1
|
Xia F, Chen Q, Liu Z, Zhang Q, Guo B, Fan F, Huang Z, Zheng J, Gao H, Xia G, Ren L, Mei H, Chen X, Cheng Q, Zhang B, Zhu P. Machine learning models for predicting postoperative peritoneal metastasis after hepatocellular carcinoma rupture: a multicenter cohort study in China. Oncologist 2025; 30:oyae341. [PMID: 39832130 PMCID: PMC11745018 DOI: 10.1093/oncolo/oyae341] [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: 05/15/2024] [Accepted: 10/31/2024] [Indexed: 01/22/2025] Open
Abstract
BACKGROUND Peritoneal metastasis (PM) after the rupture of hepatocellular carcinoma (HCC) is a critical issue that negatively affects patient prognosis. Machine learning models have shown great potential in predicting clinical outcomes; however, the optimal model for this specific problem remains unclear. METHODS Clinical data were collected and analyzed from 522 patients with ruptured HCC who underwent surgery at 7 different medical centers. Patients were assigned to the training, validation, and test groups in a random manner, with a distribution ratio of 7:1.5:1.5. Overall, 78 (14.9%) patients experienced postoperative PM. Five different types of models, including logistic regression, support vector machines, classification trees, random forests, and deep learning (DL) models, were trained using these data and evaluated based on their receiver operating characteristic curve and area under the curve (AUC) values and F1 scores. RESULTS The DL models achieved the highest AUC values (10-fold training cohort: 0.943, validation set: 0.928, and test set: 0.892) and F1 scores (10-fold training set: 0.917, validation cohort: 0.908, and test set:0.899) The results of the analysis indicate that tumor size, timing of hepatectomy, alpha-fetoprotein levels, and microvascular invasion are the most important predictive factors closely associated with the incidence of postoperative PM. CONCLUSION The DL model outperformed all other machine learning models in predicting postoperative PM after the rupture of HCC based on clinical data. This model provides valuable information for clinicians to formulate individualized treatment plans that can improve patient outcomes.
Collapse
Affiliation(s)
- Feng Xia
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Qian Chen
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Zhicheng Liu
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Qiao Zhang
- Department of Emergency Medicine, Zhongshan People’s Hospital Affiliated to Guangdong Medical University, Zhongshan, Guangdong, People’s Republic of China
| | - Bin Guo
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Feimu Fan
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Zhiyuan Huang
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Jun Zheng
- Department of Science and Education, Shenzhen Baoan District People’s Hospital, Shenzhen, Guangdong, People’s Republic of China
| | - Hengyi Gao
- Department of Hepatobiliary and Pancreatic Surgery, Shenzhen Longhua District People’s Hospital, Shenzhen, Guangdong, People’s Republic of China
| | - Guobing Xia
- Department of Hepatobiliary and Pancreatic Surgery, Huangshi Central Hospital, Hubei Polytechnic University, Huangshi, Hubei, People’s Republic of China
| | - Li Ren
- Department of Hepatobiliary Surgery, Affiliated Hospital of Qinghai University, Xining, Qinghai, People’s Republic of China
| | - Hongliang Mei
- Department of General Surgery, General Hospital of Central Theater Command, Wuhan, Hubei, People’s Republic of China
| | - Xiaoping Chen
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Qi Cheng
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Bixiang Zhang
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Peng Zhu
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| |
Collapse
|
2
|
Aziz H, Kwon YIC, Park A, Kwon Y, Aswani Y, Pawlik TM. Comprehensive review of clinical presentation, diagnosis, management, and prognosis of ruptured hepatocellular carcinoma. J Gastrointest Surg 2024; 28:1357-1369. [PMID: 38759880 DOI: 10.1016/j.gassur.2024.05.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 05/10/2024] [Accepted: 05/13/2024] [Indexed: 05/19/2024]
Abstract
BACKGROUND Spontaneous rupture of hepatocellular carcinoma (rHCC) is a life-threatening complication that occurs in 3 % to 15 % of patients with hepatocellular carcinoma (HCC). This review aimed to discuss the most recent updates in the epidemiology, pathophysiology, risk factors, diagnosis as well as presentation, management, and prognostic factors of rHCC. METHODS A comprehensive systematic review was conducted using Medline/PubMed and Web of Science databases with the end of search date being December 1, 2023 regarding rHCC diagnosis, imaging, and management. RESULTS Achieving adequate hemostasis and stabilization of the patient remains the primary objective in the management of patients with rHCC. In earlier studies, the mortality rate in the acute phase of rHCC was reported to be 25 % to 75 %. However, more recent studies have demonstrated that transcatheter arterial embolization (TAE)/transcatheter arterial chemoembolization (TACE) followed by elective hepatectomy in select patients may offer improved survival benefits and decrease perioperative complications compared with TAE/TACE alone or emergent/1-stage hepatectomy. CONCLUSION Although the prognosis for rHCC remains the worst among causes of death related to HCC, more recent studies have demonstrated that improved short- and long-term patient outcomes may be achieved through active surveillance efforts for HCC combined with advanced multimodal diagnostic tools and multidisciplinary management strategies.
Collapse
Affiliation(s)
- Hassan Aziz
- Department of Surgery, University of Iowa Hospitals and Clinics, Iowa City, IA, United States
| | | | - Andrew Park
- Virginia Commonwealth University School of Medicine, Richmond, VA, United States
| | - Yeseo Kwon
- Tufts University School of Medicine, Boston, MA, United States
| | - Yashant Aswani
- Department of Surgery, University of Iowa Hospitals and Clinics, Iowa City, IA, United States
| | - Timothy M Pawlik
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, United States.
| |
Collapse
|
3
|
Xia F, Zhang Q, Xia G, Ndhlovu E, Chen X, Huang Z, Zhang B, Zhu P. A pathologic scoring system for predicting postoperative prognosis in patients with ruptured hepatocellular carcinoma. Asian J Surg 2024; 47:3015-3025. [PMID: 38326117 DOI: 10.1016/j.asjsur.2024.01.139] [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: 10/30/2023] [Revised: 01/14/2024] [Accepted: 01/26/2024] [Indexed: 02/09/2024] Open
Abstract
BACKGROUND The accuracy of pathological factors to predict the prognosis of patients with ruptured hepatocellular carcinoma (rHCC) is unclear. We aimed to develop and validate a novel scoring system based on pathological factors to predict the postoperative survival of patients with rHCC. METHOD Patients with rHCC who underwent hepatectomy were recruited from three hospitals and allocated to the training (n = 221) and validation (n = 194) cohorts. A new scoring system, namely the MSE (microvascular invasion-satellite foci-Edmondson Steiner) score, was established based on three pathological factors using univariate and multivariate Cox proportional hazards regression analyses, including microvascular invasion, satellite foci, and differentiation grade. Finally, patients were stratified into three groups based on their risk of prognosis (low, intermediate, or high) according to their MSE score. We also constructed MSE score-based nomograms. The performance of the nomograms was assessed by receiver operating characteristic and calibration curve analyses and validated using the validation cohort. RESULTS Three pathological factors were significantly correlated with overall survival (OS) and recurrence-free survival (RFS), three of which were included in the MSE score. The score can clearly stratify rHCC patients after hepatectomy (P < 0.05). And we established nomograms based on the MSE score (MSE score, Barcelona Clinic Liver Cancer stage, and alpha-fetoprotein concentration) to predict postoperative OS and RFS in patients with rHCC. The nomograms showed good discrimination, with C-indices over 0.760 for OS and RFS at 1, 3, and 5 years, respectively. The calibration curve showed excellent nomogram calibration, which was also verified in the validation cohort. CONCLUSION The clinical MSE score were accurate in predicting OS and RFS in patients with rHCC with resectable lesions after hepatectomy.
