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Yang K, Wu J, Xu T, Zhou Y, Liu W, Yang L. Machine learning to predict distant metastasis and prognostic analysis of moderately differentiated gastric adenocarcinoma patients: a novel focus on lymph node indicators. Front Immunol 2024; 15:1398685. [PMID: 39364413 PMCID: PMC11446832 DOI: 10.3389/fimmu.2024.1398685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2024] [Accepted: 08/29/2024] [Indexed: 10/05/2024] Open
Abstract
BACKGROUND Moderately differentiated gastric adenocarcinoma (MDGA) has a high risk of metastasis and individual variation, which strongly affects patient prognosis. Using large-scale datasets and machine learning algorithms for prediction can improve individualized treatment. The specific efficacy of several lymph node indicators in predicting distant metastasis (DM) and patient prognosis in MDGA remains obscure. METHODS We collected data from MDGA patients from the SEER database from 2010 to 2019. Additionally, we collected data from MDGA patients in China. We used nine machine learning algorithms to predict DM. Subsequently, we used Cox regression analysis to determine the risk factors affecting overall survival (OS) and cancer-specific survival (CSS) in DM patients and constructed nomograms. Furthermore, we used logistic regression and Cox regression analyses to assess the specific impact of six lymph node indicators on DM incidence and patient prognosis. RESULTS We collected data from 5,377 MDGA patients from the SEER database and 109 MDGC patients from hospitals. T stage, N stage, tumor size, primary site, number of positive lymph nodes, and chemotherapy were identified as independent risk factors for DM. The random forest prediction model had the best overall predictive performance (AUC = 0.919). T stage, primary site, chemotherapy, and the number of regional lymph nodes were identified as prognostic factors for OS. Moreover, T stage, number of regional lymph nodes, primary site, and chemotherapy were also influential factors for CSS. The nomograms showed good predictive value and stability in predicting the 1-, 3-, and 5-year OS and CSS in DM patients. Additionally, the log odds of a metastatic lymph node and the number of negative lymph nodes may be risk factors for DM, while the regional lymph node ratio and the number of regional lymph nodes are prognostic factors for OS. CONCLUSION The random forest prediction model accurately identified high-risk populations, and we established OS and CSS survival prediction models for MDGA patients with DM. Our hospital samples demonstrated different characteristics of lymph node indicators in terms of distant metastasis and prognosis.
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Affiliation(s)
- Kangping Yang
- Department of Gastroenterological Surgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China
| | - Jiaqiang Wu
- Department of General Surgery, First Medical Center of the Chinese People's Liberation Army General Hospital, Beijing, China
| | - Tian Xu
- Department of Gastroenterological Surgery, Jiangxi Hospital of Integrated Traditional Chinese and Western Medicine, Nanchang, Jiangxi, China
| | - Yuepeng Zhou
- Department of Gastroenterological Surgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China
| | - Wenchun Liu
- The Second Department of Internal Medicine, Anfu People’s Hospital, Anfu, Jiangxi, China
| | - Liang Yang
- Department of Gastroenterological Surgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China
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Yang SQ, Feng H, Tian Y, Zou RQ, Dai YS, Hu HJ, Li FY. Unraveling early recurrence of risk factors in Gallbladder cancer: A systematic review and meta-analysis. EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2024; 50:108372. [PMID: 38718620 DOI: 10.1016/j.ejso.2024.108372] [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: 03/06/2024] [Accepted: 04/25/2024] [Indexed: 07/03/2024]
Abstract
BACKGROUND Gallbladder cancer (GBC) is the most prevalent biliary tract tumor characterized by a high incidence of recurrence, even after curative-intent surgery. The object of this systematic review and meta-analysis was to investigate the risk factors related to early recurrence (ER). METHODS A systematic literature review was conducted in PubMed, Embase, Cochrane Library, and Web of Science to identify published articles up to February 2024. Data on risk factors associated with ER reported by two or more studies were collected. Selection of different effect models based on data heterogeneity. RESULTS Out of 6497 initially identified articles based on our search strategies, only 5 were eligible and included in this meta-analysis and 12 ER-related factors were collected. The overall recurrence rate was reported between 32.3% and 61.0 %, and the ER rate ranged from 19.6% to 26.5 %. Concentrations of CA19-9 (OR 3.03 95 % CI 2.20-4.17) and CEA (OR 1.85 95 % CI 1.24-2.77), tumor differentiation (OR 2.79, 95 % CI 1.86-4.20), AJCC T stage (OR 7.64, 95%CI 3.40-17.18), lymphovascular invasion (OR 2.71, 95 % CI 1.83-4.03), perineural invasion (OR 2.71, 95 % CI 1.79-4.12), liver involvement (OR 5.69, 95%CI 3.78-8.56) and adjuvant therapy (OR 2.19, 95 % CI 1.06-4.55) were identified as the risk factors of ER. CONCLUSION This study may provide valuable insights for early identification of increased ER risk and making informed decisions regarding the comprehensive diagnosis and treatment of patients with GBC. To draw more definitive conclusions, there is a need for high-quality prospective studies involving multiple centers and diverse racial populations.
