# Leveraging Large and Diverse Biobanks to Evaluate Gene–Disease Associations in Hypertrophic Cardiomyopathy

**Authors:** Saif F. Dababneh, Kevin Ong, Darwin Yeung, Nathaniel M. Hawkins, Andrew Krahn, Zachary Laksman, Rafik Tadros, Thomas M. Roston

PMC · DOI: 10.3390/jpm16030171 · Journal of Personalized Medicine · 2026-03-21

## TL;DR

This study shows that large biobanks can confirm known gene-disease links in hypertrophic cardiomyopathy but may miss some less common associations.

## Contribution

The study demonstrates how large biobanks can validate ClinGen-curated gene-disease associations for HCM.

## Key findings

- 8 out of 12 definitive HCM genes showed nominal population-level associations.
- Only 5 definitive HCM genes remained significant after Bonferroni correction.
- Genes with moderate or limited evidence had no significant associations with HCM.

## Abstract

Background: Hypertrophic cardiomyopathy (HCM) is a common inherited disease and a leading known cause of sudden cardiac arrest in young adults and athletes. While genetic testing has advanced rapidly in the past decade, the yield of genetic testing remains low. The Clinical Genome Resource (ClinGen) initiative has become a leading resource for defining the clinical relevance of genetic variants with expert groups focusing on evaluating the strength of evidence for each HCM implicated gene. With the rise of large biobanks and population databases, genetic discovery has been significantly advanced. However, whether these databases can be used to validate gene–disease associations curated by ClinGen and provide evidence for novel gene–disease associations remains unclear. Objectives: Here, we utilized a publicly available database containing 748,879 individuals across three large biobanks (All of Us, UK biobank, Mass General Brigham biobank). Methods: We tested the association of rare coding variants in each gene in the HCM ClinGen panel with HCM. In total, 38 genes were tested, and Bonferroni correction was applied accordingly. Results: Of the 12 genes with definitive evidence for HCM (e.g., MYBPC3, MYH7, TNNT2, ALPK3), 8 (67%) demonstrated nominally significant association with HCM on a population level, and 5 (42%) remained significant after Bonferroni correction, further supporting the validity of these genes in HCM panels. Several definitive genes which are much less commonly affected in HCM (CSRP3, MYL3, ACTC1, TPM1, FHOD3, MYL2, and TNNC1) did not pass our Bonferroni corrected-significance threshold, but all had positively associated effect sizes with HCM. No genes deemed to have moderate or limited evidence had any significant associations with HCM even before Bonferroni correction. Conclusions: Altogether, we show that large biobanks and population databases generally recapitulate established gene–disease associations for HCM and support the ClinGen group’s gene curations. The utilization of such publicly accessible databases represents an additional tool for assessing gene validity in monogenic cardiac disorders with an established phenotype, although it may have limited sensitivity and should not be solely relied on.

## Linked entities

- **Genes:** MYBPC3 (myosin binding protein C3) [NCBI Gene 4607], MYH7 (myosin heavy chain 7) [NCBI Gene 4625], TNNT2 (troponin T2, cardiac type) [NCBI Gene 7139], ALPK3 (alpha kinase 3) [NCBI Gene 57538], CSRP3 (cysteine and glycine rich protein 3) [NCBI Gene 8048], MYL3 (myosin light chain 3) [NCBI Gene 4634], ACTC1 (actin alpha cardiac muscle 1) [NCBI Gene 70], TPM1 (tropomyosin 1) [NCBI Gene 7168], FHOD3 (formin homology 2 domain containing 3) [NCBI Gene 80206], MYL2 (myosin light chain 2) [NCBI Gene 4633], TNNC1 (troponin C1, slow skeletal and cardiac type) [NCBI Gene 7134]
- **Diseases:** hypertrophic cardiomyopathy (MONDO:0005045)

