PC1-guided transcriptomic stratification reveals hepatic transcriptional heterogeneity and defines a myeloid-associated 20-gene signature
Li, Z.; Xie, F.; He, Y.; Ma, L.; Liu, Q.
Show abstract
Hepatic lipid-associated inflammation contributes to metabolic liver disease and cardiometabolic complications. Treatment-based transcriptomic comparisons can obscure inter-individual heterogeneity when animals exposed to the same experimental condition show divergent molecular responses. In the public hyperlipidemic liver transcriptomic dataset GSE338111, conventional sex-adjusted comparison of Amlexanox versus DMSO identified only 21 differentially expressed genes at FDR < 0.05 and |log2FC| [≥] 1, and submission of this DEG set to Metascape yielded no GO Biological Process enrichment result. We therefore applied treatment-independent, PC1-guided transcriptomic stratification based on the 500 most variable genes. This analysis resolved three PC1-derived groups and enabled derivation of a myeloid-associated 20-gene signature from the G2-versus-G1 contrast. Independent bulk-transcriptomic cohorts supported responsiveness of the signature to dietary challenge and pharmacologic intervention, while single-cell analysis localized its expression predominantly to hepatic myeloid populations. Human cis-eQTL Mendelian randomization and colocalization further identified TAGLN2 as the signature gene with the strongest genetic support for coronary heart disease. Together, these findings show that PC1-guided stratification can improve resolution of heterogeneous hepatic transcriptional responses and provide a cross-cohort molecular signature for subsequent mechanistic and translational evaluation.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Loss of embryonically-derived Kupffer cells during hypercholesterolemia accelerates atherosclerosis development 95%
- A sexually dimorphic hepatic cycle of periportal VLDL generation and subsequent pericentral VLDLR-mediated lipoprotein re-uptake 95%
- Comprehensive genetic analysis of the human lipidome identifies novel loci controlling lipid homeostasis with links to coronary artery disease 94%
Similar papers in this journal
- A genome-wide association study of chronic ALT-based non-alcoholic fatty liver disease in the Million Veteran Program with histological and radiological validation 95%
- Exome wide association study for blood lipids in 1,158,017 individuals from diverse populations 94%
- A genetic map of human metabolism across the allele frequency spectrum 94%
Similar papers in this journal
- Complement 3a Receptor 1 on Macrophages and Kupffer cells is not required for the Pathogenesis of Metabolic Dysfunction-Associated Steatotic Liver Disease 94%
- FGF21 protects against hepatic lipotoxicity and macrophage activation to attenuate fibrogenesis in nonalcoholic steatohepatitis 93%
- Hyperactivated Glycolysis Drives Spatially-Patterned Kupffer Cell Depletion in MASLD 93%
Similar papers in this journal
- MDA-LDL vaccination induces athero-protective germinal center-derived antibody responses 92%
- Integrative single-cell meta-analysis reveals disease-relevant vascular cell states and markers in human atherosclerosis 92%
- The hepatic compensatory response to elevated systemic sulfide promotes diabetes 92%
Similar papers in this journal
- Human gain-of-function variants in HNF1A confer protection from diabetes but independently increase hepatic secretion of multiple cardiovascular disease risk factors 92%
- Single Nucleus RNA Sequencing of Pre-Malignant Liver Reveals Disease-Associated Hepatocyte State with HCC Prognostic Potential 92%
- The extracellular vesicle transcriptome provides tissue-specific functional genomic annotation relevant to disease susceptibility in obesity 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.