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Affiliation(s)
- Si-Qi Yang
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Huan Feng
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Yuan Tian
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Rui-Qi Zou
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Yu-Shi Dai
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Hai-Jie Hu
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China.
| | - Fu-Yu Li
- Department of Biliary Surgery, West China Hospital of Sichuan University, Chengdu, 610041, Sichuan Province, China.
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Morito A, Eto K, Iwatsuki M, Toihata T, Kosumi K, Iwagami S, Baba Y, Miyamoto Y, Yoshida N, Baba H. Clinical impact of very early recurrence after conversion surgery for stage IV gastric cancer. Ann Gastroenterol Surg 2024; 8:214-220. [PMID: 38455498 PMCID: PMC10914691 DOI: 10.1002/ags3.12738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2023] [Revised: 08/17/2023] [Accepted: 08/20/2023] [Indexed: 03/09/2024] Open
Abstract
Background The development and improved response to chemotherapy has resulted in a survival benefit of conversion surgery (CS) for advanced gastric cancer (GC). However, this benefit is limited in some cases, such as in those with very early recurrence (VER). This study investigated the relationship between outcome and clinicopathological characteristics after CS for stage IV GC, and the risk factors for VER after CS. Methods We retrospectively studied 184 patients with stage IV GC who initially underwent chemotherapy, including 36 patients who underwent CS between May 2007 and January 2022. We evaluated the long-term outcome after CS for stage IV GC and the clinicopathological characteristics of the patients who underwent CS. Results Median survival times (MSTs) in the chemotherapy alone and CS groups were 13.4 and 36.5 months, respectively (p < 0.0001). Of the 27 patients who underwent R0 resection, 22 remained free of early recurrence and five experienced VER. MSTs in the VER and free of early recurrence groups were 15.2 and 44.1 months, respectively (p < 0.0001). Significantly more patients had liver metastasis before initial treatment in the VER group than in the FER group (p = 0.016). There were more patients with preoperative PNI <40 in the VER group (p = 0.046). Conclusion CS is an effective treatment for stage IV GC, but VER is associated with poor prognosis. We need to carefully consider the indications for CS, especially for patients with poor nutritional status and liver metastases.
