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Author Spotlight: Integrated Multi-Omics Analysis for Unveiling Multicellular Immune Signatures in Clinical Heart Attack Cohorts
Published on: September 20, 2024
Multi-omics integration identifies PFOS-associated immune signatures in Kawasaki disease
Jia Quan1, Juxiang Tu2, Dan Li2
1Department of Pediatrics, Taihe Hospital, Hubei University of Medicine, Shiyan, Hubei, China; Pediatric Research Institute, Hubei University of Medicine, Shiyan, Hubei, China.
Insights
This study suggests perfluorooctane sulfonate (PFOS) exposure may be linked to immune system changes in children with Kawasaki disease (KD). Computational analysis identified specific genes and regulatory pathways potentially affected by PFOS, offering targets for future research.
Area of Science:
- Environmental Health
- Immunology
- Toxicology
Background:
- Kawasaki disease (KD) is a leading cause of acquired heart disease in young children, with unclear etiology.
- Environmental exposures are suspected contributors, but direct links to KD immune signatures are not well-established.
- Perfluorooctane sulfonate (PFOS) is a persistent environmental chemical with potential health implications.
Purpose of the Study:
- To investigate potential associations between PFOS exposure and KD-associated immune transcriptomic signatures.
- To identify specific genes and pathways modulated by PFOS in the context of KD.
- To provide computational evidence for PFOS as a potential environmental factor in KD pathogenesis.
Main Methods:
- Integrated multi-omics analysis of KD transcriptomic data and PFOS toxicological targets.
- Machine learning (SHAP analysis) to identify candidate hub genes.
- Computational molecular simulations for protein-PFOS binding.
- Single-cell RNA sequencing and transcription factor network analysis.
Main Results:
- Identified 83 candidate genes enriched in immune-inflammatory pathways, with significant PFOS-specific enrichment.
- Four hub genes (ALPL, IL4R, PGD, SLC22A4) consistently expressed across cohorts and computationally predicted to bind PFOS.
- Hub gene expression observed in monocytes and CD8+ T cells with elevated PFOS response scores.
- CEBPB and CDX2 predicted as key regulators of hub gene expression, correlating with PFOS response.
Conclusions:
- Computational findings suggest a potential link between PFOS exposure and KD immune transcriptomic signatures.
- Identified candidate genes and regulatory networks provide targets for further mechanistic validation.
- Supports the need for epidemiological studies to confirm PFOS association with Kawasaki disease.
Abstract:
Kawasaki disease (KD), also known as mucocutaneous lymph node syndrome (MCLS), remains the leading cause of acquired heart disease in children younger than 5 years; coronary artery lesions (CALs) develop in 20-30% of untreated patients. Although environmental exposures have been implicated, evidence is inconclusive, and systematic analyses linking exposure profiles to KD-associated immune signatures are still lacking. Despite rising global incidence, the etiology remains unclear, and systematic exploration of potential associations between environmental exposure and KD immune signatures is insufficient. This study employed integrated multi-omics analysis to explore potential associations between perfluorooctane sulfonate (PFOS) exposure and KD immune transcriptomic signatures. By intersecting KD transcriptomic signatures with PFOS toxicological targets, we identified 83 candidate genes significantly enriched in immune-inflammatory pathways. Permutation testing demonstrated PFOS-specific enrichment compared with structurally related compounds (enrichment fold = 2.45; P < 0.001). Machine learning combined with SHAP analysis identified four candidate hub genes (ALPL, IL4R, PGD, SLC22A4) showing consistent expression patterns across independent cohorts. Computational molecular simulations predicted potential binding interfaces between PFOS and candidate proteins, with more favorable docking scores compared to non-fluorinated analogs (6.4-8.9 kcal/mol). Single-cell RNA sequencing revealed hub gene expression in CD14/CD16 Mono and CD8+ T, which exhibited elevated PFOS response scores. Transcription factor network analysis predicted CEBPB and CDX2 as candidate regulators associated with hub gene expression, with their regulatory activities correlated with PFOS response scores (activity differences and score-dependent monotonic trends; both P < 2.2 × 10-16). These computational findings suggest potentially PFOS-associated transcriptomic signatures in KD, providing candidate targets for subsequent mechanistic validation and epidemiological studies.
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