# Identification of core genes mediating the association between obesity and hepatocellular carcinoma: A bioinformatics study based on mitochondrial metabolism and immune pathways

**Authors:** Xiaocan Li, Rui Min

PMC · DOI: 10.1371/journal.pone.0344452 · PLOS One · 2026-03-09

## TL;DR

This study identifies key genes linking obesity to liver cancer, focusing on mitochondrial metabolism and immune system interactions.

## Contribution

The study introduces ACAA1 and ADI1 as novel genes connecting obesity to hepatocellular carcinoma through metabolic and immune pathways.

## Key findings

- 27 core genes were identified, enriched in lipid metabolism and immune response pathways.
- ACAA1 and ADI1 were highlighted as downregulated genes with potential diagnostic and therapeutic relevance.
- Downregulation of these genes correlates with immune cell exhaustion and an immunosuppressive tumor environment.

## Abstract

Obesity is strongly associated with hepatocellular carcinoma (HCC), yet the molecular mechanisms linking them remain unclear. This study aimed to identify mitochondrial metabolism-related genes bridging obesity and HCC and to investigate their role in regulating the metabolic-immune microenvironment.

Public transcriptomic datasets from obesity (derived from peripheral blood mononuclear cells) and HCC (derived from liver tissue) cohorts were integrated. A multi-step bioinformatic pipeline combining differential expression analysis (DEA), weighted gene co-expression network analysis (WGCNA), and machine learning (ML) algorithms was applied to identify and validate hub genes. Associations with the tumor immune microenvironment were assessed using ssGSEA and correlation analyses.

27 core genes were identified, significantly enriched in lipid metabolism and immune response pathways. Among these, ML highlighted ACAA1 and ADI1 as downregulated candidate genes. While discovery datasets showed high diagnostic potential, ADI1 exhibited more variable performance in obesity external validation compared to the robust consistency of ACAA1. Downregulation of both genes correlated with effector T/NK cell lipid-mediated functional exhaustion and disrupted networks of immune checkpoints and chemokines, reflecting an immunosuppressive microenvironment.

ACAA1 and potentially ADI1 are downregulated candidate genes linking obesity to HCC. Their suppression likely drives obesity-related HCC progression by coupling mitochondrial metabolic reprogramming with immunosuppressive tumor microenvironment remodeling, representing potential therapeutic targets.

## Linked entities

- **Genes:** ACAA1 (acetyl-CoA acyltransferase 1) [NCBI Gene 30], ADI1 (acireductone dioxygenase 1) [NCBI Gene 55256]
- **Diseases:** obesity (MONDO:0011122), hepatocellular carcinoma (MONDO:0007256)