Collapse
Affiliation(s)
- Feng Xia
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Qiao Zhang
- Department of Hepatobiliary and Pancreatic Surgery, Zhongshan People's Hospital Affiliated to Guangdong Medical University, Guangdong, China
| | - Guobing Xia
- Department of Hepatobiliary and Pancreatic Surgery, Huangshi Central Hospital of Edong Healthcare Group, Hubei Polytechnic University.Huangshi, Hubei, China
| | - Elijah Ndhlovu
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Xiaoping Chen
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Zhiyuan Huang
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.
| | - Bixiang Zhang
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.
| | - Peng Zhu
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.
| |
Collapse
|
4
|
Xu K, Ryu D, Choi H, Choi JW, Lee J. Prognosis and recurrence of spontaneously ruptured hepatocellular carcinoma treated after hepatectomy: A single institution experience. Medicine (Baltimore) 2024; 103:e38555. [PMID: 38875373 PMCID: PMC11175933 DOI: 10.1097/md.0000000000038555] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Revised: 05/17/2024] [Accepted: 05/22/2024] [Indexed: 06/16/2024] Open
Abstract
Spontaneously ruptured hepatocellular carcinoma (srHCC) is a life-threatening disease. The prognosis of patients with srHCC after hepatectomy remains unclear. This study aimed to investigate the prognosis and recurrence after hepatectomy in patients with srHCC. From 2015 to 2020, a retrospective analysis of patients with srHCC who underwent hepatectomy was performed, and compared with patients with unruptured HCC. Among the 86 patients with HCC who underwent hepatectomy, 11 had srHCC. The median tumor size in the ruptured group was significantly larger than that in the unruptured group (P = .001). The incidence rate of vascular invasion and Glisson capsule invasion in the ruptured group was significantly higher than that in the unruptured group. (P = .012 and P < .001, respectively). The American Joint Committee on Cancer was significantly higher in the ruptured group than in the unruptured group (P < .001). In total, 8 (73%) patients in the ruptured group experienced recurrence, whereas the median recurrence-free survival (RFS) and overall survival (OS) periods in the ruptured group were 15 (11-32) and 23 (17-38) months, respectively. In the unruptured group, 34 (45%) patients experienced recurrence, and the median RFS and OS periods were 20 (8-37, P = .099) and 33 (12-51, P = .394) months, respectively. Patients who developed peritoneal metastases were included in the ruptured group (n = 3). Ruptured HCCs exhibit worse oncological outcomes have poorer survival and higher recurrence rates than unruptured HCCs.
Collapse
Affiliation(s)
- KangHe Xu
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
| | - DongHee Ryu
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| | - Hanlim Choi
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| | - Jae-Woon Choi
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| | - Jiho Lee
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| |
Collapse
|
5
|
Tang MY, Shen X, Yuan RS, Li HY, Li XW, Jing YM, Zhang Y, Shen HH, Wang ZS, Zhou L, Yang YC, Wen HX, Su F. Plexin domain-containing 1 may be a biomarker of poor prognosis in hepatocellular carcinoma patients, may mediate immune evasion. World J Gastrointest Oncol 2024; 16:2091-2112. [PMID: 38764846 PMCID: PMC11099457 DOI: 10.4251/wjgo.v16.i5.2091] [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: 12/10/2023] [Revised: 01/17/2024] [Accepted: 02/22/2024] [Indexed: 05/09/2024] Open
Abstract
BACKGROUND For the first time, we investigated the oncological role of plexin domain-containing 1 (PLXDC1), also known as tumor endothelial marker 7 (TEM7), in hepatocellular carcinoma (HCC). AIM To investigate the oncological profile of PLXDC1 in HCC. METHODS Based on The Cancer Genome Atlas database, we analyzed the expression of PLXDC1 in HCC. Using immunohistochemistry, quantitative real-time polymerase chain reaction (qRT-PCR), and Western blotting, we validated our results. The prognostic value of PLXDC1 in HCC was analyzed by assessing its correlation with clinicopathological features, such as patient survival, methylation level, tumor immune microenvironment features, and immune cell surface checkpoint expression. Finally, to assess the immune evasion potential of PLXDC1 in HCC, we used the tumor immune dysfunction and exclusion (TIDE) website and immunohistochemical staining assays. RESULTS Based on immunohistochemistry, qRT-PCR, and Western blot assays, overexpression of PLXDC1 in HCC was associated with poor prognosis. Univariate and multivariate Cox analyses indicated that PLXDC1 might be an independent prognostic factor. In HCC patients with high methylation levels, the prognosis was worse than in patients with low methylation levels. Pathway enrichment analysis of HCC tissues indicated that genes upregulated in the high-PLXDC1 subgroup were enriched in mesenchymal and immune activation signaling, and TIDE assessment showed that the risk of immune evasion was significantly higher in the high-PLXDC1 subgroup compared to the low-PLXDC1 subgroup. The high-risk group had a significantly lower immune evasion rate as well as a poor prognosis, and PLXDC1-related risk scores were also associated with a poor prognosis. CONCLUSION As a result of this study analyzing PLXDC1 from multiple biological perspectives, it was revealed that it is a biomarker of poor prognosis for HCC patients, and that it plays a role in determining immune evasion status.
Collapse
Affiliation(s)
- Ming-Yue Tang
- Department of Medical Oncology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Xue Shen
- Department of Medical Oncology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Run-Sheng Yuan
- Otolaryngology and Head and Neck Surgery, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Hui-Yuan Li
- Department of Medical Oncology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Xin-Wei Li
- Department of Medical Oncology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Yi-Ming Jing
- Department of Neurology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Yue Zhang
- Department of Medical Oncology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Hong-Hong Shen
- Department of Medical Oncology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Zi-Shu Wang
- Department of Medical Oncology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Lei Zhou
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Yun-Chuan Yang
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - He-Xin Wen
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Fang Su
- Department of Medical Oncology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, Anhui Province, China
| |
Collapse
|
6
|
Jia-Yong S, Hong-Liang W, Ding-Wen L, Qing-Qing C, Yu-Tong C, Jun-Shao T, Mei C, Wei T, Rong-Wei X, Liang M, Ping-Ping G, Jian-Hong Z. Comparison of post-resection survival between hepatocellular carcinoma patients in BCLC stage A or B who experience tumor rupture and patients in BCLC stage C who do not. Heliyon 2024; 10:e27355. [PMID: 38449598 PMCID: PMC10915404 DOI: 10.1016/j.heliyon.2024.e27355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 02/26/2024] [Accepted: 02/28/2024] [Indexed: 03/08/2024] Open
Abstract
BACKGROUND AND AIM Spontaneous rupture of hepatocellular carcinoma (HCC) is a life-threatening complication, and patients who experience it are formally assigned to stage T4 in the TNM system, while many clinicians informally assign them to stage C in the more widely used Barcelona Clinic Liver Cancer (BCLC) system. The present study explored whether these re-staging practices are appropriate for HCC patients who suffer tumor rupture. METHODS We retrospectively reviewed the records of 1952 HCC patients who underwent hepatic resection at our hospital between January 2017 and June 2021. We compared recurrence-free and overall survival between 143 patients who had BCLC stage A or B disease at the time of spontaneous rupture and 449 patients who had BCLC stage C disease without rupture. RESULTS Overall survival rate was significantly higher among the 143 patients (1, 3, 5-year survival rate was 80.3%, 60.4%, 51.4%) with rupture than among the 449 (1, 3, 5-year survival rate was 69.5%, 41.5%, 32.4%) with BCLC stage C disease (hazard ratio 1.65, 95% confidence interval 1.29 to 2.12). The two groups had similar recurrence-free survival (hazard ratio 1.19, 95% confidence interval 0.92 to 1.53), but most patients with rupture were able to receive interventional and potentially curative treatments after recurrence, whereas most patients in BCLC stage C received interventional or supportive care. Similar results were obtained after propensity score matching. CONCLUSION HCC patients who experience spontaneous rupture tumor while in BCLC stage A or B have better prognosis than patients in BCLC stage C without rupture. Our results suggest that HCC patients who suffer rupture in BCLC stage A or B should not be assigned to BCLC stage C.
Collapse
Affiliation(s)
- Su Jia-Yong
- Hepatobiliary Surgery Department, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Wang Hong-Liang
- Organ transplantation Department, 923rd Hospital of PLA Joint Logistic Support Force, Nanning, China
| | - Luo Ding-Wen
- Hepatobiliary Surgery Department, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Chen Qing-Qing
- Guangxi Crucial Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, China
| | - Cai Yu-Tong
- Hepatobiliary Surgery Department, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Tan Jun-Shao
- Nursing College of Guangxi Medical University, Nanning, China
| | - Chen Mei
- Nursing College of Guangxi Medical University, Nanning, China
| | - Tian Wei
- Hepatobiliary Surgery Department, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Xie Rong-Wei
- Hepatobiliary Surgery Department, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Ma Liang
- Hepatobiliary Surgery Department, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Guo Ping-Ping
- Hepatobiliary Surgery Department, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Zhong Jian-Hong
- Hepatobiliary Surgery Department, Guangxi Medical University Cancer Hospital, Nanning, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumors (Guangxi Medical University), Ministry of Education, Nanning, China
| |
Collapse
|
7
|
Lv TR, Liu F, Jin YW, Hu HJ, Ma WJ, Li FY. Meta-analysis of Prognostic Factors for Overall Survival Among Resected Patients with Spontaneous Ruptured Hepatocellular Carcinoma. J Gastrointest Surg 2023; 27:2983-3000. [PMID: 37932594 DOI: 10.1007/s11605-023-05860-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 09/29/2023] [Indexed: 11/08/2023]
Abstract
OBJECTIVE Our meta-analysis was performed to explore the prognostic factors for overall survival among post-hepatectomy patients with spontaneous ruptured hepatocellular carcinoma (SRHCC). METHODS PubMed, EMBASE, the Cochrane Library, and Web of Science were all searched up for relevant studies regarding prognostic factors with SRHCC. RevMan5.3 software and Stata 14.0 software were used for statistical analysis. RESULTS A total of nineteen studies with 1876 resected SRHCC patients were finally identified. Pooled results indicated that preoperative AFP (high vs low) (P = 0.003), concurrent liver cirrhosis (yes vs no) (P = 0.02), preoperative liver function (child A vs non-child A) (P = 0.0007), tumor size (large vs small) (P < 0.00001), tumor number (solitary vs multiple) (P = 0.002), satellite foci (yes vs no) (P = 0.0006), micro-vascular invasion (yes vs no) (P < 0.00001), type of hepatectomy (major or minor) (P = 0.04), surgical margin (R + vs R -) (P < 0.00001), and type of hepatectomy (emergency hepatectomy vs staged hepatectomy) (P = 0.005) were prognostic factors for overall survival among post-hepatectomy SRHCC patients. CONCLUSION Apart from some conventional prognostic factors identified in resected patients with SRHCC, numerous prognostic factors have also been unmasked, which might provide clinical reference to stratify patients with different therapeutic regimes.
Collapse
Affiliation(s)
- Tian-Run Lv
- Department of Biliary Tract Surgery, General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Fei Liu
- Department of Biliary Tract Surgery, General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Yan-Wen Jin
- Department of Biliary Tract Surgery, General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Hai-Jie Hu
- Department of Biliary Tract Surgery, General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan Province, China
| | - Wen-Jie Ma
- Department of Biliary Tract Surgery, General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan Province, China.
| | - Fu-Yu Li
- Department of Biliary Tract Surgery, General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan Province, China.
| |
Collapse
|
8
|
Zhang SY, Guo DZ, Zhang X, Fan J, Zhou J, Huang A. Prognosis of spontaneously ruptured hepatocellular carcinoma: a propensity score matching study. J Cancer Res Clin Oncol 2023; 149:8889-8896. [PMID: 37154926 DOI: 10.1007/s00432-023-04774-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Accepted: 04/10/2023] [Indexed: 05/10/2023]
Abstract
PURPOSE Spontaneous rupture is a fatal complication of hepatocellular carcinoma (HCC). This study compared the prognosis of spontaneously ruptured HCC (srHCC) with that of non-ruptured HCC (nrHCC). METHODS A total of 185 srHCC patients and 1085 nrHCC patients treated by hepatectomy between February 2005 and December 2017 at Zhongshan Hospital were retrospectively reviewed and enrolled. The overall survival (OS) and time to recurrence (TTR) were evaluated. A 1:2 propensity score matching (PSM) analysis was performed using the nearest neighbor matching with a caliper of 0.2. RESULTS Before PSM, patients with srHCC who underwent hepatectomy (n = 185) had a poorer prognosis than those with nrHCC (n = 1085; 5-year OS, 39.1% vs 59.2%, P < 0.001; 5-year TTR, 83.8% vs 54.9%, P < 0.001). After PSM, patients with srHCC (n = 156) had higher 5-year TTR (83.2% vs 69.0%, P < 0.001) but comparable 5-year OS with those with nrHCC (n = 312, 44.0% vs 46.0%, P = 0.600). Univariate and multivariate analyses demonstrated spontaneous rupture as an independent risk factor for TTR (hazard ratio [HR], 1.681; 95% confidence interval [CI] 1.326-2.132; P < 0.001), but not for OS (HR: 1.074; 95% CI 0.823-1.401; P = 0.600). Further analysis revealed that srHCC was not appropriate to be assigned as T4 stage in American Joint Committee on Cancer classification. CONCLUSION Spontaneous rupture of HCC is not a risk factor for survival. If resected eventually, srHCC may achieve comparable survival with nrHCC.
Collapse
Affiliation(s)
- Shi-Yu Zhang
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China
- Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education, Shanghai, 200032, China
- Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - De-Zhen Guo
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China
- Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education, Shanghai, 200032, China
- Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Xin Zhang
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China
- Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education, Shanghai, 200032, China
- Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Jia Fan
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China
- Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education, Shanghai, 200032, China
- Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
- Institute of Biomedical Sciences, Fudan University, Shanghai, 200032, China
| | - Jian Zhou
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China.
- Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education, Shanghai, 200032, China.
- Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
- Institute of Biomedical Sciences, Fudan University, Shanghai, 200032, China.
- State Key Laboratory of Genetic Engineering, Fudan University, Shanghai, 200032, China.
| | - Ao Huang
- Department of Liver Surgery and Transplantation, Liver Cancer Institute, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China.
- Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education, Shanghai, 200032, China.
- Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
| |
Collapse
|
9
|
Xia F, Zhang Q, Zheng J, Huang Z, Ndhlovu E, Gao H. Risk Factors of Positive Resection Margin in Hepatectomy for Resectable Ruptured Hepatocellular Carcinoma: Risk Prediction and Prognosis. J Gastrointest Surg 2023; 27:1400-1411. [PMID: 37095336 DOI: 10.1007/s11605-023-05618-8] [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: 10/16/2022] [Accepted: 12/17/2022] [Indexed: 04/26/2023]
Abstract
BACKGROUND AND AIM Clinical work has revealed that hepatectomy for resectable ruptured hepatocellular carcinoma (rHCC) has a relatively high percentage of positive resection margins found in postoperative pathology. It is necessary to evaluate the risk factors associated with R1 resection in patients undergoing hepatectomy for rHCC. METHODS A total of 408 patients with resectable rHCC originating from three centers undergoing surgery from January 2012 to January 2020 were consecutively enrolled in the study to study the prognostic impact of R1 resection using Kaplan-Meier plotting of survival curves. One center with 280 served as the training group, and the other two centers served as the validation group. Multivariate logistic regression analysis screened for variables affecting R1 and developed prediction models, and the models were tested in the validation cohort using the receiver operating characteristic curves (ROC) and calibration curves. RESULTS The prognosis of rHCC patients with positive cut margins was worse than that of patients with R0 resection. Risk factors for R1 resection were tumor max length (OR = 2.668 [1.161-6.131]), microvascular invasion (MVI) (OR = 3.655 [1.766-7.566]), times of hepatic inflow occlusion (1/0:OR = 2.213 [1.113-4.399]; 2/0:OR = 5.723 [2.010-8.289]) and timing of hepatectomy (OR = 5.284 [2.394-9.661]), using tumor max length, times of HIO, and timing of hepatectomy to construct the nomogram, the area under the curve of the model was 0.810 (0.781-0.842) and 0.782 (0.752-0.805) in the training and validation groups, respectively, and the calibration curve of the model was basically on the 45° line. CONCLUSIONS This study constructs a clinical model to predict R1 resection after hepatectomy for resectable rHCC, which can be used to better plan perioperative strategies for the incidence of R1 resection during hepatectomy.
Collapse
Affiliation(s)
- Feng Xia
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Qiao Zhang
- Department of Hepatobiliary and Pancreatic Surgery, Zhongshan People's Hospital Affiliated to Guangdong Medical University, Guangdong, China
| | - Jun Zheng
- Department of Science and Education, Shenzhen Baoan District People's Hospital, Guangdong, China
| | - Zhiyuan Huang
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Elijah Ndhlovu
- Department of Hepatic Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Hengyi Gao
- Department of Hepatobiliary and Pancreatic Surgery, Shenzhen Longhua District People's Hospital, Guangdong, China.
| |
Collapse
|
10
|
Kim JH, Kim JH, Yoon HK, Ko GY, Shin JH, Gwon DI, Ko HK, Chu HH, Kim SH, Kim GH, Kim Y, Aljerdah S. Transarterial chemoembolization for advanced hepatocellular carcinoma without macrovascular invasion or extrahepatic metastasis: analysis of factors prognostic of clinical outcomes. Front Oncol 2023; 13:1072922. [PMID: 37346065 PMCID: PMC10281503 DOI: 10.3389/fonc.2023.1072922] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 05/09/2023] [Indexed: 06/23/2023] Open
Abstract
OBJECTIVES To evaluate the safety and efficacy of TACE and factors predicting survival in patients with advanced hepatocellular carcinoma (HCC) without macrovascular invasion (MVI) or extrahepatic spread (EHS). METHODS This single-center retrospective study included 236 treatment-naïve patients who underwent TACE as first-line treatment for advanced HCC without MVI or EHS between January 2007 and December 2021. RESULTS Following TACE, the median overall survival (OS) was 24 months. Multivariate Cox regression analyses revealed that tumor number ≥4 (risk point: 3), maximal tumor size >10 cm (risk point: 2), Child-Pugh class B (risk point: 2), alpha-fetoprotein (AFP) concentration ≥400 ng/mL (risk point: 2), and presence of HCC rupture (risk point: 2) were risk factors significantly associated with OS. The expected median OS among patients with <2, 2-4, and 5-9 risk points were 72, 29, and 12 months respectively. The major complication rates were significantly lower in patients with maximal tumor size ≤10 cm than in those with maximal tumor size >10 cm (4% [5/138] vs 21% [21/98], p = 0.001). CONCLUSION TACE may be safe and effective in selected patients with advanced HCC without MVI or EHS, with a median OS of 24 months. Patients with limited tumor burden, compensated liver function, absence of HCC rupture, and favorable biologic markers may benefit the most from TACE. TACE is not recommended for patients with huge HCCs (>10 cm) because of its high rate of major complications (21%).
Collapse
Affiliation(s)
- Ji Hoon Kim
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
- Ajou University Hospital, College of Medicine, Ajou University, Najran, Saudi Arabia
| | - Jin Hyoung Kim
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
| | - Hyun-Ki Yoon
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
| | - Gi-Young Ko
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
| | - Ji Hoon Shin
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
| | - Dong Il Gwon
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
| | - Heung-Kyu Ko
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
| | - Hee Ho Chu
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
| | - Seong Ho Kim
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
| | - Gun Ha Kim
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
| | - Yonghun Kim
- Asan Medical Center, College of Medicine, University of Ulsan, Songpa-Gu, Republic of Korea
| | - Shakir Aljerdah
- College of Medicine, Najran University, Najran, Saudi Arabia
| |
Collapse
|
11
|
Korean Liver Cancer Association (KLCA) and National Cancer Center (NCC) Korea. 2022 KLCA-NCC Korea practice guidelines for the management of hepatocellular carcinoma. JOURNAL OF LIVER CANCER 2023; 23:1-120. [PMID: 37384024 PMCID: PMC10202234 DOI: 10.17998/jlc.2022.11.07] [Citation(s) in RCA: 68] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Accepted: 11/07/2022] [Indexed: 06/30/2023]
Abstract
Hepatocellular carcinoma (HCC) is the fifth most common cancer worldwide and the fourth most common cancer among men in South Korea, where the prevalence of chronic hepatitis B infection is high in middle and old age. The current practice guidelines will provide useful and sensible advice for the clinical management of patients with HCC. A total of 49 experts in the fields of hepatology, oncology, surgery, radiology, and radiation oncology from the Korean Liver Cancer Association-National Cancer Center Korea Practice Guideline Revision Committee revised the 2018 Korean guidelines and developed new recommendations that integrate the most up-to-date research findings and expert opinions. These guidelines provide useful information and direction for all clinicians, trainees, and researchers in the diagnosis and treatment of HCC.
Collapse
Affiliation(s)
- Korean Liver Cancer Association (KLCA) and National Cancer Center (NCC) Korea
- Corresponding author: KLCA-NCC Korea Practice Guideline Revision Committee (KPGRC) (Committee Chair: Joong-Won Park) Center for Liver and Pancreatobiliary Cancer, Division of Gastroenterology, Department of Internal Medicine, National Cancer Center, 323 Ilsan-ro, Ilsandong-gu, Goyang 10408, Korea Tel. +82-31-920-1605, Fax: +82-31-920-1520, E-mail:
| |
Collapse
|
12
|
2022 KLCA-NCC Korea Practice Guidelines for the Management of Hepatocellular Carcinoma. Korean J Radiol 2022; 23:1126-1240. [PMID: 36447411 PMCID: PMC9747269 DOI: 10.3348/kjr.2022.0822] [Citation(s) in RCA: 80] [Impact Index Per Article: 26.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Accepted: 10/28/2022] [Indexed: 11/18/2022] Open
Abstract
Hepatocellular carcinoma (HCC) is the fifth most common cancer worldwide and the fourth most common cancer among men in South Korea, where the prevalence of chronic hepatitis B infection is high in middle and old age. The current practice guidelines will provide useful and sensible advice for the clinical management of patients with HCC. A total of 49 experts in the fields of hepatology, oncology, surgery, radiology, and radiation oncology from the Korean Liver Cancer Association-National Cancer Center Korea Practice Guideline Revision Committee revised the 2018 Korean guidelines and developed new recommendations that integrate the most up-to-date research findings and expert opinions. These guidelines provide useful information and direction for all clinicians, trainees, and researchers in the diagnosis and treatment of HCC.
Collapse
|
13
|
Zhang W, Huang Z, Che X. Emergency versus delayed hepatectomy following transarterial embolization in spontaneously ruptured hepatocellular carcinoma survivors: a systematic review and meta-analysis. World J Surg Oncol 2022; 20:365. [PMCID: PMC9673318 DOI: 10.1186/s12957-022-02832-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 11/04/2022] [Indexed: 11/19/2022] Open
Abstract
Background Spontaneous rupture is a life-threatening complication of hepatocellular carcinoma (HCC). Recent trends in surgical treatments avoid emergency hepatectomy (EH) and favor emergency transarterial embolization (TAE) followed by delayed hepatectomy (DH). Still, there is debate on which is the better treatment option and whether delaying hepatectomy increases peritoneal metastasis. Aim To provide evidence-based references for the optimal management of patients with spontaneously ruptured HCC by comparing the outcomes of EH and DH. Methods Literature on postoperative outcomes of EH and DH in patients with spontaneously ruptured HCC published between the date of the database establishment and May 2022, was identified in the PubMed, EMBASE, and Cochrane Library databases. Revman 5.3 software was used for statistical analyses. Results Nine publications were identified, including a total of 681 patients. Of those, 304 underwent EH, and 377 underwent TAE followed by DH. The meta-analysis results indicated that the in-hospital mortality rate in the EH patient group was significantly higher than that in the DH patient group (relative risk (RR) = 2.17, 95% confidence interval (CI) 1.03–4.57, p =0.04). There was no significant differences in the rates of postoperative complications (RR = 1.21, 95% CI 0.77–1.90, p = 0.40), postoperative hospital stay (WMD = − 0.64, 95% CI − 5.61–4.34, p = 0.80), recurrence (RR = 1.09, 95% CI 0.94–1.25, p = 0.27), peritoneal metastasis (RR = 1.06, 95% CI 0.66–1.71, p = 0.80), 1-year survival (RR = 0.91, 95% CI 0.80–1.02, p = 0.11), or 3-year survival (RR = 0.81, 95% CI 0.61–1.09, p = 0.17) in survivors between the two patient groups. Conclusion The postoperative outcomes of the spontaneously ruptured HCC survivors who received EH were similar to those who received emergency TAE followed by DH. However, the in-hospital mortality rate was higher in EH patients. Based on the findings, DH with TAE first strategy might be considered over EH as the first line treatment modality. However, these findings await further validation by future high-quality studies. Supplementary Information The online version contains supplementary material available at 10.1186/s12957-022-02832-7.
Collapse
Affiliation(s)
- Wei Zhang
- grid.506261.60000 0001 0706 7839Department of Hepatobiliary and Pancreatic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen, 518116 China
| | - Zhangkan Huang
- grid.506261.60000 0001 0706 7839Department of Hepatobiliary and Pancreatic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen, 518116 China
| | - Xu Che
- grid.506261.60000 0001 0706 7839Department of Hepatobiliary and Pancreatic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen, 518116 China ,grid.506261.60000 0001 0706 7839Department of Pancreatic and Gastric Surgery, National Cancer Center/National Clinical Research Center for Cancer /Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 17 Panjiayuan Nanli, Chaoyang District, Beijing, 100021 China
| |
Collapse
|
14
|
Dun X, Liu S, Ge N, Liu M, Li M, Zhang J, Bao H, Li B, Zhang H, Cui L. Photothermal effects of CuS-BSA nanoparticles on H22 hepatoma-bearing mice. Front Pharmacol 2022; 13:1029986. [PMID: 36313308 PMCID: PMC9596806 DOI: 10.3389/fphar.2022.1029986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2022] [Accepted: 09/28/2022] [Indexed: 11/21/2022] Open
Abstract
The objective of this study was to evaluate the in vivo application and photothermal ablation effects and mechanism of copper sulfide nanoparticles (CuS NPs) in hepatocellular carcinoma (HCC). Sheet-like CuS-BSA NPs with a particle size of 30 nm were synthesized using bovine serum albumin (BSA) as a biological modifier, and were physically characterized. To provide a reference range for the biosafety dose of CuS-BSA NPs, 36 male Kunming mice were randomly assigned into six groups. Different one-time doses of CuS-BSA NPs were injected via tail vein injection, and the potential damages of liver, kidney and spleen were observed 14 days later. To evaluate the in vivo photothermal effect of CuS-BSA NPs, 48 male Kunming mice were used to establish the H22 hepatoma-bearing mouse model and were randomly assigned into six groups. CuS-BSA NPs (600 μg/kg) were injected via tail vein or intratumoral injection. Irradiations were performed 30 min after injection, with a 980 nm near-infrared laser (2.0 W/cm2) for 10 min once a week for 3 weeks. The results indicated that the CuS-BSA NPs had good dispersibility in three different solvents and had a strong absorption peak at 980 nm. The heating curves demonstrated that the photothermal effects of CuS-BSA NPs aqueous solution exhibited concentration dependence and power density dependence. In the in vivo experiment, when the doses of CuS-BSA NPs were in the range of 1800–7,200 μg/kg, the thymus index and spleen index of mice were not significantly different from those of the control group, and the structures of liver, kidney and spleen were intact without remarkable pathological changes. A lower dose of CuS-BSA NPs (600 μg/kg) could effectively inhibit tumor growth in H22 hepatoma-bearing mice at 980 nm NIR. Moreover, under the near-infrared laser irradiation, both in the tail vein injection group and the intratumoral injection group, a large area of necrosis in the tumor tissue, as well as the up-regulation of apoptotic proteins including cleaved caspase-3 and cleaved caspase-9 were observed. CuS-BSA NPs are promising photothermal agents in the photothermal therapy of cancer.
Collapse
Affiliation(s)
- Xinyu Dun
- Department of Toxicology, School of Public Health, Qingdao University, Qingdao, China
| | - Shuliang Liu
- Weihai Center for Disease Control and Prevention, Weihai, Shandong, China
| | - Nan Ge
- Department of Toxicology, School of Public Health, Qingdao University, Qingdao, China
| | - Meng Liu
- Department of Occupational Medicine, The Affiliated Qingdao Central Hospital of Qingdao University, The Second Affiliated Hospital of Medical College of Qingdao University, Qingdao, China
| | - Ming Li
- Department of Toxicology, School of Public Health, Qingdao University, Qingdao, China
| | - Jun Zhang
- Collaborative Innovation Center for Nanomaterials and Devices, College of Physics, Qingdao University, Qingdao, China
| | - Hongxu Bao
- Department of Toxicology, School of Public Health, Qingdao University, Qingdao, China
| | - Benying Li
- Department of Toxicology, School of Public Health, Qingdao University, Qingdao, China
| | - Hua Zhang
- Department of Occupational Medicine, The Affiliated Qingdao Central Hospital of Qingdao University, The Second Affiliated Hospital of Medical College of Qingdao University, Qingdao, China
- *Correspondence: Hua Zhang, ; Lianhua Cui,
| | - Lianhua Cui
- Department of Toxicology, School of Public Health, Qingdao University, Qingdao, China
- *Correspondence: Hua Zhang, ; Lianhua Cui,
| |
Collapse
|
15
|
2022 KLCA-NCC Korea practice guidelines for the management of hepatocellular carcinoma. Clin Mol Hepatol 2022; 28:583-705. [PMID: 36263666 PMCID: PMC9597235 DOI: 10.3350/cmh.2022.0294] [Citation(s) in RCA: 174] [Impact Index Per Article: 58.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 09/23/2022] [Indexed: 01/27/2023] Open
Abstract
Hepatocellular carcinoma (HCC) is the fifth most common cancer worldwide and the fourth most common cancer among men in South Korea, where the prevalence of chronic hepatitis B infection is high in middle and old age. The current practice guidelines will provide useful and sensible advice for the clinical management of patients with HCC. A total of 49 experts in the fields of hepatology, oncology, surgery, radiology, and radiation oncology from the Korean Liver Cancer Association-National Cancer Center Korea Practice Guideline Revision Committee revised the 2018 Korean guidelines and developed new recommendations that integrate the most up-to-date research findings and expert opinions. These guidelines provide useful information and direction for all clinicians, trainees, and researchers in the diagnosis and treatment of HCC.
Collapse
|
16
|
Xu K, Ryu DH, Choi JW, Choi H, Kim DH, Lee TG, Kim MJ, Park S, Yoo KC. Clinical impact of surgical treatment for the spontaneously ruptured resectable hepatocellular carcinoma: A single institution experience. Medicine (Baltimore) 2022; 101:e30307. [PMID: 36107587 PMCID: PMC9439726 DOI: 10.1097/md.0000000000030307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Spontaneously ruptured hepatocellular carcinoma (srHCC) is a fatal complication of hepatocellular carcinoma (HCC). In addition, emergency treatment is frequently fraught with difficulties. This study aimed to investigate the prognosis and recurrence pattern in patients undergoing hepatectomy for the srHCC. This retrospective study included 11 patients with srHCC treated using either emergency hepatectomy or emergency transarterial embolization (TAE) followed by staged hepatectomy between January 2015 and December 2019. The patients visited the emergency room because of a sudden rupture of HCC without being diagnosed with HCC. We analyzed the prognosis, recurrence rate, and survival in these patients after hepatectomy. Four of the 11 patients in this study were classified as Child-Pugh class A and 7 as Child-Pugh class B. Nine patients visited for sudden onset of abdominal pain, and 2 for sudden onset of shock. The median hemoglobin level at the time of the visit was 11.5 g/dL (interquartile range: 9.8-12.7). Five patients underwent one-stage hepatectomy and 6 underwent emergency TAE hemostasis followed by staged hepatectomy. Median overall survival and recurrence-free survivals were 23 and 15 months, respectively. Recurrence occurred in 7 patients (4 in the one-stage group and 3 in the staged group). Among patients with recurrence, 6 had intrahepatic recurrence and 3 peritoneal metastases. Patients with srHCC who undergo staged hepatectomy can achieve a relatively good prognosis. The most common sites of recurrence after hepatectomy are intrahepatic and peritoneal. Peritoneal metastases are more likely to occur after one-stage hepatectomy.
Collapse
Affiliation(s)
- KangHe Xu
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
| | - Dong Hee Ryu
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
- * Correspondence: Dong Hee Ryu, Department of Surgery, College of Medicine, Chungbuk National University, Chungbuk National University Hospital, 776, 1sunhwan-ro Seowon-gu, Cheongju-si Chungcheongbuk-do, 28644, Korea (e-mail: )
| | - Jae-Woon Choi
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| | - Hanlim Choi
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| | - Dae Hoon Kim
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| | - Taek-Gu Lee
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| | - Myung Jo Kim
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| | - Sungmin Park
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| | - Kwon Cheol Yoo
- Department of Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
- Department of Surgery, Chungbuk National University Hospital, Cheongju, Korea
| |
Collapse
|
17
|
Tian L, Liao Y. Identification of G6PC as a potential prognostic biomarker in hepatocellular carcinoma based on bioinformatics analysis. Medicine (Baltimore) 2022; 101:e29548. [PMID: 35984176 PMCID: PMC9388022 DOI: 10.1097/md.0000000000029548] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
Hepatocellular carcinoma (HCC) has high mortality and incidence rates around the world with limited therapeutic options. There is an urgent need for identification of novel therapeutic targets and biomarkers for early diagnosis and predicting patient survival with HCC. Several studies (GSE102083, GSE29722, GSE101685, and GSE112790) from the GEO database in HCC were screened and analyzed by GEO2R, gene ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analysis were conducted with the Database for Annotation, Visualization and Integrated Discovery. The protein-protein interaction network was plotted and the module analysis was performed using Search Tool for the Retrieval of Inter-acting Genes/Proteins database and Cytoscape. The expression and survival of key genes were identified using UALCAN, Kaplan-Meier Plotter and ONCOMINE online databases, and the immune infiltration level of key genes was analyzed via the Tumor Immune Estimation Resource (TIMER) database. Through database analysis, eight key genes were finally screened out, and the expressions of cyclin-dependent kinase regulatory subunit 2 and glucose-6-phosphatase catalytic (G6PC), which were closely related to the survival of HCC patients, was detected by using UALCAN. Further analysis on the differential expression of G6PC in multiple cancerous tumors and normal tissues revealed low expression in many solid tumors by Oncomine and TIMER. In addition, Kaplan-Meier plotter and UALCAN database analysis to access diseases prognosis suggested that low expression of G6PC was significantly associated with poor overall survival in HCC patients. Finally, TIMER database analysis showed a significant negative correlation between G6PC and infiltration levels of six kinds of immune cells. The somatic copy number alterations of G6PC were associated with B cells, CD8+ T cells, CD4+ T cells, macrophages, dentritic cells and neutrophils. These bioinformatic data identified G6PC as a potential key gene in the diagnosis and prognosis of HCC.
