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Lu J, Gui W, Tang S, Shi Q, Wang X, Huang L, Shen Y, Yang S, Xiang J, Yuan J, Mo J, Kong X, Huang M, Li X, Lu C. Nicotinamide N-Methyltransferase (NNMT) is Involved in Gastric Adenocarcinoma Immune Infiltration by Driving Amino Acid Metabolism. Nutr Cancer 2024; 76:745-759. [PMID: 38855943 DOI: 10.1080/01635581.2024.2359741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 05/17/2024] [Accepted: 05/20/2024] [Indexed: 06/11/2024]
Abstract
Objectives: This study investigates the role of Nicotinamide N-methyltransferase (NNMT) in immune infiltration modulation through amino acid metabolism in gastric adenocarcinoma (STAD). Methods: Utilizing data from The Cancer Genome Atlas (TCGA) and validated with clinical samples, we analyzed NNMT expression and its prognostic implications in STAD. Differential amino acid profiles between cancerous and adjacent normal tissues were assessed, along with their associations with NNMT. Results: NNMT exhibits heightened expression in STAD cancer tissues, positively correlating with tumor immune infiltration. Additionally, twenty-eight amino acids display differential expression in gastric tissue, with their metabolic enzymes showing connections to NNMT. Conclusions: Elevated NNMT expression in STAD tissues potentially influences amino acid metabolism, thereby affecting immune infiltration dynamics and tumorigenesis in gastric adenocarcinoma.
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Affiliation(s)
- Jianyong Lu
- School of Public Health, Guangxi Medical University, Nanning, China
| | - Wenliang Gui
- School of Public Health, Guangxi Medical University, Nanning, China
| | - Shen Tang
- School of Preclinical Medicine, Guangxi Medical University, Nanning, China
| | - Qianqian Shi
- School of Public Health, Guangxi Medical University, Nanning, China
| | - Xinhang Wang
- School of Preclinical Medicine, Guangxi Medical University, Nanning, China
| | - Liyuan Huang
- School of Public Health, Guangxi Medical University, Nanning, China
| | - Yinghui Shen
- School of Public Health, Guangxi Medical University, Nanning, China
| | - Shuting Yang
- School of Public Health, Guangxi Medical University, Nanning, China
| | - Junni Xiang
- School of Public Health, Guangxi Medical University, Nanning, China
| | - Jianglang Yuan
- School of Public Health, Guangxi Medical University, Nanning, China
| | - Jiao Mo
- School of Preclinical Medicine, Guangxi Medical University, Nanning, China
| | - Xingxing Kong
- School of Preclinical Medicine, Guangxi Medical University, Nanning, China
| | - Mingwei Huang
- Department of Gastrointestinal Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Xiyi Li
- School of Public Health, Guangxi Medical University, Nanning, China
- Guangxi Colleges and Universities Key Laboratory of Preclinical Medicine, Nanning, China
| | - Cailing Lu
- School of Public Health, Guangxi Medical University, Nanning, China
- Guangxi Colleges and Universities Key Laboratory of Preclinical Medicine, Nanning, China
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Pang S, Zhao S, Dongye Y, Fan Y, Liu J. Identification and validation of m6A-associated ferroptosis genes in renal clear cell carcinoma. Cell Biol Int 2024. [PMID: 38440906 DOI: 10.1002/cbin.12146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 01/09/2024] [Accepted: 02/17/2024] [Indexed: 03/06/2024]
Abstract
Urinary cancer is synonymous with clear cell renal cell carcinoma (ccRCC). Unfortunately, existing treatments for this illness are ineffective and unpromising. Finding novel ccRCC biomarkers is crucial to creating successful treatments. The Cancer Genome Atlas provided clear cell renal cell carcinoma transcriptome data. Functional enrichment analysis was performed on ccRCC and control samples' differentially expressed N6-methyladenosine RNA methylation and ferroptosis-related genes (DEMFRGs). Machine learning was used to find and model ccRCC patients' predicted genes. A nomogram was created for clear cell renal cell carcinoma patients. Prognostic genes were enriched. We examined patients' immune profiles by risk score. Our prognostic genes predicted ccRCC treatment drugs. We found 37 DEMFRGs by comparing 1913 differentially expressed ccRCC genes to 202 m6A RNA methylation FRGs. Functional enrichment analysis showed that hypoxia-induced cell death and metabolism pathways were the most differentially expressed methylation functional regulating genes. Five prognostic genes were found by machine learning: TRIB3, CHAC1, NNMT, EGFR, and SLC1A4. An advanced renal cell carcinoma nomogram with age and risk score accurately predicted the outcome. These five prognostic genes were linked to various cancers. Immunological cell number and checkpoint expression differed between high- and low-risk groups. The risk model successfully predicted immunotherapy outcome, showing high-risk individuals had poor results. NIACIN, TAE-684, ROCILETINIB, and others treat ccRCC. We found ccRCC prognostic genes that work. This discovery may lead to new ccRCC treatments.
