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Li Q, Chu Y, Yao Y, Song Q. FAT4 Mutation is Related to Tumor Mutation Burden and Favorable Prognosis in Gastric Cancer. Curr Genomics 2024; 25:380-389. [PMID: 39323626 PMCID: PMC11420567 DOI: 10.2174/0113892029300694240612081006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2024] [Revised: 05/02/2024] [Accepted: 05/21/2024] [Indexed: 09/27/2024] Open
Abstract
Objective This study aimed to investigate the frequently mutated genes in Gastric Cancer (GC), assess their association with Tumor Mutation Burden (TMB) and the patients' survival, and identify the potential biomarkers for tailored therapy. Methods Simple somatic mutation data of GC were collected from the TCGA and ICGC databases. The high-frequency mutated genes were identified from both datasets. The samples were initially dichotomized into wild-type and mutation groups based on the status of overlapping genes. TMB difference between the two groups was evaluated by the Mann-Whitney U-test. Survival difference between the two groups was compared by the Kaplan-Meier method with a log-rank test. The prognostic value of the target gene was assessed by the Cox proportional hazards model. The signaling pathways involved in FAT4 mutation were identified by Gene Set Enrichment Analysis (GSEA). The fractions of different tumor-infiltrating immune cells were calculated by the CIBERSORT algorithm. Results 21 overlapping genes with frequent mutation were identified in both datasets. Mutation of these genes was significantly associated with higher TMB (P<0.05) in GC. The survival of the FAT4 mutation group was superior to the wild-type group. FAT4 mutation was also identified as an independent favorable prognostic factor for the GC patients. GSEA indicated that FAT4 mutation activated the signaling pathways involved in energy metabolism. Finally, CD4 memory-activated T cells, follicular helper T cells, and gamma delta T cells were significantly more enriched, while naïve B cells and regulatory T cells (Tregs) were significantly less enriched in the FAT4 mutation group (P<0.05). Conclusion FAT4 mutation is relevant to TMB and favorable prognosis in GC, which may become a useful biomarker for immunotherapy of GC patients.
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Affiliation(s)
- Qingqing Li
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, 430060, China
| | - Yuxin Chu
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, 430060, China
| | - Yi Yao
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, 430060, China
| | - Qibin Song
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, 430060, China
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Tian Y, Xie Y, Bai F, Wang J, Zhang D. Biological Clock Genes are Crucial and Promising Biomarkers for the Therapeutic Targets and Prognostic Assessment in Gastric Cancer. J Gastrointest Cancer 2024; 55:900-912. [PMID: 38427147 DOI: 10.1007/s12029-024-01028-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/05/2024] [Indexed: 03/02/2024]
Abstract
BACKGROUND Gastric cancer is one of the major public health problems worldwide. Circadian rhythm disturbances driven by circadian clock genes play a role in the development of cancer. However, whether circadian clock genes can serve as potential therapeutic targets and prognostic biomarkers for gastric cancer remains elusive. METHODS In this study, we comprehensively analyzed the potential relationship between circadian clock genes and gastric cancer using online bioinformatics databases such as GEPIA, cBioPortal, STRING, GeneMANIA, Metascape, TIMER, TRRUST, and GEDS. RESULTS Biological clock genes are expressed differently in human tumors. Compared with normal tissues, only PER1, CLOCK, and TIMELESS expression differences were statistically significant in gastric cancer (p < 0.05). PER1 (p = 0.0169) and CLOCK (p = 0.0414) were associated with gastric cancer pathological stage (p < 0.05). Gastric cancer patients with high expression of PER1 (p = 0.0028) and NR1D1 (p = 0.016) had longer overall survival, while those with high expression of PER1 (p = 0.042) and NR1D1 (p = 0.016) had longer disease-free survival. The main function of the biological clock gene is related to the circadian rhythms and melatonin metabolism and effects. CLOCK, NPAS2, and KAT2B were key transcription factors for circadian clock genes. In addition, we also found important correlations between circadian clock genes and various immune cells in the gastric cancer microenvironment. CONCLUSIONS This study may establish a new gastric cancer prognostic indicator based on the biological clock gene and develop new drugs for the treatment of gastric cancer using biological clock gene targets.
