# Tissue-Specific Multi-Omics Integration Demonstrates Molecular Signatures Connecting Obesity to Immune Vulnerability

**Authors:** Ozge Onluturk Aydogan, Aytac Dursun Oksuzoglu, Beste Turanli

PMC · DOI: 10.3390/metabo16020095 · Metabolites · 2026-01-27

## TL;DR

This study explores how obesity affects different tissues and the immune system by analyzing gene activity and interactions, suggesting a link between obesity and immune-related processes.

## Contribution

The study introduces an integrative multi-omics framework to identify molecular signatures connecting obesity to immune vulnerability across multiple tissues.

## Key findings

- Muscle, subcutaneous adipose tissue, and blood show the highest number of differentially expressed genes in obesity.
- RPL15 and RBM39 are top genes in network centrality measures across tissues.
- Host-pathogen interaction analysis reveals a strong link between obesity-related genes and viral infections like Influenza A.

## Abstract

Background: Adipose tissue surrounds organs and tissues in the body and can alter their function. It could secrete diverse biological molecules, including lipids, cytokines, hormones, and metabolites. In light of all this information, obesity can influence many tissues and organs in the body, and this situation makes obesity a central contributor to multiple disorders. It is very important to investigate the crosstalk between tissues and organs in the body to clarify the key mechanisms of obesity. Methods: In this study, we analyzed the gene expression profiles of the liver, skeletal muscle, blood, visceral, and subcutaneous adipose tissue. Differentially expressed genes (DEGs) were identified for each tissue, and functional enrichment and protein–protein interaction network analyses were performed on genes commonly identified across tissues. Priority candidate genes were identified using network-based centrality measures, and potential molecular intersection points were explored through host-pathogen interaction network analysis. This study provides an integrative framework for characterizing inter-tissue molecular patterns associated with obesity at the network level. Results: The muscle, subcutaneous adipose tissue, and blood have the highest number of DEGs. The subcutaneous adipose tissue and blood stand out due to the number of DEGs they possess, although liver and visceral adipose tissue have lower amounts. Cancer ranks first in terms of diseases associated with obesity, and this association is accompanied by leukemia, lymphoma, and gastric cancer. RPL15 and RBM39 are the top genes in both degree and betweenness metrics. The host–pathogen interaction network consists of 13 unique-host proteins, 54 unique-pathogen proteins, and 27 unique-pathogen organisms, and the Influenza A virus had the highest interaction. There were a small number of common metabolites in all tissues: 2-Oxoglutarate, Adenosine, Succinate, and D-mannose. Conclusions: In this study, we aimed to identify candidate molecules for obesity using an integrative approach, examining the gene profiles of different organs and tissues. The findings of this study suggest a possible link between obesity and immune-related biological processes. The network obtained from the host-pathogen interaction analysis, and especially the pathways associated with viral infections that stand out in the functional enrichment analysis, may overlap with molecular signatures linked to obesity. Furthermore, the co-occurrence of cytokine signaling, insulin, and glucose metabolism pathways in the enrichment results indicates that the response of cells to insulin may be affected in obese individuals, suggesting a potential interaction between immune and metabolic processes; however, further experimental validation is needed to reveal the direct functional effects of these relationships.

## Linked entities

- **Genes:** RPL15 (ribosomal protein L15) [NCBI Gene 6138], RBM39 (RNA binding motif protein 39) [NCBI Gene 9584]
- **Chemicals:** 2-Oxoglutarate (PubChem CID 51), Adenosine (PubChem CID 60961), Succinate (PubChem CID 160419), D-mannose (PubChem CID 206)
- **Diseases:** obesity (MONDO:0011122), cancer (MONDO:0004992), leukemia (MONDO:0004355), lymphoma (MONDO:0003659), gastric cancer (MONDO:0001056)

