Evidence map›Paper›PMID 33971972›Full record

ArticleGenome medicine2021

Rare variant analysis of 4241 pulmonary arterial hypertension cases from an international consortium implicates FBLN2, PDGFD, and rare de novo variants in PAH.

Na Zhu, Emilia M Swietlik, Carrie L Welch, Michael W Pauciulo, Jacob J Hagen, Xueya Zhou, Yicheng Guo, Johannes Karten, Divya Pandya, Tobias Tilly and 19 more

Erratum issuedOpen access · goldAbstract read
In one paragraph

Article in Genome medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 58 papers.

0numbers the graph read from it
0cells of the map it votes in
58citing papers in PubMed
8.7field-weighted citation impact, top 2% 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.

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

58 citing papers in PubMed, 83 citations in OpenAlex.

  1. Article
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  6. Fibulin 2 Deficiency Drives Epigenetic Hypertension.Hypertension (Dallas, Tex. : 1979) · 2026
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  13. BMP9 regulates the endothelial secretome to drive pulmonary hypertension.bioRxiv : the preprint server for biology · 2025
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

29 authors at 12 institutions in 3 countries.

Na Zhu *Department of Pediatrics, Columbia University Irving Medical Center, 1150 St. Nicholas Avenue, Room 620, New York, NY, 10032, USA.
Emilia M Swietlik *Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK.
Carrie L Welch *Department of Pediatrics, Columbia University Irving Medical Center, 1150 St. Nicholas Avenue, Room 620, New York, NY, 10032, USA.
Michael W Pauciulo *Division of Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Jacob J HagenDepartment of Pediatrics, Columbia University Irving Medical Center, 1150 St. Nicholas Avenue, Room 620, New York, NY, 10032, USA.
Xueya ZhouDepartment of Pediatrics, Columbia University Irving Medical Center, 1150 St. Nicholas Avenue, Room 620, New York, NY, 10032, USA.
Yicheng GuoDepartment of Systems Biology, Columbia University, New York, NY, USA.
Johannes Karten42Genetics, Belfast, Ireland.
Divya PandyaDepartment of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK.
Tobias TillyDepartment of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK.
Katie A LutzDivision of Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Jennifer M MartinDepartment of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK.
Carmen M TreacyDepartment of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK.
Erika B RosenzweigDepartment of Pediatrics, Columbia University Irving Medical Center, 1150 St. Nicholas Avenue, Room 620, New York, NY, 10032, USA.
Usha KrishnanDepartment of Pediatrics, Columbia University Irving Medical Center, 1150 St. Nicholas Avenue, Room 620, New York, NY, 10032, USA.
Anna W ColemanDivision of Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Claudia Gonzaga-JaureguiRegeneron Pharmaceuticals, New York, NY, USA.
Allan LawrieDepartment of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK.
Richard C TrembathDepartment of Medical and Molecular Genetics, King's College London, London, UK.
Martin R WilkinsNational Heart & Lung Institute, Imperial College London, London, UK.
Regeneron Genetics Center
PAH Biobank Enrolling Centers’ Investigators
NIHR BioResource for Translational Research - Rare Diseases
National Cohort Study of Idiopathic and Heritable PAH
Nicholas W Morrell *Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK.
Yufeng Shen *Department of Systems Biology, Columbia University, New York, NY, USA.
Stefan Gräf *Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK.
William C Nichols *Division of Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Wendy K Chung *Department of Pediatrics, Columbia University Irving Medical Center, 1150 St. Nicholas Avenue, Room 620, New York, NY, 10032, USA. wkc15@columbia.edu.
University of Cambridge · GBColumbia University Irving Medical Center · USCincinnati Children's Hospital Medical Center · USUnité de recherche sur les maladies cardiovasculaires et métaboliques · FRCambridge University Hospitals NHS Foundation Trust · GBColumbia University · USImperial College London · GBKing's College London · GBNIHR BioResourcePapworth Hospital NHS Foundation Trust · GBRegeneron (United States) · USUniversity of Sheffield · GB