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Affiliation(s)
- Yonggang Tian
- Department of Gastroenterology, Lanzhou University Second Hospital, Cuiyingmen No. 82, Chengguan District, Lanzhou, 730030, Gansu Province, China
| | - Yunqian Xie
- The Gastroenterology Clinical Medical Center of Hainan Province, Department of Gastroenterology, The Second Affiliated Hospital of Hainan Medical University, Hainan Province, Haikou City, China
| | - Feihu Bai
- The Gastroenterology Clinical Medical Center of Hainan Province, Department of Gastroenterology, The Second Affiliated Hospital of Hainan Medical University, Hainan Province, Haikou City, China.
| | - Jun Wang
- Department of Gastroenterology, 986 Hospital, Xijing Hospital, Air Force Military Medical University, No. 269, Youyi East Road, Xi'an, Shaanxi Province, 710089, China.
| | - Dekui Zhang
- Department of Gastroenterology, Lanzhou University Second Hospital, Cuiyingmen No. 82, Chengguan District, Lanzhou, 730030, Gansu Province, China.
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Zhai J, Nie C, Wang W, Liu C, Liu T, Sun L, Li W, Wang W, Ren X, Han X, Zhou H, Li X, Tian W. Comprehensive Analysis on Prognostic Signature Based on T Cell-Mediated Tumor Killing Related Genes in Gastric Cancer. Biochem Genet 2024; 62:504-529. [PMID: 37386336 DOI: 10.1007/s10528-023-10436-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Accepted: 06/18/2023] [Indexed: 07/01/2023]
Abstract
Although immunotherapy is a valuable treatment for gastric cancer (GC), identifying the patients who would benefit most from this approach presents a challenge. In this study, GC patients were divided into two subtypes by consensus clustering according to T cell-mediated tumor killing related genes (TTKRGs), and there were significant differences in tumor-infiltrating immune cells, signaling pathways, and gene expression of immunomodulators and inhibitory immune checkpoints between the two subtypes. Then, we developed an individualized signature based on TTKRGs, and its clinical and predictive value in GC patients for chemotherapeutic and immunotherapeutic responses was assessed. We confirmed the expression levels of signature genes in GC tumor tissue using quantitative real-time polymerase chain reaction (qRT-PCR). Additionally, to improve the accuracy of GC prognosis predictions, we established a nomogram. We further identified some compounds as sensitive drugs targeting GC risk groups. The signature showed significant predictive ability across RNA-seq, microarray, and qRT-PCR cohorts, which could assist in predicting survival, immunotherapeutic and chemotherapeutic outcomes in GC patients.
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Affiliation(s)
- Jiabao Zhai
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Chuang Nie
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Wanyu Wang
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Chang Liu
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Tianyu Liu
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Lishuang Sun
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Wei Li
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Wentong Wang
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Xiyun Ren
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Xu Han
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Haibo Zhou
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Xin Li
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China
| | - Wenjing Tian
- Department of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, 150081, Harbin, China.
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Jiang Q, Chen Z, Meng F, Zhang H, Chen H, Xue J, Shen X, Liu T, Dong L, Zhang S, Xue R. CD36-BATF2\MYB Axis Predicts Anti-PD-1 Immunotherapy Response in Gastric Cancer. Int J Biol Sci 2023; 19:4476-4492. [PMID: 37781029 PMCID: PMC10535701 DOI: 10.7150/ijbs.87635] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 08/11/2023] [Indexed: 10/03/2023] Open
Abstract
Despite the utilization of anti-PD-1 therapy in gastric cancer (GC), the absence of a reliable predictive biomarker continues to pose a challenge. In this study, we utilized bioinformatic analysis and immunohistochemistry to develop a prediction model for activated CD4+ memory T cells, considering both mRNA and protein levels. An elevation of activated CD4+ memory T cells in GC was noted, which exhibited a strong association with the patients' overall survival. By utilizing WGCNA and DEG analysis, we discovered that BATF2, MYB, and CD36 are genes that exhibit differential expression and are linked to activated CD4+ memory T cells. Afterwards, a forecast model was built utilizing Stepwise regression and immunohistochemistry relying on the three genes. The model's high-risk score showed significant associations with a suppressive immune microenvironment. Moreover, our model exhibited encouraging prognostic value and superior performance in predicting response to immune checkpoint blockade therapy compared with the conventional CD8+PD-L1 model. In terms of mechanism, CD36 could function as a receptor upstream that identifies Helicobacter pylori and fatty acids. This recognition then results in the reduction of the BATF2-MYB protein complex and subsequent alterations in the transcription of genes associated with classical T cell activation. As a result, the activation state of CD4+ memory T cells is ultimately suppressed. The CD36-BATF2/MYB signature serves as a robust predictor of anti-PD-1 immunotherapy response in GC.
