Evidence map›Paper›PMID 41476111›Full record

ArticleNature methods2026

cellSTAAR: incorporating single-cell-sequencing-based functional data to boost power in rare variant association testing of noncoding regions.

Eric Van Buren, Yi Zhang, Xihao Li, Margaret Sunitha Selvaraj, Zilin Li, Hufeng Zhou, Nicholette D Palmer, Donna K Arnett, John Blangero, Eric Boerwinkle and 56 more

Abstract read
In one paragraph

Article in Nature methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
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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

66 authors.

Eric Van BurenDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Cambridge, MA, USA.
Yi ZhangDepartment of Neurosurgery, Duke University School of Medicine, Durham, NC, USA.ORCID http://orcid.org/0000-0002-7453-6188
Xihao LiDepartment of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0001-8151-0106
Margaret Sunitha SelvarajCenter for Genomic Medicine and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.ORCID http://orcid.org/0000-0002-2751-9254
Zilin LiSchool of Mathematics and Statistics, Northeast Normal University, Changchun, China.ORCID http://orcid.org/0000-0003-1521-8945
Hufeng ZhouDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Cambridge, MA, USA.ORCID http://orcid.org/0000-0001-9382-5674
Nicholette D PalmerDepartment of Biochemistry, Wake Forest University School of Medicine, Winston-Salem, NC, USA.ORCID http://orcid.org/0000-0001-8883-2511
Donna K ArnettProvost Office, University of South Carolina, Columbia, SC, USA.
John BlangeroDepartment of Human Genetics and South Texas Diabetes and Obesity Institute, School of Medicine, The University of Texas Rio Grande Valley, Brownsville, TX, USA.ORCID http://orcid.org/0000-0001-6250-5723
Eric BoerwinkleHuman Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA.
Brian E CadeProgram in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
Jenna C CarlsonDepartment of Human Genetics and Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA, USA.ORCID http://orcid.org/0000-0001-5483-0833
April P CarsonDepartment of Medicine, University of Mississippi Medical Center, Jackson, MS, USA.
Yii-Der Ida ChenThe Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA.
Joanne CurranDepartment of Human Genetics and South Texas Diabetes and Obesity Institute, School of Medicine, The University of Texas Rio Grande Valley, Brownsville, TX, USA.ORCID http://orcid.org/0000-0002-6898-155X
Ravindranath DuggiralaDepartment of Human Genetics and South Texas Diabetes and Obesity Institute, School of Medicine, The University of Texas Rio Grande Valley, Brownsville, TX, USA.
Myriam FornageHuman Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA.ORCID http://orcid.org/0000-0003-0677-8158
Nora FranceschiniDepartment of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0009-0001-8346-3662
Misa GraffDepartment of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0001-6380-1735
Charles GuDivision of Biology & Biomedical Sciences, Washington University School of Medicine, St. Louis, MO, USA.ORCID http://orcid.org/0000-0002-8527-8145
Xiuqing GuoThe Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA.ORCID http://orcid.org/0000-0002-5264-5068
Jiang HeDepartment of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, USA.
Nancy Heard-CosaDepartment of Neurology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.ORCID http://orcid.org/0000-0001-9730-0306
Lifang HouDepartment of Preventive Medicine, Northwestern University, Chicago, IL, USA.
Yi-Jen HungDepartment of Internal Medicine, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan.
Rita R KalyaniDepartment of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
Sharon L R KardiaDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA.
Eimear KennyInstitute for Genomic Health, Icahn School of Medicine, New York, NY, USA.
Charles KooperbergDivision of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.ORCID http://orcid.org/0000-0002-7986-8560
Brian G KralDepartment of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
Leslie LangeDepartment of Biomedical Informatics, University of Colorado, School of Medicine, Aurora, CO, USA.
Dan LevyFramingham Heart Study, Framingham, MA, USA.ORCID http://orcid.org/0000-0003-1843-8724
Changwei LiDepartment of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA, USA.
Simin LiuDepartment of Epidemiology, Brown University, Providence, RI, USA.ORCID http://orcid.org/0000-0003-2098-3844
Donald Lloyd-JonesDepartment of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
Ruth J F LoosThe Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Ani W ManichaikulDepartment of Genome Sciences, University of Virginia, Charlottesville, VA, USA.
Lisa Warsinger MartinGeorge Washington University School of Medicine and Health Sciences, Washington, DC, USA.ORCID http://orcid.org/0000-0003-4352-0914
Rasika MathiasLaboratory of Allergic Diseases, Genomics and Precision Health Section, National Institute of Allergy and Infectious Diseases, Bethesda, MD, USA.
Ryan L MinsterDepartment of Human Genetics, University of Pittsburgh, Pittsburgh, PA, USA.ORCID http://orcid.org/0000-0001-7382-6717
Braxton D MitchellDepartment of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA.ORCID http://orcid.org/0000-0003-4920-4744
Josyf C MychaleckyjDepartment of Genome Sciences, University of Virginia, Charlottesville, VA, USA.ORCID http://orcid.org/0000-0003-2595-0005
Take NaseriInternational Health Institute, Brown University, Providence, RI, USA.
Kari NorthDepartment of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0002-8903-0366
Jeff O'ConnellDepartment of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA.
James A PerryDepartment of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA.
Patricia A PeyserDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0002-9717-8459
Bruce M PsatyCardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.ORCID http://orcid.org/0000-0002-7278-2190
Laura M RaffieldDepartment of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0002-7892-193X
Ramachandran S VasanFramingham Heart Study, Framingham, MA, USA.ORCID http://orcid.org/0000-0001-7357-5970
Susan RedlineDivision of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA.ORCID http://orcid.org/0000-0002-6585-1610
Alex P ReinerDivision of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.ORCID http://orcid.org/0000-0002-1427-4470
Stephen S RichDepartment of Genome Sciences, University of Virginia, Charlottesville, VA, USA.ORCID http://orcid.org/0000-0003-3872-7793
Jennifer A SmithDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0002-3575-5468
Brian SpitzerBrigham and Women's Hospital, Boston, MA, USA.
Hua TangDepartment of Genetics, School of Medicine, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0002-0177-8864
Kent D TaylorThe Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA.
Russell TracyDepartment of Pathology and Laboratory Medicine, Larnar College of Medicine, University of Vermont, Burlington, VT, USA.
Satupa'itea VialiOceania University of Medicine, School of Medicine, National University of Samoa, Apia, Samoa.
Lisa YanekDepartment of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.ORCID http://orcid.org/0000-0001-7117-1075
Wei ZhaoDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0002-4032-5745
NHLBI Trans-Omics for Precision Medicine (TOPMed) Consortium
Jerome I RotterThe Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA.ORCID http://orcid.org/0000-0001-7191-1723
Gina M PelosoDepartment of Biostatistics, Boston University School of Public Health, Boston, MA, USA.ORCID http://orcid.org/0000-0002-5355-8636
Pradeep NatarajanCenter for Genomic Medicine and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.ORCID http://orcid.org/0000-0001-8402-7435
Xihong LinDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Cambridge, MA, USA. xlin@hsph.harvard.edu.ORCID http://orcid.org/0000-0001-7067-7752