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Affiliation(s)
- Shuo Pang
- Department of Urology, Qilu Hospital of Shandong University, Jinan, Shandong, P.R. China
- Department of Urinary Surgery, Jinan Third People's Hospital, Jinan, Shandong, P.R. China
| | - Shuo Zhao
- Department of Urology, Qilu Hospital of Shandong University, Jinan, Shandong, P.R. China
| | - Yuxi Dongye
- Department of Urology, Qilu Hospital of Shandong University, Jinan, Shandong, P.R. China
- Department of Urinary Surgery, Jinan Third People's Hospital, Jinan, Shandong, P.R. China
| | - Yidong Fan
- Department of Urology, Qilu Hospital of Shandong University, Jinan, Shandong, P.R. China
| | - Jikai Liu
- Department of Urology, Qilu Hospital of Shandong University, Jinan, Shandong, P.R. China
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Jedrzejewska A, Jablonska P, Gawlik-Jakubczak T, Czajkowski M, Maszka P, Mierzejewska P, Smolenski RT, Slominska EM. Elevated Plasma Concentration of 4-Pyridone-3-carboxamide-1-β-D-ribonucleoside (4PYR) Highlights Malignancy of Renal Cell Carcinoma. Int J Mol Sci 2024; 25:2359. [PMID: 38397036 PMCID: PMC10888534 DOI: 10.3390/ijms25042359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2024] [Revised: 01/31/2024] [Accepted: 02/10/2024] [Indexed: 02/25/2024] Open
Abstract
Nicotinamide (NA) derivatives play crucial roles in various biological processes, such as inflammation, regulation of the cell cycle, and DNA repair. Recently, we proposed that 4-pyridone-3-carboxamide-1-β-D-ribonucleoside (4PYR), an unusual derivative of NA, could be classified as an oncometabolite in bladder, breast, and lung cancer. In this study, we investigated the relations between NA metabolism and the progression, recurrence, metastasis, and survival of patients diagnosed with different histological subtypes of renal cell carcinoma (RCC). We identified alterations in plasma NA metabolism, particularly in the clear cell RCC (ccRCC) subtype, compared to papillary RCC, chromophobe RCC, and oncocytoma. Patients with ccRCC also exhibited larger tumor sizes and elevated levels of diagnostic serum biomarkers, such as hsCRP concentration and ALP activity, which were positively correlated with the plasma 4PYR. Notably, 4PYR levels were elevated in advanced stages of ccRCC cancer and were associated with a highly aggressive phenotype of ccRCC. Additionally, elevated concentrations of 4PYR were related to a higher likelihood of mortality, recurrence, and particularly metastasis in ccRCC. These findings are consistent with other studies, suggesting that NA metabolism is accelerated in RCC, leading to abnormal concentrations of 4PYR. This supports the concept of 4PYR as an oncometabolite and a potential prognostic factor in the ccRCC subtype.