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Affiliation(s)
- Qiuyu Jiang
- Department of Gastroenterology and Hepatology, Shanghai Institute of Liver Diseases, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Zhixue Chen
- Department of Gastroenterology and Hepatology, Shanghai Institute of Liver Diseases, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Fansheng Meng
- Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Hao Zhang
- Department of Oncology, Minhang Hospital, Fudan University, China
- Key Laboratory of Whole-Period Monitoring and Precise Intervention of Digestive Cancer (SMHC), Minhang Hospital & AHS, Fudan University, China
| | - He Chen
- Department of Gastroenterology and Hepatology, Shanghai Institute of Liver Diseases, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Jindan Xue
- School of Medicine, Anhui University of Science and Technology, Anhui, 232000, China
| | - Xizhong Shen
- Department of Gastroenterology and Hepatology, Shanghai Institute of Liver Diseases, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Tianshu Liu
- Department of Medical Oncology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Ling Dong
- Department of Gastroenterology and Hepatology, Shanghai Institute of Liver Diseases, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Si Zhang
- NHC Key Laboratory of Glycoconjugate Research, Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Fudan University, Shanghai, 200032, China
| | - Ruyi Xue
- Department of Gastroenterology and Hepatology, Shanghai Institute of Liver Diseases, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
- Shanghai Baoshan District Wusong Central Hospital (Zhongshan Hospital Wusong Branch, Fudan University), Shanghai 200940, China
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Sun JR, Kong CF, Qu XK, Sun AT, Zhao KP, Sun JH. An immune-related prognostic signature associated with immune landscape and therapeutic responses in gastric cancer. Aging (Albany NY) 2023; 15:1074-1106. [PMID: 36812479 PMCID: PMC10008502 DOI: 10.18632/aging.204534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 02/13/2023] [Indexed: 02/24/2023]
Abstract
Immune-related genes (IRGs) have attracted attention in recent years as therapeutic targets in various tumors. However, the role of IRGs in gastric cancer (GC) has not been clearly elucidated. This study presents a comprehensive analysis exploring the clinical, molecular, immune, and drug response features characterizing the IRGs in GC. Data were acquired from the TCGA and GEO databases. The Cox regression analyses were performed to develop a prognostic risk signature. The genetic variants, immune infiltration, and drug responses associated with the risk signature were explored using bioinformatics methods. Lastly, the expression of the IRS was verified by qRT-PCR in cell lines. In this manner, an immune-related signature (IRS) was established based on 8 IRGs. According to the IRS, patients were divided into the low-risk group (LRG) and high-risk group (HRG). Compared with the HRG, the LRG was characterized by a better prognosis, high genomic instability, more CD8+ T cell infiltration, greater sensitivity to chemotherapeutic drugs, and greater likelihood of benefiting from the immunotherapy. Moreover, the expression result showed good consistency between the qRT-PCR and TCGA cohort. Our findings provide insights into the specific clinical and immune features underlying the IRS, which may be important for patient treatment.
