Back

Causal Relationships Between Soluble ST2, Heart Failure, and Sepsis: Bidirectional and Multivariable Mendelian Randomization Analyses

liu, d.; Sun, Y.

2026-01-22 genetic and genomic medicine
10.64898/2026.01.20.26344488 medRxiv
Show abstract

BACKGROUNDSoluble ST2 (sST2) predicts poor outcomes in heart failure (HF) and sepsis, but does it actually drive these conditions or just tag along for the ride? We used bidirectional Mendelian randomization (MR) to find out, testing six directional causal pathways among sST2, HF, and sepsis. METHODS AND RESULTSOur approach involved bidirectional two-sample Mendelian Randomization(MR) analyses drawing on genome-wide association study (GWAS) summary statistics: sST2 data came from deCODE Genetics (n=30,931), HF data from the Heart Failure Molecular Epidemiology for Therapeutic Targets(HERMES) Consortium (n=977,323), and sepsis data from FinnGen R12 (n=500,348) . We looked at six directions. IVW was the main method, with (Mendelian Randomization-Egger regression)MR-Egger, weighted median, (Mendelian Randomization Pleiotropy RESidual Sum and Outlier)MR-PRESSO sensitivity tests, and multivariable MR (MVMR). We did a cis-SNP analysis too, using only IL1RL1 variants. None of the six pathways showed a causal effect. Genetically predicted sST2 had no link to sepsis (OR: 1.01; 95% CI: 0.94-1.08; P=0.869) or HF (OR: 0.99; 95% CI: 0.92-1.07; P=0.867).cis-SNP analysis gave the same answer for sST2[->]sepsis (OR: 1.03; 95% CI: 0.98-1.09; P=0.223). MVMR adjusting for HF: still nothing (OR: 1.01; 95% CI: 0.93-1.09; P=0.862). HF and sepsis did not cause each other either - HF[->]sepsis (OR: 0.98; 95% CI: 0.79-1.23; P=0.882), sepsis[->]HF (OR: 1.07; 95% CI: 0.96-1.20; P=0.236). Going the other way, genetic risk for HF or sepsis did not affect sST2 levels. CONCLUSIONSWe found no evidence that sST2 causes HF or sepsis. The picture that emerges is one where sST2 goes up because patients are sick-not the other way around. This makes sST2 a useful prognostic signal but probably not something worth targeting with drugs.We also found no direct causal link between HF and sepsis. Clinical PerspectiveO_ST_ABSWhat Is New?C_ST_ABSThis bidirectional Mendelian randomization study is the first to comprehensively examine potential causal relationships among soluble ST2, heart failure, and sepsis using genetic instruments. We found no evidence that genetically predicted sST2 levels causally influence the risk of heart failure or sepsis, despite strong observational associations reported in clinical studies. Similarly, genetic liability to heart failure or sepsis does not appear to causally affect circulating sST2 levels, suggesting sST2 elevation is a consequence rather than a cause of these conditions. What Are the Clinical Implications?These findings suggest that sST2 functions primarily as a prognostic biomarker reflecting disease severity rather than as a driver of pathophysiology, which has implications for its use in clinical decision-making. The strong observational associations between sST2 and adverse cardiovascular outcomes likely reflect confounding or reverse causation rather than direct causal effects. Drug development efforts targeting the ST2/IL-33 signaling pathway should consider that modulating sST2 levels may not directly prevent heart failure or improve sepsis outcomes.

Matching journals

The top 11 journals account for 50% of the predicted probability mass.

50% of probability mass above

"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.