# Establishment and validation of a prognostic risk model based on ADME-related genes in breast cancer

**Authors:** Yang Yang, Lei Yan, Yang Feng, Yuling Liu, Guangmin Shi, Jiqing Hao

PMC · DOI: 10.3389/fonc.2025.1568379 · Frontiers in Oncology · 2025-11-07

## TL;DR

This study identifies six ADME-related genes that predict survival in breast cancer patients and suggests new treatment strategies based on these findings.

## Contribution

The study introduces a novel prognostic risk model based on ADME-related genes in breast cancer.

## Key findings

- Six ADME-related genes were identified to establish a risk stratification model with improved survival outcomes in low-risk patients.
- Drug sensitivity analysis showed varying effectiveness of specific drugs in low- and high-risk groups.
- Experimental validation confirmed the upregulation of ATP7B in breast cancer tissues.

## Abstract

The processes of absorption, distribution, metabolic action, and elimination (ADME) affect the advancement of cancer and the development of resistance to therapies. This study examined ADME-related genes in breast cancer (BRCA) mechanisms and their associations with BRCA.

BRCA datasets were analyzed to identify genes with differential expression in BRCA compared to normal tissues, focusing on ADME-related genes (ADME-RGs). Stepwise regression analyses identified prognostic genes, which were used to develop a risk assessment model. BRCA patients were scored and classified into risk categories, with survival outcomes compared across groups. A predictive model incorporating key prognostic indicators estimated patient survival rates. Mechanisms were explored through enrichment analysis, immune profiling, and drug sensitivity testing. Quantitative reverse transcription polymerase chain reaction (qRT-PCR) and western blot (WB) methodologies were employed to determine the transcription and translation levels of the six genes, with immunohistochemistry (IHC) used to validate the variations in their expression profiles.

Findings indicated that six predictive genes were pinpointed which established a risk stratification model, categorizing individuals into groups with either high or low risk, whereas those in the low-risk category demonstrated improved survival outcomes. A nomogram was created for precise prediction. Analysis of enrichment pinpointed processes, including metabolism of arachidonic and fatty acids, regulation of cellular division, proteasomal activity, and breakdown of tyrosine. Immune infiltration analysis showed distinct profiles for seven cell types between risk groups. Drug sensitivity analysis revealed GW.441756, imatinib, and WH.4.023 were more effective in the low-risk group, with varying sensitivities to other drugs in the high-risk group. The qRT-PCR, WB, and IHC results matched the bioinformatics analysis, showing upregulated ATP7B expression in BRCA, indicating the high prognostic potential of the identified genes.

ADME-related prognostic genes (GSTM2, ADHFE1, ALDH2, NOS1, ATP7B, and ALDH3A1) are implicated in BRCA pathogenesis, suggesting new therapeutic strategies for BRCA treatment.

Diagram detailing a two-step process for identifying ADME-related genes in breast cancer (BRCA). Step 1 involves public database mining from sources like UCSC-Xena and TCGA-BRCA, employing bioinformatics methods such as survival analysis and immune profiling to identify genes like GSTM2 and ADHFE1. Step 2 is experimental validation through Western Blot, q-PCR, and immunohistochemistry, confirming these genes' roles in BRCA pathogenesis.

## Linked entities

- **Genes:** GSTM2 (glutathione S-transferase mu 2) [NCBI Gene 2946], ADHFE1 (alcohol dehydrogenase iron containing 1) [NCBI Gene 137872], ALDH2 (aldehyde dehydrogenase 2 family member) [NCBI Gene 217], NOS1 (nitric oxide synthase 1) [NCBI Gene 4842], ATP7B (ATPase copper transporting beta) [NCBI Gene 540], ALDH3A1 (aldehyde dehydrogenase 3 family member A1) [NCBI Gene 218]
- **Diseases:** breast cancer (MONDO:0004989)

## Full-text entities

- **Genes:** GSTM2 (glutathione S-transferase mu 2) [NCBI Gene 2946] {aka GST4, GSTM, GSTM2-2, GTHMUS}, ATP7B (ATPase copper transporting beta) [NCBI Gene 540] {aka PWD, WC1, WD, WND}, ADHFE1 (alcohol dehydrogenase iron containing 1) [NCBI Gene 137872] {aka ADH8, HMFT2263, HOT}, NOS1 (nitric oxide synthase 1) [NCBI Gene 4842] {aka IHPS1, N-NOS, NC-NOS, NOS, bNOS, nNOS}, ALDH3A1 (aldehyde dehydrogenase 3 family member A1) [NCBI Gene 218] {aka ALDH3, ALDHIII}, ALDH2 (aldehyde dehydrogenase 2 family member) [NCBI Gene 217] {aka ALDH-E2, ALDHI, ALDM}
- **Diseases:** cancer (MESH:D009369), BRCA (MESH:D001943)
- **Chemicals:** imatinib (MESH:D000068877), fatty acids (MESH:D005227), WH.4.023 (-), tyrosine (MESH:D014443), GW.441756 (MESH:C000606649)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

55 references — full list in the complete paper: https://tomesphere.com/paper/PMC12634386/full.md

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Source: https://tomesphere.com/paper/PMC12634386