Frontiers in GeneticsGenomicsPeer-reviewed journal article
Genes and pathways implicated in tetralogy of Fallot revealed by ultra-rare variant burden analysis in 231 genome sequences
Roozbeh ManshaeiiD, Daniele MericoiD, Miriam S. ReuteriD, Worrawat EngchuaniD, Bahareh A. MojaradiD, Rajiv R ChaturvediiD, Tracy HeungiD, Giovanna PellecchiaiD, Mehdi Zarrei, Thomas NalpathamkalamiD, Reem Khan, John B. A. OkelloiD, Eriskay ListoniD, Meredith CurtisiD, Ryan K. C. YueniD, Christian R. MarshalliD, Rebekah JoblingiD, Erwin Notker OechsliniD, Rachel Maya WaldiD, Candice K. Silversides, Stephen W. SchereriD, Raymond H. KimiD, Anne S. BassettiD
Abstract
Recent genome-wide studies of rare genetic variants have begun to implicate novel mechanisms for tetralogy of Fallot (TOF), a severe congenital heart defect (CHD). To provide statistical support for case-only data without parental genomes, we re-analyzed genome sequences of 231 individuals with TOF or related CHD. We adapted a burden test originally developed for de novo variants to assess singleton variant burden in individual genes, and in gene-sets corresponding to functional pathways and mouse phenotypes, accounting for highly correlated gene-sets, and for multiple testing. The gene burden test identified a significant burden of deleterious missense variants in NOTCH1 (Bonferroni-corrected p-value <0.01). These NOTCH1 variants showed significant enrichment for those affecting the extracellular domain, and especially for disruption of cysteine residues forming disulfide bonds (OR 39.8 vs gnomAD). Individuals with NOTCH1 variants, all with TOF, were enriched for positive family history of CHD. Other genes not previously implicated in TOF had more modest statistical support and singleton missense variant results were non-significant for gene-set burden. For singleton truncating variants, the gene burden test confirmed significant burden in FLT4. Gene-set burden tests identified a cluster of pathways corresponding to VEGF signaling (FDR=0%), and of mouse phenotypes corresponding to abnormal vasculature (FDR=0.8%), that suggested additional candidate genes not previously identified (e.g., WNT5A and ZFAND5). Analyses using unrelated sequencing datasets supported specificity of the findings for CHD. The findings support the importance of ultra-rare variants disrupting genes involved in VEGF and NOTCH signaling in the genetic architecture of TOF. These proof-of-principle data indicate that this statistical methodology could assist in analyzing case-only sequencing data in which ultra-rare variants, whether de novo or inherited, contribute to the genetic etiopathogenesis of a complex disorder. Author summaryWe analyzed the ultra-rare nonsynonymous variant burden for genome sequencing data from 231 individuals with congenital heart defects, most with tetralogy of Fallot. We adapted a burden test originally developed for de novo variants. In line with other studies, we identified a significant truncating variant burden for FLT4 and deleterious missense burden for NOTCH1, both passing a stringent Bonferroni multiple-test correction. For NOTCH1, we observed frequent disruption of cysteine residues establishing disulfide bonds in the extracellular domain. We also identified genes with BH-FDR <10% that were not previously implicated. To overcome limited power for individual genes, we tested gene-sets corresponding to functional pathways and mouse phenotypes. Gene-set burden of truncating variants was significant for vascular endothelial growth factor signaling and abnormal vasculature phenotypes. These results confirmed previous findings and suggested additional candidate genes for experimental validation in future studies. This methodology can be extended to other case-only sequencing data in which ultra-rare variants make a substantial contribution to genetic etiology.
- organism: human
- assay: whole-exome sequencing
- research focus: variant effect prediction
- approach: statistical model
- Citations
- 36
- FWCI
- 2.93
- Field percentile
- top 8%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Deleterious genetic variants in NOTCH1 are a major contributor to the incidence of non-syndromic Tetralogy of Fallot
Donna J. Page, Matthieu J. Miossec, … Bernard D. Keavney·bioRxiv·Apr 13, 2018
- Clinical genetic risk variants inform a functional protein interaction network for tetralogy of Fallot
Miriam S. Reuter, Rajiv R Chaturvedi, … Anne S. Bassett·Circulation Genomic and Precision MedicinePeer-reviewed·Jul 30, 2021
- Integrative analysis reveals regulatory effects of tandem repeat expansions in tetralogy of Fallot.
Aleksandra Mitina, Yue Yin, … Ryan K. C. Yuen·medRxiv·Sep 10, 2026
- Loss of function, missense, and intronic variants in NOTCH1 confer different risks for left ventricular outflow tract obstructive heart defects in two European cohorts
Emmi Helle, Aldo Córdova‐Palomera, … James Rush Priest·Genetic EpidemiologyPeer-reviewed·Dec 4, 2018
- Integrative analysis of genomic variants reveals new associations of candidate haploinsufficient genes with congenital heart disease
Enrique Audain, Anna Wilsdon, … MP Hitz·PLoS GeneticsPeer-reviewed·Jul 29, 2021
- Meta-analysis reveals transcription factors and DNA binding domain variants associated with congenital heart defect and orofacial clef
Raehoon Jeong, Martha L. Bulyk·npj Genomic MedicinePeer-reviewed·Sep 29, 2025