Funding

Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9M
National Biological Sample and Data Repository for PAHR24HL105333 · NHLBI · CINCINNATI CHILDRENS HOSP MED CTR · PI NICHOLS, WILLIAM C · 2012 to 2016
$10.1M
Integrate cancer genomics data in geneticstudies and diagnosis of developmental disordersR01GM120609 · NIGMS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI SHEN, YUFENG · 2017 to 2021
$1.7M
PVDOMICS Defining the Future Fingerprints of Pulmonary Vascular DiseaseU01HL125218 · NHLBI · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI BERMAN-ROSENZWEIG, ERIKA S., HORN, EVELYN · 2014 to 2018
$1.6M
BLRD VA I01 BX002042British Heart Foundation CH/09/001/25945British Heart Foundation FS/13/48/30453British Heart Foundation FS/18/52/33808British Heart Foundation RG/08/006/25302British Heart Foundation RG/13/4/30107British Heart Foundation SP/12/12/29836British Heart Foundation SP/14/6/31350British Heart Foundation SP/18/10/33975Department of HealthMedical Research Council MR/K020919/1Medical Research Council MR/M008894/1NCATS NIH HHS UL1 TR001863NHLBI NIH HHS R24 HL105333NHLBI NIH HHS U01 HL125218NIGMS NIH HHS R01 GM120609Wellcome Trust 205188/Z/16/Z
6 · The paper itself

Abstract

backgroundPulmonary arterial hypertension (PAH) is a lethal vasculopathy characterized by pathogenic remodeling of pulmonary arterioles leading to increased pulmonary pressures, right ventricular hypertrophy, and heart failure. PAH can be associated with other diseases (APAH: connective tissue diseases, congenital heart disease, and others) but often the etiology is idiopathic (IPAH). Mutations in bone morphogenetic protein receptor 2 (BMPR2) are the cause of most heritable cases but the vast majority of other cases are genetically undefined.

methodsTo identify new risk genes, we utilized an international consortium of 4241 PAH cases with exome or genome sequencing data from the National Biological Sample and Data Repository for PAH, Columbia University Irving Medical Center, and the UK NIHR BioResource - Rare Diseases Study. The strength of this combined cohort is a doubling of the number of IPAH cases compared to either national cohort alone. We identified protein-coding variants and performed rare variant association analyses in unrelated participants of European ancestry, including 1647 IPAH cases and 18,819 controls. We also analyzed de novo variants in 124 pediatric trios enriched for IPAH and APAH-CHD.

resultsSeven genes with rare deleterious variants were associated with IPAH with false discovery rate smaller than 0.1: three known genes (BMPR2, GDF2, and TBX4), two recently identified candidate genes (SOX17, KDR), and two new candidate genes (fibulin 2, FBLN2; platelet-derived growth factor D, PDGFD). The new genes were identified based solely on rare deleterious missense variants, a variant type that could not be adequately assessed in either cohort alone. The candidate genes exhibit expression patterns in lung and heart similar to that of known PAH risk genes, and most variants occur in conserved protein domains. For pediatric PAH, predicted deleterious de novo variants exhibited a significant burden compared to the background mutation rate (2.45×, p = 2.5e-5). At least eight novel pediatric candidate genes carrying de novo variants have plausible roles in lung/heart development.

conclusionsRare variant analysis of a large international consortium identified two new candidate genes-FBLN2 and PDGFD. The new genes have known functions in vasculogenesis and remodeling. Trio analysis predicted that ~ 15% of pediatric IPAH may be explained by de novo variants.

Indexed as

BiomarkersGenetic Predisposition to DiseaseGenetic VariationAdolescentAdultAgedAge of OnsetAllelesAmino Acid SubstitutionCalcium-Binding ProteinsChildChild, PreschoolExtracellular Matrix ProteinsFemaleGenotypeHumansBiomarkersCalcium-Binding ProteinsExtracellular Matrix Proteinsfibulin 2LymphokinesPDGFD protein, humanPlatelet-Derived Growth FactorCase-control association testingDe novo variant analysisExome sequencingGeneticsGenome sequencingPulmonary arterial hypertension

Identifiers

PMID33971972
PMCPMC8112021
OpenAlexW3163409627

What Socratic holds

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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 Socratic graph.