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Affiliation(s)
- Agata Jedrzejewska
- Department of Biochemistry, Medical University of Gdansk, 80-211 Gdansk, Poland; (A.J.); (P.J.); (P.M.); (P.M.)
| | - Patrycja Jablonska
- Department of Biochemistry, Medical University of Gdansk, 80-211 Gdansk, Poland; (A.J.); (P.J.); (P.M.); (P.M.)
| | - Teresa Gawlik-Jakubczak
- Department of Urology, Medical University of Gdansk, 80-211 Gdansk, Poland; (T.G.-J.); (M.C.)
| | - Mateusz Czajkowski
- Department of Urology, Medical University of Gdansk, 80-211 Gdansk, Poland; (T.G.-J.); (M.C.)
| | - Patrycja Maszka
- Department of Biochemistry, Medical University of Gdansk, 80-211 Gdansk, Poland; (A.J.); (P.J.); (P.M.); (P.M.)
| | - Paulina Mierzejewska
- Department of Biochemistry, Medical University of Gdansk, 80-211 Gdansk, Poland; (A.J.); (P.J.); (P.M.); (P.M.)
| | - Ryszard T. Smolenski
- Department of Biochemistry, Medical University of Gdansk, 80-211 Gdansk, Poland; (A.J.); (P.J.); (P.M.); (P.M.)
| | - Ewa M. Slominska
- Department of Biochemistry, Medical University of Gdansk, 80-211 Gdansk, Poland; (A.J.); (P.J.); (P.M.); (P.M.)
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Cheng X, Deng W, Zhang Z, Zeng Z, Liu Y, Zhou X, Zhang C, Wang G. Novel amino acid metabolism‐related gene signature to predict prognosis in clear cell renal cell carcinoma. Front Genet 2022; 13:982162. [PMID: 36118874 PMCID: PMC9478740 DOI: 10.3389/fgene.2022.982162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 08/08/2022] [Indexed: 11/13/2022] Open
Abstract
Background: Amino acid metabolism (AAM) deregulation, an emerging metabolic hallmark of malignancy, plays an essential role in tumour proliferation, invasion, and metastasis. However, the expression of AAM-related genes and their correlation with prognosis in clear cell renal cell carcinoma (ccRCC) remain elusive. This study aims to develop a novel consensus signature based on the AAM-related genes. Methods: The RNA-seq expression data and clinical information for ccRCC were downloaded from the TCGA (KIRC as training dataset) and ArrayExpress (E-MTAB-1980 as validation dataset) databases. The AAM‐related differentially expressed genes were screened via the “limma” package in TCGA cohorts for further analysis. The machine learning algorithms (Lasso and stepwise Cox (direction = both)) were then utilised to establish a novel consensus signature in TCGA cohorts, which was validated by the E-MTAB-1980 cohorts. The optimal cutoff value determined by the “survminer” package was used to categorise patients into two risk categories. The Kaplan-Meier curve, the receiver operating characteristic (ROC) curve, and multivariate Cox regression were utilised to evaluate the prognostic value. The nomogram based on the gene signature was constructed, and its performance was analysed using ROC and calibration curves. Gene Set Enrichment Analysis (GSEA) and immune cell infiltration analysis were conducted on its potential mechanisms. The relationship between the gene signature and key immune checkpoint, N6-methyladenosine (m6A)-related genes, and sensitivity to chemotherapy was assessed. Results: A novel consensus AMM‐related gene signature consisting of IYD, NNMT, ACADSB, GLDC, and PSAT1 is developed to predict prognosis in TCGA cohorts. Kaplan-Meier survival shows that overall survival in the high-risk group was more dismal than in the low-risk group in the TCGA cohort, validated by the E-MTAB-1980 cohort. Multivariate regression analysis also demonstrates that the gene signature is an independent predictor of ccRCC. Immune infiltration analysis highlighted that the high-risk group indicates an immunosuppressive microenvironment. It is also closely related to the level of key immune checkpoints, m6A modification, and sensitivity to chemotherapy drugs. Conclusion: In this study, a novel consensus AAM-related gene signature is developed and validated as an independent predictor to robustly predict the overall survival from ccRCC, which would further improve the clinical outcomes.