## Full-text entities

- **Genes:** COL6A1 (collagen type VI alpha 1 chain) [NCBI Gene 1291] {aka BTHLM1, BTHLM1A, OPLL, UCHMD1, UCHMD1A}, SRSF1 (serine and arginine rich splicing factor 1) [NCBI Gene 6426] {aka ASF, NEDFBA, SF2, SF2p33, SFRS1, SRp30a}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, RPL15 (ribosomal protein L15) [NCBI Gene 6138] {aka DBA12, EC45, L15, RPL10, RPLY10, RPYL10}, PDK4 (pyruvate dehydrogenase kinase 4) [NCBI Gene 5166], DCAF13 (DDB1 and CUL4 associated factor 13) [NCBI Gene 25879] {aka GM83, HSPC064, Sof1, WDSOF1}, STXBP3 (syntaxin binding protein 3) [NCBI Gene 6814] {aka MUNC18-3, MUNC18C, PSP, UNC-18C}, WDR12 (WD repeat domain 12) [NCBI Gene 55759] {aka YTM1}, LEP (leptin) [NCBI Gene 3952] {aka LEPD, OB, OBS}, GGT1 (gamma-glutamyltransferase 1) [NCBI Gene 2678] {aka CD224, D22S672, D22S732, GGT, GGT 1, GGTD}, RHOQ (ras homolog family member Q) [NCBI Gene 23433] {aka ARHQ, HEL-S-42, RASL7A, TC10, TC10A}, HEATR1 (HEAT repeat containing 1) [NCBI Gene 55127] {aka BAP28, UTP10}, JUN (Jun proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 3725] {aka AP-1, AP1, c-Jun, cJUN, p39}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, RBM39 (RNA binding motif protein 39) [NCBI Gene 9584] {aka CAPER, CAPERalpha, FSAP59, HCC1, RNPC2}, SGCB (sarcoglycan beta) [NCBI Gene 6443] {aka A3b, LGMD2E, LGMDR4, SGC}, U2AF2 (U2 small nuclear RNA auxiliary factor 2) [NCBI Gene 11338] {aka DEVDFB, U2AF65}, GPT (glutamic--pyruvic transaminase) [NCBI Gene 2875] {aka AAT1, ALT, ALT1, GPT1, SGPT}, DDB1 (damage specific DNA binding protein 1) [NCBI Gene 1642] {aka DDBA, UV-DDB1, WHIKERS, XAP1, XPCE, XPE}, SF3B3 (splicing factor 3b subunit 3) [NCBI Gene 23450] {aka RSE1, SAP130, SF3b130, STAF130}, IL12B (interleukin 12B) [NCBI Gene 3593] {aka CLMF, CLMF2, IL-12B, IMD28, IMD29, NKSF}, BYSL (bystin like) [NCBI Gene 705] {aka BYSTIN, Enp1}, GGTLC4P (gamma-glutamyltransferase light chain 4 pseudogene) [NCBI Gene 729838] {aka GGT}, TRPV4 (transient receptor potential cation channel subfamily V member 4) [NCBI Gene 59341] {aka BCYM3, CMT2C, HMSN2C, OTRPC4, SMAL, SPSMA}
- **Diseases:** viral infection (MESH:D014777), leukemia (MESH:D007938), brain disorders (MESH:D001927), insulin resistance (MESH:D007333), leukocytosis (MESH:D007964), immune dysfunction (MESH:D007154), hypertrophy (MESH:D006984), Infection (MESH:D007239), non-Hodgkin lymphoma (MESH:D008228), bubonic plague (MESH:D010930), adiposity (MESH:D018205), lymphoma (MESH:D008223), T2D (MESH:D003924), maternal obesity (MESH:D000079262), liver cancer (MESH:D006528), immune dysregulation (OMIM:614878), HIV infection (MESH:D015658), PD (MESH:D010300), muscle (MESH:D019042), inflammation (MESH:D007249), muscular atrophy (MESH:D009133), cardiovascular and liver diseases (MESH:D008107), injury to (MESH:D014947), T-cell lymphoblastic leukemia-lymphoma (MESH:D015459), Bacillus anthracis infection (MESH:D000881), oropharyngeal plague (MESH:D009959), Cancer (MESH:D009369), NAFLD (MESH:D065626), Alzheimer's Disease (MESH:D000544), overweight (MESH:D050177), Obesity (MESH:D009765), gastric cancer (MESH:D013274), metabolic disease (MESH:D008659), Acute leukemia (MESH:D015470)
- **Chemicals:** 2-Oxoglutarate (MESH:D007656), Keto-phenylpyruvate (-), fatty acid (MESH:D005227), Acetone (MESH:D000096), protoheme (MESH:D006418), amino acid (MESH:D000596), lipid (MESH:D008055), CO2 (MESH:D002245), Adenosine Triphosphate (MESH:D000255), sphingosine (MESH:D013110), D-glucose (MESH:D005947), D-mannose (MESH:D008358), Succinate (MESH:D019802), Adenosine (MESH:D000241), monosaccharide (MESH:D009005), ketone (MESH:D007659), isocitrate (MESH:C034219), FFA (MESH:D005230), Cholesterol (MESH:D002784)
- **Species:** Homo sapiens (human, species) [taxon 9606], Bacillus anthracis (anthrax bacterium, species) [taxon 1392], Influenza A virus (no rank) [taxon 11320], Saccharomyces cerevisiae (baker's yeast, species) [taxon 4932], Human papillomavirus (species) [taxon 10566], Mus musculus (house mouse, species) [taxon 10090], Ovis aries (domestic sheep, species) [taxon 9940], Yersinia pestis (species) [taxon 632], adeno-associated virus 2 (no rank) [taxon 10804], Human immunodeficiency virus 1 (no rank) [taxon 11676]

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## Figures

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## References

131 references — full list in the complete paper: https://tomesphere.com/paper/PMC12943377/full.md

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Source: https://tomesphere.com/paper/PMC12943377