# Constructing a novel mitochondrial metabolism-related genes signature to evaluate tumor immune microenvironment and predict survival of colorectal cancer

**Authors:** Hou Wang, Kai Zhang, Guang Ning

PMC · DOI: 10.3389/fmed.2025.1618471 · Frontiers in Medicine · 2025-07-08

## TL;DR

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

## Contribution

A novel mitochondrial metabolism-related gene signature is developed to evaluate tumor immune microenvironment and predict CRC survival.

## Key findings

- A 15-gene signature was identified and validated for predicting patient outcomes in colorectal cancer.
- TMEM86B was found to promote CRC progression and its downregulation inhibits tumor growth in vitro and in vivo.
- The risk model correlates with immune cell infiltration and improves immunotherapy response prediction when combined with other scores.

## Abstract

Colorectal cancer (CRC) is a highly lethal gastrointestinal malignancy with substantial global health implications. Although mitochondrial metabolism genes play a crucial role in CRC development, their prognostic significance remains unclear.

This study systematically analyzed the expression and prognostic value of mitochondrial metabolism-related genes in CRC patients, establishing a risk model using data from TCGA and GEO databases. We also investigated the tumor microenvironment (TME), immune cell infiltration, tumor mutation burden, microsatellite instability (MSI), and drug sensitivity. Core mitochondrial metabolism-related gene, TMEM86B was identified and its functions validated through cell-based assays and in vivo mouse models.

Fifteen mitochondrial metabolism-related genes were identified, including HSD3B7, ORC1, GPSM2, NDUFA4L2, CHDH, LARS2, TMEM86B, FABP4, TNFAIP8L3, HMGCL, GDE1, ACOX1, ARV1, HDC, and GSR. The nomogram, which incorporates independent prognostic genes TMEM86B, TNFAIP8L3, HDC, and key clinical features pTNM stage (pathological Tumor-Node-Metastasis), age, was created to predict patient outcomes. Notable differences in immune cell infiltration were observed between risk groups. The risk score was associated with TME genes and immune checkpoints, indicating an immunosuppressive environment in high-risk groups. Furthermore, TIDE analysis revealed that integrating the risk score with immune score, stromal score, or microsatellite status improved the prediction of immunotherapy response across different CRC patient subgroups. Core mitochondrial metabolism-related gene, TMEM86B promotes colorectal cancer progression by enhancing cell proliferation, migration, and invasion, and its downregulation significantly inhibits tumor growth both in vitro and in vivo.

Our findings indicate that the risk model associated with mitochondrial metabolism may serve as a dependable prognostic indicator, facilitating tailored therapeutic strategies for CRC patients. TMEM86B promotes colorectal cancer progression, and its downregulation inhibits tumor growth in vitro and in vivo.

Integrated workflow and key findings. Diagram outlining a research process: Identifying genes related to mitochondrial metabolism using TCGA-CRC transcriptome profiling, visualized by a volcano plot and Venn diagram; data processed using R with training and validation sets; performance assessed by survival curves; constructing a nomogram for predicting immune therapy benefits and drug responses; evaluating core genes including TMEM68 with in vitro and in vivo validation; featuring pathways, clinical graphs, and molecular experiments.

## Linked entities

- **Genes:** HSD3B7 (hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid delta-isomerase 7) [NCBI Gene 80270], ORC1 (origin recognition complex subunit 1) [NCBI Gene 4998], GPSM2 (G protein signaling modulator 2) [NCBI Gene 29899], COXFA4L2 (cytochrome c oxidase hypoxia associated subunit FA4L2) [NCBI Gene 56901], CHDH (choline dehydrogenase) [NCBI Gene 55349], LARS2 (leucyl-tRNA synthetase 2, mitochondrial) [NCBI Gene 23395], TMEM86B (transmembrane protein 86B) [NCBI Gene 255043], FABP4 (fatty acid binding protein 4) [NCBI Gene 2167], TIPE3 (TNF alpha induced protein 8 like 3) [NCBI Gene 388121], HMGCL (3-hydroxy-3-methylglutaryl-CoA lyase) [NCBI Gene 3155], GDE1 (glycerophosphodiester phosphodiesterase 1) [NCBI Gene 51573], ACOX1 (acyl-CoA oxidase 1) [NCBI Gene 51], ARV1 (ARV1 fatty acid homeostasis modulator) [NCBI Gene 64801], HDC (histidine decarboxylase) [NCBI Gene 3067], GSR (glutathione-disulfide reductase) [NCBI Gene 2936], TMEM68 (transmembrane protein 68) [NCBI Gene 137695]
- **Diseases:** colorectal cancer (MONDO:0005575)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** FABP4 (fatty acid binding protein 4) [NCBI Gene 2167] {aka A-FABP, AFABP, ALBP, HEL-S-104, aP2}, HDC (histidine decarboxylase) [NCBI Gene 3067], TIPE3 (TNF alpha induced protein 8 like 3) [NCBI Gene 388121] {aka TNFAIP8L3}, GPSM2 (G protein signaling modulator 2) [NCBI Gene 29899] {aka CMCS, DFNB82, LGN, PINS}, CHDH (choline dehydrogenase) [NCBI Gene 55349], ORC1 (origin recognition complex subunit 1) [NCBI Gene 4998] {aka HSORC1, ORC1L, PARC1}, ACOX1 (acyl-CoA oxidase 1) [NCBI Gene 51] {aka ACOX, AOX, MITCH, PALMCOX, SCOX}, COXFA4L2 (cytochrome c oxidase hypoxia associated subunit FA4L2) [NCBI Gene 56901] {aka MISTRH, NDUFA4L2, NUOMS}, GDE1 (glycerophosphodiester phosphodiesterase 1) [NCBI Gene 51573] {aka 363E6.2, MIR16}, LARS2 (leucyl-tRNA synthetase 2, mitochondrial) [NCBI Gene 23395] {aka HLASA, LEURS, PRLTS4, mtLeuRS}, HMGCL (3-hydroxy-3-methylglutaryl-CoA lyase) [NCBI Gene 3155] {aka HL, HMGCL1}, ARV1 (ARV1 fatty acid homeostasis modulator) [NCBI Gene 64801] {aka DEE38, EIEE38}, HSD3B7 (hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid delta-isomerase 7) [NCBI Gene 80270] {aka CBAS1, PFIC4, SDR11E3}, GSR (glutathione-disulfide reductase) [NCBI Gene 2936] {aka CNSHA10, GR, GSRD, HEL-75, HEL-S-122m}, TMEM86B (transmembrane protein 86B) [NCBI Gene 255043]
- **Diseases:** gastrointestinal malignancy (MESH:D005770), CRC (MESH:D015179), Tumor-Node-Metastasis (MESH:D008207), tumor (MESH:D009369)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

70 references — full list in the complete paper: https://tomesphere.com/paper/PMC12279720/full.md

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Source: https://tomesphere.com/paper/PMC12279720