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Ji J, Zhou C, Yan LL, Ma Y, Xu C, Wang FA, Zhou WZ, Lv PH. Transarterial Chemoembolization Plus Tyrosinkinase Inhibitors and PD-1 Inhibitors for Spontaneously Ruptured Hepatocellular Carcinoma. Cardiovasc Intervent Radiol 2024; 47:299-309. [PMID: 38291158 DOI: 10.1007/s00270-023-03653-1] [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: 08/10/2023] [Accepted: 12/17/2023] [Indexed: 02/01/2024]
Abstract
PURPOSE To compare the efficacy and safety of transcatheter arterial chemoembolization (TACE) in combination with tyrosinkinase inhibitors (TKI) and PD-1 inhibitors, versus TACE monotherapy for the treatment of ruptured hepatocellular carcinoma (HCC). MATERIALS AND METHODS This study included 104 patients with ruptured HCC receiving either combination therapy or TACE monotherapy at two centers between June 2015 and June 2022. Propensity score matching (PSM) analysis was used at a 1:2 ratio to reduce bias between the two groups. The primary outcome measures were overall survival (OS) and progression-free survival (PFS), and the secondary outcome measures were the occurrence of adverse events (AEs, Common Terminology Criteria for AEs, version 5.0.) and the peritoneal metastasis rate. RESULTS A total of 69 patients were enrolled after PSM, including 23 patients in the combination group and 46 patients in the monotherapy group. The combination group exhibited a significantly longer median OS (553 days, 95% confidence interval [CI] 222.6-883.9) compared to the monotherapy group (105 days, 95% CI 81.2-128.7; P < 0.001). Similarly, the combination group showed a better median PFS (356 days, 95% CI 299.5-412.4) compared to the monotherapy group (97 days, 95% CI 75.9-118.1; P < 0.001). Moreover, there was no significant difference in the peritoneal metastasis rate (combination group: 8.6% vs. monotherapy group: 26.1%, P = 0.119). Grade 3 AEs occurred at a rate of 21.7% and 13% in combination and monotherapy groups, respectively. No Grade 4/5 AEs were observed in either group. CONCLUSIONS Our study demonstrated that the combination of TACE with TKI and PD-1 inhibitors significantly enhances OS and PFS compared to TACE monotherapy in ruptured HCC patients. Furthermore, this combined approach exhibited an acceptable safety profile.
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Affiliation(s)
- Jie Ji
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou, 225001, China
| | - Chun Zhou
- Department of Radiology, Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Road, Gulou, Nanjing, 210029, China
| | - Le-le Yan
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou, 225001, China
| | - Yuan Ma
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou, 225001, China
| | - Chuan Xu
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou, 225001, China
| | - Fu-An Wang
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou, 225001, China
| | - Wei-Zhong Zhou
- Department of Radiology, Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Road, Gulou, Nanjing, 210029, China
| | - Peng-Hua Lv
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou, 225001, China.
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Zhao ZH, Jiang C, Wu QY, Lv GY, Wang M. Nomogram for Estimation of Acute Liver Failure Risk in Spontaneous Ruptured Hepatocellular Carcinoma. J Hepatocell Carcinoma 2023; 10:2223-2237. [PMID: 38107544 PMCID: PMC10725690 DOI: 10.2147/jhc.s438346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 12/05/2023] [Indexed: 12/19/2023] Open
Abstract
Purpose Acute liver failure (ALF) is a severe complication of spontaneous ruptured hepatocellular carcinoma (SRHCC) that requires accurate prediction for effective treatment strategies. We aimed to develop a predictive nomogram to estimate the risk of ALF in patients with SRHCC undergoing treatment. Patients and Methods We performed a retrospective analysis of historical data from 284 patients diagnosed with SRHCC at the First Hospital of Jilin University over the past decade. Variables were selected through univariate and multivariate logistic regression analyses, and a predictive nomogram was constructed. We evaluated its predictive accuracy against the Child-Pugh Score, R.MELD, and ALBI by assessing discrimination, calibration, and net clinical benefit. Results Among the 284 patients, 65 developed ALF. The risk factors identified for model development included largest tumor size (LTS), platelet counts, prolonged prothrombin time, and elevated serum α-fetoprotein levels. The nomogram exhibited high accuracy in predicting ALF risk with a C-index of 0.91 (0.87-0.95). The Delong test showed a significant difference between the nomogram and the other three models (p<0.05). The calibration curve for the nomogram fit well, and the decision curve analysis revealed superior net benefit. The optimal cut-off point for the nomogram was determined to be 40, yielding sensitivity, specificity, positive predictive value, and negative predictive value of 83.10%, 87.20%, 65.90% and 94.60%, respectively. Conclusion The nomogram we developed provides an optimized tool for predicting ALF in SRHCC patients. Its application can help determine individual patient's risk of ALF, enabling more rational and personalized treatment strategies.
