Biology subjects

Heng, C. K.

Publications and source records attributed to Heng, C. K..

4 recordsLinked to original sources

bioRxiv2025

Template-based RNA structure prediction advanced through a blind code competition

Automatically predicting RNA 3D structure from sequence remains an unsolved challenge in biology and biotechnology. Here, we describe a Kaggle code competition engaging over 1700 teams and 43 previously unreleased structures to tackle this challenge. The top three submitted algorithms achieved scores within statistical error of the winners of the recent CASP16 competition. Unexpectedly, the top Kaggle strategy involved a pipeline for discovering 3D templates, without the use of deep learning. We integrated this template-modeling pipeline and other Kaggle strategies to develop a single model RNAPro that retrospectively outperformed individual Kaggle models on the same test set. These results suggest a growing importance of template-based modeling in RNA structure prediction.

biophysics↗

bioRxiv2025

Coronary Artery Disease Risk Variant rs6903956 Links to Endothelial Dysfunction via PHACTR1 Regulation

Ischemic heart disease, particularly coronary artery disease (CAD), remain leading causes of mortality worldwide. The single nucleotide polymorphism rs6903956 on chromosome 6p24.1 has been identified as a susceptibility locus for CAD in East Asian populations through genome-wide association studies. However, its functional role has not been fully elucidated. This study investigates the mechanistic basis of rs6903956 and its contribution to CAD pathogenesis, focusing on endothelial cell dysfunction. We first conducted cohort studies, revealing an association between the rs6903956 A risk allele and blood pressure phenotypes, along with impaired endothelial responsiveness indicated by reduced flow-mediated dilation. Single-base editing of induced pluripotent stem cell-derived endothelial cells obtained from patients with CAD and expression quantitative trait loci analysis highlighted a cisacting impact of the A allele on PHACTR1 and EDN1 expression, suggesting allelespecific regulatory effects. Using in silico modeling by AlphaFold 3 platform, the A allele exhibited enhanced binding affinity for HOXA4 and MEIS1 transcription factors, forming a stable ternary complex that promoted transcriptional activation of PHACTR1. Functional assays demonstrated the enhancer role of rs6903956 A in PHACTR1 promoter activity, supporting its locus-specific regulatory function in endothelial cells. Under pathological flow conditions, endothelial cells harboring the A allele display elevated ICAM-1 expression and increased monocyte adhesion compared to the G allele, indicating allele-specific endothelial inflammatory activation. These findings propose a model in which rs6903956 influences PHACTR1 expression via HOX-MEIS cooperative binding, thereby modulating endothelial function and contributing to CAD susceptibility. This study provides mechanistic insights into the role of rs6903956 in endothelial dysfunction and CAD, informing potential therapeutic targets arising from genetic determinants in cardiovascular pathogenesis.

molecular biology↗

bioRxiv2023

Disruption of Aldehyde Dehydrogenase 2 protects against 1 bacterial infection

The ALDH2*2 (rs671) variant present in >500 million individuals reduces ALDH2 function, impairing aldehyde detoxification. While aldehyde accumulation in these individuals is associated with numerous negative health consequences, a previous study showed a cohort of ALDH2*2 carriers are less likely to develop active pulmonary tuberculosis. Here, we present additional human data that support this finding and show ALDH2-deficiency in mice provides a fitness advantage during bacterial infections. We found aldehydes normally detoxified by ALDH2 killed the bacterial pathogens Mycobacterium tuberculosis and Francisella tularensis. Infected macrophages from Aldh2-/-mice had higher levels of formaldehyde and 4-hydroxynonenal, which enhanced their microbicidal capacity. Aldh2-/- mice were more resistant to infection with Mycobacterium tuberculosis and Francisella tularensis than parental mice and displayed elevated inflammatory cytokine and chemokine levels, accompanied by an increased accumulation of inflammatory monocytes and macrophages. These findings support a model in which host-derived aldehydes are robust innate immune effectors, limiting bacterial infection through both direct microbicidal activity and immune modulation. Collectively, this work may explain why the ALDH2*2 allele was selected for in humans.

microbiology↗

bioRxiv2022

Trans-interaction of risk loci 6p24.1 and 10q11.21 is associated with endothelial damage in coronary artery disease

Background and AimsSingle nucleotide polymorphism rs6903956 has been identified as one of the genetic risk factors for coronary artery disease (CAD). However, rs6903956 lies in a non-coding locus on chromosome 6p24.1. We aim to interrogate the molecular basis of 6p24.1 containing rs6903956 risk alleles in endothelial disease biology. Methods and ResultsWe generated induced pluripotent stem cells (iPSCs) from CAD patients (AA risk genotype at rs6903956) and normal controls (GG non-risk genotype at rs6903956). CRIPSR-Cas9-based deletions ({Delta}63-89bp) on 6p24.1, including both rs6903956 and a short tandem repeat variant rs140361069 in linkage disequilibrium, were performed to generate isogenic iPSC-derived endothelial cells. Edited CAD endothelial cells, with removal of A risk alleles, exhibited a global transcriptional downregulation of pathways relating to abnormal vascular physiology and activated endothelial processes. A CXC chemokine ligand on chromosome 10q11.21, CXCL12, was uncovered as a potential effector gene in CAD endothelial cells. Underlying this effect was the preferential inter-chromosomal interaction of 6p24.1 risk locus to a weak promoter of CXCL12, confirmed by chromatin conformation capture assays on our iPSC-derived endothelial cells. Functionally, risk genotypes AA/ AG at rs6903956 were associated significantly with elevated levels of circulating damaged endothelial cells in CAD patients. Circulating endothelial cells isolated from patients with risk genotypes AA/ AG were also found to have 10 folds higher CXCL12 transcript copies/ cell than those with non-risk genotype GG. ConclusionOur study reveals the trans-acting impact of 6p24.1 with another CAD locus on 10q11.21 and is associated with intensified endothelial injury.

molecular biology↗