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Hand, N. J.

Publications and source records attributed to Hand, N. J..

4 recordsLinked to original sources

G4mer: An RNA language model for transcriptome-wide identification of G-quadruplexes and disease variants from population-scale genetic data

RNA G-quadruplexes (rG4s) are key regulatory elements in gene expression, yet the effects of genetic variants on rG4 formation remain underexplored. Here, we introduce G4mer, an RNA language model that predicts rG4 formation and evaluates the effects of genetic variants across the transcriptome. G4mer significantly improves accuracy over existing methods, highlighting sequence length and flanking motifs as important rG4 features. Applying G4mer to 5 untranslated region (UTR) variations, we identify variants in breast cancer-associated genes that alter rG4 formation and validate their impact on structure and gene expression. These results demonstrate the potential of integrating computational models with experimental approaches to study rG4 function, especially in diseases where non-coding variants are often overlooked. To support broader applications, G4mer is available as both a web tool and a downloadable model.

genetics↗

PPP1R3B is a metabolic switch that shifts hepatic energy storage from lipid to glycogen

Obesity is a growing worldwide epidemic that carries numerous metabolic complications including increased risk of type 2 diabetes (T2D), cardiovascular disease (CVD), and non-alcoholic fatty liver disease (NAFLD). Multiple genome-wide association studies (GWAS) have associated the PPP1R3B locus with cardiometabolic traits including fasting glucose and insulin levels (T2D traits), plasma lipids (CVD traits), and indications of hepatic steatosis and liver damage (NAFLD traits)1-5. The PPP1R3B gene encodes the glycogen regulatory protein PPP1R3B (also known as GL) which has an established role in liver glycogen metabolism and plasma glucose homeostasis6,7. The metabolic and NAFLD GWAS single nucleotide polymorphisms (SNPs) in this region, which are all in high linkage disequilibrium, result in increased liver PPP1R3B expression and hepatic glycogen accumulation, but have provided conflicting results on the impacts on hepatic steatosis and liver damage. Here we investigate the consequences of both Ppp1r3b overexpression and deletion in mouse and cell models and find that dysregulated Ppp1r3b expression in either direction promotes metabolic dysfunction and liver injury. Hepatocyte overexpression of Ppp1r3b increases hepatic glycogen storage, prolongs fasting blood glucose levels, and confers protection from hepatic steatosis, but increases plasma ALT in aged animals. Conversely, deletion of hepatocyte Ppp1r3b eliminates hepatic glycogen, causes impaired glucose disposal, and results in hepatic steatosis with age or high sucrose diet. We investigated the metabolic pathways contributing to steatosis and found that Ppp1r3b deletion and diminished glycogenesis diverts the storage of exogenous glucose to hepatic triglycerides (TG), and stored liver lipids are preferentially used for energy during fasting through lipid oxidation and ketogenesis. Further, we interrogated two large human biobank cohorts and found carriers of SNPs associated with increased PPP1R3B expression have increased plasma glucose, decreased hepatic fat, and lower plasma lipids, while putative loss-of-function (pLoF) variant carriers have increased hepatic fat and elevated plasma ketones and lipids, consistent with the results seen in our mouse models. These findings suggest hepatic PPP1R3B serves as a metabolic switch favoring hepatic energy storage as glycogen instead of TG.

molecular biology↗

ApoC-III helical structure determines its ability to bind plasma lipoproteins and inhibit Lipoprotein Lipase-mediated triglyceride lipolysis.

In humans, apolipoprotein C-III (apoC-III) plasma levels have been associated with increased risk of cardiovascular disease. This association is in part explained by the effects of apoC-III on triglyceride (TG) metabolism; apoC-III raises plasma TG by increasing very low density lipoprotein (VLDL) secretion, inhibiting lipoprotein lipase (LPL)-mediated TG lipolysis, and impairing the removal of triglyceride-rich lipoprotein (TRL) remnants from the circulation. In this study, we explored the structure-function relationship the interaction of apoC-III with plasma lipoproteins and its ultimate impact on LPL activity. The structural and functional properties of wild-type (WT) apoC-III were compared with two missense variants previously associated with lower (A23T) and higher (Q38K) plasma TG. ApoC-III in the lipid-free state is unstructured but its helix content and stability increases when bound to lipid. Lipid-bound apoC-III contains two alpha helices spanning residues amino acids 11 - 38 (helix 1) and 44 – 64 (helix 2). Investigation of the structural and functional consequences of the A23T and Q38K variants showed that these amino acid substitutions within helix 1 do not significantly alter the stability of the helical structure but affect its hydrophilic-lipophilic properties. The A23T substitution impairs lipoprotein binding capacity, reduces LPL inhibition, and ultimately leads to lower plasma TG levels. Conversely, the Q to K substitution at position 38 enhances the lipid affinity of helix 1, increases TRL binding capacity and LPL inhibition, and is associated with hypertriglyceridemia. This study indicates that structural modifications that perturb the hydrophilic/lipophilic properties of the alpha helices can modulate the hypertriglyceridemic effects of apoC-III.Competing Interest StatementDJR is a a co-founder of Staten Biotechnology, he is a member of the Scientific Advisory Boards of Alnylam, Novartis, and Pfizer, and he was previously a consultant for Akcea. The other authors declare no competing financial interests.View Full Text

biochemistry↗

Genetic And Epigenetic Fine Mapping Of Complex Trait Associated Loci In The Human Liver

Deciphering the impact of genetic variation on gene regulation is fundamental to understanding common, complex human diseases. Although histone modifications are important markers of gene regulatory regions of the genome, any specific histone modification has not been assayed in more than a few individuals in the human liver. As a result, the impacts of genetic variation that direct histone modification states in the liver are poorly understood. Here, we generate the most comprehensive genome-wide dataset of two epigenetic marks, H3K4me3 and H3K27ac, and annotate thousands of putative regulatory elements in the human liver. We integrate these findings with genome-wide gene expression data collected from the same human liver tissues and high-resolution promoter-focused chromatin interaction maps collected from human liver-derived HepG2 cells. We demonstrate widespread functional consequences of natural genetic variation on putative regulatory element activity and gene expression levels. Leveraging these extensive datasets, we fine-map a total of 77 GWAS loci that have been associated with at least one complex phenotype. Our results contribute to the repertoire of genes and regulatory mechanisms governing complex disease development and further the basic understanding of genetic and epigenetic regulation of gene expression in the human liver tissue.

genetics↗