## Full-text entities

- **Genes:** TNNC1 (troponin C1, slow skeletal and cardiac type) [NCBI Gene 7134] {aka CMD1Z, CMH13, TN-C, TNC, TNNC}, LAMP2 (lysosome associated membrane protein 2) [NCBI Gene 3920] {aka CD107b, DND, LAMP-2, LAMPB, LGP-96, LGP110}, TNNI3 (troponin I3, cardiac type) [NCBI Gene 7137] {aka CMD1FF, CMD2A, CMH7, RCM1, TNNC1, cTnI}, KLHL24 (kelch like family member 24) [NCBI Gene 54800] {aka CMH29, DRE1, EBS6, EBSSH, KRIP6}, PDLIM3 (PDZ and LIM domain 3) [NCBI Gene 27295] {aka ALP}, DSP (desmoplakin) [NCBI Gene 1832] {aka DCWHKTA, DP}, TRIM63 (tripartite motif containing 63) [NCBI Gene 84676] {aka CMH31, IRF, MURF1, MURF2, RNF28, SMRZ}, RPS6KB1 (ribosomal protein S6 kinase B1) [NCBI Gene 6198] {aka PS6K, S6K, S6K-beta-1, S6K1, STK14A, p70 S6KA}, MYLK2 (myosin light chain kinase 2) [NCBI Gene 85366] {aka KMLC, MLCK, MLCK2, skMLCK}, NEXN (nexilin F-actin binding protein) [NCBI Gene 91624] {aka CDM2M, CMH20, NELIN}, MYOM1 (myomesin 1) [NCBI Gene 8736] {aka SKELEMIN}, MYH6 (myosin heavy chain 6) [NCBI Gene 4624] {aka ASD3, CMD1EE, CMH14, MYHC, MYHCA, SSS3}, MYH7 (myosin heavy chain 7) [NCBI Gene 4625] {aka CMD1S, CMH1, CMYO7A, CMYO7B, CMYP7A, CMYP7B}, TMPO (thymopoietin) [NCBI Gene 7112] {aka CMD1T, LAP2, LEMD4, PRO0868, TP}, PRKAG2 (protein kinase AMP-activated non-catalytic subunit gamma 2) [NCBI Gene 51422] {aka AAKG, AAKG2, CMH6, GSDH, H91620p, WPWS}, RBM20 (RNA binding motif protein 20) [NCBI Gene 282996], GLA (galactosidase alpha) [NCBI Gene 2717] {aka GALA}, ACTC1 (actin alpha cardiac muscle 1) [NCBI Gene 70] {aka ACTC, ASD5, CMD1R, CMH11, LVNC4}, FLNC (filamin C) [NCBI Gene 2318] {aka ABP-280, ABP280A, ABPA, ABPL, ARVC15, CMD1PP}, GNPTAB (N-acetylglucosamine-1-phosphate transferase subunits alpha and beta) [NCBI Gene 79158] {aka GNPTA, ICD}, JPH2 (junctophilin 2) [NCBI Gene 57158] {aka CMD2E, CMH17, JP-2, JP2}, TTN (titin) [NCBI Gene 7273] {aka CMD1G, CMH9, CMPD4, CMYO5, CMYP5, EOMFC}, MYOZ2 (myozenin 2) [NCBI Gene 51778] {aka C4orf5, CMH16, CS-1, FATZ-2}, CASQ2 (calsequestrin 2) [NCBI Gene 845] {aka PDIB2}, PLN (phospholamban) [NCBI Gene 5350] {aka CMD1P, CMH18, PLB}, KCNQ1 (potassium voltage-gated channel subfamily Q member 1) [NCBI Gene 3784] {aka ATFB1, ATFB3, JLNS1, KCNA8, KCNA9, KVLQT1}, TPM1 (tropomyosin 1) [NCBI Gene 7168] {aka C15orf13, CMD1Y, CMH3, HEL-S-265, HTM-alpha, LVNC9}, MYBPC3 (myosin binding protein C3) [NCBI Gene 4607] {aka CMD1MM, CMH4, FHC, LVNC10, MYBP-C, cMyBP-C}, FHOD3 (formin homology 2 domain containing 3) [NCBI Gene 80206] {aka CMH28, FHOS2, Formactin2}, RYR2 (ryanodine receptor 2) [NCBI Gene 6262] {aka ARVC2, ARVD2, RYR-2, RyR, VACRDS, VTSIP}, TCAP (titin-cap) [NCBI Gene 8557] {aka CMD1N, CMH25, LGMD2G, LGMDR7, T-cap, TELE}, ALPK3 (alpha kinase 3) [NCBI Gene 57538] {aka CMH27, MAK, MIDORI}, VCL (vinculin) [NCBI Gene 7414] {aka CMD1W, CMH15, HEL114, MV, MVCL, VINC}, KLF10 (KLF transcription factor 10) [NCBI Gene 7071] {aka EGR-alpha, EGRA, TIEG, TIEG1}, CSRP3 (cysteine and glycine rich protein 3) [NCBI Gene 8048] {aka CLP, CMD1M, CMH12, CRP3, MLP}, CALR3 (calreticulin 3) [NCBI Gene 125972] {aka CMH19, CRT2, CT93}, TTR (transthyretin) [NCBI Gene 7276] {aka AMYLD1, ATTR, CTS, CTS1, HEL111, HsT2651}, OBSCN (obscurin, cytoskeletal calmodulin and titin-interacting RhoGEF) [NCBI Gene 84033] {aka ARHGEF30, RHABDO1, UNC89}, MYPN (myopalladin) [NCBI Gene 84665] {aka CMD1DD, CMH22, CMYO24, CMYP24, MYOP, NEM11}, CACNB2 (calcium voltage-gated channel auxiliary subunit beta 2) [NCBI Gene 783] {aka CAB2, CACNLB2, CAVB2, MYSB}, MYL2 (myosin light chain 2) [NCBI Gene 4633] {aka CMH10, MFM12, MLC-2, MLC-2s/v, MLC-2v, MLC2}, MYL3 (myosin light chain 3) [NCBI Gene 4634] {aka CMH8, MLC-lV/sb, MLC1SB, MLC1V, VLC1, VLCl}, TNNT2 (troponin T2, cardiac type) [NCBI Gene 7139] {aka CMD1D, CMH2, CMPD2, LVNC6, RCM3, TnTC}, TNNC2 (troponin C2, fast skeletal type) [NCBI Gene 7125] {aka CFAP85, CMYO15, CMYP15, FAP85, MYONRI}, ANKRD1 (ankyrin repeat domain 1) [NCBI Gene 27063] {aka ALRP, C-193, CARP, CVARP, MCARP, bA320F15.2}, TRNI (tRNA-Ile) [NCBI Gene 4565] {aka MTTI}
- **Diseases:** left ventricular hypertrophy (MESH:D017379), injury to (MESH:D014947), I42.1 (MESH:C538557), Hypertrophic Cardiomyopathy (MESH:D002312), I42.2 (MESH:D020803), myocardial fibrosis (MESH:D005355), cardiac disease (MESH:D006331), arrhythmogenic cardiomyopathy (MESH:D019571), left ventricular outflow tract obstruction (MESH:D000092242), hypertrophy (MESH:D006984), heart failure (MESH:D006333), diastolic dysfunction (MESH:D018487), Mendelian genetic disorder (MESH:D030342), cardiac arrest (MESH:D006323), arrhythmias (MESH:D001145), sudden death (MESH:D003645)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

28 references — full list in the complete paper: https://tomesphere.com/paper/PMC13028266/full.md

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Source: https://tomesphere.com/paper/PMC13028266