Evidence map›Paper›PMID 28406212›Full record

ArticleNature2017

Human knockouts and phenotypic analysis in a cohort with a high rate of consanguinity.

Danish Saleheen, Pradeep Natarajan, Irina M Armean, Wei Zhao, Asif Rasheed, Sumeet A Khetarpal, Hong-Hee Won, Konrad J Karczewski, Anne H O'Donnell-Luria, Kaitlin E Samocha and 33 more

3 registry-linked trialsOpen access · greenAbstract read
In one paragraph

Article in Nature, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 206 papers, 4 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
206citing papers in PubMed, 4 pooled it
40.5field-weighted citation impact, top 1% of its field
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.

NCT06080568 completednot on this mapstarted 2023, after this paper: background citation

Energy Balance and Mitochondrial Function in Human Genetic Models of Mitochondrial Stress-mediated Obesity Resistance

TypeobservationalSponsorRigshospitalet, DenmarkRan2023 to 2024Enrolled30ConditionsMitochondrial Diseases, Mitochondrial Myopathies, Mitochondrial Disorder
NCT06080581 completednot on this mapstarted 2023, after this paper: background citation

Mitochondrial Derangements Driving Muscle Insulin Resistance in Humans

TypeobservationalSponsorRigshospitalet, DenmarkRan2023 to 2024Enrolled30ConditionsMitochondrial Myopathies, Mitochondrial Diseases, Mitochondrial Disorders
NCT06080594 nacompletednot on this mapstarted 2024, after this paper: background citation

Exercise-mediated Rescue of Mitochondrial Derangements Driving Insulin Resistance in Humans (EX-MITO-DYS-IR)

TypeinterventionalSponsorRigshospitalet, DenmarkRan2024 to 2025Enrolled11ConditionsMitochondrial Myopathies, Mitochondrial Diseases, Mitochondrial DisordersArmsHigh-intensity exercise training
3 · Its place in the literature

Who cites it

206 citing papers in PubMed, 4 syntheses or guidelines pooled it, 351 citations in OpenAlex.

  1. Pooled it
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  7. Proteogenomics in human populations.Nature reviews. Genetics · 2026
    Review
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146 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

43 authors at 15 institutions in 4 countries.

Danish SaleheenDepartment of Biostatistics and Epidemiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Pradeep NatarajanCenter for Genomic Medicine, Massachusetts General Hospital and Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA.
Irina M ArmeanBroad Institute of Harvard and MIT, Cambridge, Massachusetts, USA.
Wei ZhaoDepartment of Biostatistics and Epidemiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Asif RasheedCenter for Non-Communicable Diseases, Karachi, Pakistan.
Sumeet A KhetarpalInstitute for Translational Medicine and Therapeutics, Department of Genetics, and Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Hong-Hee WonSamsung Advanced Institute for Health Sciences and Technology (SAIHST), Sungkyunkwan University, Samsung Medical Center, Seoul, Korea.
Konrad J KarczewskiBroad Institute of Harvard and MIT, Cambridge, Massachusetts, USA.
Anne H O'Donnell-LuriaBroad Institute of Harvard and MIT, Cambridge, Massachusetts, USA.
Kaitlin E SamochaBroad Institute of Harvard and MIT, Cambridge, Massachusetts, USA.
Benjamin WeisburdBroad Institute of Harvard and MIT, Cambridge, Massachusetts, USA.
Namrata GuptaBroad Institute of Harvard and MIT, Cambridge, Massachusetts, USA.
Mozzam ZaidiCenter for Non-Communicable Diseases, Karachi, Pakistan.
Maria SamuelCenter for Non-Communicable Diseases, Karachi, Pakistan.
Atif ImranCenter for Non-Communicable Diseases, Karachi, Pakistan.
Shahid AbbasFaisalabad Institute of Cardiology, Faisalabad, Pakistan.
Faisal MajeedCenter for Non-Communicable Diseases, Karachi, Pakistan.
Madiha IshaqCenter for Non-Communicable Diseases, Karachi, Pakistan.
Saba AkhtarCenter for Non-Communicable Diseases, Karachi, Pakistan.
Kevin TrindadeInstitute for Translational Medicine and Therapeutics, Department of Genetics, and Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Megan MucksavageInstitute for Translational Medicine and Therapeutics, Department of Genetics, and Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Nadeem QamarNational Institute of Cardiovascular Disorders, Karachi, Pakistan.
Khan Shah ZamanNational Institute of Cardiovascular Disorders, Karachi, Pakistan.
Zia YaqoobNational Institute of Cardiovascular Disorders, Karachi, Pakistan.
Tahir SaghirNational Institute of Cardiovascular Disorders, Karachi, Pakistan.
Syed Nadeem Hasan RizviNational Institute of Cardiovascular Disorders, Karachi, Pakistan.
Anis MemonNational Institute of Cardiovascular Disorders, Karachi, Pakistan.
Nadeem Hayyat MallickPunjab Institute of Cardiology, Lahore, Pakistan.
Mohammad IshaqKarachi Institute of Heart Diseases, Karachi, Pakistan.
Syed Zahed RasheedKarachi Institute of Heart Diseases, Karachi, Pakistan.
Fazal-Ur-Rehman MemonRed Crescent Institute of Cardiology, Hyderabad, Pakistan.
Khalid MahmoodThe Civil Hospital, Karachi, Pakistan.
Naveeduddin AhmedLiaquat National Hospital, Karachi, Pakistan.
Ron DoDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
Ronald M KraussChildren's Hospital Oakland Research Institute, Oakland, California, USA.
Daniel G MacArthurBroad Institute of Harvard and MIT, Cambridge, Massachusetts, USA.
Stacey GabrielBroad Institute of Harvard and MIT, Cambridge, Massachusetts, USA.
Eric S LanderBroad Institute of Harvard and MIT, Cambridge, Massachusetts, USA.
Mark J DalyBroad Institute of Harvard and MIT, Cambridge, Massachusetts, USA.
Philippe FrossardCenter for Non-Communicable Diseases, Karachi, Pakistan.
John DaneshMRC/BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, UK.
Daniel J RaderInstitute for Translational Medicine and Therapeutics, Department of Genetics, and Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Sekar KathiresanCenter for Genomic Medicine, Massachusetts General Hospital and Department of Medicine, Harvard Medical School, Boston, Massachusetts, USA.
Center for Non-Communicable Diseases · PKBroad Institute · USNational Institute of Cardiovascular Diseases · PKHarvard University · USMassachusetts General Hospital · USUniversity of Pennsylvania · USKarachi Institute of Heart Diseases · PKTranslational Therapeutics (United States) · USCivil Hospital Karachi · PKIcahn School of Medicine at Mount Sinai · USLiaquat National Hospital · PKPunjab Institute of Cardiology · PKSamsung Medical Center · KRUniversity of Faisalabad · PKWellcome Sanger Institute · GB