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Affiliation(s)
- Atsushi Morito
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
| | - Kojiro Eto
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
| | - Masaaki Iwatsuki
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
| | - Tasuku Toihata
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
| | - Keisuke Kosumi
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
| | - Shiro Iwagami
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
| | - Yoshifumi Baba
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
| | - Yuji Miyamoto
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
| | - Naoya Yoshida
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
| | - Hideo Baba
- Department of Gastroenterological Surgery, Graduate School of Medical SciencesKumamoto UniversityKumamotoJapan
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Li Q, Li N, Gao Q, Liu H, Xue F, Cheng Y, Li W, Chen C, Zhang D, Geng Z. The clinical impact of early recurrence and its recurrence patterns in patients with gallbladder carcinoma after radical resection. EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2023; 49:106959. [PMID: 37357056 DOI: 10.1016/j.ejso.2023.06.011] [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: 05/02/2023] [Revised: 06/09/2023] [Accepted: 06/13/2023] [Indexed: 06/27/2023]
Abstract
BACKGROUND It is common for patients with gallbladder carcinoma (GBC) to develop recurrence shortly after radical resection. We aimed to investigate the risk factors of early recurrence (ER) and its recurrence patterns and further analyze the effect of adjuvant chemotherapy (ACT) on ER and non-ER patients for decision-making in clinical practice. METHODS A total of 276 patients who underwent radical resection for GBC were retrospectively analyzed. Factors associated with overall survival (OS) and recurrence free survival (RFS) were identified using the Cox proportional hazard regression model, whereas ER was investigated using univariate and multivariable logistic regression models. RESULTS The results indicated that 23.2% (64/276) of GBC patients developed ER after radical resection. ER was determined to be an independent risk factor for OS in patients with GBC after resection (P < 0.05). CA125, liver invasion, T stage, and N stage were independently associated with ER (P < 0.05). N1/N2 stage disease was an independent risk factor for OS, RFS and ER, and had a better predictive value in identifying ER than the other three variables associated with ER (P < 0.05). The liver and lymph nodes were the main first recurrence sites, and ER patients had a higher proportion of multisite recurrence. The prognosis of GBC patients with ER after radical resection differed significantly depending on whether ACT was provided, with ACT demonstrated to improve their prognosis (P < 0.05). CONCLUSIONS Early recurrence after radical resection indicates a very poor prognosis in GBC and can be used to identify those who will benefit from ACT.
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Affiliation(s)
- Qi Li
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China
| | - Na Li
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China
| | - Qi Gao
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China
| | - Hengchao Liu
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China
| | - Feng Xue
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China
| | - Yali Cheng
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China
| | - Wenzhi Li
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China
| | - Chen Chen
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China
| | - Dong Zhang
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China
| | - Zhimin Geng
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China.
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Liu G, Zhao L, Lv M. Defining a Nomogram for Predicting Early Recurrence in Gastric Cancer Patients After Neoadjuvant Chemotherapy and Radical Gastrectomy. J Gastrointest Surg 2023; 27:1766-1777. [PMID: 37221389 DOI: 10.1007/s11605-023-05697-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 04/15/2023] [Indexed: 05/25/2023]
Abstract
PURPOSE To define and predict early recurrence (ER) in patients with gastric cancer (GC) who underwent radical gastrectomy after neoadjuvant chemotherapy (NAC). METHODS The present study included 573 patients who underwent NAC followed by curative resection for GC between January 2014 and December 2019. The patients were randomly divided into the training (n = 382) and validation (n = 191) cohorts in a 2:1 ratio. The optimal cut-off value of recurrence-free survival for defining ER was determined based on post-recurrence survival (PRS). Risk factors for ER were identified by logistic regression. A nomogram was further constructed and evaluated. RESULTS The optimal cut-off value for defining ER was 12 months. Overall, 136 patients (23.7%) experienced ER and had significantly shorter median PRS (4 vs. 13 months, P < 0.001). In the training cohort, factors independently associated with ER included age (P = 0.026), Lauren classification (P < 0.001), preoperative carcinoembryonic antigen (P = 0.029), ypN staging (P < 0.001), major pathological regression (P = 0.004), and postoperative complications (P < 0.001). A nomogram integrating these factors exhibited higher predictive accuracy than the ypTNM stage alone in both the training and validation cohorts. Moreover, the nomogram enabled significant risk stratification in both cohorts; only the high-risk patients could benefit from adjuvant chemotherapy (ER rate: 53.9% vs. 85.7%, P = 0.007). CONCLUSION A nomogram involving preoperative factors can accurately predict the risk of ER and guide individualized treatment strategies for GC patients following NAC, which may assist in clinical decision-making.
