Functional validation of new pathways in lipoprotein metabolism identified by human genetics
Abstract
PURPOSE OF REVIEW: Recent genome-wide association studies (GWAS) have identified approximately 100 genomic loci that are associated with plasma lipid traits, two-thirds of which had never been previously associated with lipoprotein metabolism. Identification of the causal genes and variants, functional validation of these genes and biological pathways, and elucidation of molecular mechanisms is required and poses a daunting task. RECENT FINDINGS: Human genetics have been used to recently 'validate' genes, such as LIPG, SCARB1 and ANGPTL3, which were previously implicated in lipoprotein metabolism through classical wet bench approaches. Additionally, many novel genes have been identified as associated with plasma lipid traits by GWAS, though only relatively few have been functionally validated through targeted sequencing and genetic manipulation in cells and animals. These types of studies have defined new roles in lipid metabolism for the novel lipid genes SORT1 and TRIB1. These examples demonstrate the ways in which human genetics can validate candidate genes, as well as provide a novel discovery that requires functional validation at the bench, and point towards a more complete understanding of the molecular physiology of lipoprotein metabolism. SUMMARY: This review summarizes recent developments in the use of human genetics to validate candidate genes in lipoprotein metabolism as well as in the functional validation of novel GWAS loci associated with plasma lipid traits.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
Few GWAS-significant associations have been confirmed as the true risk variant through molecular, biochemical, or biophysical work.
“Very few of the thousands of GWAS significant associations have been shown using molecular genetics, biochemistry or biophysics to be the actual risk variant38, 109.”
From Rare and common variants: twenty arguments (2012) · cites this paper as [109]
Cites
Biological, clinical and population relevance of 95 loci for blood lipids
Teslovich, T. M., Musunuru, K., Smith, A. V., Edmondson, A. C., Stylianou, I. M., Koseki, M., Pirruccello, J. P., Ripatti, S., Chasman, D. I., Willer, C. J., et al. (2010) · Nature · doi:10.1038/nature09270 · Cited by 3,487 · see citing works
Self-citationSequence Variations in <i>PCSK9,</i> Low LDL, and Protection against Coronary Heart Disease
Cohen, J. C., Boerwinkle, E., Mosley, T. H., & Hobbs, H. H. (2006) · New England Journal of Medicine · doi:10.1056/nejmoa054013 · Cited by 3,181 · see citing works
Mutations in PCSK9 cause autosomal dominant hypercholesterolemia
Abifadel, M., Varret, M., Rabès, J.-P., Allard, D., Ouguerram, K., Devillers, M., Cruaud, C., Benjannet, S., Wickham, L., Erlich, D., et al. (2003) · Nature Genetics · doi:10.1038/ng1161 · Cited by 2,985 · see citing works
Identification of Scavenger Receptor SR-BI as a High Density Lipoprotein Receptor
Acton, S. L., Rigotti, A., Landschulz, K. T., Xu, S., Hobbs, H. H., & Krieger, M. (1996) · Science · doi:10.1126/science.271.5248.518 · Cited by 2,347 · see citing works
Genomewide Association Analysis of Coronary Artery Disease
Samani, N. J., Erdmann, J., Hall, A. S., Hengstenberg, C., Mangino, M., Mayer, B., Dixon, R. J., Meitinger, T., Braund, P., Wichmann, H.-E., et al. (2007) · New England Journal of Medicine · doi:10.1056/nejmoa072366 · Cited by 2,044 · see citing works