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Affiliation(s)
- Zhi-Hao Zhao
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, the First Hospital of Jilin University, Changchun, Jilin Province, People’s Republic of China
| | - Chao Jiang
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, the First Hospital of Jilin University, Changchun, Jilin Province, People’s Republic of China
| | - Qing-Yuan Wu
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, the First Hospital of Jilin University, Changchun, Jilin Province, People’s Republic of China
| | - Guo-Yue Lv
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, the First Hospital of Jilin University, Changchun, Jilin Province, People’s Republic of China
| | - Meng Wang
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, the First Hospital of Jilin University, Changchun, Jilin Province, People’s Republic of China
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Wang W, Meng T, Chen Y, Xu YC, Zhao YJ, Zhang Y, Yang MY, Zhang ZH, Huang F, Zhao HC, Geng XP, Zhu LX. Propensity score matching study of 325 patients with spontaneous rupture of hepatocellular carcinoma. Hepatobiliary Surg Nutr 2022; 11:808-821. [PMID: 36523928 PMCID: PMC9745608 DOI: 10.21037/hbsn-21-45] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 06/02/2021] [Indexed: 11/08/2023]
Abstract
Background This study aims to find out the possible optimal therapy and assess the prognosis properly for patient with spontaneous rupture of hepatocellular carcinoma (HCC). Methods Propensity score matching (PSM) analysis was used to study the data from 325 patients with ruptured HCC (RHCC) and 2,291 patients with non-RHCC. Results The incidence and hospital mortality of RHCC were 5.1% and 0.8% respectively, with a median overall survival (OS) time of 17 months. There was no difference between ruptured and non-RHCC patients undergoing conservation treatment in terms of OS. Trans-arterial embolization (TAE) was carried out in 69 (21.2%) cases with RHCC, with a median OS of 7 months, which was no difference from that of non-RHCC (pre- and post-PSM). One hundred and sixty-nine (52.0%) RHCC cases underwent one-stage hepatectomy, with a median OS and disease-free survival (DFS) of 30 and 6 months respectively, which were shorter than that of non-RHCC (post-PSM). TAE plus two-stage hepatectomy was performed in 30 RHCC cases, with a median OS and DFS of 28 and 10 months respectively; these outcomes were better than that from RHCC patients undergoing TAE alone or one-stage hepatectomy (post-PSM), which were no difference from that of non-RHCC patients undergoing hepatectomy. The risk of death for RHCC patient undergoing one-stage hepatectomy is 1.545 times higher than that of one undergoing TAE + two-stage hepatectomy. Conclusions TAE plus two-stage hepatectomy might be the optimal treatment for RHCC patient. Under the premise of the same pathological properties, there is no difference in prognosis between ruptured and non-RHCC patients if the therapy is appropriate.
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Affiliation(s)
- Wei Wang
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Tao Meng
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Ying Chen
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Ye-Chuan Xu
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Yi-Jun Zhao
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Yan Zhang
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Ming-Ya Yang
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Zhi-Hua Zhang
- Department of Statistics, Anhui Medical University, Hefei, China
| | - Fan Huang
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Hong-Chuan Zhao
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Xiao-Ping Geng
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Li-Xin Zhu
- Department of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, China
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Zou J, Yuan J, Chen H, Zhou X, Xue T, Chen R, Zhang L, Ren Z. Development of a prognostic score for recommended transarterial chemoembolization candidates with spontaneous rupture of hepatocellular carcinoma. J Gastrointest Oncol 2022; 13:1376-1383. [PMID: 35837157 PMCID: PMC9274030 DOI: 10.21037/jgo-22-531] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Accepted: 06/16/2022] [Indexed: 08/15/2023] Open
Abstract
BACKGROUND Although transarterial chemoembolization (TACE) has been widely used for treating the spontaneous rupture of hepatocellular carcinoma (HCC), no existing model exists for predicting survival. The aim of this study was thus to develop and validate a nomogram for estimating the prognosis in patients with ruptured HCC upon undergoing TACE treatment. METHODS This study included 55 patients with spontaneously ruptured HCC who underwent TACE treatment between January 2015 and April 2019. The diagnosis of spontaneous HCC rupture was based on the disruption of the peritumoral liver capsule with surrounding fluid in the perihepatic region. The prognostic nomogram was constructed using the independent predictors assessed by the multivariate Cox proportional hazards model. RESULTS The median overall survival (OS) was 6.4 months, with 6-month and 1-year survival rates of 52.7% and 41.8%, respectively. In the univariate analysis, the size of the largest tumor, total bilirubin (TBIL) levels, and aspartate aminotransferase (AST) levels were associated with the OS of patients. Multivariate analysis suggested that TBIL levels (HR =0.358, P=0.036) and diameter of the largest tumor (HR =1.012, P=0.044) were independent prognostic factors for predicting the OS. Based on these variables, we developed and validated a nomogram for the risk stratification of HCC rupture after TACE treatment for individual patients. According to the nomogram risk assessment, we were able to evaluate the approximate 1- and 2-year survival rates based on patients' tumor diameter and TBIL level after TACE treatment of ruptured HCC. The concordance index for the OS prediction was 0.748 (95% CI: 0.691-0.805). This newly developed nomogram represents an intuitive tool for predicting the OS of patients with ruptured HCC. CONCLUSIONS This study indicated that TBIL levels and diameter of the largest tumor were independent prognostic factors for predicting the OS of ruptured HCC. This study may help maximize favorable TACE treatment outcomes.