Funding

Task Area A Core Study Operations.Task Area A shall encompass annual follow-up of cohort members, clinical endpoints ascertainment, study coordination activities, maintenance of the database and biosp75N92020D00001 · NHLBI · UNIVERSITY OF WASHINGTON · PI MCCLELLAND, ROBYN LEAGH · 2020 to 2025
$17.2M
NHLBI TRANS-OMICS FOR PRECISION MEDICINE (TOPMED) ADMINISTRATIVE COORDINATING CENTER (ACC)75N92021F00229 · NHLBI · WESTAT, INC. · PI SHIFFLETT, PATRICIA · 2021 to 2025
$16.7M
GRADUATE TRAINING IN BIOSTATISTICST32ES007142 · NIEHS · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI Brent Andrew Coull · 1985 to 2026
$11.9M
Statistical Methods for Analysis of Massive Genetic and Genomic Data in Cancer ResearchR35CA197449 · NCI · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI XIHONG LIN · 2015 to 2026
$10.9M
Superfund Metal Mixtures, Biomarkers and NeurodevelopmentP42ES016454 · NIEHS · HARVARD SCHOOL OF PUBLIC HEALTH · PI BELLINGER, DAVID C · 2010 to 2015
$10.1M
Sickle Cell Disease and Sickle Cell Trait Protection Against HIV-1-infection in Africans and African AmericansR01HL125005 · NHLBI · HOWARD UNIVERSITY · PI MARINA A JEREBTSOVA, SERGEI NEKHAI · 2014 to 2026
$6.7M
Task Area A shall encompass annual follow-up of cohort members, clinical events investigations, study operations, and data analysis and manuscript writing. If implemented, Task A.1 will provide fundin75N92020D00005 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI WATSON, KAROL E · 2020 to 2025
$5.1M
TO EXERCISE OPTION PERIOD ONE (1) FOR TASK AREA A - MESA CORE OPERATIONS, FIELD CENTER.75N92020D00004 · NHLBI · NORTHWESTERN UNIVERSITY · PI SIEGEL, JONATHAN H · 2020 to 2025
$4.5M
Task Area A shall encompass annual follow-up of cohort members, clinical events investigations, study operations, and data analysis and manuscript writing. If implemented, Task A.1 will provide fundin75N92020D00006 · NHLBI · UNIVERSITY OF MINNESOTA · PI PANKOW, JAMES S · 2020 to 2025
$4.4M
Predictive Modeling of the Functional and Phenotypic Impacts of Genetic VariantsU01HG012064 · NHGRI · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI Manuel Garber, XIHONG LIN · 2021 to 2026
$4.0M
Task Area A shall encompass annual follow-up of cohort members, clinical events investigations, study operations, and data analysis and manuscript writing. If implemented, Task A.1 will provide fundin75N92020D00003 · NHLBI · JOHNS HOPKINS UNIVERSITY · PI POST, WENDY S · 2020 to 2025
$3.8M
Task Area A shall encompass annual follow-up of cohort members, clinical events investigations, study operations, and data analysis and manuscript writing. If implemented, Task A.1 will provide fundin75N92020D00007 · NHLBI · WAKE FOREST UNIVERSITY HEALTH SCIENCES · PI BERTONI, ALAIN GERALD · 2020 to 2025
$3.5M
NCI NIH HHS R35 CA197449NHGRI NIH HHS R01 HG013163NHGRI NIH HHS U01 HG012064NHLBI NIH HHS 75N92020D00001NHLBI NIH HHS 75N92020D00002NHLBI NIH HHS 75N92020D00003NHLBI NIH HHS 75N92020D00004NHLBI NIH HHS 75N92020D00005NHLBI NIH HHS 75N92020D00006NHLBI NIH HHS 75N92020D00007NHLBI NIH HHS HHSN268201500003INHLBI NIH HHS HHSN268201600001CNHLBI NIH HHS HHSN268201600002CNHLBI NIH HHS HHSN268201600003CNHLBI NIH HHS HHSN268201600004CNHLBI NIH HHS HHSN268201600018CNHLBI NIH HHS HHSN268201700001INHLBI NIH HHS HHSN268201700002INHLBI NIH HHS HHSN268201700004INHLBI NIH HHS HHSN268201700005INHLBI NIH HHS R01 HL125005NHLBI NIH HHS R01 HL163560NHLBI NIH HHS R01 HL163972NHLBI NIH HHS R01 HL167072NHLBI NIH HHS R01 HL172803NIA NIH HHS K01 AG059898NIEHS NIH HHS P42 ES016454NIEHS NIH HHS T32 