Collapse
Affiliation(s)
- Li Tian
- Key Laboratory of Molecular Biology on Infectious Diseases, Ministry of Education, Chongqing, China
- Institute for Viral Hepatitis, Chongqing Medical University, Chongqing, China
- Department of Infectious Diseases, Second Affiliated Hospital, Chongqing Medical University, Chongqing, China
| | - Yong Liao
- Key Laboratory of Molecular Biology on Infectious Diseases, Ministry of Education, Chongqing, China
- Institute for Viral Hepatitis, Chongqing Medical University, Chongqing, China
- Department of Infectious Diseases, Second Affiliated Hospital, Chongqing Medical University, Chongqing, China
- *Correspondence: Yong Liao, Key Laboratory of Molecular Biology on Infectious Diseases, Ministry of Education, Chongqing, China. Institute for Viral Hepatitis, Chongqing Medical University, Chongqing, China. Department of Infectious Diseases, Second Affiliated Hospital, Chongqing Medical University, Chongqing, China (e-mail: )
| |
Collapse
|
18
|
Wang Y, Zhang Y, Mi J, Jiang C, Wang Q, Li X, Zhao M, Geng Z, Song X, Li J, Zuo L, Ge S, Zhang Z, Wen H, Wang Z, Su F. ANKFN1 plays both protumorigenic and metastatic roles in hepatocellular carcinoma. Oncogene 2022; 41:3680-3693. [PMID: 35725908 PMCID: PMC9287179 DOI: 10.1038/s41388-022-02380-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 05/19/2022] [Accepted: 06/07/2022] [Indexed: 11/30/2022]
Abstract
Ankyrin repeat and fibronectin type III domain containing 1 (ANKFN1) is reported to be involved in human height and developmental abnormalities, but the expression profile and molecular function of ANKFN1 in hepatocellular carcinoma (HCC) remain unknown. This study aimed to evaluate the clinical significance and biological function of ANKFN1 in HCC and investigate whether ANKFN1 can be used for differential diagnosis in HCC. Here, we showed that ANKFN1 was upregulated in 126 tumor tissues compared with adjacent nontumorous tissues in HCC patients. The upregulation of ANKFN1 in HCC was associated with cirrhosis, alpha-fetoprotein (AFP) levels and poor prognosis. Moreover, silencing ANKFN1 expression suppressed HCC cell proliferation, migration, invasion, and metastasis in vitro and subcutaneous tumorigenesis in vivo. However, ANKFN1 overexpression promoted HCC proliferation and metastasis in an orthotopic liver transplantation model and attenuated the above biological effects in HCC cells. ANKFN1 significantly affected HCC cell proliferation by inducing G1/S transition and cell apoptosis. Mechanistically, we demonstrated that ANKFN1 promoted cell proliferation, migration, and invasion via activation of the cyclin D1/Cdk4/Cdk6 pathway by stimulating the MEK1/2-ERK1/2 pathway. Moreover, ANKFN1-induced cell proliferation, migration, and invasion were partially reversed by ERK1/2 inhibitors. Taken together, our results indicate that ANKFN1 promotes HCC cell proliferation and metastasis by activating the MEK1/2-ERK1/2 signaling pathway. Our work also suggests that ANKFN1 is a potential therapeutic target for HCC.
Collapse
Affiliation(s)
- Yanyan Wang
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Yue Zhang
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Jiaqi Mi
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Chenchen Jiang
- Cancer Neurobiology Group, School of Biomedical Sciences & Pharmacy, The University of Newcastle, Callaghan, NSW, 2308, Australia.,School of Medicine & Public Health, The University of Newcastle, Callaghan, NSW, 2308, Australia
| | - Qiang Wang
- Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Xinwei Li
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Menglin Zhao
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Zhijun Geng
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Xue Song
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Jing Li
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Lugen Zuo
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Sitang Ge
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Zining Zhang
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Hexin Wen
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China
| | - Zishu Wang
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China.
| | - Fang Su
- The First Affiliated Hospital of Bengbu Medical College, Bengbu, 233004, Anhui, PR China.
| |
Collapse
|
19
|
Xia F, Huang Z, Zhang Q, Ndhlovu E, Zhang M, Chen X, Chen Y, Zhang B, Zhu P. Hepatectomy for ruptured hepatocellular carcinoma classified as Barcelona Clinic Liver Cancer stage 0/A: The optimal treatment. EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2022; 48:2014-2022. [DOI: 10.1016/j.ejso.2022.05.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 03/31/2022] [Accepted: 05/09/2022] [Indexed: 02/07/2023]
|
20
|
Sudden and unexpected deaths due to non-traumatic abdominal disorders: A forensic perspective. J Forensic Leg Med 2022; 89:102355. [PMID: 35512523 DOI: 10.1016/j.jflm.2022.102355] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 04/08/2022] [Accepted: 04/23/2022] [Indexed: 12/22/2022]
|
21
|
Xia F, Zhang Q, Huang Z, Ndhlovu E, Zhang M, Chen X, Zhang B, Zhu P. Effect of Perioperative Blood Transfusion on the Postoperative Prognosis of Ruptured Hepatocellular Carcinoma Patients With Different BCLC Stages: A Propensity Score Matching Analysis. Front Surg 2022; 9:863790. [PMID: 35392056 PMCID: PMC8980427 DOI: 10.3389/fsurg.2022.863790] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 02/23/2022] [Indexed: 11/13/2022] Open
Abstract
Background and Aim The effect of perioperative blood transfusion (PBT) on the prognosis of patients with ruptured hepatocellular carcinoma (rHCC) with different Barcelona Clinic Liver Cancer (BCLC) stages is not clear. We identified the independent predictors of PBT for postoperative rHCC and investigated the effects of PBT on the prognosis of patients with rHCC at different BCLC stages. Methods A total of 340 patients who underwent curative hepatectomy for rHCC between January 2010 and March 2018 were abstracted from the databases of two centers. A total of 166 patients underwent PBT. The prognosis of patients who received PBT and those who did not was compared before and after propensity score matching (PSM) in different BCLC stages. Univariate and multivariate Cox regression analyses were also used to identify independent predictors of PBT. Results We divided the 340 patients into two groups: early tumor stage (BCLC-A) n = 196 and advanced tumor stage (BCLC-B/C) n = 144. Overall, the median survival time of the PBT group was lower than that of the nonPBT group before and after PSM. However, in the BCLC-BC group, the prognosis of patients with PBT was not statistically different from that of patients without blood transfusion. Univariate Cox analysis showed that PBT was a risk factor affecting the overall survival (OS) and recurrence-free survival (RFS) in BCLC-A, and PBT was not a risk factor for poor OS and RFS in BCLC-B/C. Conclusion Perioperative blood transfusion has a negative impact on the postoperative prognosis of patients with rHCC in the early stage, but has no significant impact on the postoperative prognosis of patients with rHCC in the advanced stage.
