| Literature DB >> 32368696 |
Jonathan J Edwards1, Andrew D Rouillard2, Nicolas F Fernandez2, Zichen Wang2, Alexander Lachmann2, Sunita S Shankaran3, Brent W Bisgrove4, Bradley Demarest4, Nahid Turan5, Deepak Srivastava6, Daniel Bernstein7, John Deanfield8, Alessandro Giardini8, George Porter9, Richard Kim10, Amy E Roberts11, Jane W Newburger11, Elizabeth Goldmuntz12, Martina Brueckner13, Richard P Lifton13,14, Christine E Seidman15,16,17, Wendy K Chung18,19, Martin Tristani-Firouzi20, H Joseph Yost4, Avi Ma'ayan2, Bruce D Gelb21,22.
Abstract
Genetic variants are the primary driver of congenital heart disease (CHD) pathogenesis. However, our ability to identify causative variants is limited. To identify causal CHD genes that are associated with specific molecular functions, the study used prior knowledge to filter de novo variants from 2,881 probands with sporadic severe CHD. This approach enabled the authors to identify an association between left ventricular outflow tract obstruction lesions and genes associated with the WAVE2 complex and regulation of small GTPase-mediated signal transduction. Using CRISPR zebrafish knockdowns, the study confirmed that WAVE2 complex proteins brk1, nckap1, and wasf2 and the regulators of small GTPase signaling cul3a and racgap1 are critical to cardiac development.Entities:
Keywords: CHD, congenital heart disease; CORUM, Comprehensive Resource of Mammalian Protein Complexes; CRISPR, clustered regularly interspaced short palindromic repeats; CTD, conotruncal defect; GOBP, Gene Ontology biological processes; HHE, high heart expression; HLHS, hypoplastic left heart syndrome; HTX, heterotaxy; LVOTO, left ventricular outflow tract obstruction; MGI, Mouse Genome Informatics; PCGC, Pediatric Cardiac Genomics Consortium; PPI, protein-protein interaction; congenital heart disease; systems biology; translational genomics
Year: 2020 PMID: 32368696 PMCID: PMC7188873 DOI: 10.1016/j.jacbts.2020.01.012
Source DB: PubMed Journal: JACC Basic Transl Sci ISSN: 2452-302X
Mutation Burden by Variant Filter and Phenotype
| Mutation Type | Controls (n = 900) | Cases (n = 2,881) | LVOTO (n = 802) | CTD (n = 1,120) | HTX (n = 274) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Var | Var | OR (95% CI) | Adjusted p Value | Var | OR (95% CI) | Adjusted p Value | Var | OR (95% CI) | Adjusted p Value | Var | OR (95% CI) | Adjusted p Value | |
| All | 945 | 3010 | 863 | 1,150 | 247 | ||||||||
| In silico | 362 | 1,237 | 1.12 (0.96–1.30) | 0.145 | 375 | 1.24 (1.03–1.45) | 0.051 | 473 | 1.13 (0.94–1.34) | 0.273 | 89 | 0.91 (0.68–1.21) | 0.560 |
| HHE in silico | 116 | 583 | 1.73 (1.39–2.13) | <0.001 | 185 | 1.96 (1.51–2.51) | <0.001 | 223 | 1.73 (1.35–2.19) | <0.001 | 36 | 1.23 (0.81-1.83) | 0.469 |
| MGI library in silico | 178 | 819 | 1.61 (1.34–1.93) | <0.001 | 252 | 1.78 (1.43–2.21) | <0.001 | 304 | 1.55 (1.26–1.91) | <0.001 | 52 | 1.15 (0.81–1.63) | 0.531 |
Odds ratios (ORs) calculated comparing filter-selected with filtered-out variants between controls and cases or phenotype groups. All p values adjusted using Benjamini-Hochberg p < 0.05 for significance.
CI = confidence interval; CTD = conotruncal defect; HHE = high fetal heart expression; HTX = heterotaxy; MGI = Mouse Genome Informatics; Var = variants.
