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Risk Predictive Model Based on Three DDR-Related Genes for Predicting Prognosis, Therapeutic Sensitivity, and Tumor Microenvironment in Hepatocellular Carcinoma. JOURNAL OF ONCOLOGY 2022; 2022:4869732. [PMID: 36213834 PMCID: PMC9546689 DOI: 10.1155/2022/4869732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 09/07/2022] [Accepted: 09/12/2022] [Indexed: 11/17/2022]
Abstract
Hepatocellular carcinoma (HCC) is the seventh most common malignancy and the second most common cause of cancer-related deaths. Tumor mutational load, genomic instability, and tumor-infiltrating lymphocytes were associated with DNA damage response and repair gene changes. The goal of this study is to estimate the chances of patients with HCC surviving their disease by constructing a DNA damage repair- (DDR-) related gene profile. The International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA) provided us with the mRNA expression matrix as well as clinical information relevant to HCC patients. Using Cox regression and LASSO analysis, DEGs strongly related to general survival were discovered in the differentially expressed gene (DEG) study. In order to assess the model’s accuracy, Kaplan-Meier (KM) and receiver operating characteristic (ROC) were used. In order to compute the immune cell infiltration score and immune associated pathway activity, a single-sample gene set enrichment analysis was performed. A three-gene signature (CDC20, TTK, and CENPA) was created using stability selection and LASSO COX regression. In comparison to the low-risk group, the prognosis for the high-risk group was surprisingly poor. In the ICGC datasets, the predictive characteristic was confirmed. A receiver operating characteristic (ROC) curve was calculated for each cohort. The risk mark for HCC patients is a reliable predictor according to multivariate Cox regression analysis. According to ssGSEA, this signature was highly correlated with the immunological state of HCC patients. There was a significant correlation between the expression levels of prognostic genes and cancer cells’ susceptibility to antitumor therapies. Overall, a distinct gene profile associated with DDR was identified, and this pattern may be able to predict HCC patients’ long-term survival, immune milieu, and chemotherapeutic response.
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Xu D, Wang Y, Wu J, Zhang Z, Chen J, Xie M, Tang R, Chen C, Chen L, Lin S, Luo X, Zheng J. ECT2 overexpression promotes the polarization of tumor-associated macrophages in hepatocellular carcinoma via the ECT2/PLK1/PTEN pathway. Cell Death Dis 2021; 12:162. [PMID: 33558466 PMCID: PMC7870664 DOI: 10.1038/s41419-021-03450-z] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2020] [Revised: 01/14/2021] [Accepted: 01/18/2021] [Indexed: 12/28/2022]
Abstract
Hepatocellular carcinoma (HCC) is a common high-mortality cancer, mainly due to diagnostic difficulties during its early clinical stages. In this study, we aimed to identify genes that are important for HCC diagnosis and treatment, and we investigated the underlying mechanism of prognostic differences. Differentially expressed genes (DEGs) were identified by using the limma package, and receiver operating characteristic curve analysis was performed to identify diagnostic markers for HCC. Bioinformatics and clinical specimens were used to assess epithelial cell transforming 2 (ECT2) in terms of expression, prognostic value, pathways, and immune correlations. In vitro experiments were used to investigate the underlying mechanism and function of ECT2, and the results were confirmed through in vivo experiments. The integrated analysis revealed 53 upregulated DEGs, and one candidate biomarker for diagnosis (ECT2) was detected. High expression of ECT2 was found to be an independent prognostic risk factor for HCC. ECT2 expression showed a strong correlation with tumor-associated macrophages. We found that ECT2 overexpression increased the migration and proliferation of HCC cells. It also promoted the expression of PLK1, which subsequently interacted with PTEN and interfered with its nuclear translocation, ultimately enhancing aerobic glycolysis and promoting M2 macrophage polarization. M2 macrophages suppress the functions of NK cells and T cells, and this was confirmed in the in vivo experiments. Overall, ECT2 may promote the polarization of M2 macrophages by enhancing aerobic glycolysis and suppressing the functions of immune cells. ECT2 could serve as a candidate diagnostic and prognostic biomarker for HCC.
