# A mutational process signature and genomic alterations associated with outcome and immunogenicity in cancers with brain metastasis

**Authors:** Wanli Sun, Xueying Wang, Yixin Xu, Yanfeng Ren, Wenjing Zhang, Qinghua Wang, Yingzhi Chong

PMC · DOI: 10.3389/fimmu.2025.1607772 · 2025-07-30

## TL;DR

This study identifies genetic markers linked to survival and immunotherapy response in cancer patients with brain metastasis.

## Contribution

The study introduces a mutational process signature and genomic alterations associated with prognosis and immunogenicity in brain metastasis.

## Key findings

- A C > T mutation signature linked to DNA damage repair correlates with worse outcomes and lower tumor mutation burden.
- PTPRT mutation is associated with improved prognosis and better immunotherapy response in brain metastasis patients.
- PTEN deletion is linked to poorer outcomes, while DUSP4 deletion is associated with better outcomes in BM patients.

## Abstract

Brain metastasis (BM) is one of the common ways of tumor metastasis and has a poor prognosis. This study aims to identify potential biomarkers from the perspective of somatic mutations, providing a basis for the prognosis evaluation and immunogenicity prediction of BM patients.

This study collected the somatic mutation profiles and clinical information of a total of 421 patients with BM in Memorial Sloan Kettering Cancer Center (MSKCC). Non-negative matrix factorization was employed to extract the mutational process signatures operating in the genome. Consensus clustering analysis was utilized to identify mutation-related molecular subtypes. Through a comprehensive analysis of genomic mutations and copy number variations (CNV), biomarkers associated with outcomes and tumor immunogenicity were screened.

Non-small cell lung cancer, melanoma, and breast cancer were common primary tumors of BM, and these three tumor types exhibited better prognosis compared to other types. This study found that a higher tumor mutation burden (TMB) was significantly associated with a better prognosis of BM. A total of four mutational process signatures were extracted, and among them, a signature featured by C > T mutations and related to DNA damage repair was proven to be linked with an inferior outcome and a lower TMB. Through integrated genomic mutation analysis, PTPRT mutation was determined to associate with improved prognosis of BM. More importantly, patients carrying this mutation also harbored a better response to immunotherapy. CNV analysis indicated that PTEN deletion and DUSP4 deletion were respectively associated with poorer and better outcomes in patients with BM.

By integrating the somatic mutation data of patients with BM, this study identified molecular biomarkers related to outcomes and immunogenicity from three perspectives: mutational process signatures, molecular subtypes, and genomic variations. Our findings provide clues for prognosis evaluation in BM patients. They also establish a theoretical basis for predicting immunotherapy efficacy.

## Linked entities

- **Genes:** PTPRT (protein tyrosine phosphatase receptor type T) [NCBI Gene 11122], PTEN (phosphatase and tensin homolog) [NCBI Gene 5728], DUSP4 (dual specificity phosphatase 4) [NCBI Gene 1846]
- **Diseases:** non-small cell lung cancer (MONDO:0005233), melanoma (MONDO:0005105), breast cancer (MONDO:0004989)

## Full-text entities

- **Genes:** CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, PTPRT (protein tyrosine phosphatase receptor type T) [NCBI Gene 11122] {aka R-PTP-T, RPTP-rho, RPTPrho}, PIK3CG (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit gamma) [NCBI Gene 5294] {aka IMD97, PI3CG, PI3K, PI3Kgamma, PIK3, p110gamma}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594] {aka ERK, ERK-2, ERK2, ERT1, MAPK2, NS13}, PAK5 (p21 (RAC1) activated kinase 5) [NCBI Gene 57144] {aka PAK7}, PREX2 (phosphatidylinositol-3,4,5-trisphosphate dependent Rac exchange factor 2) [NCBI Gene 80243] {aka DEP.2, DEPDC2, P-REX2, PPP1R129}, MAP2K7 (mitogen-activated protein kinase kinase 7) [NCBI Gene 5609] {aka JNKK2, MAPKK7, MEK, MEK 7, MKK7, PRKMK7}, CARD11 (caspase recruitment domain family member 11) [NCBI Gene 84433] {aka BENTA, BIMP3, CARMA1, IMD11, IMD11A, PPBL}, ATM (ATM serine/threonine kinase) [NCBI Gene 472] {aka AT1, ATA, ATC, ATD, ATDC, ATE}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, SPEN (spen family transcriptional repressor) [NCBI Gene 23013] {aka HIAA0929, MINT, RATARS, RBM15C, SHARP}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, EPHA7 (EPH receptor A7) [NCBI Gene 2045] {aka EHK-3, EHK3, EK11, HEK11}, ARID1A (AT-rich interaction domain 1A) [NCBI Gene 8289] {aka B120, BAF250, BAF250a, BM029, C1orf4, CSS2}, STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}, DUSP4 (dual specificity phosphatase 4) [NCBI Gene 1846] {aka HVH2, MKP-2, MKP2, TYP}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, BRAF (B-Raf proto-oncogene, serine/threonine kinase) [NCBI Gene 673] {aka B-RAF1, B-raf, BRAF-1, BRAF1, NS7, RAFB1}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, FAT1 (FAT atypical cadherin 1) [NCBI Gene 2195] {aka CDHF7, CDHR8, FAT, ME5, hFat1}, NOTCH3 (notch receptor 3) [NCBI Gene 4854] {aka CADASIL, CADASIL1, CARASIL1, CASIL, FPLD1, IMF2}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, BRCA1 (BRCA1 DNA repair associated) [NCBI Gene 672] {aka BRCAI, BRCC1, BROVCA1, FANCS, IRIS, PNCA4}, TET2 (tet methylcytosine dioxygenase 2) [NCBI Gene 54790] {aka IMD75, KIAA1546, MDS}, RB1 (RB transcriptional corepressor 1) [NCBI Gene 5925] {aka OSRC, PPP1R130, RB, p105-Rb, p110-RB1, pRb}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, MYCN (MYCN proto-oncogene, bHLH transcription factor) [NCBI Gene 4613] {aka FGLDS1, MODED, MPAPA, MYCNsORF, MYCNsPEP, N-myc}, PTPRD (protein tyrosine phosphatase receptor type D) [NCBI Gene 5789] {aka HPTP, HPTPD, HPTPDELTA, PTPD, R-PTP-delta, RPTPDELTA}, APC (APC regulator of Wnt signaling pathway) [NCBI Gene 324] {aka BTPS2, DESMD, DP2, DP2.5, DP3, GS}, PTEN (phosphatase and tensin homolog) [NCBI Gene 5728] {aka 10q23del, BZS, CWS1, DEC, GLM2, MHAM}
- **Diseases:** metastatic (MESH:D000092182), advanced (MESH:D020178), BM (MESH:D009362), Cancer (MESH:D009369), carcinogenesis (MESH:D063646), pancreatic cancer (MESH:D010190), uterine sarcoma (MESH:D012509), melanoma (MESH:D008545), BM cancers (MESH:D001932), neuroblastoma (MESH:D009447), cervical cancer (MESH:D002583), colorectal cancer (MESH:D015179), homologous (MESH:D006086), primary (MESH:D010538), lung cancer (MESH:D008175), NSCLC (MESH:D002289), breast cancer (MESH:D001943)
- **Chemicals:** CheckMate (-), trastuzumab (MESH:D000068878), pembrolizumab (MESH:C582435)
- **Species:** Nicotiana tabacum (American tobacco, species) [taxon 4097], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** V600E, C > T, R364Q, E548K

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12343737/full.md

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Source: https://tomesphere.com/paper/PMC12343737