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Zhao Z, Dai E, Jin B, Deng P, Salehebieke Z, Han B, Wu R, Yu Z, Ren J. A prognostic nomogram to predict the cancer-specific survival of patients with initially diagnosed metastatic gastric cancer: a validation study in a Chinese cohort. Clin Transl Oncol 2025; 27:135-150. [PMID: 38918302 PMCID: PMC11735592 DOI: 10.1007/s12094-024-03576-4] [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: 05/09/2024] [Accepted: 06/15/2024] [Indexed: 06/27/2024]
Abstract
BACKGROUND Few studies have been designed to predict the survival of Chinese patients initially diagnosed with metastatic gastric cancer (mGC). Therefore, the objective of this study was to construct and validate a new nomogram model to predict cancer-specific survival (CSS) in Chinese patients. METHODS We collected 328 patients with mGC from Northern Jiangsu People's Hospital as the training cohort and 60 patients from Xinyuan County People's Hospital as the external validation cohort. Multivariate Cox regression was used to identify risk factors, and a nomogram was created to predict CSS. The predictive performance of the nomogram was evaluated using the consistency index (C-index), the calibration curve, and the decision curve analysis (DCA) in the training cohort and the validation cohort. RESULTS Multivariate Cox regression identified differentiation grade (P < 0.001), T-stage (P < 0.05), N-stage (P < 0.001), surgery (P < 0.05), and chemotherapy (P < 0.001) as independent predictors of CSS. Nomogram of chemotherapy regimens and cycles was also designed by us for the prediction of mGC. Thus, these factors are integrated into the nomogram model: the C-index value was 0.72 (95% CI 0.70-0.85) for the nomogram model and 0.82 (95% CI 0.79-0.89) and 0.73 (95% CI 0.70-0.86) for the internal and external validation cohorts, respectively. Calibration curves and DCA also demonstrated adequate fit and ideal net benefit in prediction and clinical applications. CONCLUSIONS We established a practical nomogram to predict CSS in Chinese patients initially diagnosed with mGC. Nomograms can be used to individualize survival predictions and guide clinicians in making therapeutic decisions.
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Affiliation(s)
- Ziming Zhao
- Department of General Surgery, Northern Jiangsu People's Hospital, Clinical Medical School, Yangzhou University, Yangzhou, People's Republic of China
- Department of General Surgery, General Surgery Institute of Yangzhou, Northern Jiangsu People's Hospital, Yangzhou, People's Republic of China
| | - Erxun Dai
- Department of Oncology, Northern Jiangsu People's Hospital, Clinical Medical School, Yangzhou University, Yangzhou, People's Republic of China
| | - Bao Jin
- Department of General Surgery, Xinyuan County People's Hospital, Ili Kazak Autonomous Prefecture, People's Republic of China
| | - Ping Deng
- Department of General Surgery, Xinyuan County People's Hospital, Ili Kazak Autonomous Prefecture, People's Republic of China
| | - Zulihaer Salehebieke
- Department of General Surgery, Xinyuan County People's Hospital, Ili Kazak Autonomous Prefecture, People's Republic of China
| | - Bin Han
- Department of General Surgery, Xinyuan County People's Hospital, Ili Kazak Autonomous Prefecture, People's Republic of China
| | - Rongfan Wu
- Department of General Surgery, Northern Jiangsu People's Hospital, Clinical Medical School, Yangzhou University, Yangzhou, People's Republic of China
- Department of General Surgery, General Surgery Institute of Yangzhou, Northern Jiangsu People's Hospital, Yangzhou, People's Republic of China
| | - Zhaowu Yu
- Department of General Surgery, Xinyuan County People's Hospital, Ili Kazak Autonomous Prefecture, People's Republic of China.
| | - Jun Ren
- Department of General Surgery, Northern Jiangsu People's Hospital, Clinical Medical School, Yangzhou University, Yangzhou, People's Republic of China.
- Department of General Surgery, Xinyuan County People's Hospital, Ili Kazak Autonomous Prefecture, People's Republic of China.
- Department of General Surgery, General Surgery Institute of Yangzhou, Northern Jiangsu People's Hospital, Yangzhou, People's Republic of China.
- Department of General Surgery, Northern Jiangsu People's Hospital Affiliated to Yangzhou University, Yangzhou, People's Republic of China.
