discriminates between likely causal variants and controls, and identified 13,121 regulatory variants with high precision. Although the effects of these variants largely agree with orthogonal measures of function, only 69% of them can plausibly be explained by the disruption of a known transcription factor binding motif. We investigated the mechanisms of 136 variants using saturation mutagenesis and assigned affected transcription factors for 91% of variants without a clear canonical mechanism. Finally, we detected regulatory epistasis at 11% of tested regulatory variants in close proximity and identified multiple functional variants on the same haplotype at a small, but important, subset of trait-associated loci. Overall, our study provides a systematic functional characterization of likely causal common variants that underlie complex and molecular human traits, enabling new insights into the regulatory grammar underlying disease risk.

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