ES007142U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) R35-CA197449U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) U19-CA203654U.S. Department of Health & Human Services | NIH | National Center for Advancing Translational Sciences (NCATS) UL1-TR-000040U.S. Department of Health & Human Services | NIH | National Center for Advancing Translational Sciences (NCATS) UL1-TR-001079U.S. Department of Health & Human Services | NIH | National Center for Advancing Translational Sciences (NCATS) UL1-TR-001420U.S. Department of Health & Human Services | NIH | National Center for Advancing Translational Sciences (NCATS) UL1-TR001881U.S. Department of Health & Human Services | NIH | National Center for Research Resources (NCRR) UL1-RR033176U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) 1R35-HL135818U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) 75N92021F00229U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) HL046389U.S. Department of Health & Human Services | NIH | National Heart, Lung, 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Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) U01-HL054473U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) U01-HL054495U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) U01-HL054509U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) U01- HL072524U.S. Department of Health & Human Services | NIH | National Human Genome Research Institute (NHGRI) U01-HG009088U.S. Department of Health & Human Services | NIH | National Human Genome Research Institute (NHGRI) U01-HG012064U.S. Department of Health & Human Services | NIH | National Institute of Diabetes and Digestive and Kidney Diseases (National Institute of Diabetes & Digestive & Kidney Diseases) DK063491U.S. Department of Health & Human Services | NIH | National Institute of Diabetes and Digestive and Kidney Diseases (National Institute of Diabetes & Digestive & Kidney Diseases) R01-DK117445U.S. Department of Health & Human Services | NIH | National Institute on Minority Health and Health Disparities (NIMHD) R01-MD012765
6 · The paper itself

Abstract

Understanding how rare genetic variants influence complex traits remains a major challenge, particularly when these variants lie in noncoding regions of the genome. The effects of variants within candidate cis-regulatory elements (cCREs) often depend on the cell type, making interpretation difficult. Here we introduce cellSTAAR, which integrates whole-genome sequencing data with single-cell assay for transposase-accessible chromatin using sequencing data to capture variability in chromatin accessibility across cell types via the construction of cell-type-specific functional annotations and regulatory elements. To reflect the uncertainty in cCRE-gene linking, cellSTAAR uses a comprehensive strategy to link cCREs to their target genes. We applied cellSTAAR to data from the Trans-Omics for Precision Medicine consortium (n ≈ 60,000) and replicated our findings using the UK Biobank (n ≈ 190,000). Across four lipid traits, cellSTAAR improved the detection of biologically meaningful associations and enhanced biological interpretability. These results demonstrate the potential of cell-type-aware approaches to boost discovery in rare variant whole-genome sequencing association studies.

Indexed as

Genome-Wide Association StudySingle-Cell AnalysisChromatinGenetic VariationGenome, HumanHumansPolymorphism, Single NucleotideRegulatory Sequences, Nucleic AcidWhole Genome SequencingChromatin

Identifiers

PMID41476111
PMCPMC13284854

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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.