Newly identified loci that influence lipid concentrations and risk of coronary artery disease
Willer, C. J., Sanna, S., Jackson, A. U., Scuteri, A., Bonnycastle, L. L., Clarke, R., Heath, S. C., Timpson, N. J., Najjar, S. S., Stringham, H. M., et al. (2008) · Nature Genetics · doi:10.1038/ng.76 · Cited by 1,585 · see citing works
Kathiresan, S., Melander, O., Guiducci, C., Surti, A., Burtt, N. P., Rieder, M. J., Cooper, G. M., Roos, C., Voight, B. F., Havulinna, A. S., et al. (2008) · Nature Genetics · doi:10.1038/ng.75 · Cited by 1,386 · see citing works
Cohen, J., Pertsemlidis, A., Kotowski, I. K., Graham, R., Garcia, C. K., & Hobbs, H. H. (2005) · Nature Genetics · doi:10.1038/ng1509 · Cited by 1,381 · see citing works
Common variants at 30 loci contribute to polygenic dyslipidemia
Kathiresan, S., Willer, C. J., Peloso, G. M., Demissie, S., Musunuru, K., Schadt, E. E., Kaplan, L., Bennett, D., Li, Y., Tanaka, T., et al. (2009) · Nature Genetics · doi:10.1038/ng.291 · Cited by 1,364 · see citing works
From noncoding variant to phenotype via SORT1 at the 1p13 cholesterol locus
Musunuru, K., Strong, A., Frank-Kamenetsky, M., Lee, N. E., Ahfeldt, T., Sachs, K. V., Li, X., Li, H., Kuperwasser, N., Ruda, V. M., et al. (2010) · Nature · doi:10.1038/nature09266 · Cited by 1,140 · see citing works
Self-citationMyocardial Infarction Genetics Consortium (2009) · Nature Genetics · doi:10.1038/ng.327 · Cited by 1,088 · see citing works
Self-citationLoci influencing lipid levels and coronary heart disease risk in 16 European population cohorts
Aulchenko, Y. S., Janssens, A. C. J. W., Albert Hofman, D., Isaacs, A. J., Sijbrands, E. J. G., Witteman, J. C. M., van Duijn, C. M., Ripatti, S., Lindqvist, I., Perola, M., et al. (2008) · Nature Genetics · doi:10.1038/ng.269 · Cited by 846 · see citing works
Exome Sequencing, <i>ANGPTL3</i> Mutations, and Familial Combined Hypolipidemia
Musunuru, K., Pirruccello, J. P., Do, R., Peloso, G. M., Guiducci, C., Sougnez, C., Garimella, K. V., Fisher, S., Abreu, J., Barry, A. J., et al. (2010) · New England Journal of Medicine · doi:10.1056/nejmoa1002926 · Cited by 754 · see citing works
Genome-wide association analysis of metabolic traits in a birth cohort from a founder population
Sabatti, C., Service, S. K., Hartikainen, A., Pouta, A. M., Ripatti, S., Brodsky, J. F., Jones, C. G., Zaitlen, N., Varilo, T., Kaakinen, M., et al. (2008) · Nature Genetics · doi:10.1038/ng.271 · Cited by 721 · see citing works
Pollin, T. I., Damcott, C. M., Shen, H., Ott, S. H., Shelton, J., Horenstein, R. B., Post, W., McLenithan, J. C., Bielak, L. F., Peyser, P. A., et al. (2008) · Science · doi:10.1126/science.1161524 · Cited by 688 · see citing works
Frank-Kamenetsky, M. D., Grefhorst, A., Anderson, N. N., Racie, T., Bramlage, B., Akinc, A., Butler, D., Charissé, K., Dorkin, J. R., Fan, Y., et al. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0805434105 · Cited by 635 · see citing works
Molecular biology of PCSK9: its role in LDL metabolism
HORTON, J., COHEN, J., & HOBBS, H. (2007) · Trends in Biochemical Sciences · doi:10.1016/j.tibs.2006.12.008 · Cited by 621 · see citing works
Sortilin-Mediated Endocytosis Determines Levels of the Frontotemporal Dementia Protein, Progranulin
