Development and experimental validation of a folate metabolism-related gene signature to predict the prognosis and immunotherapeutic sensitivity in bladder cancer.

Bladder cancer Folate metabolism Immunotherapy Prognosis Tumor immunity

Journal

Functional & integrative genomics
ISSN: 1438-7948
Titre abrégé: Funct Integr Genomics
Pays: Germany
ID NLM: 100939343

Informations de publication

Date de publication:
07 Sep 2023
Historique:
received: 10 04 2023
accepted: 07 08 2023
revised: 03 07 2023
medline: 8 9 2023
pubmed: 7 9 2023
entrez: 7 9 2023
Statut: epublish

Résumé

Folate metabolism is critical for the maintenance of genomic stability due to its regulatory ability to methylation, nucleotide metabolism, and reduction capabilities in cancer cells. However, the prognostic value of folate metabolism-related genes has not been clarified, especially in bladder cancer (BLCA). 91 folate metabolism-related genes were retrieved from the public database. TCGA-BLCA cohort, obtained from the Cancer Genome Atlas, was selected for training, while GSE13507, GSE31684, and GSE32894, downloaded from the Gene Expression Omnibus, and 35 BLCA samples collected from the local hospital were used for external validation. Through genomic difference detection, protein-protein interaction network analysis, LASSO regression, and Cox regression, a three-gene signature, including ATIC, INS, and MTHFD1L, was constructed. The signature was a reliable prognosis predictor across multiple independent cohorts (pooled hazard ratio = 2.79, 95% confidence interval = 1.79-4.33). The signature was associated with the BLCA malignant degree, which was validated in the local clinical samples (P < 0.01) and multiple cell lines (all P < 0.05). Additionally, the TIDE algorithm, GSE111636 cohort, and IMvigor210 cohort indicated that the signature was a promising tool to evaluate the immunotherapeutic response. Collectively, a folate metabolism-related gene signature was constructed to predict the prognosis and immunotherapeutic sensitivity in BLCA, which was verified in multiple large-scale cohorts, clinical samples, and cellular experiments, providing novel insights into the biological mechanisms.

Identifiants

pubmed: 37676513
doi: 10.1007/s10142-023-01205-x
pii: 10.1007/s10142-023-01205-x
doi:

Substances chimiques

Folic Acid 935E97BOY8

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

291

Informations de copyright

© 2023. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.