LVOTO Gene Set Enrichment
| Gene List | Library | Term | Combined | Fold | Adjusted p Value | Genes |
|---|---|---|---|---|---|---|
| MGI library in silico | CORUM | Wave-2 complex | 1709.0 | 32.6 | 0.011 | ABI1;CYFIP1;NCKAP1 |
| MGI library in silico | CORUM | ITGA6-ITGB4-Laminin10/12 complex | 692.9 | 32.6 | 0.011 | LAMA5;LAMB1;LAMC1 |
| MGI library in silico | GOBP | Regulation of actin filament–based process | 77.1 | 3.5 | 0.003 | ABL2;DLC1;TENM1;ASAP3; |
| HHE in silico | GOBP | Regulation of small GTPase-mediated signal transduction | 73.6 | 3.8 | 0.002 | FOXM1;NF1;NOTCH2;NOTCH1; |
| MGI library in silico | GOBP | Vascular endothelial growth factor receptor signaling pathway | 63.5 | 5.3 | 0.017 | MYOF;ABI1;CYFIP1;NCKAP1; |
Gene set enrichment was performed using HHE and MGI library in silico–filtered genes with the hypergeometric overrepresentation test implemented using Enrichr and WebGestalt. Terms were filtered for statistical significance if Benjamini-Hochberg–adjusted p < 0.05 using both tools.
CORUM = Comprehensive Resource of Mammalian Protein Complexes; GOBP = Gene Ontology biological processes; other abbreviations as in Table 1.
Combined score derived from Enrichr, which is a unique ranking system that combines the adjusted p value with a deviation from expected ranking for each term based on inputting random gene sets.
Fold enrichment and adjusted p values presented from WebGestalt using background gene list correction.
Figure 1LVOTO Disease Gene Network
Bipartite graph generated using GeNets Metanetwork v1.0 protein-protein interactions connecting left ventricular outflow tract obstruction (LVOTO) genes associated with enriched terms using either high fetal heart expression (HHE) in silico or Mouse Genome Informatics (MGI) library in silico–filtered genes and either Enrichr or WebGestalt. Of the genes associated with consistently enriched terms and not previously implicated in structural heart defects, CUL3 and RACGAP1 are the most strongly connected.
Phenotypes of CRISPR Gene Knockdown F0 Zebrafish
| Target Gene | Reversed Heart Looping | Atrial and Ventricular Size | Circulation | Head/Brain/Eye Structures |
|---|---|---|---|---|
| 8/64 (13) | Normal | Normal | Normal | |
| 19/102 (19) | Normal | Normal | Normal | |
| 6/105 (6) | Dilated atria and small ventricle 42/105 (42) | Normal | Hypoplastic | |
| 23/122 (19) | Normal | Normal | Normal | |
| 16/83 (19) | Normal | Normal | Normal | |
| 1/75 (1.3) | Normal | Normal | Normal | |
| 1/72 (1.4) | Normal | Normal | Normal |
Values are n/N (%). Most (5 of 7) candidate genes demonstrate abnormal cardiac development in CRISPR-mediated knockdown, including reversed cardiac looping in 3 WAVE2 complex genes (brk1, nckap1, and wasf2) and cul3a. Loss of racgap1 also demonstrated extracardiac anomalies in addition to a small ventricle and atrial dilation.
CRISPR = clustered regularly interspaced short palindromic repeats.
Figure 2Crispr-Mediated Candidate Gene Knockdown in Zebrafish
(A, C) Wild-type (WT), (C)cul3a, and (D)racgap1 knockout (KO) zebrafish at 2 days past fertilization. Reversed cardiac looping illustrated in cul3a KO as compared with WT, both on a cmlc2-GFP background. The racgap1 KO zebrafish demonstrate atrial dilation and pericardial edema. At = atria; CRISPR = clustered regularly interspaced short palindromic repeats; Ve = ventricle.