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Affiliation(s)
- Jixue Zou
- Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jia Yuan
- Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Hong Chen
- Department of Hepatic Oncology, Xiamen Branch, Zhongshan Hospital, Fudan University, Xiamen, China
| | - Xinghao Zhou
- Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Tongchun Xue
- Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Rongxin Chen
- Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Lan Zhang
- Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zhenggang Ren
- Liver Cancer Institute, Zhongshan Hospital, Fudan University, Shanghai, China
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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: 17] [Impact Index Per Article: 8.5] [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.
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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,
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Huang A, Guo DZ, Wang YP, Fan J, Yang XR, Zhou J. The treatment strategy and outcome for spontaneously ruptured hepatocellular carcinoma: a single-center experience in 239 patients. J Cancer Res Clin Oncol 2022; 148:3203-3214. [PMID: 35118561 DOI: 10.1007/s00432-022-03916-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Accepted: 01/04/2022] [Indexed: 02/06/2023]
Abstract
PURPOSE There exist no treatment guidelines for spontaneously ruptured hepatocellular carcinoma (srHCC) and its prognosis remains controversial. METHODS Patients were retrospectively enrolled and grouped based on hemodynamics and tumor resectability. The 30-day mortality, 5-year overall survival (OS), progression-free survival (PFS), peritoneal metastasis (PM) and intrahepatic metastasis (IM) rates were compared. RESULTS In general, 239 patients were classified into four groups: patients with stable hemodynamics underwent semi-elective hepatectomy (n = 119), and those with unstable hemodynamics received emergent hepatectomy (n = 17), sequential hemostatic-transcatheter arterial chemoembolization (TACE)/-laparotomy with late hepatectomy (n = 49), or TACE only (n = 54). Hepatectomy was safer and provided better OS and PFS than TACE both before and after propensity score matching. Emergent hepatectomy was associated with higher 30-day mortality (6.2%, P < 0.05) and poorer prognosis whereas semi-elective hepatectomy and sequential treatment had comparable mortality (both 0%) and survival (36.3% vs 45.2%, P > 0.05). Compared with hemostatic TACE in the sequential treatment group, early surgical intervention (semi-elective hepatectomy, emergent hepatectomy, and sequential laparotomy with late hepatectomy) decreased PM (13.6% vs 34.2%, P = 0.003) whereas had higher IM (68.0% vs 50.0%, P = 0.039), but neither procedure had affected OS. In srHCC patients with high risk of recurrence (multiple tumors, micro- and macro-vascular invasion), postoperative adjuvant TACE improved OS. CONCLUSION Hepatectomy could provide better prognosis than TACE for srHCC patients while semi-elective hepatectomy and sequential hemostatic-TACE with staged hepatectomy are viable options for srHCCs with stable and unstable hemodynamics, respectively.
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Affiliation(s)
- Ao Huang
- Department of Liver Surgery and Transplantation; Liver Cancer Institute, Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education; Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China
| | - De-Zhen Guo
- Department of Liver Surgery and Transplantation; Liver Cancer Institute, Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education; Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China
| | - Yu-Peng Wang
- Department of Liver Surgery and Transplantation; Liver Cancer Institute, Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education; Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China
| | - Jia Fan
- Department of Liver Surgery and Transplantation; Liver Cancer Institute, Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education; Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China
- Institute of Biomedical Sciences, Fudan University, Shanghai, 200032, China
| | - Xin-Rong Yang
- Department of Liver Surgery and Transplantation; Liver Cancer Institute, Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education; Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China
| | - Jian Zhou
- Department of Liver Surgery and Transplantation; Liver Cancer Institute, Key Laboratory of Carcinogenesis and Cancer Invasion (Fudan University), Ministry of Education; Shanghai Key Laboratory of Organ Transplantation, Zhongshan Hospital, Fudan University, 136 Yi Xue Yuan Road, Shanghai, 200032, China.
- Institute of Biomedical Sciences, Fudan University, Shanghai, 200032, China.
- State Key Laboratory of Genetic Engineering, Fudan University, Shanghai, 200032, China.
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FTH promotes the proliferation and renders the HCC cells specifically resist to ferroptosis by maintaining iron homeostasis. Cancer Cell Int 2021; 21:709. [PMID: 34965856 PMCID: PMC8717654 DOI: 10.1186/s12935-021-02420-x] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Accepted: 12/19/2021] [Indexed: 02/06/2023] Open
Abstract
Background Ferroptosis is a newly identified type of programmed cell death, which preferentially targets iron-rich cancer cells such as hepatocellular carcinoma (HCC). Ferritin heavy chain (FTH) is a major iron storing nanocage to store redox-inactive iron, and harbors ferroxidase activity to prevent the iron-mediated production of ROS. Our previous studies have demonstrated that FTH acts as a protective role to increase the cellular resistance to ferroptosis. However, the specific role of FTH in the development of HCC and ferroptosis resistance remains unclear. Methods The indicated databases were used for bioinformatics analysis. The abilities of cell proliferation, migration were measured by cell proliferation assay, transwell assay and wound healing assay. The levels of reactive oxygen species (ROS), lipid peroxide, free iron, mitochondrial superoxide, mitochondrial morphology and mitochondrial membrane potential (MMP) were determined by DCF-DA, C11-BODIPY, mitoSOX, mitoTracker, JC-10 and TMRM staining, respectively. The mitochondrial oxygen consumption rate was monitored by the Seahorse XF24 Analyzer. Results The pan-cancer analysis was performed and showed that FTH expression is upregulated in multiple cancers, such as LIHC, CHOL, HNSC, compared to corresponding normal tissues. In addition, the level of serum ferritin is positively associated with the progression of hepatitis, cirrhosis liver and hepatocellular carcinoma. Further investigation shed light on the strong correlation between FTH expression and tumor grades, cancer stages and prognosis of HCC. Importantly, the proteins interaction network elucidated that FTH is involved in iron homeostasis maintenance and lysosomal-dependent degradation. Enforced expression of FTH accelerates proliferation, migration and endows HCC cells specifically resistant to ferroptosis, but does not protect against cell death caused by cytotoxic compounds like oxaliplatin, irinotecan, and adriamycin. Mechanically, FTH reconstituted cells exhibit diminished peroxides accumulation, reduce mitochondrial ROS level, attenuate the impaired mitochondrial respiratory and rescue the mitochondrial homeostasis. Notably, FTH expression boosts tumorigenic potential in vivo with increased PCNA staining and lesser lipid peroxides generation. Conclusion These results provide new insights that FTH acts as an oncogene in the carcinogenesis and progression of HCC, and is hopeful to be a potential target for therapeutic intervention through ferroptosis. Supplementary Information The online version contains supplementary material available at 10.1186/s12935-021-02420-x.
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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: 2.0] [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.
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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
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Overview of spontaneous intraabdominal tumor hemorrhage: etiologies, imaging findings, and management. Abdom Radiol (NY) 2021; 46:427-440. [PMID: 32691111 DOI: 10.1007/s00261-020-02663-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Revised: 06/27/2020] [Accepted: 07/09/2020] [Indexed: 02/06/2023]
Abstract
Hemorrhage is a potential complication of benign and malignant tumors and tumor-like conditions in the abdomen. Patients often have non-specific presentations, although they may present critically ill and hemodynamically unstable. Imaging plays an important role not only in the diagnosis of hemorrhage but also in the detection and characterization of an underlying mass. Ultrasound, computed tomography, and magnetic resonance imaging are utilized in evaluating these patients, with each having particular strengths and limitations. Spontaneous tumor hemorrhage is most commonly seen in hepatic and renal lesions, although it can arise from nearly every abdominal organ. In this article, we will review principles of tumor hemorrhage, illustrate common and uncommon imaging features, and highlight different options for management.
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