Références

Ben Fradj MK, Ouanes Y, Hadj-Taeib S, Mrad Dali K, Bibi M, Jmal K, Sanhaji H, Nouira Y, Feki M (2021) Prognostic significance of plasma folate and cobalamin concentrations in non-muscle-invasive bladder cancer: a prospective cohort study. Cancer Invest 39:240–250. https://doi.org/10.1080/07357907.2020.1839760
doi: 10.1080/07357907.2020.1839760
Cathomas R, Lorch A, Bruins HM, Comperat EM, Cowan NC, Efstathiou JA, Fietkau R, Gakis G, Hernandez V, Espinos EL, Neuzillet Y, Ribal MJ, Rouanne M, Thalmann GN, van der Heijden AG, Veskimae E, Alfred Witjes J, Milowsky MI, Eau Muscle-invasive MBCGP (2022) The 2021 updated European Association of Urology guidelines on metastatic urothelial carcinoma. Eur Urol 81:95–103. https://doi.org/10.1016/j.eururo.2021.09.026
doi: 10.1016/j.eururo.2021.09.026
Chang SS, Bochner BH, Chou R, Dreicer R, Kamat AM, Lerner SP, Lotan Y, Meeks JJ, Michalski JM, Morgan TM, Quale DZ, Rosenberg JE, Zietman AL, Holzbeierlein JM (2017) Treatment of non-metastatic muscle-invasive bladder cancer: AUA/ASCO/ASTRO/SUO guideline. J Urol 198:552–559. https://doi.org/10.1016/j.juro.2017.04.086
doi: 10.1016/j.juro.2017.04.086
Deng X, Liu X, Hu B, Liu J, Fu B, Zhang W (2023) Upregulation of MTHFD2 is associated with PD-L1 activation in bladder cancer via the PI3K/AKT pathway. Int J Mol Med 51(2):1–5. https://doi.org/10.3892/ijmm.2022.5217
doi: 10.3892/ijmm.2022.5217
Donin NM, Lenis AT, Holden S, Drakaki A, Pantuck A, Belldegrun A, Chamie K (2017) Immunotherapy for the treatment of urothelial carcinoma. J Urol 197:14–22. https://doi.org/10.1016/j.juro.2016.02.3005
doi: 10.1016/j.juro.2016.02.3005
Du M, Liang Y, Liu Z, Li X, Liang M, Zhou B, Gao Y (2021) Identification of key genes related to CD8+ T-cell infiltration as prognostic biomarkers for lung adenocarcinoma. Front Oncol 11:693353. https://doi.org/10.3389/fonc.2021.693353
doi: 10.3389/fonc.2021.693353
Eich ML, Rodriguez Pena MDC, Chandrashekar DS, Chaux A, Agarwal S, Gordetsky JB, Ferguson JE, Sonpavde GP, Netto GJ, Varambally S (2019) Expression and role of methylenetetrahydrofolate dehydrogenase 1 like (MTHFD1L) in bladder cancer. Transl Oncol 12:1416–1424. https://doi.org/10.1016/j.tranon.2019.07.012
doi: 10.1016/j.tranon.2019.07.012
Gao C, Li H, Zhou C, Liu C, Zhuang J, Liu L, Sun C (2022a) Survival-associated metabolic genes and risk scoring system in HER2-positive breast cancer. Front Endocrinol (Lausanne) 13:813306. https://doi.org/10.3389/fendo.2022.813306
doi: 10.3389/fendo.2022.813306
Gao Z, Chen J, Zhou Y, Deng P, Sun L, Qi J, Zhang P (2022b) A novel metabolism-related gene signature for predicting the prognosis of HBV-infected hepatocellular carcinoma. J Oncol 2022:2391265. https://doi.org/10.1155/2022/2391265
doi: 10.1155/2022/2391265
Han T, Wang X, Shi S, Zhang W, Wang J, Wu Q, Li Z, Fu J, Zheng R, Zhang J, Tang Q, Zhang P, Wang C (2023) Cancer cell resistance to IFNgamma can occur via enhanced double-strand break repair pathway activity. Cancer Immunol Res 11:381–398. https://doi.org/10.1158/2326-6066.CIR-22-0056
doi: 10.1158/2326-6066.CIR-22-0056
He H, Shui B (2014) Folate intake and risk of bladder cancer: a meta-analysis of epidemiological studies. Int J Food Sci Nutr 65:286–292. https://doi.org/10.3109/09637486.2013.866641
doi: 10.3109/09637486.2013.866641
He Z, Gu J, Luan T, Li H, Li C, Chen Z, Luo E, Wang J, Huang Y, Ding M (2022) Comprehensive analyses of a tumor-infiltrating lymphocytes-related gene signature regarding the prognosis and immunologic features for immunotherapy in bladder cancer on the basis of WGCNA. Front Immunol 13:973974. https://doi.org/10.3389/fimmu.2022.973974
doi: 10.3389/fimmu.2022.973974
Huang K, Mei K, Duan J, Wang R, Yang C, Wang B, Gu R, Yang L (2023) Identification and validation of ferroptosis-related genes and immune infiltration in ischemic cardiomyopathy. Front Cardiovasc Med 10:1078290. https://doi.org/10.3389/fcvm.2023.1078290
doi: 10.3389/fcvm.2023.1078290
Jiang L, Chen S, Pan Q, Zheng J, He J, Sun J, Han Y, Yang J, Zhang N, Fu G, Gao F (2022) The feasibility of proteomics sequencing based immune-related prognostic signature for predicting clinical outcomes of bladder cancer patients. BMC Cancer 22:676. https://doi.org/10.1186/s12885-022-09783-y
doi: 10.1186/s12885-022-09783-y
Kim SE (2020) Enzymes involved in folate metabolism and its implication for cancer treatment. Nutr Res Pract 14:95–101. https://doi.org/10.4162/nrp.2020.14.2.95
doi: 10.4162/nrp.2020.14.2.95
Kim WJ, Kim EJ, Kim SK, Kim YJ, Ha YS, Jeong P, Kim MJ, Yun SJ, Lee KM, Moon SK, Lee SC, Cha EJ, Bae SC (2010) Predictive value of progression-related gene classifier in primary non-muscle invasive bladder cancer. Mol Cancer 9:3. https://doi.org/10.1186/1476-4598-9-3
doi: 10.1186/1476-4598-9-3
Kim YI (2003) Role of folate in colon cancer development and progression. J Nutr 133:3731S–3739S. https://doi.org/10.1093/jn/133.11.3731S
doi: 10.1093/jn/133.11.3731S
Lai G, Zhong X, Liu H, Deng J, Li K, Xie B (2022) A novel m7G-related genes-based signature with prognostic value and predictive ability to select patients responsive to personalized treatment strategies in bladder cancer. Cancers (Basel) 14(21):5346. https://doi.org/10.3390/cancers14215346
doi: 10.3390/cancers14215346
Lee JS, Leem SH, Lee SY, Kim SC, Park ES, Kim SB, Kim SK, Kim YJ, Kim WJ, Chu IS (2010) Expression signature of E2F1 and its associated genes predict superficial to invasive progression of bladder tumors. J Clin Oncol 28:2660–2667. https://doi.org/10.1200/JCO.2009.25.0977
doi: 10.1200/JCO.2009.25.0977
Lenis AT, Lec PM, Chamie K, Mshs MD (2020) Bladder cancer: a review. JAMA 324:1980–1991. https://doi.org/10.1001/jama.2020.17598
doi: 10.1001/jama.2020.17598
