1
|
Dai H, Wang Y. Machine learning-based short-term DFS-associated characteristic factor screening and model construction for patients with gallbladder cancer after radical surgery. Am J Cancer Res 2024; 14:4537-4550. [PMID: 39417172 PMCID: PMC11477827 DOI: 10.62347/xyyh1207] [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: 06/19/2024] [Accepted: 09/10/2024] [Indexed: 10/19/2024] Open
Abstract
Gallbladder cancer (GBC) is a malignancy with a bleak prognosis, and radical surgery remains the primary treatment option. However, the high postoperative recurrence rate and the lack of individualized risk assessment tools limit the effectiveness of current treatment strategies. This study aims to identify risk factors affecting the short-term disease-free survival (DFS) of GBC patients using machine learning methods and to build a prediction model. A retrospective analysis was conducted on the clinical data from 328 GBC patients treated at the First Affiliated Hospital of Huzhou University from 2008 to 2021. Patients were randomly divided into a training set (n=230) and a validation set (n=98). Clinical data, laboratory indexes, and follow-up data were collected. Univariate Cox regression analysis identified age, tumor T-staging, lymph node metastasis, differentiation degree, and CA199 level as prognostic factors affecting DFS (all P<0.05). A prediction model constructed using the LASSO regression achieved AUCs of 0.827 and 0.801 for predicting 1-year and 3-year DFS, respectively. Notably, the XGBoost regression model showed higher prediction accuracy with AUCs of 0.922 and 0.947, respectively. The Delong test confirmed that the XGBoost model had significantly higher AUC values compared to the LASSO model (all P<0.001). In the validation set, the XGBoost model demonstrated AUCs of 0.764 and 0.761 for predicting 1-year and 3-year DFS, respectively. Overall, the XGBoost regression model demonstrates high accuracy and clinical value in predicting short-term DFS in GBC patients after radical surgery, offering a valuable tool for personalized treatment.
Collapse
Affiliation(s)
- Hanbin Dai
- Department of Surgery, First Affiliated Hospital of Huzhou University Huzhou 313000, Zhejiang, China
| | - Yao Wang
- Department of Surgery, First Affiliated Hospital of Huzhou University Huzhou 313000, Zhejiang, China
| |
Collapse
|
2
|
Tirca L, Savin C, Stroescu C, Balescu I, Petrea S, Diaconu C, Gaspar B, Pop L, Varlas V, Hasegan A, Martac C, Bolca C, Stoian M, Zgura A, Gorecki GP, Bacalbasa N. Risk Factors and Prognostic Factors in GBC. J Clin Med 2024; 13:4201. [PMID: 39064241 PMCID: PMC11278318 DOI: 10.3390/jcm13144201] [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: 06/04/2024] [Revised: 07/05/2024] [Accepted: 07/10/2024] [Indexed: 07/28/2024] Open
Abstract
Background: Gallbladder cancer (GBC) is a rare entity with a poor prognosis, usually discovered late due to nonspecific symptoms; therefore, over the last years, attention has been focused on identifying the risk factors for developing this malignancy in order to provide an early diagnosis, as well as new prognostic factors in order to modulate the long-term evolution of such cases. The aim of this review is to discuss both major risk factors and prognostic factors in GBC for a better understanding and integration of relevant and currently available information. Methods: A literature search was performed using Cochrane Library, PubMed, Google Scholar, Elsevier, and Web of Science; studies published after the year of 2000, in English, were reviewed. Results: Over time, risk factors associated with the development of GBC have been identified, which outline the profile of patients with this disease. The most important prognostic factors in GBC remain TNM staging, safety margin, and R0 status, along with perineural invasion and lymphovascular invasion. Both the technique and experience of the surgeons and a pathological examination that ensures final staging are particularly important and increase the chances of survival of the patients. Conclusions: improvements in surgical techniques and pathological analyses might provide better and more consistent guidance for medical staff in the management of patients with GBC.
Collapse
Affiliation(s)
- Luiza Tirca
- Department of Visceral Surgery, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (L.T.); (C.S.)
| | - Catalin Savin
- Department of Visceral Surgery, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (L.T.); (C.S.)
| | - Cezar Stroescu
- Department of Surgery, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.S.); (S.P.); (B.G.); (N.B.)
- Department of Visceral Surgery, Center of Excellence in Translational Medicine, “Fundeni” Clinical Institute, 022336 Bucharest, Romania
| | - Irina Balescu
- Department of Visceral Surgery, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (L.T.); (C.S.)
| | - Sorin Petrea
- Department of Surgery, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.S.); (S.P.); (B.G.); (N.B.)
- Department of Surgery, “Ion Cantacuzino” Clinical Hospital, 020026 Bucharest, Romania
| | - Camelia Diaconu
- Department of Internal Medicine, “Floreasca” Clinical Emergency Hospital, 014453 Bucharest, Romania;
- Department of Internal Medicine, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania;
| | - Bogdan Gaspar
- Department of Surgery, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.S.); (S.P.); (B.G.); (N.B.)
- Department of Visceral Surgery, “Floreasca” Clinical Emergency Hospital, 014453 Bucharest, Romania
| | - Lucian Pop
- Department of Obstetrics and Gynecology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (L.P.); (V.V.)
- Department of Obstetrics and Gynecology, National Institute of Mother and Child Care Alessandrescu-Rusescu, 020395 Bucharest, Romania
| | - Valentin Varlas
- Department of Obstetrics and Gynecology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (L.P.); (V.V.)
- Department of Obstetrics and Gynecology, “Filantropia” Clinical Hospital, 011132 Bucharest, Romania
| | - Adrian Hasegan
- Department of Urology, Sibiu Emergency Hospital, Faculty of Medicine, University of Sibiu, 550024 Sibiu, Romania;
| | - Cristina Martac
- Department of Anesthesiology, Fundeni Clinical Hospital, 022336 Bucharest, Romania;
| | - Ciprian Bolca
- Department of Thoracic Surgery, ‘Marius Nasta’ National Institute of Pneumology, 050159 Bucharest, Romania;
- Department of Thoracic Surgery, Faculty of Medicine and Health Sciences, Sherbrooke University, Sherbrooke, QC J1K 2R1, Canada
- Department of Thoracic Surgery, ‘Charles LeMoyne’ Hospital, Longueuil, QC J4K 0A8, Canada
| | - Marilena Stoian
- Department of Internal Medicine, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania;
- Department of Internal Medicine and Nephrology, Dr Ion Cantacuzino Hospital, 011438 Bucharest, Romania
| | - Anca Zgura
- Department of Medical Oncology, Oncological Institute Prof.Dr.Al.Trestioreanu, 022328 Bucharest, Romania;
- Department of Medical Oncology, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania
| | - Gabriel Petre Gorecki
- Department of Anesthesia and Intensive Care, CF 2 Clinical Hospital, 014256 Bucharest, Romania;
- Department of Anesthesia and Intensive Care, Faculty of Medicine, Titu Maiorescu University, 021251 Bucharest, Romania
| | - Nicolae Bacalbasa
- Department of Surgery, “Carol Davila” University of Medicine and Pharmacy, 050474 Bucharest, Romania; (C.S.); (S.P.); (B.G.); (N.B.)
- Department of Visceral Surgery, Center of Excellence in Translational Medicine, “Fundeni” Clinical Institute, 022336 Bucharest, Romania
| |
Collapse
|
3
|
Kumar A, Sarangi Y, Gupta A, Sharma A. Gallbladder cancer: Progress in the Indian subcontinent. World J Clin Oncol 2024; 15:695-716. [PMID: 38946839 PMCID: PMC11212610 DOI: 10.5306/wjco.v15.i6.695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 04/25/2024] [Accepted: 05/15/2024] [Indexed: 06/24/2024] Open
Abstract
Gallbladder cancer (GBC) is one of the commonest biliary malignancies seen in India, Argentina, and Japan. The disease has dismal outcome as it is detected quite late due to nonspecific symptoms and signs. Early detection is the only way to improve the outcome. There have been several advances in basic as well as clinical research in the hepatobiliary and pancreatic diseases in the West and other developed countries but not enough has been done in GBC. Therefore, it is important and the responsibility of the countries with high burden of GBC to find solutions to the many unanswered questions like etiopathogenesis, early diagnosis, treatment, and prognostication. As India being one of the largest hubs for GBC in the world, it is important to know how the country has progressed on GBC. In this review, we will discuss the outcome of the publications from India highlighting the work and the developments taken place in past several decades both in basic and clinical research.
Collapse
Affiliation(s)
- Ashok Kumar
- Department of Surgical Gastroenterology, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, Uttar Pradesh, India
| | - Yajnadatta Sarangi
- Department of Surgical Gastroenterology, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, Uttar Pradesh, India
| | - Annapurna Gupta
- Department of Surgical Gastroenterology, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, Uttar Pradesh, India
| | - Aarti Sharma
- Division of Haematology, Mayo Clinic Arizona, Phoenix, AZ 85054, United States
| |
Collapse
|
4
|
Alaswad M, Otry AA, Alhosainy Z, Elkordy F, Sabbah BN, Arabi TZ, Abdulkader H, Ghanayem OF, Azzam AZ, Amin T. Cytoreductive surgery combined with hyperthermic intraperitoneal chemotherapy and intraoperative radiation therapy in the management of gallbladder cancer: a case report. Front Oncol 2024; 14:1361017. [PMID: 38634052 PMCID: PMC11021777 DOI: 10.3389/fonc.2024.1361017] [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: 12/24/2023] [Accepted: 03/20/2024] [Indexed: 04/19/2024] Open
Abstract
Gallbladder cancer (GBC) is a rare and highly aggressive malignancy, often characterized by nonspecific clinical presentations and late diagnosis, which contribute to its poor prognosis. It is commonly detected at advanced stages, leading to low survival rates. Surgical resection is the primary treatment, with the extent of surgery depending on the T stage of the cancer. In advanced cases, surgery is only considered if it can potentially be curative. Despite various treatment approaches for advanced GBC, survival outcomes remain poor. In our case series, we introduce a novel treatment approach combining cytoreductive surgery, intraoperative radiation therapy, and hyperthermic intraperitoneal chemotherapy. Remarkably, we observed a 100% one-year survival rate, with one patient achieving eight years of disease-free survival without recurrence or metastasis. This aggressive treatment strategy did not lead to increased morbidity or mortality, suggesting its safety and feasibility. However, larger-scale studies are required to draw definitive conclusions.
Collapse
Affiliation(s)
- Marwan Alaswad
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | | | - Ziad Alhosainy
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | - Fadwa Elkordy
- College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
| | | | | | | | | | - Ayman Zaki Azzam
- Department of Surgery, Surgical Oncology, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
- Department of General Surgery, Faculty of Medicine, Alexandria University, Alexandria, Egypt
| | - Tarek Amin
- Department of Surgery, Surgical Oncology, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
| |
Collapse
|
5
|
Patkar S, Patel S, Gupta A, Ostwal V, Ramaswamy A, Shetty N, Goel M. Lessons learnt from 1300 consecutive gallbladder cancer surgeries: Evolving role of peri-operative chemotherapy in the treatment paradigm. EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2023; 49:107035. [PMID: 37604098 DOI: 10.1016/j.ejso.2023.107035] [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: 05/22/2023] [Revised: 08/08/2023] [Accepted: 08/16/2023] [Indexed: 08/23/2023]
Abstract
BACKGROUND Level I evidence for multi-modality management of gallbladder cancers (GBC) is evolving. METHODS Prospectively maintained operative GBC database of 1307 patients (year 2010-2019) was analysed to study the impact of peri-operative chemotherapy (PCT) on survival outcomes. RESULTS 1040 patients had pathologically confirmed GBC. Stage distribution showed: Stage I(85,8.2%), II(247,23.8%), III(460,44.2%), IV(248, 23.8%). PCT was used as follows: in stage II, 164 patients received adjuvant chemotherapy(ACT); in stage III, ACT was given to 444 patients, either operated upfront(244 patients) or after neoadjuvant chemotherapy (NACT)(216 patients); in stage IV, 32 patients (11 received NACT) underwent radical surgery followed by ACT and 216 patients had inoperable disease (77 received NACT) upon exploration. With a median follow-up of 30 months, the 3-year OS for stage I, II and III was 94.1%, 82.6% and 48.2% respectively. Corresponding DFS was 93.8%, 67.3% and 38.3%. Upon reassessment for surgery after NACT (n = 332), patients who underwent radical surgery (n = 235) had superior OS (p = 0.000) and DFS (p = 0.000) in comparison to those who had inoperable disease (n = 97). Amongst stage III and IV patients with operable disease (n = 492), those who were operated upfront (n = 238) had equivalent survival as those operated after NACT (n = 254). This was also confirmed by a 1:1 propensity matched analysis (118 patients each), matching for T and N stage. CONCLUSION The role of peri-operative chemotherapy in management of GBC is evolving. While the role of NACT for locally advanced GBC is unsettled and merits testing prospectively, it helps in selection of patients with favourable disease biology for radical surgery.
Collapse
Affiliation(s)
- Shraddha Patkar
- Gastrointestinal and Hepato-pancreato-Biliary Service, Department of Surgical Oncology, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai, India
| | - Swapnil Patel
- Department of Surgical Oncology, MPMMCC & Homi Bhabha Cancer Hospital, Tata Memorial Centre, Varanasi, India
| | - Amit Gupta
- Gastrointestinal and Hepato-pancreato-Biliary Service, Department of Surgical Oncology, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai, India
| | - Vikas Ostwal
- Department of Medical Oncology, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai, India
| | - Anant Ramaswamy
- Department of Medical Oncology, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai, India
| | - Nitin Shetty
- Department of Interventional Radiology, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai, India
| | - Mahesh Goel
- Gastrointestinal and Hepato-pancreato-Biliary Service, Department of Surgical Oncology, Tata Memorial Centre, Homi Bhabha National Institute, Mumbai, India.
| |
Collapse
|
6
|
Zhou Y, Yuan K, Yang Y, Ji Z, Zhou D, Ouyang J, Wang Z, Wang F, Liu C, Li Q, Zhang Q, Li Q, Shan X, Zhou J. Gallbladder cancer: current and future treatment options. Front Pharmacol 2023; 14:1183619. [PMID: 37251319 PMCID: PMC10213899 DOI: 10.3389/fphar.2023.1183619] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 04/28/2023] [Indexed: 05/31/2023] Open
Abstract
Surgery remains the preferred treatment option for early-stage gallbladder cancer (GBC). According to the anatomical position of the primary tumor, accurate preoperative stage and strict control of surgical indications, appropriate surgical strategies are selected to achieve the optimal surgical effect. However, most patients have already been at the locally advanced stage or the tumor has metastasized at the initial diagnosis. The postoperative recurrence rate and 5-year survival rate remain unsatisfactory even after radical resection for gallbladder cancer. Hence, there is an urgent need for more treatment options, such as neoadjuvant therapy, postoperative adjuvant therapy and first-line and second-line treatments of local progression and metastasis, in the whole-course treatment management of gallbladder cancer patients. In recent years, the application of molecular targeted drugs and immunotherapy has brought greater hope and broader prospects for the treatment of gallbladder cancer, but their effects in improving the prognosis of patients still lack sufficient evidence-based medicine evidence, so many problems should be addressed by further research. Based on the latest progress in gallbladder cancer research, this review systematically analyzes the treatment trends of gallbladder cancer.
Collapse
Affiliation(s)
- Yanzhao Zhou
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
- Department of Hepatobiliary Cancer, Liver Cancer Research Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin’s Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China
| | - Kun Yuan
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Yi Yang
- Department of Hepatobiliary Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zemin Ji
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Dezheng Zhou
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Jingzhong Ouyang
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Zhengzheng Wang
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Fuqiang Wang
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Chang Liu
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Qingjun Li
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Qi Zhang
- Department of Hepatobiliary Cancer, Liver Cancer Research Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin’s Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China
| | - Qiang Li
- Department of Hepatobiliary Cancer, Liver Cancer Research Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin’s Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China
| | - Xiao Shan
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Jinxue Zhou
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| |
Collapse
|
7
|
Li Y, Song Y, Zhang Y, Liu S. Progress in gallbladder cancer with lymph node metastasis. Front Oncol 2022; 12:966835. [PMID: 36072797 PMCID: PMC9441950 DOI: 10.3389/fonc.2022.966835] [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: 06/11/2022] [Accepted: 08/04/2022] [Indexed: 11/13/2022] Open
Abstract
Gallbladder cancer (GBC) is a malignant tumor that originates from the mucosal lining of the gallbladder. It is distinctly regional and is common in certain geographic regions of developing countries. GBC has a high degree of insidiousness as well as a high propensity for metastatic spread, resulting in the majority of patients being diagnosed at an advanced stage. Lymph node metastasis (LNM) is fairly common in GBC patients and is an independent risk factor for a poor prognosis. This article is focused on the lymph node pathways and metastatic directions of GBC. Furthermore, it summarizes the different lymph node groupings, disease stages and treatments. In the future, it is of great significance to develop individualized treatment and predict the outcomes of GBC patients with different lymph node conditions.
Collapse
Affiliation(s)
- Yuhang Li
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Yinghui Song
- Central Laboratory of Hunan Provincial People's Hospital/The First Affiliated Hospital of Hunan Normal University, Changsha, China
| | - Yujing Zhang
- Key Laboratory of Molecular Epidemiology of Hunan Province, School of Medicine, Hunan Normal University, Changsha, China
| | - Sulai Liu
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Hunan Normal University, Changsha, China
- Central Laboratory of Hunan Provincial People's Hospital/The First Affiliated Hospital of Hunan Normal University, Changsha, China
- *Correspondence: Sulai Liu,
| |
Collapse
|