Hu, F., Padukkavidana, T., Vægter, C. B., Brady, O. A., Zheng, Y., Mackenzie, I. R., Feldman, H., Nykjær, A., & Strittmatter, S. M. (2010) · Neuron · doi:10.1016/j.neuron.2010.09.034 · Cited by 545 · see citing works
A novel endothelial-derived lipase that modulates HDL metabolism
Jaye, M., Lynch, K. J., Krawiec, J. A., Marchadier, D. H. L., Maugeais, C., Doan, K. N., South, V., Amin, D., Perrone, M. H., & Rader, D. J. (1999) · Nature Genetics · doi:10.1038/7766 · Cited by 499 · see citing works
Self-citationBraun, A., Trigatti, B. L., Post, M. J., Sato, K., Simons, M., Edelberg, J. M., ROSENBERG, R. D., Schrenzel, M. D., & Krieger, M. (2002) · Circulation Research · doi:10.1161/hh0302.104462 · Cited by 491 · see citing works
Köster, A., Chao, Y. B., Mosior, M., Ford, A., Gonzalez-DeWhitt, P. A., Hale, J. E., Li, D., Qiu, Y., Fraser, C. C., Yang, D. D., et al. (2005) · Endocrinology · doi:10.1210/en.2005-0476 · Cited by 427 · see citing works
Romeo, S., Wu, Y., Kozlitina, J., Pennacchio, L. A., Boerwinkle, E., Hobbs, H. H., & Cohen, J. C. (2008) · Journal of Clinical Investigation · doi:10.1172/jci37118 · Cited by 422 · see citing works
Angptl3 regulates lipid metabolism in mice
Koishi, R., Ando, Y., Ono, M., Shimamura, M., Yasumo, H., Fujiwara, T., Horikoshi, H., & Furukawa, H. (2002) · Nature Genetics · doi:10.1038/ng814 · Cited by 420 · see citing works
Chan, J. C. Y., Piper, D. E., Cao, Q., Liu, D., King, C., Wang, W., Tang, J. T., Liu, Q., Higbee, J., Xia, Z., et al. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0903849106 · Cited by 410 · see citing works
Genetic Variant of the Scavenger Receptor BI in Humans
Vergeer, M., Korporaal, S. J. A., Franssen, R., Meurs, I., Out, R., Hovingh, G. K., Hoekstra, M., Sierts, J. A., Dallinga-Thie, G. M., Motazacker, M. M., et al. (2011) · New England Journal of Medicine · doi:10.1056/nejmoa0907687 · Cited by 317 · see citing works
Endothelial lipase is a major determinant of HDL level
Ishida, T., Choi, S. Y., Kundu, R. K., Hirata, K., Rubin, E. M., Cooper, A. D., & Quertermous, T. (2003) · Journal of Clinical Investigation · doi:10.1172/jci16306 · Cited by 306 · see citing works
Cloning of a Unique Lipase from Endothelial Cells Extends the Lipase Gene Family
Hirata, K., Dichek, H. L., Cioffi, J. A., Choi, S. Y., Leeper, N. J., Quintana, L., Kronmal, G. S., Cooper, A. D., & Quertermous, T. (1999) · Journal of Biological Chemistry · doi:10.1074/jbc.274.20.14170 · Cited by 303 · see citing works
Human Tribbles, a Protein Family Controlling Mitogen-activated Protein Kinase Cascades
Kiss‐Toth, E., Bagstaff, S. M., Sung, H. Y., Jozsa, V., Dempsey, C. E., Caunt, J., Oxley, K. M., Wyllie, D. H., Polgár, T., Harte, M. T., et al. (2004) · Journal of Biological Chemistry · doi:10.1074/jbc.m407732200 · Cited by 301 · see citing works
Sort1, Encoded by the Cardiovascular Risk Locus 1p13.3, Is a Regulator of Hepatic Lipoprotein Export
Kjølby, M., Andersen, O. M., Breiderhoff, T., Fjorback, A. W., Pedersen, K. M., Madsen, P., Jansen, P., Heeren, J., Willnow, T. E., & Nykjær, A. (2010) · Cell Metabolism · doi:10.1016/j.cmet.2010.08.006 · Cited by 274 · see citing works
Inhibition of endothelial lipase causes increased HDL cholesterol levels in vivo
Jin, W., Millar, J. S., Broedl, U. C., Glick, J. M., & Rader, D. J. (2003) · Journal of Clinical Investigation · doi:10.1172/jci16146 · Cited by 217 · see citing works