Li M, Jin C, Xu M, Zhou L, Li D, Yin Y (2017) Bifunctional enzyme ATIC promotes propagation of hepatocellular carcinoma by regulating AMPK-mTOR-S6 K1 signaling. Cell Commun Signal 15:52. https://doi.org/10.1186/s12964-017-0208-8
doi: 10.1186/s12964-017-0208-8
Loriot Y, Necchi A, Park SH, Garcia-Donas J, Huddart R, Burgess E, Fleming M, Rezazadeh A, Mellado B, Varlamov S, Joshi M (2019) Erdafitinib in locally advanced or metastatic urothelial carcinoma. N Engl J Med 381:338–348. https://doi.org/10.1056/NEJMoa1817323
doi: 10.1056/NEJMoa1817323
Quevedo-Ocampo J, Escobedo-Calvario A, Souza-Arroyo V, Miranda-Labra RU, Bucio-Ortiz L, Gutierrez-Ruiz MC, Chavez-Rodriguez L, Gomez-Quiroz LE (2022) Folate metabolism in hepatocellular carcinoma. What do we know so far? Technol Cancer Res Treat 21:15330338221144446. https://doi.org/10.1177/15330338221144446
doi: 10.1177/15330338221144446
Ren W, Zuo S, Yang L, Tu R, Wang P, Zhang X (2022) Identification of a novel immune-related long noncoding RNA signature to predict the prognosis of bladder cancer. Sci Rep 12:3444. https://doi.org/10.1038/s41598-022-07286-1
doi: 10.1038/s41598-022-07286-1
Riester M, Taylor JM, Feifer A, Koppie T, Rosenberg JE, Downey RJ, Bochner BH, Michor F (2012) Combination of a novel gene expression signature with a clinical nomogram improves the prediction of survival in high-risk bladder cancer. Clin Cancer Res 18:1323–1333. https://doi.org/10.1158/1078-0432.CCR-11-2271
doi: 10.1158/1078-0432.CCR-11-2271
Riester M, Werner L, Bellmunt J, Selvarajah S, Guancial EA, Weir BA, Stack EC, Park RS, O'Brien R, Schutz FA, Choueiri TK (2014) Integrative analysis of 1q23.3 copy-number gain in metastatic urothelial carcinoma. Clin Cancer Res 20:1873–1883. https://doi.org/10.1158/1078-0432.CCR-13-0759
doi: 10.1158/1078-0432.CCR-13-0759
Schabath MB, Spitz MR, Lerner SP, Pillow PC, Hernandez LM, Delclos GL, Grossman HB, Wu X (2005) Case-control analysis of dietary folate and risk of bladder cancer. Nutr Cancer 53:144–151. https://doi.org/10.1207/s15327914nc5302_3
doi: 10.1207/s15327914nc5302_3
Schaer DA, Geeganage S, Amaladas N, Lu ZH, Rasmussen ER, Sonyi A, Chin D, Capen A, Li Y, Meyer CM, Jones BD (2019) The folate pathway inhibitor pemetrexed pleiotropically enhances effects of cancer immunotherapy. Clin Cancer Res 25:7175–7188. https://doi.org/10.1158/1078-0432.CCR-19-0433
doi: 10.1158/1078-0432.CCR-19-0433
Shang M, Yang H, Yang R, Chen T, Fu Y, Li Y, Fang X, Zhang K, Zhang J, Li H, Cao X, Gu J, Xiao J, Zhang Q, Liu X, Yu Q, Wang T (2021) The folate cycle enzyme MTHFD2 induces cancer immune evasion through PD-L1 up-regulation. Nat Commun 12:1940. https://doi.org/10.1038/s41467-021-22173-5
doi: 10.1038/s41467-021-22173-5
Sjodahl G, Lauss M, Lovgren K, Chebil G, Gudjonsson S, Veerla S, Patschan O, Aine M, Ferno M, Ringner M, Mansson W, Liedberg F, Lindgren D, Hoglund M (2012) A molecular taxonomy for urothelial carcinoma. Clin Cancer Res 18:3377–3386. https://doi.org/10.1158/1078-0432.CCR-12-0077-T
doi: 10.1158/1078-0432.CCR-12-0077-T
Thorsson V, Gibbs DL, Brown SD, Wolf D, Bortone DS, Yang TH, Porta-Pardo E, Gao GF, Plaisier CL, Eddy JA, Ziv E (2018) The immune landscape of cancer. Immunity 48(4):812–830. https://doi.org/10.1016/j.immuni.2018.03.023
doi: 10.1016/j.immuni.2018.03.023
Wallace-Povirk A, Hou Z, Nayeen MJ, Gangjee A, Matherly LH (2021) Folate transport and one-carbon metabolism in targeted therapies of epithelial ovarian cancer. Cancers (Basel) 14(1):191. https://doi.org/10.3390/cancers14010191
doi: 10.3390/cancers14010191
Wang H, Yang C, Li D, Wang R, Li Y, Lv L (2023) Bioinformatics analysis and experimental validation of a novel autophagy-related signature relevant to immune infiltration for recurrence prediction after curative hepatectomy. Aging (Albany NY) 15:2610. https://doi.org/10.18632/aging.204632
doi: 10.18632/aging.204632
Zarou MM, Vazquez A, Vignir Helgason G (2021) Folate metabolism: a re-emerging therapeutic target in haematological cancers. Leukemia 35:1539–1551. https://doi.org/10.1038/s41375-021-01189-2
doi: 10.1038/s41375-021-01189-2
Zhang H, Xia P, Liu J, Chen Z, Ma W, Yuan Y (2021a) ATIC inhibits autophagy in hepatocellular cancer through the AKT/FOXO3 pathway and serves as a prognostic signature for modeling patient survival. Int J Biol Sci 17:4442–4458. https://doi.org/10.7150/ijbs.65669
doi: 10.7150/ijbs.65669
Zhang Z, Zhu H, Li Q, Gao W, Zang D, Su W, Yang R, Zhong J (2021b) Gene expression profiling of tricarboxylic acid cycle and one carbon metabolism related genes for prognostic risk signature of colon carcinoma. Front Genet 12:647152. https://doi.org/10.3389/fgene.2021.647152
doi: 10.3389/fgene.2021.647152
Zhao J, Zhou X, Chen B, Lu M, Wang G, Elumalai N, Tian C, Zhang J, Liu Y, Chen Z, Zhou X, Wu M, Li M, Prochownik EV, Tavassoli A, Jiang C, Li Y (2023) p53 promotes peroxisomal fatty acid beta-oxidation to repress purine biosynthesis and mediate tumor suppression. Cell Death Dis 14:87. https://doi.org/10.1038/s41419-023-05625-2
doi: 10.1038/s41419-023-05625-2
Zheng Y, Cantley LC (2019) Toward a better understanding of folate metabolism in health and disease. J Exp Med 216:253–266. https://doi.org/10.1084/jem.20181965
doi: 10.1084/jem.20181965
Zhou R, Liang J, Chen Q, Tian H, Yang C, Liu C (2023) A 3-gene random forest model to diagnose non-obstructive azoospermia based on transcription factor-related henes. Reprod Sci 30:233–246. https://doi.org/10.1007/s43032-022-01008-8
doi: 10.1007/s43032-022-01008-8
Zhu L, Liu X, Zhang W, Hu H, Wang Q, Xu K (2022) MTHFD2 is a potential oncogene for its strong association with poor prognosis and high level of immune infiltrates in urothelial carcinomas of bladder. BMC Cancer 22:556. https://doi.org/10.1186/s12885-022-09606-0
doi: 10.1186/s12885-022-09606-0