Collapse
Affiliation(s)
- Feng Xia
- Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Qiao Zhang
- Guangdong Medical College, Zhongshan People's Hospital, Guangdong, China
| | - Zhiyuan Huang
- Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Elijah Ndhlovu
- Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Mingyu Zhang
- Department of Digestive Medicine, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Xiaoping Chen
- Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Bixiang Zhang
- Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Peng Zhu
- Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
- *Correspondence: Peng Zhu
| |
Collapse
|
22
|
Xia F, Ndhlovu E, Zhang M, Chen X, Zhang B, Zhu P. Ruptured Hepatocellular Carcinoma: Current Status of Research. Front Oncol 2022; 12:848903. [PMID: 35252016 PMCID: PMC8891602 DOI: 10.3389/fonc.2022.848903] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 01/28/2022] [Indexed: 12/13/2022] Open
Abstract
Background Ruptured hepatocellular carcinoma (rHCC) is considered a rare and life-threatening manifestation; when it happens, it often requires acute and positive intervention. At present, the mechanism of rHCC development is gradually being understood while there are many kinds of rHCC treatment. From our clinical observation, the prognosis of rHCC patients is not as poor as it is currently believed. It may not be appropriate to include all patients with rHCC in T4. Main Body The incidence of ruptured hepatocellular carcinoma is now rising. Especially in the Asian region, it can even reach 10% – 15%. The most common symptom of HCC rupture is abdominal pain, and there are now a variety of treatments for hepatocellular carcinoma rupture. With aggressive treatment, rHCC patients can also achieve a better prognosis. The patient’s condition varies on admission, so the treatment methods will also be different. It is critical to identify prognostic factors simultaneously, and rHCC can be effectively managed by focusing on important prognostic factors. Conclusion A review was carried out to analyze diagnosis, mechanism, treatment, and prognostic risk factors on this disease condition during the current situation; it is hoped that it will provide better guidance for clinicians. Moreover, patients with rHCC were managed hierarchically to prolong their prognosis.
Collapse
Affiliation(s)
- Feng Xia
- Department of Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Elijah Ndhlovu
- Department of Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Mingyu Zhang
- Department of Digestive Medicine. Tongji Hospital of Tongji Medical College in Huazhong University of Science and Technology, Wuhan, China
| | - Xiaoping Chen
- Department of Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Bixiang Zhang
- Department of Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Peng Zhu
- Department of Hepatic Surgery Center, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
- *Correspondence: Peng Zhu,
| |
Collapse
|
23
|
Xu J, Hong J, Wang Y, Zhou L, Xu B, Si Y, He Y, Chen Y. Prognostic Influence of Spontaneous Tumor Rupture in Patients With Hepatocellular Carcinoma After Hepatectomy: A Meta-Analysis of Observational Studies. Front Surg 2021; 8:769233. [PMID: 34869566 PMCID: PMC8635041 DOI: 10.3389/fsurg.2021.769233] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 10/26/2021] [Indexed: 01/10/2023] Open
Abstract
Objective: This study aims to comprehensively analyze the influence of spontaneous tumor rupture on the prognosis of hepatocellular carcinoma patients following hepatic resection. Methods: We systematically searched four online electronic databases, including PubMed, Embase, Web of Science, and Cochrane Library, for eligible studies published from inception to March 2021. The main endpoints were overall survival (OS) and disease-free survival (DFS). Results: This meta-analysis included 21 observational articles with 57,241 cases. The results revealed that spontaneous tumor rupture was associated with worse OS (hazard ratio (HR), 1.65; 95% confidence interval (CI), 1.33–2.05) and DFS (HR, 1.42; 95% CI, 1.12–1.80) in resectable hepatocellular carcinoma patients. This phenomenon was observed in most subgroups, which were classified by recorded survival time, age, country, alpha-fetoprotein (AFP) concentration, liver cirrhosis, and microvascular invasion. However, in subgroups of macrovascular invasion positive, spontaneous tumor rupture was not a risk factor for OS (HR, 1.55; 95% CI, 0.99–2.42) and DFS (HR, 1.23; 95% CI, 0.91–1.65) in hepatocellular carcinoma patients after hepatectomy. For macrovascular invasion negative, compared with non-ruptured hepatocellular carcinoma patients, ruptured hepatocellular carcinoma patients exhibited worse prognosis for OS (HR, 1.55; 95% CI, 0.99–2.42) and DFS (HR, 1.23; 95% CI, 0.91–1.65) following hepatectomy. Conclusions: Spontaneous tumor rupture was a prognostic risk factor for hepatocellular carcinoma patients after hepatic resection. However, in macrovascular invasion patients, spontaneous tumor rupture was not a prognostic risk factor.
Collapse
Affiliation(s)
- Jiaxuan Xu
- The Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
| | - Jiaze Hong
- The Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
| | - Yiran Wang
- The Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
| | - Lingling Zhou
- The First Clinical Medical College, Wenzhou Medical University, Wenzhou, China
| | - Binbin Xu
- Department of Nutrition, HwaMei Hospital, University of Chinese Academy of Sciences, Ningbo, China
| | - Yuexiu Si
- School of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou, China
| | - Yujing He
- The Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
| | - Yizhou Chen
- Emergency Medical Center, Ningbo Yinzhou No. 2 Hospital, Ningbo, China
| |
Collapse
|
24
|
Qiu Y, Wang T, Yang X, Shen S, Yang Y, Wang W. Development and Validation of Artificial Neural Networks for Survival Prediction Model for Patients with Spontaneous Hepatocellular Carcinoma Rupture After Transcatheter Arterial Embolization. Cancer Manag Res 2021; 13:7463-7477. [PMID: 34611440 PMCID: PMC8486077 DOI: 10.2147/cmar.s328307] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Accepted: 09/11/2021] [Indexed: 02/05/2023] Open
Abstract
Background Spontaneous rupture bleeding is a fatal hepatocellular carcinoma (HCC) complication and a significant determinant of survival outcomes. This study aimed to develop and validate a novel artificial neural network (ANN)-based survival prediction model for patients with spontaneous HCC rupture after transcatheter arterial embolization (TAE). Methods Patients with spontaneous HCC rupture bleeding who underwent TAE at our hospital between January 2010 and December 2018 were included in our study. The least absolute shrinkage and selection operator (LASSO) Cox regression model was used to screen clinical variables related to prognosis. We incorporated the above clinical variables identified by LASSO Cox regression into the ANNs model. Multilayer perceptron ANNs were used to develop the 1-year overall survival (OS) prediction model for patients with spontaneous HCC ruptured bleeding in the training set. The area under the receiver operating characteristic curve and decision curve analysis were used to compare the predictive capability of the ANNs model with that of existing conventional prediction models. Results The median survival time for the whole set was 11.8 months, and the 1-year OS rate was 47.5%. LASSO Cox regression revealed that sex, extrahepatic metastasis, macroscopic vascular invasion, tumor number, hepatitis B surface antigen, hepatitis B e antigen, tumor size, alpha-fetoprotein, fibrinogen, direct bilirubin, red blood cell, and γ-glutamyltransferase were risk factors for OS. An ANNs model with 12 input nodes, seven hidden nodes, and two corresponding prognostic outcomes was constructed. In the training set and the validation set, AUCs for the ability of the ANNs model to predict the 1-year OS of patients with spontaneous HCC rupture bleeding were 0.923 (95% CI, 0.890–0.956) and 0.930 (95% CI, 0.875–0.985), respectively, which were higher than that of the existing conventional models (all P < 0.0001). Conclusion The ANNs model that we established has better survival prediction performance.
Collapse
Affiliation(s)
- Yiwen Qiu
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, 610041, People's Republic of China
| | - Tao Wang
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, 610041, People's Republic of China
| | - Xianwei Yang
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, 610041, People's Republic of China
| | - Shu Shen
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, 610041, People's Republic of China
| | - Yi Yang
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, 610041, People's Republic of China
| | - Wentao Wang
- Department of Liver Surgery and Liver Transplantation Center, West China Hospital of Sichuan University, Chengdu, 610041, People's Republic of China
| |
Collapse
|