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Odat RM, Idrees M, Marsool MDM, Oglat SM, Tbayshat SO, Adnan ZI, Alkhateeb YA, Aldamen AO, Jain H, Nguyen D, Hanifa H. Stomach and duodenal ulcer as a cause of death in patients with cancer: a cohort study. Int J Emerg Med 2024; 17:199. [PMID: 39731026 DOI: 10.1186/s12245-024-00795-y] [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: 10/13/2024] [Accepted: 12/20/2024] [Indexed: 12/29/2024] Open
Abstract
INTRODUCTION Non-cancer deaths are now becoming a significant threat to the health of cancer patients. Death from stomach and duodenal ulcer is linked to cancer due to the side effects of treatment and its pathogenesis. However, guidelines for identifying cancer patients at the highest risk of death from stomach and duodenal ulcer remain unclear. METHODS Data of all patients diagnosed with cancer between 2000 and 2021 were obtained from the Surveillance, Epidemiology, and End Results (SEER) database. Data regarding the causes of death and clinicopathological features such as sex, age, race, marital status, SEER stage, and treatment procedures were extracted. We calculated standardized mortality ratios (SMRs) using the SEER*Stat software V8.4.3. RESULTS Of the 6,891,191 cancer patients, 2,318 died of stomach and duodenal ulcer, a rate higher than that in the general population (SMR = 1.58, 95% CI [1.52-1.65]). Stomach and duodenal ulcer-related deaths decreased over time from 870 deaths between 2000 and 2004 to 294 deaths between 2015 and 2019. Among the 2,318 stomach and duodenal ulcer deaths, the highest numbers were observed in patients with prostate cancer (n = 389, 16.8%), and lung and bronchus cancer (n = 255, 11%). Patients with liver and intrahepatic bile duct cancers (SMR = 10.53, 95% CI [8.3-13.18]), and pancreatic cancer (SMR = 6.84, 95% CI [5.11-8.97]) had a significantly higher rate of death from stomach and duodenal ulcer than the general population. CONCLUSION Our study revealed a significantly higher risk of stomach and duodenal ulcer mortality among patients with cancer in the United States, underscoring the critical need for integrated care strategies that address both cancer and ulcer-related complications. To reduce ulcer-related mortality, we recommend the implementation of targeted prevention protocols, including routine gastrointestinal screenings for high-risk cancer patients, proactive management of ulcer risk factors, and collaboration between oncology, gastroenterology, and surgical teams.
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Affiliation(s)
- Ramez M Odat
- Faculty of Medicine, Jordan University of Science and Technology, Irbid, Jordan
| | | | | | - Shahed Mamoun Oglat
- Faculty of Medicine, Jordan University of Science and Technology, Irbid, Jordan
| | - Salma Omar Tbayshat
- Faculty of Medicine, Jordan University of Science and Technology, Irbid, Jordan
| | - Zaid Ibrahim Adnan
- Faculty of Medicine, Jordan University of Science and Technology, Irbid, Jordan
| | | | - Ali O Aldamen
- Faculty of Medicine, Al Yarmouk University, Irbid, Jordan
| | - Hritvik Jain
- Department of Internal Medicine, All India Institute of Medical Sciences (AIIMS), Jodhpur, India
| | - Dang Nguyen
- Corrigan Minehan Heart Center, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Hamdah Hanifa
- Faculty of Medicine, University of Kalamoon, Al_Nabk, Syria.
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Desiderio J, Sagnotta A, Terrenato I, Annibale B, Trastulli S, Tozzi F, D'Andrea V, Bracarda S, Garofoli E, Fong Y, Woo Y, Parisi A. Gastrectomy for stage IV gastric cancer: a comparison of different treatment strategies from the SEER database. Sci Rep 2021; 11:7150. [PMID: 33785761 PMCID: PMC8010081 DOI: 10.1038/s41598-021-86352-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2019] [Accepted: 03/14/2021] [Indexed: 02/08/2023] Open
Abstract
In the West, more than one third of newly diagnosed subjects show metastatic disease in gastric cancer (mGC) with few care options available. Gastrectomy has recently become a subject of debate, with some evidence showing advantages in survival beyond the sole purpose of treatment tumor-related complications. We investigated the survival benefit of different strategies in mGC patients, focusing on the role and timing of gastrectomy. Data were extracted from the SEER database. Groups were determined according to whether patients received gastrectomy, chemotherapy, supportive care. Patients receiving a multimodality treatment were further divided according to timing of surgery, whether performed before (primary gastrectomy, PG) or after chemotherapy (secondary gastrectomy, SG). 16,596 patients were included. Median OS was significantly higher (p < 0.001) in the SG (15 months) than in the PG (13 months), gastrectomy alone (6 months), and chemotherapy (7 months) groups. In the multivariate analysis, SG showed better OS (HR = 0.22, 95%CI = 0.18-0.26, p < 0.001) than PG (HR = 0.25, 95%CI = 0.23-0.28, p < 0.001), gastrectomy (HR = 0.40, 95%CI = 0.36-0.44, p < 0.001), and chemotherapy (HR = 0.42, 95%CI = 0.4-0.44, p < 0.001). The survival benefits persisted even after the PSM analysis. This study shows survival advantages of gastrectomy as multimodality strategy after chemotherapy. In selected patients, SG can be proposed to improve the management of stage IV disease.