Funding

Large Scale Sequencing and Analysis of GenomesU54HG003067 · NHGRI · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI GABRIEL, STACEY, LANDER, ERIC S · 2004 to 2015
$568.6M
Pilot & Feasibility ProgramP30DK043351 · NIDDK · MASSACHUSETTS GENERAL HOSPITAL · PI RAYMOND T CHUNG · 1991 to 2026
$35.3M
Discovery of Mendelian Dyslipidemia and Heart Attack Genes Using Exome SequencingR01HL107816 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI KATHIRESAN, SEKAR · 2011 to 2015
$2.7M
Annotation and interpretation of loss-of-function polymorphisms in human genomesR01GM104371 · NIGMS · MASSACHUSETTS GENERAL HOSPITAL · PI MACARTHUR, DANIEL G · 2013 to 2016
$1.3M
British Heart Foundation CH/12/2/29428British Heart Foundation RG/08/014/24067British Heart Foundation RG/13/13/30194British Heart Foundation RG/16/4/32218Medical Research Council MR/L003120/1Medical Research Council MR/P013880/1Medical Research Council MR/P02811X/1NHGRI NIH HHS U54 HG003067NHLBI NIH HHS R01 HL107816NIDDK NIH HHS P30 DK043351NIGMS NIH HHS R01 GM104371Wellcome Trust
6 · The paper itself

Abstract

A major goal of biomedicine is to understand the function of every gene in the human genome. Loss-of-function mutations can disrupt both copies of a given gene in humans and phenotypic analysis of such 'human knockouts' can provide insight into gene function. Consanguineous unions are more likely to result in offspring carrying homozygous loss-of-function mutations. In Pakistan, consanguinity rates are notably high. Here we sequence the protein-coding regions of 10,503 adult participants in the Pakistan Risk of Myocardial Infarction Study (PROMIS), designed to understand the determinants of cardiometabolic diseases in individuals from South Asia. We identified individuals carrying homozygous predicted loss-of-function (pLoF) mutations, and performed phenotypic analysis involving more than 200 biochemical and disease traits. We enumerated 49,138 rare (<1% minor allele frequency) pLoF mutations. These pLoF mutations are estimated to knock out 1,317 genes, each in at least one participant. Homozygosity for pLoF mutations at PLA2G7 was associated with absent enzymatic activity of soluble lipoprotein-associated phospholipase A2; at CYP2F1, with higher plasma interleukin-8 concentrations; at TREH, with lower concentrations of apoB-containing lipoprotein subfractions; at either A3GALT2 or NRG4, with markedly reduced plasma insulin C-peptide concentrations; and at SLC9A3R1, with mediators of calcium and phosphate signalling. Heterozygous deficiency of APOC3 has been shown to protect against coronary heart disease; we identified APOC3 homozygous pLoF carriers in our cohort. We recruited these human knockouts and challenged them with an oral fat load. Compared with family members lacking the mutation, individuals with APOC3 knocked out displayed marked blunting of the usual post-prandial rise in plasma triglycerides. Overall, these observations provide a roadmap for a 'human knockout project', a systematic effort to understand the phenotypic consequences of complete disruption of genes in humans.

Indexed as

ConsanguinityDNA Mutational AnalysisGene DeletionHomozygotePhenotype1-Alkyl-2-acetylglycerophosphocholine EsteraseApolipoprotein C-IIICohort StudiesCoronary DiseaseCytochrome P450 Family 2Dietary FatsExomeFastingFemaleGene FrequencyGenes1-Alkyl-2-acetylglycerophosphocholine EsteraseApolipoprotein C-IIICXCL8 protein, humanCYP2F1 protein, humanCytochrome P450 Family 2Dietary FatsInterleukin-8neuregulin-4NeuregulinsPhosphoproteinsPLA2G7 protein, humanRNA Splice Sitessodium-hydrogen exchanger regulatory factorSodium-Hydrogen ExchangersTriglycerides

Identifiers

PMID28406212
PMCPMC5600291
OpenAlexW2605659507

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Registered trials

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.