Evidence map›Paper›PMID 41981612›Full record

ArticleWorld journal of surgical oncology2026

MTHFD1L in muscle invasive bladder cancer: a multi-cohort study on prognosis and therapeutic response.

Siqiao Peng, Yu Liu, Peisheng Huang, Qinwei Liu, Le Zhang, Cheng-Ya Hsu, Yanru Zeng, Jianming Lu, Haibo Zhao, Chao Cai

Abstract read
In one paragraph

Article in World journal of surgical oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Siqiao Peng *Department of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangdong Provincial Key Laboratory of Urology, Guangdong Engineering Research Center of Urinary Minimally Invasive Surgery Robot and Intelligent Equipment, Guangzhou Institute of Urology, Guangzhou Medical University, Kangda Road 1#, Haizhu District, Guangzhou, Guangdong, 510230, China.
Yu Liu *Department of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangdong Provincial Key Laboratory of Urology, Guangdong Engineering Research Center of Urinary Minimally Invasive Surgery Robot and Intelligent Equipment, Guangzhou Institute of Urology, Guangzhou Medical University, Kangda Road 1#, Haizhu District, Guangzhou, Guangdong, 510230, China.
Peisheng Huang *The First Clinical Medical College, Guangdong Medical University, Zhanjiang, Guangdong, 524023, China.
Qinwei LiuDepartment of Urology, Guangzhou First People's Hospital, South China University of Technology, Guangzhou, Guangdong, 510180, China.
Le ZhangInstitute for Integrative Genome Biology, University of California, Riverside, CA, 92507, USA.
Cheng-Ya HsuDepartment of Andrology, Guangzhou First People's Hospital, Guangzhou Medical University, Guangzhou, 510180, China.
Yanru ZengDepartment of Anesthesiology, Guangzhou First People's Hospital, Guangzhou Medical University, Guangzhou, Guangdong, 510180, China.
Jianming LuDepartment of Andrology, Guangzhou First People's Hospital, Guangzhou Medical University, Guangzhou, 510180, China.
Haibo ZhaoDepartment of Urology, The Fifth Affiliated Hospital of Guangzhou Medical University, Gangwan Road 621#, Dasha Subdistrict, Huangpu District, Guangzhou, 510700, China. haibozhao@gzhmu.edu.cn.
Chao CaiDepartment of Urology, The First Affiliated Hospital of Guangzhou Medical University, Guangdong Provincial Key Laboratory of Urology, Guangdong Engineering Research Center of Urinary Minimally Invasive Surgery Robot and Intelligent Equipment, Guangzhou Institute of Urology, Guangzhou Medical University, Kangda Road 1#, Haizhu District, Guangzhou, Guangdong, 510230, China. gycc@gzhmu.edu.cn.

Funding

Science and Technology Project of Guangzhou 2024A03J1108Youth Medical Innovation and Practice Research Program of Guangzhou 2023QNYXZD001
6 · The paper itself

Abstract

backgroundBladder cancer is one of the most common malignancies of the urinary tract. Among its subtypes, muscle invasive bladder cancer (MIBC) is particularly aggressive and often associated with poor prognosis. The efficacy of platinum-based neoadjuvant chemotherapy and radical cystectomy remains unsatisfactory. In recent years, immune checkpoint inhibitors have shown promising therapeutic potential in MIBC. However, reliable biomarkers for predicting treatment response are still lacking. Moreover, traditional clinical parameters, such as TNM staging, often fail to accurately assess patient outcomes. Therefore, identifying novel biomarkers is crucial for improving prognosis and optimizing treatment strategies in MIBC.

methodsWe first analyzed the expression pattern and prognostic significance of methylenetetrahydrofolate dehydrogenase (NADP + dependent) 1-like (MTHFD1L) across multiple cancer types. Subsequently, MIBC patient samples from three independent cohorts (TCGA-BLCA, GSE169455, and GSE48075) were used to evaluate the prognostic value of MTHFD1L through univariate and multivariate Cox regression analyses combined with Kaplan-Meier survival analysis. Gene Set Enrichment Analysis and Gene Set Variation Analysis were performed to explore the biological functions of MTHFD1L. Mutation characteristics and immunotherapy response-related features were further analyzed based on MTHFD1L expression levels. Finally, the results were further verified by immunohistochemistry and cell function experiments.

resultsMTHFD1L was upregulated in multiple cancer types, and its elevated expression was significantly associated with unfavorable outcomes. In all independent MIBC cohorts, high MTHFD1L expression served as an independent risk factor for poor prognosis. Gene Set Enrichment Analysis indicated that MTHFD1L may promote tumor progression by activating immune-related and proliferative pathways while suppressing metabolic processes. Mutation analysis revealed a higher frequency of TP53 mutations in the MTHFD1L high-expression group. Moreover, immune response prediction suggested that patients with low MTHFD1L expression were more likely to benefit from immune checkpoint inhibitors therapy. Immunohistochemistry confirmed the overexpression of MTHFD1L in MIBC tissues, and cell function experiments demonstrated that MTHFD1L knockdown markedly inhibited bladder cancer cell proliferation, colony formation, and migration.

conclusionsMTHFD1L represents a promising and reliable biomarker for predicting prognosis and immunotherapy response in MIBC, providing a new foundation for the development of precision and personalized therapeutic strategies.

Indexed as

AminohydrolasesBiomarkers, TumorFormate-Tetrahydrofolate LigaseMethylenetetrahydrofolate Dehydrogenase (NADP)Minor Histocompatibility AntigensMultienzyme ComplexesUrinary Bladder NeoplasmsCohort StudiesFemaleGene Expression Regulation, NeoplasticHumansMaleMiddle AgedNeoplasm InvasivenessPrognosisSurvival RateAminohydrolasesBiomarkers, TumorFormate-Tetrahydrofolate Ligaseformyl-methenyl-methylenetetrahydrofolate synthetaseMethylenetetrahydrofolate Dehydrogenase (NADP)Minor Histocompatibility AntigensMultienzyme ComplexesBiomarkerImmunotherapyMTHFD1LMuscle invasive bladder cancerPrognosis

Identifiers

PMID41981612
PMCPMC13192160

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.