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Affiliation(s)
- Xiaofeng Cheng
- Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, China
- Jiangxi Institute of Urology, Nanchang, China
| | - Wen Deng
- Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, China
- Jiangxi Institute of Urology, Nanchang, China
| | - Zhicheng Zhang
- Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, China
- Jiangxi Institute of Urology, Nanchang, China
| | - Zhenhao Zeng
- Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, China
- Jiangxi Institute of Urology, Nanchang, China
| | - Yifu Liu
- Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, China
- Jiangxi Institute of Urology, Nanchang, China
| | - Xiaochen Zhou
- Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, China
- Jiangxi Institute of Urology, Nanchang, China
| | - Cheng Zhang
- Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, China
- Jiangxi Institute of Urology, Nanchang, China
| | - Gongxian Wang
- Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, China
- Jiangxi Institute of Urology, Nanchang, China
- *Correspondence: Gongxian Wang,
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Li XY, Pi YN, Chen Y, Zhu Q, Xia BR. Nicotinamide N-Methyltransferase: A Promising Biomarker and Target for Human Cancer Therapy. Front Oncol 2022; 12:894744. [PMID: 35756670 PMCID: PMC9218565 DOI: 10.3389/fonc.2022.894744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2022] [Accepted: 04/29/2022] [Indexed: 11/13/2022] Open
Abstract
Cancer cells typically exhibit a tightly regulated program of metabolic plasticity and epigenetic remodeling to meet the demand of uncontrolled cell proliferation. The metabolic-epigenetic axis has recently become an increasingly hot topic in carcinogenesis and offers new avenues for innovative and personalized cancer treatment strategies. Nicotinamide N-methyltransferase (NNMT) is a metabolic enzyme involved in controlling methylation potential, impacting DNA and histone epigenetic modification. NNMT overexpression has been described in various solid cancer tissues and even body fluids, including serum, urine, and saliva. Furthermore, accumulating evidence has shown that NNMT knockdown significantly decreases tumorigenesis and chemoresistance capacity. Most importantly, the natural NNMT inhibitor yuanhuadine can reverse epidermal growth factor receptor tyrosine kinase inhibitor resistance in lung cancer cells. In this review, we evaluate the possibility of NNMT as a diagnostic biomarker and molecular target for effective anticancer treatment. We also reveal the exact mechanisms of how NNMT affects epigenetics and the development of more potent and selective inhibitors.
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Affiliation(s)
- Xiao-Yu Li
- The First Affiliated Hospital of University of Science and Technology of China (USTC), Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Ya-Nan Pi
- Department of Gynecology, Harbin Medical University Cancer Hospital, Harbin, China
| | - Yao Chen
- Department of Gynecology, Bengbu Medical College Bengbu, Anhui, China
| | - Qi Zhu
- The First Affiliated Hospital of University of Science and Technology of China (USTC), Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China
| | - Bai-Rong Xia
- The First Affiliated Hospital of University of Science and Technology of China (USTC), Division of Life Sciences and Medicine, University of Science and Technology of China, Anhui Provincial Cancer Hospital, Hefei, China
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6
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Tatekawa S, Ofusa K, Chijimatsu R, Vecchione A, Tamari K, Ogawa K, Ishii H. Methylosystem for Cancer Sieging Strategy. Cancers (Basel) 2021; 13:5088. [PMID: 34680237 PMCID: PMC8534198 DOI: 10.3390/cancers13205088] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2021] [Revised: 10/02/2021] [Accepted: 10/07/2021] [Indexed: 12/14/2022] Open
Abstract
As cancer is a genetic disease, methylation defines a biologically malignant phenotype of cancer in the association of one-carbon metabolism-dependent S-adenosylmethionine (SAM) as a methyl donor in each cell. Methylated substances are involved in intracellular metabolism, but via intercellular communication, some of these can also be secreted to affect other substances. Although metabolic analysis at the single-cell level remains challenging, studying the "methylosystem" (i.e., the intercellular and intracellular communications of upstream regulatory factors and/or downstream effectors that affect the epigenetic mechanism involving the transfer of a methyl group from SAM onto the specific positions of nucleotides or other metabolites in the tumor microenvironment) and tracking these metabolic products are important research tasks for understanding spatial heterogeneity. Here, we discuss and highlight the involvement of RNA and nicotinamide, recently emerged targets, in SAM-producing one-carbon metabolism in cancer cells, cancer-associated fibroblasts, and immune cells. Their significance and implications will contribute to the discovery of efficient methods for the diagnosis of and therapeutic approaches to human cancer.