Self-citationLoss-of-function variants in endothelial lipase are a cause of elevated HDL cholesterol in humans
Edmondson, A. C., Brown, R., Kathiresan, S., Cupples, L. A., Demissie, S., Manning, A. K., Jensen, M. K., Rimm, E. B., Wang, J., Rodrigues, A., et al. (2009) · Journal of Clinical Investigation · doi:10.1172/jci37176 · Cited by 193 · see citing works
Self-citationBadellino, K. O., Wolfe, M. L., Reilly, M. P., & Rader, D. J. (2005) · PLoS Medicine · doi:10.1371/journal.pmed.0030022 · Cited by 173 · see citing works
Self-citationBurkhardt, R., Toh, S. A., Lagor, W. R., Birkeland, A. C., Levin, M. G., Li, X., Robblee, M. M., Fedorov, V. D., Yamamoto, M., Satoh, T., et al. (2010) · Journal of Clinical Investigation · doi:10.1172/jci44213 · Cited by 150 · see citing works
Self-citationdeLemos, A. S., Wolfe, M. L., Long, C., Sivapackianathan, R., & Rader, D. J. (2002) · Circulation · doi:10.1161/01.cir.0000028423.07623.6a · Cited by 138 · see citing works
Self-citationHepatic Proprotein Convertases Modulate HDL Metabolism
Jin, W., Wang, X., Millar, J. S., Quertermous, T., Rothblat, G. H., Glick, J. M., & Rader, D. J. (2007) · Cell Metabolism · doi:10.1016/j.cmet.2007.07.009 · Cited by 126 · see citing works
Self-citationA Docking Receptor for HDL Cholesterol Esters
Steinberg, D. H. (1996) · Science · doi:10.1126/science.271.5248.460 · Cited by 90 · see citing works
Zeng, J., Racicott, J., & Morales, C. R. (2009) · Experimental Cell Research · doi:10.1016/j.yexcr.2009.08.016 · Cited by 56 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Rare and common variants: twenty arguments
Gibson, G. (2012) · Nature Reviews Genetics · doi:10.1038/nrg3118 · Cited by 1,278 · see citing works
Xu, Y., Redon, V., Yu, H., Querbes, W., Pirruccello, J. P., Liebow, A., Deik, A., Trindade, K., Wang, X., Musunuru, K., et al. (2017) · Atherosclerosis · doi:10.1016/j.atherosclerosis.2017.08.031 · Cited by 108 · see citing works
Self-citationJanuchowski, R., Sterzyńska, K., Zawierucha, P., Ruciński, M., Świerczewska, M., Partyka, M., Bednarek-Rajewska, K., Brązert, M., Nowicki, M. O., Zabel, M., et al. (2017) · Oncotarget · doi:10.18632/oncotarget.18278 · Cited by 90 · see citing works
Ghosh, S., Vivar, J. C., Nelson, C. P., Willenborg, C., Segrè, A. V., Mäkinen, V., Nikpay, M., Erdmann, J., Blankenberg, S., O’Donnell, C. J., et al. (2015) · Arteriosclerosis Thrombosis and Vascular Biology · doi:10.1161/atvbaha.115.305513 · Cited by 79 · see citing works
Prevalence of ANGPTL3 and APOB Gene Mutations in Subjects With Combined Hypolipidemia
Noto, D., Cefalu, A. B., Valenti, V., Fayer, F., Pinotti, E., Ditta, M., Spina, R., Vigna, G. B., Yue, P., Kathiresan, S., et al. (2012) · Arteriosclerosis Thrombosis and Vascular Biology · doi:10.1161/atvbaha.111.238766 · Cited by 82 · see citing works
A MicroRNA Linking Human Positive Selection and Metabolic Disorders
Wang, L., Sinnott-Armstrong, N., Wagschal, A., Wark, A. R., Camporez, J. P., Perry, R. J., Ji, F., Sohn, Y., Oh, J. D., Wu, S., et al. (2020) · Cell · doi:10.1016/j.cell.2020.09.017 · Cited by 80 · see citing works
Jiang, Y., Tang, S., Wang, C., Wang, Y., Qin, Y., Wang, Y., Zhang, J., Song, H., Mi, S., Yu, F. D., et al. (2018) · Journal of Animal Science · doi:10.1093/jas/skx038 · Cited by 66 · see citing works
Allelic and phenotypic spectrum of plasma triglycerides