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Affiliation(s)
- Jian-Rong Sun
- School of Clinical Medicine, Beijing University of Chinese Medicine, Beijing 100029, China
| | - Chen-Fan Kong
- School of Clinical Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China
| | - Xiang-Ke Qu
- School of Clinical Medicine, Beijing University of Chinese Medicine, Beijing 100029, China
| | - An-Tao Sun
- Department of Hematology, Guang’anmen Hospital, Beijing 100053, China
| | - Kun-Peng Zhao
- School of Traditional Chinese Medicine, Gansu University of Chinese Medicine, Lanzhou 730000, China
| | - Jin-Hui Sun
- Department of Gastroenterology, Beijing University of Chinese Medicine Affiliated Dongzhimen Hospital, Beijing 100700, China
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Geng H, Dong Z, Zhang L, Yang C, Li T, Lin Y, Ke S, Xia X, Zhang Z, Zhao G, Zhu C. An Immune Signature for Risk Stratification and Therapeutic Prediction in Helicobacter pylori-Infected Gastric Cancer. Cancers (Basel) 2022; 14:3276. [PMID: 35805047 PMCID: PMC9265823 DOI: 10.3390/cancers14133276] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 06/29/2022] [Accepted: 07/02/2022] [Indexed: 02/04/2023] Open
Abstract
Helicobacter pylori (HP) infection is the greatest risk factor for gastric cancer (GC). Increasing evidence has clarified that tumor immune microenvironment (TIME) is closely related to the prognosis and therapeutic efficacy of HP-positive (HP+) GC patients. In this study, we aimed to construct a novel immune-related signature for predicting the prognosis and immunotherapy efficacy of HP+ GC patients. A total of 153 HP+ GC from three different cohorts were included in this study. An Immune-Related prognostic Signature for HP+ GC patients (IRSHG) was established using Univariate Cox regression, the LASSO algorithm, and Multivariate Cox regression. Univariate and Multivariate analyses proved IRSHG was an independent prognostic predictor for HP+ GC patients, and an IRSHG-integrated nomogram was established to quantitatively assessthe prognostic risk. The low-IRSHG group exhibited higher copy number load and distinct mutation profiles compared with the high-IRSHG group. In addition, the difference of hallmark pathways and immune cells infiltration between the two groups was investigated. Notably, tumor immune dysfunction and exclusion (TIDE) analysis indicated that the low-IRSHG group had a higher sensitivity to anti-PD-1 immunotherapy, which was validated by an external pabolizumab treatment cohort. Moreover, 98 chemotherapeutic drugs and corresponding potential biomarkers were identified for two groups, and several drugs with potential ability to reverse IRSHG score were identified using CMap analysis. Collectively, IRSHG may serve as a promising biomarker for survival outcome as well as immunotherapy efficacy. Furthermore, it can also help to prioritize potential therapeutics for HP+ GC patients, providing new insight for the personalized treatment of HP-infected GC.
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Affiliation(s)
- Haigang Geng
- Department of Gastrointestinal Surgery, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai 200127, China; (H.G.); (Z.D.); (Y.L.); (S.K.); (X.X.); (Z.Z.)
| | - Zhongyi Dong
- Department of Gastrointestinal Surgery, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai 200127, China; (H.G.); (Z.D.); (Y.L.); (S.K.); (X.X.); (Z.Z.)
| | - Linmeng Zhang
- State Key Laboratory of Oncogenes and Related Genes, Shanghai Cancer Institute, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai 200127, China; (L.Z.); (C.Y.)
| | - Chen Yang
- State Key Laboratory of Oncogenes and Related Genes, Shanghai Cancer Institute, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai 200127, China; (L.Z.); (C.Y.)
| | - Tingting Li
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, Institute of Biostatistics, School of Life Sciences, Fudan University, Shanghai 200437, China;
| | - Yuxuan Lin
- Department of Gastrointestinal Surgery, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai 200127, China; (H.G.); (Z.D.); (Y.L.); (S.K.); (X.X.); (Z.Z.)
| | - Shouyu Ke
- Department of Gastrointestinal Surgery, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai 200127, China; (H.G.); (Z.D.); (Y.L.); (S.K.); (X.X.); (Z.Z.)