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Affiliation(s)
- Shotaro Tatekawa
- Department of Radiation Oncology, Osaka University Graduate School of Medicine, Suita, Yamadaoka 2-2, Osaka 565-0871, Japan; (S.T.); (K.T.)
| | - Ken Ofusa
- Department of Medical Data Science, Center of Medical Innovation and Translational Research, Osaka University Graduate School of Medicine, Suita, Yamadaoka 2-2, Osaka 565-0871, Japan; (K.O.); (R.C.)
- Food and Life-Science Laboratory, Prophoenix Division, Idea Consultants, Inc., Osaka 559-8519, Japan
| | - Ryota Chijimatsu
- Department of Medical Data Science, Center of Medical Innovation and Translational Research, Osaka University Graduate School of Medicine, Suita, Yamadaoka 2-2, Osaka 565-0871, Japan; (K.O.); (R.C.)
| | - Andrea Vecchione
- Department of Clinical and Molecular Medicine, University of Rome “Sapienza”, Santo Andrea Hospital, Via di Grottarossa, 1035-00189 Rome, Italy;
| | - Keisuke Tamari
- Department of Radiation Oncology, Osaka University Graduate School of Medicine, Suita, Yamadaoka 2-2, Osaka 565-0871, Japan; (S.T.); (K.T.)
| | - Kazuhiko Ogawa
- Department of Radiation Oncology, Osaka University Graduate School of Medicine, Suita, Yamadaoka 2-2, Osaka 565-0871, Japan; (S.T.); (K.T.)
| | - Hideshi Ishii
- Department of Medical Data Science, Center of Medical Innovation and Translational Research, Osaka University Graduate School of Medicine, Suita, Yamadaoka 2-2, Osaka 565-0871, Japan; (K.O.); (R.C.)
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7
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van Haren MJ, Zhang Y, Thijssen V, Buijs N, Gao Y, Mateuszuk L, Fedak FA, Kij A, Campagna R, Sartini D, Emanuelli M, Chlopicki S, Jongkees SAK, Martin NI. Macrocyclic peptides as allosteric inhibitors of nicotinamide N-methyltransferase (NNMT). RSC Chem Biol 2021; 2:1546-1555. [PMID: 34704059 PMCID: PMC8496086 DOI: 10.1039/d1cb00134e] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2021] [Accepted: 08/18/2021] [Indexed: 12/27/2022] Open
Abstract
Nicotinamide N-methyltransferase (NNMT) methylates nicotinamide to form 1-methylnicotinamide (MNA) using S-adenosyl-l-methionine (SAM) as the methyl donor. The complexity of the role of NNMT in healthy and disease states is slowly being elucidated and provides an indication that NNMT may be an interesting therapeutic target for a variety of diseases including cancer, diabetes, and obesity. Most inhibitors of NNMT described to date are structurally related to one or both of its substrates. In the search for structurally diverse NNMT inhibitors, an mRNA display screening technique was used to identify macrocyclic peptides which bind to NNMT. Several of the cyclic peptides identified in this manner show potent inhibition of NNMT with IC50 values as low as 229 nM. The peptides were also found to downregulate MNA production in cellular assays. Interestingly, substrate competition experiments reveal that these cyclic peptide inhibitors are noncompetitive with either SAM or NA indicating they may be the first allosteric inhibitors reported for NNMT.