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Affiliation(s)
- Jacopo Desiderio
- Department of Digestive Surgery, Azienda Ospedaliera Santa Maria, Via Tristano di Joannuccio 1, 05100, Terni, Italy.
- Department of Surgical Sciences - PhD Program in Advanced Surgical Technologies, Sapienza University of Rome, Rome, Italy.
| | - Andrea Sagnotta
- Department of General Surgery and Surgical Oncology, San Filippo Neri Hospital, Rome, Italy
- Department of Medical-Surgical Sciences and Translational Medicine, Sant'Andrea Hospital, Sapienza University of Rome, Rome, Italy
| | - Irene Terrenato
- Biostatistics and Bioinformatic Unit, Scientific Direction, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Bruno Annibale
- Department of Medical-Surgical Sciences and Translational Medicine, Sant'Andrea Hospital, Sapienza University of Rome, Rome, Italy
| | - Stefano Trastulli
- Department of Digestive Surgery, Azienda Ospedaliera Santa Maria, Via Tristano di Joannuccio 1, 05100, Terni, Italy
| | - Federico Tozzi
- Division of Surgical Oncology and Endocrine Surgery, Mays Cancer Center, University of Texas Health Science Center San Antonio, San Antonio, TX, USA
| | - Vito D'Andrea
- Department of Surgical Sciences - PhD Program in Advanced Surgical Technologies, Sapienza University of Rome, Rome, Italy
| | - Sergio Bracarda
- Medical and Translational Oncology, Department of Oncology, Azienda Ospedaliera Santa Maria, Terni, Italy
| | - Eleonora Garofoli
- Medical and Translational Oncology, Department of Oncology, Azienda Ospedaliera Santa Maria, Terni, Italy
| | - Yuman Fong
- Division of Surgical Oncology, Department of Surgery, City of Hope National Medical Center, Duarte, CA, USA
| | - Yanghee Woo
- Division of Surgical Oncology, Department of Surgery, City of Hope National Medical Center, Duarte, CA, USA
| | - Amilcare Parisi
- Department of Digestive Surgery, Azienda Ospedaliera Santa Maria, Via Tristano di Joannuccio 1, 05100, Terni, Italy
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Yang Y, Chen ZJ, Yan S. The incidence, risk factors and predictive nomograms for early death among patients with stage IV gastric cancer: a population-based study. J Gastrointest Oncol 2020; 11:964-982. [PMID: 33209491 DOI: 10.21037/jgo-20-217] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Background Although advances in the treatment of stage IV gastric cancer (GC) patients, some patients were observed to die within 3 months of initial diagnosis. The present study aimed to explore the early mortality and risk factors for stage IV GC and further develop nomograms. Methods A total of 2,174 eligible stage IV GC patients were selected from the Surveillance, Epidemiology, and End Results database. Logistic regression analyses were used to determine the risk factors and develop the nomograms to predict all-cause early death and cancer-specific early death. The predictive performance of the nomograms was assessed by receiver operating characteristic curves (ROC), calibration plots and decision curve analyses (DCA) in both training and validation cohorts. Results Of 2,174 patients enrolled, 708 died within 3 months of initial diagnosis (n=668 for cancer-specific early death). Early mortality remained stable from 2010-2015. Non-Asian or Pacific Islander (API) race, poorer differentiation, middle sites of the stomach, no surgery, no radiotherapy, no chemotherapy, lung metastases and liver metastases were associated with high risk of both all-causes early death and cancer-specific early death. The nomograms constructed based on these factors showed favorable sensitivity, with the area under the ROC range of 0.816-0.847. The calibration curves and DCAs also exhibited adequate fit and ideal net benefit in prediction and clinical application. Conclusions Approximately one-third of stage IV GC patients experienced early death. These associated risk factors and predictive nomograms may help clinicians identify the patients at high risk of early death and be the reference for treatment choices.
