# A mitochondrial lipid metabolism–related gene signature predicts prognosis and immune landscape in colorectal cancer

**Authors:** Hou Wang, Kai Zhang, Yueqiu Wang, Mengyun Chen, Mingchen Zhang

PMC · DOI: 10.3389/fimmu.2025.1669678 · Frontiers in Immunology · 2025-11-10

## TL;DR

This study identifies a set of genes related to mitochondrial lipid metabolism that can predict survival and immune response in colorectal cancer patients.

## Contribution

A novel gene signature linked to mitochondrial lipid metabolism is developed to predict prognosis and immune landscape in CRC.

## Key findings

- A risk model using mitochondrial lipid metabolism genes was developed to predict CRC patient outcomes.
- High-risk patients showed an immunosuppressive tumor microenvironment with altered immune cell infiltration.
- Knockdown of ABHD4 and YJEFN3 reduced CRC cell proliferation and invasion in vitro.

## Abstract

Colorectal cancer (CRC) is a highly aggressive gastrointestinal malignancy with significant global health consequences. While mitochondrial lipid metabolism genes are known to influence CRC progression, their prognostic relevance remains inadequately explored.

This study systematically evaluated the expression profiles and prognostic significance of mitochondrial lipid metabolism-related genes in CRC patients. A risk model was constructed using data from the TCGA and GEO databases. Additionally, we examined the tumor microenvironment (TME), immune cell infiltration, tumor mutation burden, microsatellite instability (MSI), and drug sensitivity. Key genes associated with core mitochondrial lipid metabolism were identified and functionally validated through a series of in vitro cellular experiments.

Mitochondrial lipid metabolism-associated genes were identified, including ABHD4, ABHD8, HDHD5, PNPLA4, GK5, CPT2, YJEFN3, CRYAB, HSPA1A, MAPK1, ATG7, HDAC3, and ACAT2. A nomogram integrating the risk score with key clinical variables (pTNM stage and age) was developed to predict patient outcomes. Significant variations in immune cell infiltration were observed between risk groups. Immune microenvironment analysis revealed significant differences in immune cell infiltration between risk groups, and the risk score was significantly correlated with the expression of TME-related genes and immune checkpoint molecules, indicating a markedly immunosuppressive microenvironment in the high-risk group. Additionally, TIDE analysis showed that combining the risk score with immune, stromal scores and MSI could more effectively predict the benefit of immunotherapy. Furthermore, in vitro experiments demonstrated that knockdown of two key genes, ABHD4 and YJEFN3, significantly suppressed CRC cell proliferation, migration, and invasion, supporting their potential oncogenic roles.

This mitochondrial lipid metabolism-based risk model represents a promising prognostic biomarker, offering potential guidance for personalized therapeutic strategies in CRC management.

## Linked entities

- **Genes:** ABHD4 (abhydrolase domain containing 4, N-acyl phospholipase B) [NCBI Gene 63874], ABHD8 (abhydrolase domain containing 8) [NCBI Gene 79575], HDHD5 (haloacid dehalogenase like hydrolase domain containing 5) [NCBI Gene 27440], PNPLA4 (patatin like domain 4, phospholipase and triacylglycerol lipase) [NCBI Gene 8228], GK5 (glycerol kinase 5) [NCBI Gene 256356], CPT2 (carnitine palmitoyltransferase 2) [NCBI Gene 1376], YJEFN3 (YjeF N-terminal domain containing 3) [NCBI Gene 374887], CRYAB (crystallin alpha B) [NCBI Gene 1410], HSPA1A (heat shock protein family A (Hsp70) member 1A) [NCBI Gene 3303], MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594], ATG7 (autophagy related 7) [NCBI Gene 10533], HDAC3 (histone deacetylase 3) [NCBI Gene 8841], ACAT2 (acetyl-CoA acetyltransferase 2) [NCBI Gene 39]
- **Diseases:** colorectal cancer (MONDO:0005575)

## Full-text entities

- **Genes:** ATG7 (autophagy related 7) [NCBI Gene 10533] {aka APG7-LIKE, APG7L, GSA7, SCAR31}, ABHD8 (abhydrolase domain containing 8) [NCBI Gene 79575], HDHD5 (haloacid dehalogenase like hydrolase domain containing 5) [NCBI Gene 27440] {aka CECR5}, CRYAB (crystallin alpha B) [NCBI Gene 1410] {aka CMD1II, CRYA2, CTPP2, CTRCT16, HEL-S-101, HSPB5}, HDAC3 (histone deacetylase 3) [NCBI Gene 8841] {aka HD3, KDAC3, RPD3, RPD3-2}, CPT2 (carnitine palmitoyltransferase 2) [NCBI Gene 1376] {aka CPT1, CPTASE, IIAE4}, MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594] {aka ERK, ERK-2, ERK2, ERT1, MAPK2, NS13}, PNPLA4 (patatin like domain 4, phospholipase and triacylglycerol lipase) [NCBI Gene 8228] {aka DXS1283E, GS2, iPLA2eta}, YJEFN3 (YjeF N-terminal domain containing 3) [NCBI Gene 374887], HSPA1A (heat shock protein family A (Hsp70) member 1A) [NCBI Gene 3303] {aka HEL-S-103, HSP70, HSP70-1, HSP70-1A, HSP70-2, HSP70.1}, GK5 (glycerol kinase 5) [NCBI Gene 256356], ACAT2 (acetyl-CoA acetyltransferase 2) [NCBI Gene 39], ABHD4 (abhydrolase domain containing 4, N-acyl phospholipase B) [NCBI Gene 63874] {aka ABH4}
- **Diseases:** gastrointestinal malignancy (MESH:D005770), tumor (MESH:D009369), CRC (MESH:D015179)
- **Chemicals:** lipid (MESH:D008055)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12640859/full.md

## References

55 references — full list in the complete paper: https://tomesphere.com/paper/PMC12640859/full.md

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Source: https://tomesphere.com/paper/PMC12640859