Evidence map›Paper›PMID 41557842›Full record

ArticleBioinformatics (Oxford, England)2026

Aggregation of gene regulatory information and knowledge on FAIR principles enables discovery of pathogenic gene regulatory variants.

Keyang Yu, Haoquan Zhao, Andrea S Wilderman, Tierra R Farris, Jessie E Arce, David Chen, Andrew R Jackson, Yiran Guo, Qi Li, Bosko Jevtic and 15 more

Abstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. The Common Fund Data Ecosystem (CFDE).bioRxiv : the preprint server for biology · 2026
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

25 authors.

Keyang YuDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, United States.ORCID 0000-0002-3880-9396
Haoquan ZhaoDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, United States.ORCID 0000-0002-5460-8981
Andrea S WildermanDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, United States.ORCID 0000-0002-4832-9476
Tierra R FarrisDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, United States.ORCID 0000-0001-9022-1584
Jessie E ArceDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, United States.ORCID 0000-0001-8750-9579
David ChenDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, United States.ORCID 0000-0002-8726-5209
Andrew R JacksonDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, United States.
Yiran GuoCenter for Data Driven Discovery in Biomedicine, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, United States.
Qi LiCenter for Data Driven Discovery in Biomedicine, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, United States.
Bosko JevticPersida Inc., Brooklyn, NY, 11219, United States.
Dubravka JevticPersida Inc., Brooklyn, NY, 11219, United States.
Vuk MilinovicPersida Inc., Brooklyn, NY, 11219, United States.
Yuankun ZhuCenter for Data Driven Discovery in Biomedicine, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, United States.ORCID 0000-0002-2455-9525
Jeremy CostanzaAzrieli Research Center, CHU Sainte-Justine Research Centre, Montreal, QC, H3T 1C5, Canada.
Eric D WengerCenter for Data Driven Discovery in Biomedicine, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, United States.
Christopher NemarichCenter for Data Driven Discovery in Biomedicine, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, United States.ORCID 0000-0001-8126-4451
Lisa AndersonBroad Institute of MIT and Harvard, Cambridge, MA, 02142, United States.ORCID 0000-0003-4062-542X
Aleksandar MihajlovićPersida Inc., Brooklyn, NY, 11219, United States.
Kristin ArdlieBroad Institute of MIT and Harvard, Cambridge, MA, 02142, United States.ORCID 0000-0003-4272-6283
Shaine A MorrisDepartment of Pediatrics, Baylor College of Medicine and Texas Children's Hospital, Houston, TX, 77030, United States.ORCID 0000-0002-8056-0934
Matthew E RothDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, United States.
Deanne M TaylorCenter for Data Driven Discovery in Biomedicine, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, United States.ORCID 0000-0002-3302-4610
Adam C ResnickCenter for Data Driven Discovery in Biomedicine, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, United States.ORCID 0000-0003-0436-4189
Lilei ZhangDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, United States.ORCID 0000-0001-6320-1318
Aleksandar MilosavljevicDepartment of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, United States.ORCID 0000-0001-5482-2825

Funding

Baylor College of Medicine/Stanford University Clinical Genome Resource (CLINGEN)U24HG009649 · NHGRI · BAYLOR COLLEGE OF MEDICINE · PI TERI Ellen KLEIN, Aleksandar Milosavljevic · 2021 to 2026
$31.5M
Laboratory, Data Analysis, and Coordinating Center (LDACC) for the Developmental Human Genotype-Tissue Expression ProjectU24HG012108 · NHGRI · YALE UNIVERSITY · PI GERSTEIN, MARK BENDER, HUTTNER, ANITA JULIANE · 2021 to 2025
$8.7M
Functional Genomic Dissection of Alzheimer's Disease in Humans and Drosophila ModelsU01AG072439 · NIA · BAYLOR COLLEGE OF MEDICINE · PI BELLEN, HUGO J, BOTAS, JUAN · 2021 to 2025
$8.4M
NHGRI NIH HHS U24 HG009649NHGRI NIH HHS U24 HG012108NIA NIH HHS U01 AG072439ODCDC CDC HHS OT2 OD030547ODCDC CDC HHS OT2 OD038054ODCDC CDC HHS U54 OD030165
6 · The paper itself

Abstract

motivationMethods for sharing gene regulatory information and knowledge on FAIR principles, particularly in the context of tissue-specific gene regulation, remain poorly defined and implemented, hampering discovery and clinical genetic diagnosis.

resultsWe specified FAIR principles for tissue-specific gene regulatory information and knowledge; implemented them by developing a registry of regulatory elements and aggregating FAIR gene regulatory information from several major sources; developed computational tools that utilize these FAIR resources; and demonstrated their utility by associating gene regulatory variants with major subtypes of congenital heart disease. AVAILABILITY AND IMPLEMENTATION: Variant prioritization infrastructure tools are available in genboree node repository at https://genboree.org/verdaccio/#/. Detailed documentation is available at https://ldh.clinicalgenome.org/docs/ldh/overview.html#related-services. The code for use case analyses and free access variant data is available on Zenodo with DOI: https://doi.org/10.5281/zenodo.17833070.

Indexed as

Computational BiologyGene Regulatory NetworksGenetic VariationDatabases, GeneticHeart Defects, CongenitalHumansSoftware

Identifiers

PMID41557842
PMCPMC12967215

What OpenQuestion holds

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LicenceCC BY-NC
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.