# Integrated multi-omics mapping of the causal landscape of gout across the circulating-tissue axis

**Authors:** Liang Huang, Jiani Liu, Xiaohui Zheng, Kai Zhang, Yixin Chen, Xiaoling Chen, Siqi Zhang, Shanshan Cai, Li Cai, Yanyan Guo, Peng Zhu, Meng Li

PMC · DOI: 10.3389/fimmu.2026.1776456 · Frontiers in Immunology · 2026-02-24

## TL;DR

This study identifies causal biomarkers and genes linked to gout, revealing new metabolic pathways and potential therapeutic targets.

## Contribution

The study provides a causal framework for gout by integrating multi-omics data and validating novel effector genes.

## Key findings

- 32 metabolites, one lipid species, and two protective plasma proteins show causal associations with gout.
- Triglyceride-rich VLDL particles and isoleucine are prominent risk factors for gout.
- PRELID1, NIPAL1, LMAN2, and CAD are high-confidence effector genes with strong colocalization evidence.

## Abstract

Gout is a prevalent inflammatory arthropathy driven by monosodium urate crystal deposition, yet the causal relationships between circulating biomarkers and disease susceptibility remain incompletely characterized. Establishing robust causal associations and mapping them to specific effector genes and tissues is essential for identifying mechanistically informed therapeutic targets.

We conducted a comprehensive multi-omics Mendelian randomization study integrating a meta-analysis of three large-scale gout genome-wide association studies (N = 1,538,494) with genome-wide data for 233 metabolites, 179 lipid species, and 926 plasma proteins. Findings were replicated in an independent cohort (N = 327,457). Summary-data-based Mendelian randomization and Bayesian colocalization (HyPrColoc) were applied to map causal biomarkers to tissue-specific effector genes using expression quantitative trait loci data from kidney, liver, and whole blood. Candidate genes were experimentally validated in monosodium urate-stimulated THP-1 macrophages.

We identified 32 metabolites, one lipid species (TAG 54:3), and two protective plasma proteins (ISLR2, ITIH3) with replicated causal associations with gout. Triglyceride-rich very-low-density lipoprotein particles and circulating isoleucine emerged as prominent risk factors. Multi-tissue transcriptomic mapping prioritized PRELID1 (kidney), NIPAL1 (liver), LMAN2 (whole blood), and CAD as high-confidence effector genes with strong colocalization evidence (posterior probability >0.70). Functional validation confirmed concordant transcriptional and translational dysregulation of these genes following inflammatory stimulation.

This integrative analysis establishes a causal framework linking specific lipoprotein subfractions, amino acid metabolism, and novel effector genes to gout pathogenesis, elucidating the systemic metabolic architecture of the disease and identifying potential therapeutic candidates warranting further preclinical investigation before clinical translation.

## Linked entities

- **Genes:** PRELID1 (PRELI domain containing 1) [NCBI Gene 27166], NIPAL1 (NIPA like domain containing 1) [NCBI Gene 152519], LMAN2 (lectin, mannose binding 2) [NCBI Gene 10960], CAD (carbamoyl-phosphate synthetase 2, aspartate transcarbamylase, and dihydroorotase) [NCBI Gene 790]
- **Proteins:** ISLR2 (immunoglobulin superfamily containing leucine rich repeat 2), ITIH3 (inter-alpha-trypsin inhibitor heavy chain 3)
- **Chemicals:** monosodium urate (PubChem CID 23690430), isoleucine (PubChem CID 791)
- **Diseases:** gout (MONDO:0005393)

## Full-text entities

- **Genes:** ISLR2 (immunoglobulin superfamily containing leucine rich repeat 2) [NCBI Gene 57611] {aka LINX}, ACOD1 (aconitate decarboxylase 1) [NCBI Gene 730249] {aka CAD, IRG1}, ITIH3 (inter-alpha-trypsin inhibitor heavy chain 3) [NCBI Gene 3699] {aka H3P, ITI-HC3, SHAP}, PRELID1 (PRELI domain containing 1) [NCBI Gene 27166] {aka CGI-106, PRELI, PX19, SBBI12}, NIPAL1 (NIPA like domain containing 1) [NCBI Gene 152519] {aka NIPA3, NPAL1, SLC57A3}, LMAN2 (lectin, mannose binding 2) [NCBI Gene 10960] {aka C5orf8, GP36B, VIP36}
- **Diseases:** arthropathy (MESH:D007592), Gout (MESH:D006073), inflammatory (MESH:D007249)
- **Chemicals:** TAG (-), amino acid (MESH:D000596), lipid (MESH:D008055), Triglyceride (MESH:D014280), monosodium urate (MESH:D014527), isoleucine (MESH:D007532)

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12971693/full.md

## References

21 references — full list in the complete paper: https://tomesphere.com/paper/PMC12971693/full.md

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Source: https://tomesphere.com/paper/PMC12971693