Johansen, C. T., & Hegele, R. A. (2011) · Biochimica et Biophysica Acta (BBA) - Molecular and Cell Biology of Lipids · doi:10.1016/j.bbalip.2011.10.007 · Cited by 56 · see citing works
Finding genes and variants for lipid levels after genome-wide association analysis
Willer, C. J., & Mohlke, K. L. (2012) · Current Opinion in Lipidology · doi:10.1097/mol.0b013e328350fad2 · Cited by 53 · see citing works
Complexity of microRNA function and the role of isomiRs in lipid homeostasis
Vickers, K. C., Sethupathy, P., Baran‐Gale, J., & Remaley, A. T. (2013) · Journal of Lipid Research · doi:10.1194/jlr.r034801 · Cited by 51 · see citing works
The angiopoietin-like protein 3
Arca, M., Minicocci, I., & Maranghi, M. (2013) · Current Opinion in Lipidology · doi:10.1097/mol.0b013e3283630cf0 · Cited by 37 · see citing works
Khetarpal, S. A., Edmondson, A. C., Raghavan, A., Neeli, H., Jin, W., Badellino, K. O., Demissie, S., Manning, A. K., DerOhannessian, S. L., Wolfe, M. L., et al. (2011) · PLoS Genetics · doi:10.1371/journal.pgen.1002393 · Cited by 36 · see citing works
Self-citationTietjen, I., Hovingh, G. K., Singaraja, R. R., Radomski, C., Barhdadi, A., McEwen, J., Chan, E., Mattice, M., Legendre, A., Franchini, P. L., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0037437 · Cited by 31 · see citing works
Tribbles-1: a novel regulator of hepatic lipid metabolism in humans
Bauer, R. C., Yenilmez, B., & Rader, D. J. (2015) · Biochemical Society Transactions · doi:10.1042/bst20150101 · Cited by 27 · see citing works
Self-citationEmerging LDL therapies: Using human genetics to discover new therapeutic targets for plasma lipids
Cohen, J. C. (2013) · Journal of clinical lipidology · doi:10.1016/j.jacl.2013.03.005 · Cited by 25 · see citing works
Structure and Function of Angiopoietin-like Protein 3 (ANGPTL3) in Atherosclerosis
Lu, X. (2019) · Current Medicinal Chemistry · doi:10.2174/0929867326666190621120523 · Cited by 22 · see citing works
The tribbles gene family and lipoprotein metabolism
Angyal, A., & Kiss‐Toth, E. (2012) · Current Opinion in Lipidology · doi:10.1097/mol.0b013e3283508c3b · Cited by 21 · see citing works
Genetic Predisposition of Human Plasma Triglyceride Concentrations
Schwarzová, L., Hubacek, J. A., & Vrablı́k, M. (2015) · Physiological Research · doi:10.33549/physiolres.933197 · Cited by 14 · see citing works
Therapeutic potential of antisense oligonucleotides for the management of dyslipidemia
Crooke, R. M., & Graham, M. J. (2011) · Clinical Lipidology · doi:10.2217/clp.11.59 · Cited by 11 · see citing works
Afanasieva, O. I., Владиславович, Е. М., & Pokrovsky, S. N. (2018) · Russian Journal of Cardiology · doi:10.15829/1560-4071-2018-8-99-109 · Cited by 13 · see citing works
Measurement of the phospholipase activity of endothelial lipase in mouse plasma
Basu, D., Lei, X., Josekutty, J., Hussain, M. M., & Jin, W. (2012) · Journal of Lipid Research · doi:10.1194/jlr.d031112 · Cited by 11 · see citing works
Khetarpal, S. A., & Rader, D. J. (2014) · Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease · doi:10.1016/j.bbadis.2014.06.007 · Cited by 9 · see citing works
Self-citationGenetics-driven discovery of novel regulators of lipid metabolism
Ha, E. E., Camp, A. G. V., & Bauer, R. C. (2019) · Current Opinion in Lipidology · doi:10.1097/mol.0000000000000605 · Cited by 7 · see citing works