Auteurs

Xincheng Liu (X)

Department of Urology, Zhujiang Hospital, Southern Medical University, No. 253, Gongye Avenue Middle, Haizhu District, Guangzhou, 510000, Guangdong Province, China.
The Second Affiliated Hospital of Shantou University Medical College, Shantou, 515000, Guangdong Province, China.

Chunxiao Chen (C)

Department of Urology, Zhujiang Hospital, Southern Medical University, No. 253, Gongye Avenue Middle, Haizhu District, Guangzhou, 510000, Guangdong Province, China.

Peng Xu (P)

Department of Urology, Zhujiang Hospital, Southern Medical University, No. 253, Gongye Avenue Middle, Haizhu District, Guangzhou, 510000, Guangdong Province, China.

Binshen Chen (B)

Department of Urology, Zhujiang Hospital, Southern Medical University, No. 253, Gongye Avenue Middle, Haizhu District, Guangzhou, 510000, Guangdong Province, China.

Abai Xu (A)

Department of Urology, Zhujiang Hospital, Southern Medical University, No. 253, Gongye Avenue Middle, Haizhu District, Guangzhou, 510000, Guangdong Province, China.

Chunxiao Liu (C)

Department of Urology, Zhujiang Hospital, Southern Medical University, No. 253, Gongye Avenue Middle, Haizhu District, Guangzhou, 510000, Guangdong Province, China. liuchx888@163.com.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH