The DOI matches its Crossref record; 62 of the 62 references it cites were found in a registry or an index.
A meta-analysis of genome-wide association studies identifies multiple longevity genes
Open accessAbstract
Human longevity is heritable, but genome-wide association (GWA) studies have had limited success. Here, we perform two meta-analyses of GWA studies of a rigorous longevity phenotype definition including 11,262/3484 cases surviving at or beyond the age corresponding to the 90th/99th survival percentile, respectively, and 25,483 controls whose age at death or at last contact was at or below the age corresponding to the 60th survival percentile. Consistent with previous reports, rs429358 (apolipoprotein E (ApoE) ε4) is associated with lower odds of surviving to the 90th and 99th percentile age, while rs7412 (ApoE ε2) shows the opposite. Moreover, rs7676745, located near GPR78 , associates with lower odds of surviving to the 90th percentile age. Gene-level association analysis reveals a role for tissue-specific expression of multiple genes in longevity. Finally, genetic correlation of the longevity GWA results with that of several disease-related phenotypes points to a shared genetic architecture between health and longevity.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Figures



Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Several studies of large populations of individuals from European ancestry have raised the possibility that APOE is a longevity gene, with the APOEε2 variant associated with longer survival and the APOEε4 with shorter survival in a dose-dependent manner90–94.”
From Multifaceted roles of APOE in Alzheimer disease (2024) · cites this paper as [92]
Experimental — accuracy not yet measuredThe cited source says what the claim attributes to it.
In the citing paper
“In contrast, APOE2 carriers trended towards better survival in patients with low risk of melanoma-associated death (Extended Data Fig. 9c–g), consistent with the known association of APOE2 with enhanced lifespan in the general population24.”
From Common germline variants of the human APOE gene modulate melanoma progression and survival (2020) · cites this paper as [24]
The cited source says what the claim attributes to it.
In the citing paper
“This is aligned with previous findings and reinforces the hypothesis that disease risk reduces lifespan via shared biological pathways45–47.”
From Genetic trade-offs in fertility and longevity explain the maintenance of disease-associated alleles in humans (2026) · cites this paper as [46]
In the citing paper
“Genes that regulate lifespan in animal models6–9 and human studies10–14 as well as multiple experimental paradigms, such as caloric restriction, heterochronic parabiosis and partial epigenetic reprogramming, have demonstrated that it is possible to manipulate ageing biology to ‘rejuvenate’ physiological functioning in complex model organisms15–28.”
From Measuring biological age using omics data (2022) · cites this paper as [12]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
López-Otín, C., Blasco, M. A., Partridge, L., Serrano, M., & Kroemer, G. (2013) · Cell · doi:10.1016/j.cell.2013.05.039 · Cited by 14,982
Statistical significance for genomewide studies
Storey, J. D., & Tibshirani, R. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1530509100 · Cited by 9,692
LD Score regression distinguishes confounding from polygenicity in genome-wide association studies
Schizophrenia Working Group of the Psychiatric Genomics Consortium, Bulik-Sullivan, B. K., Loh, P.-R., Finucane, H. K., Ripke, S., Yang, J., Patterson, N., Daly, M. J., Price, A. L., & Neale, B. M. (2015) · Nature Genetics · doi:10.1038/ng.3211 · Cited by 5,559
METAL: fast and efficient meta-analysis of genomewide association scans
Willer, C. J., Li, Y., & Abecasis, G. R. (2010) · Bioinformatics · doi:10.1093/bioinformatics/btq340 · Cited by 5,205
Giambartolomei, C., Vukcevic, D., Schadt, E. E., Franke, L., Hingorani, A. D., Wallace, C., & Plagnol, V. (2014) · PLoS Genetics · doi:10.1371/journal.pgen.1004383 · Cited by 4,261
Broken Limits to Life Expectancy
Oeppen, J., & Vaupel, J. W. (2002) · Science · doi:10.1126/science.1069675 · Cited by 2,819
Self-citationThe structure and function of G-protein-coupled receptors
Rosenbaum, D. M., Rasmussen, S. G. F., & Kobilka, B. K. (2009) · Nature · doi:10.1038/nature08144 · Cited by 2,534
Large-scale association analysis identifies 13 new susceptibility loci for coronary artery disease
Cardiogenics, Schunkert, H., the CARDIoGRAM Consortium, König, I. R., Kathiresan, S., Reilly, M. P., Assimes, T. L., Holm, H., Preuss, M., Stewart, A. F. R., et al. (2011) · Nature Genetics · doi:10.1038/ng.784 · Cited by 1,866
Self-citationApolipoprotein E: Far More Than a Lipid Transport Protein
Mahley, R. W., & Rall, S. C. (2000) · Annual Review of Genomics and Human Genetics · doi:10.1146/annurev.genom.1.1.507 · Cited by 1,836
Large-scale association analysis identifies new risk loci for coronary artery disease
The CARDIoGRAMplusC4D Consortium, Deloukas, P., DIAGRAM Consortium, CARDIOGENICS Consortium, MuTHER Consortium, Wellcome Trust Case Control Consortium, Kanoni, S., Willenborg, C., Farrall, M., Assimes, T. L., et al. (2013) · Nature Genetics · doi:10.1038/ng.2480 · Cited by 1,614
Self-citation
Research works printed but not linked: 1
- Oeppen, J. & Vaupel, J. W. Demography. Broken limits life Expect. Sci. 296, 1029–1031 (2002).