| | - Xiang Xia
- Department of Gastrointestinal Surgery, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai 200127, China; (H.G.); (Z.D.); (Y.L.); (S.K.); (X.X.); (Z.Z.)
| | - Zizhen Zhang
- Department of Gastrointestinal Surgery, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai 200127, China; (H.G.); (Z.D.); (Y.L.); (S.K.); (X.X.); (Z.Z.)
| | - Gang Zhao
- Department of Gastrointestinal Surgery, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai 200127, China; (H.G.); (Z.D.); (Y.L.); (S.K.); (X.X.); (Z.Z.)
| | - Chunchao Zhu
- Department of Gastrointestinal Surgery, School of Medicine, Renji Hospital, Shanghai Jiao Tong University, Shanghai 200127, China; (H.G.); (Z.D.); (Y.L.); (S.K.); (X.X.); (Z.Z.)
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Zhang Z, Liu Z, Chen Z. Comparison of Treatment Efficacy and Survival Outcomes Between Asian and Western Patients With Unresectable Gastric or Gastro-Esophageal Adenocarcinoma: A Systematic Review and Meta-Analysis. Front Oncol 2022; 12:831207. [PMID: 35321436 PMCID: PMC8936077 DOI: 10.3389/fonc.2022.831207] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 02/15/2022] [Indexed: 12/02/2022] Open
Abstract
Background Gastric cancer and gastro-esophageal adenocarcinoma are geographically heterogeneous diseases. Previous studies suggested that Asian and Western patients with late-stage gastric or gastro-esophageal adenocarcinoma possess distinct survival outcomes. However, the interregional differences of multiple systemic therapies in unresectable diseases have not been comprehensively described. Materials and Methods We searched PubMed-MEDLINE, Embase, Web of Science and Cochrane Library from inception to 31 October 2021 and reviewed major conference abstracts for controlled trials of systemic therapies in unresectable gastric or gastro-esophageal adenocarcinoma that reported hazard ratios stratified by geographical region. The primary measurements were overall survival and progression-free survival. The pooled hazard ratios and 95% confidence intervals for overall survival and progression-free survival in Asian and Western populations were calculated using a random effect model. A linear regression model was adopted to compare the overall survival and progression-free survival between Asian and Western patients. Results A total of 9033 patients from 20 studies were included for analysis. Immunotherapy was associated with an improvement in the overall survival for both Asian (hazard ratio, 0.80; 95% confidence interval, 0.65–0.98) and Western (hazard ratio, 0.90; 95% confidence interval, 0.81–1.00) patients, with no significant difference between the two groups (P = 0.32). Trends of survival benefit with anti-HER2 therapy and anti-angiogenic therapy versus control were observed in both Asian and Western patients, although statistical significance was not denoted. Subgroup analyses yielded a statistically superior overall survival of Asian versus Western patients in trials that investigated first-line immunotherapy (P = 0.04). Due to the linear regression analyses with scatter plot graphs, Asian patients showed a higher overall survival, but not progression-free survival, than Western patients irrespective of treatment type. Conclusion Asian and Western patients with unresectable gastric or gastro-esophageal adenocarcinoma show similar responses to systemic therapies with limited interregional differences. Exceptionally, first-line immunotherapy could elicit superior survival among Asian populations. In addition, Asian patients with gastric or gastro-esophageal adenocarcinoma display a superior OS compared with Western counterparts.
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Affiliation(s)
- Zhening Zhang
- Department of General Surgery, Peking University First Hospital, Beijing, China
- Department of Gastrointestinal Oncology, Key Laboratory of Carcinogenesis and Translational Research, Peking University Cancer Hospital and Institute, Beijing, China
| | - Zining Liu
- Department of General Surgery, Peking University First Hospital, Beijing, China
- Department of Gastrointestinal Cancer Center, Key Laboratory of Carcinogenesis and Translational Research, Peking University Cancer Hospital and Institute, Beijing, China
| | - Zeyang Chen
- Department of General Surgery, Peking University First Hospital, Beijing, China
- *Correspondence: Zeyang Chen,
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