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Affiliation(s)
- Guoqiang Liu
- Department of Gastrointestinal Surgery and Anal Diseases, Affiliated Hospital of Weifang Medical College, No. 2428 Yuhe Road, Weifang, Shandong Province, China.
| | - Lugang Zhao
- Department of Gastrointestinal Surgery and Anal Diseases, Affiliated Hospital of Weifang Medical College, No. 2428 Yuhe Road, Weifang, Shandong Province, China
| | - Mengxin Lv
- Department of Gastrointestinal Surgery and Anal Diseases, Affiliated Hospital of Weifang Medical College, No. 2428 Yuhe Road, Weifang, Shandong Province, China
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Loureiro P, Barbosa JP, Vale JF, Barbosa J. Laparoscopic Versus Robotic Gastric Cancer Surgery: Short-Term Outcomes-Systematic Review and Meta-Analysis of 25,521 Patients. J Laparoendosc Adv Surg Tech A 2023; 33:782-800. [PMID: 37204324 DOI: 10.1089/lap.2023.0136] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/20/2023] Open
Abstract
Background: Gastric cancer has the third highest cancer-related mortality worldwide. There is no consensus regarding the optimal surgical technique to perform curative resection surgery. Objective: Compare laparoscopic gastrectomy (LG) and robotic gastrectomy (RG) regarding short-term outcomes in patients with gastric cancer. Materials and Methods: This systematic review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. We searched the following topics: "Gastrectomy," "Laparoscopic," and "Robotic Surgical Procedures." The included studies compared short-term outcomes between LG and RG. Individual risk of bias was assessed with the Methodological Index for Non-Randomized Studies (MINORS) scale. Results: There was no significant difference between RG and LG regarding conversion rate, reoperation rate, mortality, overall complications, anastomotic leakage, distal and proximal resection margin distances, and recurrence rate. However, mean blood loss (mean difference [MD] -19.43 mL, P < .00001), length of hospital stay (MD -0.50 days, P = .0007), time to first flatus (MD -0.52 days, P < .00001), time to oral intake (MD -0.17 days, P = .0001), surgical complications with a Clavien-Dindo grade ≥III (risk ratio [RR] 0.68, P < .0001), and pancreatic complications (RR 0.51, P = .007) were significantly lower in the RG group. Furthermore, the number of retrieved lymph nodes was significantly higher in the RG group. Nevertheless, the RG group showed a significantly higher operation time (MD 41.19 minutes, P < .00001) and cost (MD 3684.27 U.S. Dollars, P < .00001). Conclusion: This meta-analysis supports the choice of robotic surgery over laparoscopy concerning relevant surgical complications. However, longer operation time and higher cost remain crucial limitations. Randomized clinical trials are required to clarify the advantages and disadvantages of RG.
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Affiliation(s)
- Pedro Loureiro
- Faculty of Medicine, University of Porto, Porto, Portugal
| | - José Pedro Barbosa
- Faculty of Medicine, University of Porto, Porto, Portugal
- Department of Community Medicine, Information and Decision in Health, Faculty of Medicine, University of Porto, Porto, Portugal
- Department of Stomatology, São João University Hospital Center, Porto, Portugal
| | | | - José Barbosa
- Faculty of Medicine, University of Porto, Porto, Portugal
- Department of Surgery and Physiology, Faculty of Medicine, University of Porto, Porto, Portugal
- Department of General Surgery, São João University Hospital Center, Porto, Portugal
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Spolverato G, Capelli G, Pawlik TM. ASO Author Reflections: Predicting Very Early Recurrence After Resection of Gastric Cancer. Ann Surg Oncol 2022; 29:8662-8663. [PMID: 35999414 DOI: 10.1245/s10434-022-12471-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2022] [Accepted: 08/14/2022] [Indexed: 11/18/2022]
Affiliation(s)
- Gaya Spolverato
- Department of Surgical Oncological and Gastrointestinal Science, University of Padova, Padua, Italy
| | - Giulia Capelli
- Department of Surgical Oncological and Gastrointestinal Science, University of Padova, Padua, Italy
| | - Timothy M Pawlik
- Department of Surgery, The Urban Meyer III and Shelley Meyer Chair for Cancer Research, Professor of Surgery, Oncology, Health Services Management and Policy, The Ohio State University, Wexner Medical Center, Columbus, OH, USA.
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