Cited by
Sorted by citations
Kronenberg, F., Mora, S., Stroes, E. S. G., Ference, B. A., Arsenault, B. J., Berglund, L., Dweck, M. R., Koschinsky, M., Lambert, G., Mach, F., et al. (2022) · European Heart Journal · doi:10.1093/eurheartj/ehac361 · Cited by 1,449
Measuring biological age using omics data
Rutledge, J., Oh, H., & Wyss-Coray, T. (2022) · Nature Reviews Genetics · doi:10.1038/s41576-022-00511-7 · Cited by 570
Melzer, D. R., Pilling, L. C., & Ferrucci, L. (2019) · Nature Reviews Genetics · doi:10.1038/s41576-019-0183-6 · Cited by 387
AI-powered therapeutic target discovery
Pun, F. W., Ozerov, I. V., & Zhavoronkov, A. (2023) · Trends in Pharmacological Sciences · doi:10.1016/j.tips.2023.06.010 · Cited by 341
Prospective study design and data analysis in UK Biobank
Allen, N. E., Lacey, B., Lawlor, D. A., Pell, J. P., Gallacher, J., Smeeth, L. L., Elliott, P., Matthews, P. M., Lyons, R. A., Whetton, A. D., et al. (2024) · Science Translational Medicine · doi:10.1126/scitranslmed.adf4428 · Cited by 312
“The general consistency of research findings in UK Biobank with those in other studies (36–38)—particularly studies considered to be representative of the underlying population —suggests that many of the exposure-disease associations found in UK Biobank are largely generalizable to other…”
Metadata
- Authors
- Deelen, J., Evans, D. S., Arking, D. E., Tesi, N., Nygaard, M., Liu, X., Wojczynski, M. K., Biggs, M. L., van der Spek, A., Atzmon, G., Ware, E. B., Sarnowski, C., Smith, A. V., Seppälä, I., Cordell, H. J., Dose, J., Amin, N., Arnold, A. M., Ayers, K. L., Barzilai, N., Becker, E. J., Beekman, M., Blanché, H., Christensen, K., Christiansen, L., Collerton, J. C., Cubaynes, S., Cummings, S. R., Davies, K., Debrabant, B., Deleuze, J.-F., Duncan, R., Faul, J. D., Franceschi, C., Galan, P., Gudnason, V., Harris, T. B., Huisman, M., Hurme, M. A., Jagger, C., Jansen, I., Jylhä, M., Kähönen, M., Karasik, D., Kardia, S. L. R., Kingston, A., Kirkwood, T. B. L., Launer, L. J., Lehtimäki, T., Lieb, W., Lyytikäinen, L.-P., Martin-Ruiz, C., Min, J., Nebel, A., Newman, A. B., Nie, C., Nohr, E. A., Orwoll, E. S., Perls, T. T., Province, M. A., Psaty, B. M., Raitakari, O. T., Reinders, M. J. T., Robine, J.-M., Rotter, J. I., Sebastiani, P., Smith, J., Sørensen, T. I. A., Taylor, K. D., Uitterlinden, A. G., van der Flier, W., van der Lee, S. J., van Duijn, C. M., van Heemst, D., Vaupel, J. W., Weir, D., Ye, K., Zeng, Y., Zheng, W., Holstege, H., Kiel, D. P., Lunetta, K. L., Slagboom, P. E., & Murabito, J. M.
- Affiliations
- Leiden University (NL)
- California Pacific Medical Center (US)
- Johns Hopkins University (US)
- University of Southern Denmark (DK)
- BGI Group (China) (CN)
- Washington University in St. Louis (US)
- University of Washington (US)
- Albert Einstein College of Medicine (US)
- University of Michigan (US)
- Boston University (US)
- Tampere University (FI)
- Centre for Life (GB)
- Christian-Albrechts-Universität zu Kiel (DE)
- Erasmus MC (NL)
- Sema4 (United States) (US)
- Fondation Jean Dausset-CEPH (FR)
- Royal Victoria Infirmary (GB)
- Inserm (FR)
- Newcastle University (GB)
- Commissariat à l'Énergie Atomique et aux Énergies Alternatives (FR)
- Istituto delle Scienze Neurologiche di Bologna (IT)
- University of Iceland (IS)
- National Institutes of Health (US)
- Amsterdam Public Health (NL)
- Amsterdam Neuroscience (NL)
- Bar-Ilan University (IL)
- Zhejiang University (CN)
- University of Pittsburgh (US)
- Oregon Health & Science University (US)
- Kaiser Permanente Washington Health Research Institute (US)
- University of Turku (FI)
- Delft University of Technology (NL)
- Centre National de la Recherche Scientifique (FR)
- The Lundquist Institute (US)
- University of Copenhagen (DK)
- University of California, Los Angeles (US)
- Max Planck Institute for Demographic Research (DE)
- Duke University (US)
- Amsterdam UMC Location University of Amsterdam (NL)
- Broad Institute (US)
- Corresponding author
- Deelen, Joris
- Evans, Daniel S.
- Slagboom, P. Eline
- Murabito, Joanne M.
- ORCID
- Deelen, Joris
- Evans, Daniel S.
- Arking, Dan E.
- Tesi, Niccolò
- Nygaard, Marianne
- Liu, Xiaomin
- Wojczynski, Mary K.
- van der Spek, Ashley
- Atzmon, Gil
- Ware, Erin B.
- Sarnowski, Chloé
- Smith, Albert V.
- Seppälä, Ilkka
- Cordell, Heather J.
- Dose, Janina
- Amin, Najaf
- Arnold, Alice M.
- Ayers, Kristin L.
- Barzilai, Nir
- Beekman, Marian
- Blanché, Hélène
- Christensen, Kaare
- Christiansen, Lene
- Cubaynes, Sarah
- Cummings, Steven R.
- Davies, Karen
- Debrabant, Birgit
- Deleuze, Jean-François
- Duncan, Rachel
- Faul, Jessica D.
- Franceschi, Claudio
- Galan, Pilar
- Gudnason, Vilmundur
- Harris, Tamara B.
- Huisman, Martijn
- Hurme, Mikko A.
- Jagger, Carol
- Jansen, Iris
- Jylhä, Marja
- Kähönen, Mika
- Karasik, David
- Kingston, Andrew
- Kirkwood, Thomas B. L.
- Launer, Lenore J.
- Lehtimäki, Terho
- Lieb, Wolfgang
- Lyytikäinen, Leo-Pekka
- Martin-Ruiz, Carmen
- Min, Junxia
- Newman, Anne B.
- Nie, Chao
- Nohr, Ellen A.
- Orwoll, Eric S.
- Perls, Thomas T.
- Province, Michael A.
- Psaty, Bruce M.
- Raitakari, Olli T.
- Reinders, Marcel J. T.
- Robine, Jean-Marie
- Rotter, Jerome I.
- Smith, Jennifer
- Sørensen, Thorkild I. A.
- Taylor, Kent D.
- Uitterlinden, André G.
- van der Lee, Sven J.
- Vaupel, James W.
- Weir, David
- Ye, Kenny
- Zheng, Wanlin
- Holstege, Henne
- Kiel, Douglas P.
- Lunetta, Kathryn L.
- Slagboom, P. Eline
- Murabito, Joanne M.
- Venue
- Nature Communications
- Published
- 2019-08-14
- Volume
- 10
- Issue
- 1
- Pages
- 3669-3669
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC6694136
- OpenAlex
- W2967338832
- Cited by
- 370
- References
- 61
- Citations by year
- 2026: 38 · 2025: 64 · 2024: 56 · 2023: 60 · 2022: 51 · 2021: 53 · 2020: 44 · 2019: 3
- FWCI
- 5.07
- Type
- journal article
- Language
- en
- Update notices
- correction (2021-04-23)
- Open access
- gold
- doi.org
- Locations
- Nature Communications (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Pure Amsterdam UMC (publishedVersion, cc-by)
- Research at the University of Copenhagen (University of Copenhagen) (publishedVersion, cc-by)
- VU Research Portal (publishedVersion, other-oa)
- HAL (submittedVersion, cc-by)
- Opin vísindi (Opin vísindi) (submittedVersion, cc-by-nc-sa)
- UTUPub (University of Turku) (submittedVersion)
- UTUPub (University of Turku) (submittedVersion, cc-by)
- Digital Commons@Becker (Washington University School of Medicine) (submittedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion, other-oa)
- RePub (Erasmus University Rotterdam) (submittedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Leiden Repository (Leiden University) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- eScholarship (California Digital Library) (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion, cc-by)
- Opin vísindi (Opin vísindi) (submittedVersion, cc-by)
- Opin vísindi (Opin vísindi) (submittedVersion, other-oa)
- Amsterdam UMC (VU Amsterdam) - Institutional Repository (submittedVersion, other-oa)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Bristol Research (University of Bristol) (submittedVersion, cc-by)
- University of Southern Denmark Research Portal (University of Southern Denmark) (submittedVersion, cc-by)
- Tampere University Institutional Repository (Tampere University) (submittedVersion, cc-by)
- Research Repository (Delft University of Technology) (submittedVersion, cc-by)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Newcastle University ePrints (Newcastle Univesity) (cc-by)
- Funders
- Alexander von Humboldt-Stiftung
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Aging › Genetics, Aging, and Longevity in Model Organisms
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic and phenotypic traits in livestock
- Keywords
- human longevity, longevity genes, apolipoprotein E, APOE ε4, APOE ε2, tissue-specific gene expression, genetic correlation, heritability of longevity, genetic overlap
- MeSH terms
- Endoplasmic Reticulum Chaperone BiP, Heat-Shock Proteins, Humans, Longevity, Apolipoprotein E4, Apolipoprotein E2, Genome-Wide Association Study
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review