Self-citationLIPID METABOLISM CORRECTION BY ANTISENSE TECHNOLOGY
Afanasieva, O. I., & Pokrovsky, S. N. (2013) · Rational Pharmacotherapy in Cardiology · doi:10.20996/1819-6446-2013-9-5-532-541 · Cited by 5 · see citing works
Familial combined hypolipidemia due to mutations in theANGPTL3gene
Calandra, S., Tarugi, P., Averna, M. R., & Bertolini, S. (2013) · Clinical Lipidology · doi:10.2217/clp.12.92 · Cited by 5 · see citing works
Inborn Errors of Lipoprotein Metabolism Presenting in Childhood
Ramaswami, U., & Humphries, S. E. (2022) · Springer eBooks · doi:10.1007/978-3-662-63123-2_36 · Cited by 4 · see citing works
Genetic determinants of lipid homeostasis
Young, E. H., Papamarkou, T., Wainwright, N. W. J., & Sandhu, M. S. (2012) · Best Practice & Research Clinical Endocrinology & Metabolism · doi:10.1016/j.beem.2011.11.004 · Cited by 1 · see citing works
Integrated approaches to functionally characterize novel factors in lipoprotein metabolism
Runz, H. (2012) · Current Opinion in Lipidology · doi:10.1097/mol.0b013e328350fc3d · Cited by 1 · see citing works
Inborn Errors of Lipoprotein Metabolism Presenting in Childhood
Ramaswami, U., & Humphries, S. E. (2016) · Springer eBooks · doi:10.1007/978-3-662-49771-5_31 · Cited by 1 · see citing works
Prenatal Diagnosis of Disorders of Lipid Metabolism
Humphries, S. E., Mole, S., & WINCHESTER, B. G. (2015) · doi:10.1002/9781118981559.ch20
Connelly, M. A., D’Andrea, M. R., Qi, J., Dzordzorme, K. C., & Damiano, B. P. (2012) · Journal of Histochemistry & Cytochemistry · doi:10.1369/0022155412454110
(2012) · Current Opinion in Cardiology · doi:10.1097/hco.0b013e328352dfaf
(2012) · Current Opinion in Cardiology · doi:10.1097/hco.0b013e3283558773
Prenatal Diagnosis of Disorders of Lipid Metabolism
Davison, J. E., Humphries, S. E., WINCHESTER, B. G., & Mole, S. (2021) · doi:10.1002/9781119676980.ch25
(2012) · Current Opinion in Lipidology · doi:10.1097/mol.0b013e3283521229
Oyibo, K., Zhong, M., Adebamowo, C. A., Choudhury, A., Fatumo, S., Hazelhurst, S., Mitchell, B., Ramsay, M., Tayo, B., Zhang, Y.-J., et al. (2026) · Human Molecular Genetics · doi:10.1093/hmg/ddag100
- Authors
- Bauer, R. C., Stylianou, I. M., & Rader, D. J.
- Affiliations
- University of Pennsylvania (US)
- Corresponding author
- Rader, Daniel J
- Venue
- Current Opinion in Lipidology
- Published
- 2011-04
- Volume
- 22
- Issue
- 2
- Pages
- 123-128
- ISSN
- 0957-9672 (ISSN-L)
- OpenAlex
- W2318829551
- Cited by
- 36
- References
- 38
- Citations by year
- 2026: 1 · 2022: 1 · 2021: 1 · 2020: 1 · 2019: 2 · 2018: 2 · 2017: 2 · 2016: 1 · 2015: 4 · 2014: 1 · 2013: 5 · 2012: 12
- FWCI
- 1.13
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Current Opinion in Lipidology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Lipid metabolism and disorders
- Health Sciences › Medicine › Surgery › Lipoproteins and Cardiovascular Health
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Keywords
- lipoprotein metabolism, genome-wide association study, functional validation, candidate genes, endothelial lipase, scavenger receptor class B type I, ANGPTL3, SORT1, TRIB1, lipid metabolism genes
- MeSH terms
- Angiopoietin-like Proteins, Angiopoietin-Like Protein 3, Animals, Humans, Lipoproteins, Signal Transduction, Models, Animal, Angiopoietins, Scavenger Receptors, Class B, 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