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Affiliation(s)
- Yi Yang
- Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Zi-Jiao Chen
- Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Su Yan
- Department of Gastroenterology, The First Affiliated Hospital of Soochow University, Suzhou, China
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Peng W, Ma T, Xu H, Wu Z, Wu C, Sun G. Survival benefits of palliative gastrectomy in stage IV gastric cancer: a propensity score matched analysis. J Gastrointest Oncol 2020; 11:376-385. [PMID: 32399278 DOI: 10.21037/jgo.2020.01.07] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Background This study aimed to investigate the effect of palliative gastrectomy on survival in stage IV gastric cancer. Methods Patients diagnosed with stage IV gastric cancer between 2010 and 2016 were selected from the Surveillance, Epidemiology, and End Results (SEER) database. Survival curves were estimated by the Kaplan-Meier method before and after propensity score matching (PSM). Univariate and multivariate Cox analyses were performed to evaluate risk factors for survival in patients who underwent palliative gastrectomy. Results We examined 6,529 patients with stage IV gastric cancer, of which 625 underwent palliative gastrectomy. Using a 1:2 PSM, the 625 patients were matched with 1,250 patients from the no gastrectomy group. The overall survival was higher in the gastrectomy group before [hazard ratio (HR) =0.57, 95% confidence interval (CI): 0.53-0.62, P<0.0001] and after PSM (HR =0.51, 95% CI: 0.46-0.57, P<0.0001). Multivariate Cox analysis confirmed the survival benefits of palliative gastrectomy and chemotherapy. Older age, over-lapping lesions, non-adenocarcinomas, higher tumor grade, and lung metastasis significantly increased the risk of mortality. In the gastrectomy group, patients aged ≥80 years, diagnosed with grades 3/4 non-adenocarcinomas, or with lung metastasis showed poorer prognosis. However, chemotherapy could improve the survival of these patients. Conclusions Palliative gastrectomy provides survival benefits to stage IV gastric cancer patients. However, age, tumor grade, tumor histology, and lung metastasis status should be considered while making a decision regarding gastrectomy. Chemotherapy should also be recommended for these patients.
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Affiliation(s)
- Wanren Peng
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China
| | - Tai Ma
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China
| | - Hui Xu
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.,Anhui Institute for Cancer Prevention and Control, Hefei 230022, China
| | - Zhijun Wu
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.,Maanshan People' Hospital, Maanshan 243000, China
| | - Changhao Wu
- Faculty of Health and Medical Sciences, University of Surrey, Guildford, Surrey GU2 7XH, UK
| | - Guoping Sun
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.,Anhui Institute for Cancer Prevention and Control, Hefei 230022, China
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Ma T, Wu ZJ, Xu H, Wu CH, Xu J, Peng WR, Fan LL, Sun GP. Nomograms for predicting survival in patients with metastatic gastric adenocarcinoma who undergo palliative gastrectomy. BMC Cancer 2019; 19:852. [PMID: 31462229 PMCID: PMC6714449 DOI: 10.1186/s12885-019-6075-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Accepted: 08/22/2019] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Recently, evidence has emerged that palliative gastrectomy in patients with stage IV gastric cancer may offer some survival benefits. However, the decision whether to perform primary tumor surgery remains challenging for surgeons, and investigations into models that are predictive of prognosis are scarce. Current study aimed to develop and validate prognostic nomograms for patients with metastatic gastric adenocarcinoma treated with palliative gastrectomy. METHODS The development dataset comprised 1186 patients from the Surveillance, Epidemiology, and End Results Program who were diagnosed with metastatic gastric adenocarcinoma in 2004-2011, while the validation dataset included 407 patients diagnosed in 2012-2015. Variables were incorporated into a Cox proportional hazards model to identify independent risk factors for survival. Both pre- and postoperative nomograms for predicting 1- or 2-year survival probabilities were constructed using the development dataset. The concordance index (c-index) and calibration curves were plotted to determine the accuracy of the nomogram models. Finally, the cut-off value of the calculated total scores based on preoperative nomograms was set and validated by comparing survival with contemporary cases without primary tumor surgery. RESULTS Age, tumor size, location, grade, T stage, N stage, metastatic site, scope of gastrectomy, number of examined lymph node(s), chemotherapy and radiotherapy were risk factors of survival and were included as variables in the postoperative nomogram; the c-indices of the development and validation datasets were 0.701 (95% confidence interval [CI]: 0.693-0.710) and 0.699 (95% CI: 0.682-0.716), respectively. The preoperative nomogram incorporated age, tumor size, location, grade, depth of invasion, regional lymph node(s) status, and metastatic site. The c-indices for the internal (bootstrap) and external validation sets were 0.629 (95% CI: 0.620-0.639) and 0.607 (95% CI: 0.588-0.626), respectively. Based on the preoperative nomogram, patients with preoperative total score > 28 showed no survival benefit with gastrectomy compared to no primary tumor surgery. CONCLUSIONS Our survival nomograms for patients with metastatic gastric adenocarcinoma undergoing palliative gastrectomy can assist surgeons in treatment decision-making and prognostication.