## Full-text entities

- **Genes:** CCR9 (C-C motif chemokine receptor 9) [NCBI Gene 10803] {aka CC-CKR-9, CDw199, GPR-9-6, GPR28}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, ARPC5 (actin related protein 2/3 complex subunit 5) [NCBI Gene 10092] {aka ARC16, IMD113, dJ127C7.3, p16-Arc}, GZMB (granzyme B) [NCBI Gene 3002] {aka C11, CCPI, CGL-1, CGL1, CSP-B, CSPB}, LEP (leptin) [NCBI Gene 3952] {aka LEPD, OB, OBS}, CXCL12 (C-X-C motif chemokine ligand 12) [NCBI Gene 6387] {aka IRH, PBSF, SCYB12, SDF1, TLSF, TPAR1}, PM20D2 (peptidase M20 domain containing 2) [NCBI Gene 135293] {aka ACY1L2}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, SPSB2 (splA/ryanodine receptor domain and SOCS box containing 2) [NCBI Gene 84727] {aka GRCC9, SSB2}, CXCR5 (C-X-C motif chemokine receptor 5) [NCBI Gene 643] {aka BLR1, CD185, MDR15}, CD27 (CD27 molecule) [NCBI Gene 939] {aka S152, S152. LPFS2, T14, TNFRSF7, Tp55}, INTS3 (integrator complex subunit 3) [NCBI Gene 65123] {aka C1orf193, C1orf60, INT3, SOSS-A, SOSSA}, ANXA4 (annexin A4) [NCBI Gene 307] {aka ANX4, HEL-S-274, P32.5, PAP-II, PIG28, PP4-X}, TMOD4 (tropomodulin 4) [NCBI Gene 29765] {aka SK-TMOD}, ACAA1 (acetyl-CoA acyltransferase 1) [NCBI Gene 30] {aka ACAA, Lnc-Myd88, PTHIO, THIO}, HDAC4 (histone deacetylase 4) [NCBI Gene 9759] {aka AHO3, BDMR, HA6116, HD4, HDAC-4, HDAC-A}, CXCR4 (C-X-C motif chemokine receptor 4) [NCBI Gene 7852] {aka CD184, D2S201E, FB22, HM89, HSY3RR, LCR1}, ICOS (inducible T cell costimulator) [NCBI Gene 29851] {aka AILIM, CD278, CVID1}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, SCD (stearoyl-CoA desaturase) [NCBI Gene 6319] {aka FADS5, MSTP008, SCD1, SCDOS, hSCD1}, CXCL5 (C-X-C motif chemokine ligand 5) [NCBI Gene 6374] {aka ENA-78, SCYB5}, CD69 (CD69 molecule) [NCBI Gene 969] {aka AIM, BL-AC/P26, CLEC2C, EA1, GP32/28, MLR-3}, OFD1 (OFD1 centriole and centriolar satellite protein) [NCBI Gene 8481] {aka 71-7A, CXorf5, JBTS10, RP23, SGBS2}, AVIL (advillin) [NCBI Gene 10677] {aka ADVIL, DOC6, NPHS21, p92}, CD28 (CD28 molecule) [NCBI Gene 940] {aka IMD123, Tp44}, CD70 (CD70 molecule) [NCBI Gene 970] {aka CD27-L, CD27L, CD27LG, LPFS3, TNFSF7, TNLG8A}, TNFSF15 (TNF superfamily member 15) [NCBI Gene 9966] {aka TL1, TL1A, TNLG1B, VEGI, VEGI192A}, CCR5 (C-C motif chemokine receptor 5) [NCBI Gene 1234] {aka CC-CKR-5, CCCKR5, CCR-5, CD195, CKR-5, CKR5}, TNFRSF8 (TNF receptor superfamily member 8) [NCBI Gene 943] {aka CD30, D1S166E, Ki-1}, POLG2 (DNA polymerase gamma 2, accessory subunit) [NCBI Gene 11232] {aka HP55, MTDPS16, MTDPS16A, MTDPS16B, MTPOLB, PEOA4}, CNIH4 (cornichon family member 4) [NCBI Gene 29097] {aka CNIH-4, HSPC163}, TMIGD2 (transmembrane and immunoglobulin domain containing 2) [NCBI Gene 126259] {aka CD28H, IGPR-1, IGPR1}, TMEM25 (transmembrane protein 25) [NCBI Gene 84866], MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, NOP56 (NOP56 ribonucleoprotein) [NCBI Gene 10528] {aka NOL5A, SCA36}, CCL20 (C-C motif chemokine ligand 20) [NCBI Gene 6364] {aka CKb4, Exodus, LARC, MIP-3-alpha, MIP-3a, MIP3A}, CCL16 (C-C motif chemokine ligand 16) [NCBI Gene 6360] {aka CKb12, HCC-4, ILINCK, LCC-1, LEC, LMC}, FOXP4 (forkhead box P4) [NCBI Gene 116113] {aka hFKHLA}, ELOVL5 (ELOVL fatty acid elongase 5) [NCBI Gene 60481] {aka HELO1, SCA38, dJ483K16.1}, CCL26 (C-C motif chemokine ligand 26) [NCBI Gene 10344] {aka IMAC, MIP-4a, MIP-4alpha, SCYA26, TSC-1}, ANKRD27 (ankyrin repeat domain 27) [NCBI Gene 84079] {aka PP12899, VARP}, ADIPOQ (adiponectin, C1Q and collagen domain containing) [NCBI Gene 9370] {aka ACDC, ACRP30, ADIPQTL1, ADPN, APM-1, APM1}, INTS8 (integrator complex subunit 8) [NCBI Gene 55656] {aka C8orf52, INT8, NEDCHS}, CCT6A (chaperonin containing TCP1 subunit 6A) [NCBI Gene 908] {aka CCT-zeta, CCT-zeta-1, CCT6, Cctz, HTR3, MoDP-2}, SPRYD4 (SPRY domain containing 4) [NCBI Gene 283377], CD80 (CD80 molecule) [NCBI Gene 941] {aka B7, B7-1, B7.1, BB1, CD28LG, CD28LG1}, LGALS9 (galectin 9) [NCBI Gene 3965] {aka HUAT, LGALS9A}, LPIN2 (lipin 2) [NCBI Gene 9663] {aka CRMO1, MJDS}, TNFRSF9 (TNF receptor superfamily member 9) [NCBI Gene 3604] {aka 4-1BB, CD137, CDw137, ILA, IMD109}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, ADORA2A (adenosine A2a receptor) [NCBI Gene 135] {aka A2aR, ADORA2, RDC8}, MSTO1 (misato mitochondrial distribution and morphology regulator 1) [NCBI Gene 55154] {aka LST005, MMYAT, MST}, GNPAT (glyceronephosphate O-acyltransferase) [NCBI Gene 8443] {aka DAP-AT, DAPAT, DHAPAT, RCDP2}, NCAPD2 (non-SMC condensin I complex subunit D2) [NCBI Gene 9918] {aka CAP-D2, CNAP1, MCPH21, hCAP-D2}, CXCR3 (C-X-C motif chemokine receptor 3) [NCBI Gene 2833] {aka CD182, CD183, CKR-L2, CMKAR3, GPR9, IP10-R}, KPNA2 (karyopherin subunit alpha 2) [NCBI Gene 3838] {aka IPOA1, PTAC58, QIP2, RCH1, SRP1-alpha, SRP1alpha}, NRP1 (neuropilin 1) [NCBI Gene 8829] {aka BDCA4, CD304, NP1, NRP, VEGF165R}, CCR7 (C-C motif chemokine receptor 7) [NCBI Gene 1236] {aka BLR2, CC-CKR-7, CCR-7, CD197, CDw197, CMKBR7}, CCL14 (C-C motif chemokine ligand 14) [NCBI Gene 6358] {aka CC-1, CC-3, CKB1, HCC-1, HCC-1(1-74), HCC-1/HCC-3}
- **Diseases:** HCC (MESH:D006528), immune dysregulation (OMIM:614878), lipid overload (MESH:D011017), type 2 diabetes mellitus (MESH:D003924), breast, colorectal, liver, and pancreatic cancers (MESH:D001943), peroxisomal dysfunction (MESH:D018901), cardiovascular disease (MESH:D002318), cytotoxic (MESH:D064420), insulin resistance (MESH:D007333), immunodeficiency (MESH:D007153), lipid metabolic abnormalities (MESH:D052439), tumorigenic (MESH:D002471), mitochondrial metabolic dysregulation (MESH:D008659), metabolic dysregulation (MESH:D021081), MASH (MESH:D005234), Obesity (MESH:D009765), overweight (MESH:D050177), mitochondrial failure (MESH:D051437), cancer (MESH:D009369), HBV/HCV infection (MESH:D006509), inflammatory (MESH:D007249), cirrhosis (MESH:D005355), mitochondrial damage (MESH:D028361)
- **Chemicals:** NADH (MESH:D009243), alcohol (MESH:D000438), ROS (MESH:D017382), short-chain fatty acids (MESH:D005232), glutathione (MESH:D005978), lipid (MESH:D008055), VLCFAs (MESH:C017364), fatty acid (MESH:D005227), phosphatidylcholine (MESH:D010713), monounsaturated fatty acid (MESH:D005229), H2O2 (MESH:D006861), GSVA 1.50.5 (-), bile acid (MESH:D001647), unsaturated fatty acid (MESH:D005231), Acetyl-CoA (MESH:D000105), S-adenosylmethionine (MESH:D012436), aflatoxin (MESH:D000348), coenzyme Q10 (MESH:C024989), methionine (MESH:D008715), metal (MESH:D008670), glycerophospholipid (MESH:D020404)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090]
- **Mutations:** AUC of 0

## Full text

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## Figures

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## References

70 references — full list in the complete paper: https://tomesphere.com/paper/PMC12970922/full.md

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Source: https://tomesphere.com/paper/PMC12970922