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Affiliation(s)
- Matthijs J van Haren
- Biological Chemistry Group, Institute of Biology Leiden, Leiden University Sylviusweg 72 2333 BE Leiden The Netherlands
| | - Yurui Zhang
- Biological Chemistry Group, Institute of Biology Leiden, Leiden University Sylviusweg 72 2333 BE Leiden The Netherlands
| | - Vito Thijssen
- Chemical Biology & Drug Discovery Group, Utrecht Institute for Pharmaceutical Sciences Universiteitsweg 99 3584 CG Utrecht The Netherlands
| | - Ned Buijs
- Biological Chemistry Group, Institute of Biology Leiden, Leiden University Sylviusweg 72 2333 BE Leiden The Netherlands
| | - Yongzhi Gao
- Biological Chemistry Group, Institute of Biology Leiden, Leiden University Sylviusweg 72 2333 BE Leiden The Netherlands
| | - Lukasz Mateuszuk
- Jagiellonian University, Jagiellonian Centre for Experimental Therapeutics (JCET) Bobrzynskiego 14 30-348 Krakow Poland
| | - Filip A Fedak
- Jagiellonian University, Jagiellonian Centre for Experimental Therapeutics (JCET) Bobrzynskiego 14 30-348 Krakow Poland
| | - Agnieszka Kij
- Jagiellonian University, Jagiellonian Centre for Experimental Therapeutics (JCET) Bobrzynskiego 14 30-348 Krakow Poland
| | - Roberto Campagna
- Department of Clinical Sciences, Universitá Politecnica delle Marche Via Ranieri 65 60131 Ancona Italy
| | - Davide Sartini
- Department of Clinical Sciences, Universitá Politecnica delle Marche Via Ranieri 65 60131 Ancona Italy
| | - Monica Emanuelli
- Department of Clinical Sciences, Universitá Politecnica delle Marche Via Ranieri 65 60131 Ancona Italy
| | - Stefan Chlopicki
- Jagiellonian University, Jagiellonian Centre for Experimental Therapeutics (JCET) Bobrzynskiego 14 30-348 Krakow Poland.,Jagiellonian University Medical College, Chair of Pharmacology Grzegorzecka 16 31-531 Krakow Poland
| | - Seino A K Jongkees
- Chemical Biology & Drug Discovery Group, Utrecht Institute for Pharmaceutical Sciences Universiteitsweg 99 3584 CG Utrecht The Netherlands .,Department of Chemistry and Pharmaceutical Sciences, Vrije Universiteit Amsterdam De Boelelaan 1108 1081 HZ Amsterdam The Netherlands
| | - Nathaniel I Martin
- Biological Chemistry Group, Institute of Biology Leiden, Leiden University Sylviusweg 72 2333 BE Leiden The Netherlands
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Wu M, Hu W, Wang G, Yao Y, Yu XF. Nicotinamide N-Methyltransferase Is a Prognostic Biomarker and Correlated With Immune Infiltrates in Gastric Cancer. Front Genet 2020; 11:580299. [PMID: 33193702 PMCID: PMC7655872 DOI: 10.3389/fgene.2020.580299] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Accepted: 09/10/2020] [Indexed: 12/24/2022] Open
Abstract
Gastric cancer (GC) is the third most common cause of cancer-related death in the word. Immunotherapy is a promising treatment of cancer. However, it is unclear which GC subpopulation would benefit most from immunotherapy and it is necessary to develop effective biomarkers for predicting immunotherapy response. Nicotinamide N-methyltransferase (NNMT) is a metabolic regulator of cancer-associated fibroblast (CAF) differentiation and cancer progression. In this study, we explored the correlations of NNMT to tumor-infiltrating immune cells (TIICs) and immune marker sets in The Cancer Genome Atlas Stomach Adenocarcinoma STAD (TCGA-STAD). Subsequently, we screened the NNMT correlated genes and performed the enrichment analysis of these genes. We eventually predicted the 19 most potential small-molecule drugs using the connectivity map (CMap) and Comparative Toxicogenomics Database (CTD). Also, nadolol, tranexamic acid, felbinac and dapsone were considered the four most promising drugs for GC. In summary, NNMT can be used as a prognostic biomarker that reflect immune infiltration level and a novel therapeutic target in GC.
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Affiliation(s)
- Miaowei Wu
- Cancer Institute, Second Affiliated Hospital, Cancer Institute, Zhejiang University School of Medicine, Hangzhou, China
| | - Weilei Hu
- Institute of Translational Medicine, Zhejiang University School of Medicine, Hangzhou, China
| | - Guosheng Wang
- Institute of Translational Medicine, Zhejiang University School of Medicine, Hangzhou, China
| | - Yihan Yao
- Department of Surgical Oncology, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Xiao-Fang Yu
- Cancer Institute, Second Affiliated Hospital, Cancer Institute, Zhejiang University School of Medicine, Hangzhou, China
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