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Benchmarking genome choice in functional genomics analyses
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  • Open access
  • Published: 26 May 2026

Benchmarking genome choice in functional genomics analyses

  • Juan F. Macias-Velasco  ORCID: orcid.org/0000-0003-2827-46471,2,
  • Xiaoyu Zhuo  ORCID: orcid.org/0000-0002-1400-56091,
  • Chad Tomlinson  ORCID: orcid.org/0000-0001-9905-61592,
  • Eddie A. Belter2,
  • Milinn Kremitzki  ORCID: orcid.org/0000-0001-7980-31532,
  • Derek Albracht2,
  • Tina Lindsay2,
  • Xiaoyun Xing  ORCID: orcid.org/0000-0002-1045-17751,
  • Nina Tekkey  ORCID: orcid.org/0000-0002-7082-18621,
  • Wenjin Zhang  ORCID: orcid.org/0000-0002-5979-01021,
  • John E. Garza  ORCID: orcid.org/0009-0002-2565-07742,
  • Zheng Xu  ORCID: orcid.org/0009-0004-9891-02951,
  • Zilan Xin  ORCID: orcid.org/0009-0000-5229-810X1,
  • Qichen Fu  ORCID: orcid.org/0000-0003-3291-31571,
  • Heather A. Lawson  ORCID: orcid.org/0000-0002-3550-54851,
  • Nathan O. Stitziel  ORCID: orcid.org/0000-0002-4963-82112,3,
  • Robert S. Fulton2,
  • Daofeng Li  ORCID: orcid.org/0000-0001-7492-37031,2,
  • Human Pangenome Reference Consortium &
  • …
  • Ting Wang  ORCID: orcid.org/0000-0002-6800-242X1,2 

Nature Communications (2026) Cite this article

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Computational biology and bioinformatics
  • Epigenomics
  • Functional genomics

Abstract

The human genome reference established a shared coordinate system for genome function, but it is incomplete and not fully representative of human diversity. Here, we benchmark how genome representation and corresponding analytical frameworks for each representation shape functional genomics using chromatin accessibility sequencing (ATAC-seq), RNA sequencing, whole-genome bisulfite sequencing, and chromosome conformation capture (Hi-C) data from lymphoblastoid cell lines derived from five individuals with fully phased genome assemblies. We compare results across hg38, CHM13, the draft human pangenome, and each individual’s maternal and paternal assemblies. Because current pipelines and quality control conventions are tuned to hg38, several of these comparisons reflect genome representation in the context of available methods, rather than sequence alone. Individual identity accounts for 57.52-78.47% of total variance in functional estimates, whereas genome choice contributes 0.002-7.85% and sample-by-genome interactions contribute 0.63-5.43%. About 2% of biological signals are detectable only with personal assemblies. Although these effects are modest overall, some biologically important features remain inaccessible to linear references. Consistent with this, graph-based DNA methylation analysis in the human pangenome reveals a non-reference AluY5a insertion within a putative TNKS enhancer at chromosome 8p23.1 that becomes visible and hypermethylated only in the pangenome.

Acknowledgements

We would like to thank Adam Novak, Jordan Eizenga, and Benedict Paten for assistance in using pangenomic methods. B. Koebbe and E. Martin from CGSSB for assistance with processing of data. Genome Technology Access Center (GTAC) assisted with RNA-seq prep.

Funding

T.W. discloses support for the research of this work from National Institutes of Health (NIH) grants U41HG010972, U41HG010971, U24HG012070, and R01HG007175. J.F.M.-V., X.Z., C.T., E.B., M.K., D.A., T.L., X.X., N.T., W.Z., J.E.G., Z.X. (Zheng Xu), Z.X. (Zilan Xin), Q.F., H.A.L., N.O.S., R.S.F., and D.L. declare no relevant funding.

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Authors and Affiliations

  1. Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA

    Juan F. Macias-Velasco, Xiaoyu Zhuo, Xiaoyun Xing, Nina Tekkey, Wenjin Zhang, Zheng Xu, Zilan Xin, Qichen Fu, Heather A. Lawson, Daofeng Li & Ting Wang

  2. McDonnell Genome Institute, Washington University School of Medicine, Saint Louis, MO, USA

    Juan F. Macias-Velasco, Chad Tomlinson, Eddie A. Belter, Milinn Kremitzki, Derek Albracht, Tina Lindsay, John E. Garza, Nathan O. Stitziel, Robert S. Fulton, Daofeng Li & Ting Wang

  3. Department of Medicine, Cardiovascular Division, Washington University School of Medicine, Saint Louis, MO, USA

    Nathan O. Stitziel

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  1. Juan F. Macias-Velasco
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  2. Xiaoyu Zhuo
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  18. Daofeng Li
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  19. Ting Wang
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Consortia

Human Pangenome Reference Consortium

  • Juan F. Macias-Velasco
  • , Xiaoyu Zhuo
  • , Chad Tomlinson
  • , Eddie A. Belter
  • , Milinn Kremitzki
  • , Derek Albracht
  • , Tina Lindsay
  • , Xiaoyun Xing
  • , Nina Tekkey
  • , Wenjin Zhang
  • , John E. Garza
  • , Zheng Xu
  • , Zilan Xin
  • , Qichen Fu
  • , Heather A. Lawson
  • , Nathan O. Stitziel
  • , Robert S. Fulton
  • , Daofeng Li
  •  & Ting Wang

Corresponding author

Correspondence to Ting Wang.

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Competing interests

The authors declare no competing interests.

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Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, 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 licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.

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Cite this article

Macias-Velasco, J.F., Zhuo, X., Tomlinson, C. et al. Benchmarking genome choice in functional genomics analyses. Nat Commun (2026). https://doi.org/10.1038/s41467-026-73663-3

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  • Received: 19 January 2026

  • Accepted: 11 May 2026

  • Published: 26 May 2026

  • DOI: https://doi.org/10.1038/s41467-026-73663-3

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