# Association of microtubule-based processes gene expression with immune microenvironment and its predictive value for drug response in oestrogen receptor-positive breast cancer

**Authors:** Zhenfeng Huang, Minghui Zhang, Nana Zhang, Mengyao Zeng, Yao Qian, Meng Zhu, Xiangyan Meng, Ming Shan, Guoqiang Zhang, Feng Liu

PMC · DOI: 10.3389/fimmu.2025.1608991 · 2025-07-30

## TL;DR

This study explores how microtubule-related genes affect the immune environment and drug response in estrogen receptor-positive breast cancer.

## Contribution

A novel prognostic signature based on microtubule-based process-related genes (MBPRGs) is developed for ER+ breast cancer.

## Key findings

- Two molecular subgroups with distinct survival outcomes were identified based on MBPRG expression.
- High immune scores and immune cell infiltration were associated with better survival outcomes.
- CHORDC1 expression was linked to worse outcomes and reduced drug sensitivity in ER+ breast cancer.

## Abstract

The development of acquired endocrine resistance and reduced chemosensitivity in oestrogen receptor-positive (ER+) breast cancer presents significant challenges. Microtubule-based process-related genes (MBPRGs) play essential biological roles in the cell cycle and the development of migration. This study aimed to establish a novel prognostic signature based on MBPRGs to improve patient outcomes and offer additional treatment options for those with ER+ breast cancer.

Clinical data along with relevant RNA information with ER+ breast cancer were sourced from The Cancer Genome Atlas and the Molecular Taxonomy of Breast Cancer International Consortium. Consensus clustering was subsequently utilised to identify new molecular subgroups. Evaluations of the tumour immune microenvironment and immune status of these subgroups were performed via ESTIMATE, CIBERSORT, MCP, and ssGSEA. Additionally, functional analyses were conducted to investigate the underlying mechanisms involved. Prognostic risk models were developed via random forest, support vector machines and the least absolute shrinkage and selection operator algorithm. Single-cell analysis revealed differences in the expression levels of key genes among various cell types. Western blotting was used to measure protein levels in breast cancer cell lines. Immunohistochemical staining was used to assess protein expression in paraffin-embedded tissues, and Kaplan–Meier survival curves were generated to evaluate survival differences between the high- and low-expression groups of key genes. Transwell and cell viability assays were used to examine the biological functions of CHORDC1.

Two molecular subgroups with significantly different survival outcomes were identified. Longer survival was linked to a high immune score, low tumour purity, a greater presence of immune infiltrating cells, and an overall positive immune status. Risk models derived from MBPRGs exhibited strong potential for predicting survival in patients with ER+ breast cancer. Key genes had elevated protein levels in differentiated breast cancer cell lines, and elevated CHORDC1 expression was linked to a tendency towards a worse outcome in patients with ER+ breast cancer. Silencing CHORDC1 inhibited cell viability and invasion, reducing sensitivity to tamoxifen and paclitaxel in vitro.

MBPRG expression is linked to the immune microenvironment and drug resistance in ER+ breast cancer patients, providing a reliable prognostic indicator for this group.

## Linked entities

- **Genes:** CHORDC1 (cysteine and histidine rich domain containing 1) [NCBI Gene 26973]
- **Chemicals:** tamoxifen (PubChem CID 2733526), paclitaxel (PubChem CID 36314)
- **Diseases:** breast cancer (MONDO:0004989), oestrogen receptor-positive breast cancer (MONDO:0006512)

## Full-text entities

- **Genes:** POTEF (POTE ankyrin domain family member F) [NCBI Gene 728378] {aka A26C1B, POTE2alpha, POTEACTIN}, ATP8B1 (ATPase phospholipid transporting 8B1) [NCBI Gene 5205] {aka ATPIC, BRIC, FIC1, ICP1, PFIC, PFIC1}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, EREG (epiregulin) [NCBI Gene 2069] {aka EPR, ER, Ep}, CHORDC1 (cysteine and histidine rich domain containing 1) [NCBI Gene 26973] {aka CHP1}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CYP4F3 (cytochrome P450 family 4 subfamily F member 3) [NCBI Gene 4051] {aka CPF3, CYP4F, CYPIVF3, LTB4H}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, STING1 (stimulator of interferon response cGAMP interactor 1) [NCBI Gene 340061] {aka ERIS, MITA, MPYS, NET23, SAVI, STING}, MECP2 (methyl-CpG binding protein 2) [NCBI Gene 4204] {aka AUTSX3, MRX16, MRX79, MRXS13, MRXSL, PPMX}, CYP19A1 (cytochrome P450 family 19 subfamily A member 1) [NCBI Gene 1588] {aka ARO, ARO1, CPV1, CYAR, CYP19, CYPXIX}, WNT3A (Wnt family member 3A) [NCBI Gene 89780]
- **Diseases:** positive (MESH:D000377), hypoxia (MESH:D000860), death (MESH:D003643), and III (MESH:C537189), lung cancer (MESH:D008175), BC (MESH:D001943), Cytotoxicity (MESH:D064420), metastasis (MESH:D009362), Cancer (MESH:D009369), ER+ (MESH:D064726), osteosarcoma (MESH:D012516), endocrine (MESH:D004700), I, II (MESH:D056829)
- **Chemicals:** Triton X-100 (MESH:D017830), doxorubicin (MESH:D004317), PBS (MESH:D007854), streptomycin (MESH:D013307), tamoxifen (MESH:D013629), ethanol (MESH:D000431), water (MESH:D014867), colchicine (MESH:D003078), cGAMP (MESH:C584311), podofilox (MESH:D011034), MTT (MESH:C070243), penicillin (MESH:D010406), 5-fluorouracil (MESH:D005472), SDS (MESH:D012967), taxanes (MESH:D043823), EDTA (MESH:D004492), paraffin (MESH:D010232), cisplatin (MESH:D002945), crystal violet (MESH:D005840), 5-ethynyl-2-deoxyuridine (MESH:C031086), 1xClick Additive Solutionl (-), methotrexate (MESH:D008727), xylene (MESH:D014992), PVDF (MESH:C024865), H2O2 (MESH:D006861), paclitaxel (MESH:D017239), 3-[4,5-dimethylthiazol-2-yl]-2,5-diphenyl tetrazolium bromide (MESH:C022616), CO2 (MESH:D002245), formaldehyde (MESH:D005557)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** T-47D — Homo sapiens (Human), Invasive breast carcinoma of no special type, Cancer cell line (CVCL_0553), -2 — Homo sapiens (Human), Colon carcinoma, Cancer cell line (CVCL_A628), MCF-10A — Homo sapiens (Human), Spontaneously immortalized cell line (CVCL_0598), SUM-159PT — Homo sapiens (Human), Breast pleomorphic carcinoma, Cancer cell line (CVCL_5423), -1 — Mus musculus (Mouse), Hybridoma (CVCL_C7RB), MCF-7 — Homo sapiens (Human), Invasive breast carcinoma of no special type, Cancer cell line (CVCL_0031), UACC-812 — Homo sapiens (Human), Invasive breast carcinoma of no special type, Cancer cell line (CVCL_1781)

## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12343727/full.md

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Source: https://tomesphere.com/paper/PMC12343727