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Affiliation(s)
- Dafeng Xu
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Yu Wang
- Geriatric Medicine Center, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Jincai Wu
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Zhensheng Zhang
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Jiacheng Chen
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Mingwei Xie
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Rong Tang
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Cheng Chen
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Liang Chen
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Shixun Lin
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Xiangxiang Luo
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Jinfang Zheng
- Department of Hepatobiliary and Pancreatic Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China.
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Ponziani FR, Bhoori S, Germini A, Bongini M, Flores M, Sposito C, Facciorusso A, Gasbarrini A, Mazzaferro V. Inducing tolerability of adverse events increases sorafenib exposure and optimizes patient's outcome in advanced hepatocellular carcinoma. Liver Int 2016; 36:1033-1042. [PMID: 26709844 DOI: 10.1111/liv.13052] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2015] [Accepted: 12/17/2015] [Indexed: 12/13/2022]
Abstract
BACKGROUND & AIMS Various grades of adverse events are associated with sorafenib and have recently been considered as a surrogate of response in patients with advanced hepatocellular carcinoma. The aim of this prospective study was to measure the efficacy of a sorafenib dose reduction regimen, adjusted on patient's tolerability, and aimed at increasing the exposure to the drug. METHODS A total of 73/140 patients with advanced hepatocellular carcinoma receiving sorafenib developed relevant adverse events (grade ≥2) and were managed with a tolerable-adverse-event-protocol consisting of a drug stepwise dose reduction adjusted on patient's tolerability. The remaining 67 patients with toxicity grade 0-1 (minor adverse event group) were managed conventionally with just symptomatic treatment. RESULTS Median follow-up was 7 months. By adopting the tolerable-adverse-event-protocol, 48% of patients meant to transiently or definitively interrupt the drug were kept on treatment. Macrovascular invasion with/out extra-hepatic spread (HR = 1.9, 95% CI: 1.3-2.8; P = 0.001) and sorafenib exposure <2 months (HR = 4, 95% CI: 2.5-6.4; P < 0.0001) were independently related to a worse survival. Overall disease control rate, time to progression and survival were: 63.5%, 6 and 9.1 months respectively. The tolerable-adverse-event-protocol group experienced a more favourable outcome with respect to the minor adverse event group as for disease control rate (78% vs. 48%: P < 0.0001), time to progression (9.5 vs. 3 months; HR = 0.3, 95% CI: 0.2-0.5, P < 0.0001) and survival (12.5 vs. 5.7 months; HR = 0.4, 95% CI: 0.3-0.6; P < 0.0001). CONCLUSIONS In patients with advanced hepatocellular carcinoma, sorafenib dose adjustments based on inducing tolerability of relevant adverse events prolong drug exposure and maximize survival.
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Affiliation(s)
- Francesca Romana Ponziani
- Surgery, Hepatology and Hepato-Oncology Group, Istituto Nazionale Tumori (National Cancer Institute), Milan, Italy
| | - Sherrie Bhoori
- Surgery, Hepatology and Hepato-Oncology Group, Istituto Nazionale Tumori (National Cancer Institute), Milan, Italy
| | - Alessandro Germini
- Surgery, Hepatology and Hepato-Oncology Group, Istituto Nazionale Tumori (National Cancer Institute), Milan, Italy
| | - Marco Bongini
- Surgery, Hepatology and Hepato-Oncology Group, Istituto Nazionale Tumori (National Cancer Institute), Milan, Italy
| | - Maria Flores
- Surgery, Hepatology and Hepato-Oncology Group, Istituto Nazionale Tumori (National Cancer Institute), Milan, Italy
| | - Carlo Sposito
- Surgery, Hepatology and Hepato-Oncology Group, Istituto Nazionale Tumori (National Cancer Institute), Milan, Italy
| | - Antonio Facciorusso
- Surgery, Hepatology and Hepato-Oncology Group, Istituto Nazionale Tumori (National Cancer Institute), Milan, Italy
| | - Antonio Gasbarrini
- Internal Medicine and Gastroenterology, Catholic University, Gemelli Hospital, Rome, Italy
| | - Vincenzo Mazzaferro
- Surgery, Hepatology and Hepato-Oncology Group, Istituto Nazionale Tumori (National Cancer Institute), Milan, Italy
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