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Affiliation(s)
- Tai Ma
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, 218 Jixi Road, Hefei, 230022, Anhui Province, China
| | - Zhi-Jun Wu
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, 218 Jixi Road, Hefei, 230022, Anhui Province, China
| | - Hui Xu
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, 218 Jixi Road, Hefei, 230022, Anhui Province, China.,Anhui Institute for Cancer Prevention and Control, 218 Jixi Road, Hefei, 230022, Anhui Province, China
| | - Chang-Hao Wu
- Faculty of Health and Medical Sciences, University of Surrey, Guildford, UK
| | - Jing Xu
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, 218 Jixi Road, Hefei, 230022, Anhui Province, China
| | - Wan-Ren Peng
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, 218 Jixi Road, Hefei, 230022, Anhui Province, China
| | - Lu-Lu Fan
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, 218 Jixi Road, Hefei, 230022, Anhui Province, China
| | - Guo-Ping Sun
- Department of Oncology, The First Affiliated Hospital of Anhui Medical University, 218 Jixi Road, Hefei, 230022, Anhui Province, China. .,Anhui Institute for Cancer Prevention and Control, 218 Jixi Road, Hefei, 230022, Anhui Province, China.
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Li Q, Zou J, Jia M, Li P, Zhang R, Han J, Huang K, Qiao Y, Xu T, Peng R, Song Q, Fu Z. Palliative Gastrectomy and Survival in Patients With Metastatic Gastric Cancer: A Propensity Score-Matched Analysis of a Large Population-Based Study. Clin Transl Gastroenterol 2019; 10:1-8. [PMID: 31116140 PMCID: PMC6602769 DOI: 10.14309/ctg.0000000000000048] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Accepted: 03/12/2019] [Indexed: 12/11/2022] Open
Abstract
OBJECTIVES The role of palliative gastrectomy in the management of metastatic gastric cancer remains inadequately clarified. METHODS We analyzed patients with metastatic gastric cancer enrolled in the Surveillance, Epidemiology, and End Results registry from January 2004 to December 2012. Propensity score (PS) analysis with 1:1 matching and the nearest neighbor matching method was performed to ensure well-balanced characteristics of the groups of patients who undergone gastrectomy and those without gastrectomy. Data were analyzed by Kaplan-Meier and Cox proportional hazards regression models to evaluate the overall survival and cancer-specific survival rates with corresponding 95% confidence intervals (CIs). RESULTS In general, receiving any kind of gastrectomy was associated with an improvement in survival in the multivariate analyses (hazard ratio [HR]os = 0.64, 95% CI = 0.59-0.70, HRcss = 0.63, 95% CI = 0.57-0.68) and PS matching (PSM) analyses (HRos = 0.63, 95% CI = 0.56-0.70, HRcss = 0.62, 95% CI = 0.55-0.70). After PSM, palliative gastrectomy was found to be associated with remarkably improved survival for patients with stage M1 with only 1 metastasis but not associated with survival of patients with stage M1 with extensive metastasis (≥2 metastatic sites). DISCUSSION The results obtained from the Surveillance, Epidemiology, and End Results database suggest that patients with metastatic gastric cancer might benefit from palliative gastrectomy on the basis of chemotherapy. However, a PSM cohort study of this kind still has a strong selection bias and cannot replace a properly conducted randomized controlled trial.
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Affiliation(s)
- Qin Li
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, China
| | - Jiahua Zou
- Huanggang Cancer Center, Huanggang Hospital of Traditional Chinese Medicine, Huanggang, Hubei, China
| | - Mingfang Jia
- Department of Health Management, Renmin Hospital of Wuhan University, Wuhan, China
| | - Ping Li
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, China
| | - Rui Zhang
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, China
| | - Jianglong Han
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, China
| | - Kejie Huang
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, China
| | - Yunfeng Qiao
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, China
| | - Tangpeng Xu
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, China
| | - Ruan Peng
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, China
| | - Qibin Song
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, China
| | - Zhenming Fu
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, China
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