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1.
Oncoimmunology ; 10(1): 1908010, 2021 04 02.
Article in English | MEDLINE | ID: mdl-33868792

ABSTRACT

Currently, a significant proportion of cancer patients do not benefit from programmed cell death-1 (PD-1)-targeted therapy. Overcoming drug resistance remains a challenge. In this study, single-cell RNA sequencing and bulk RNA sequencing data from samples collected before and after anti-PD-1 therapy were analyzed. Cell-cell interaction analyses were performed to determine the differences between pretreatment responders and nonresponders and the relative differences in changes from pretreatment to posttreatment status between responders and nonresponders to ultimately investigate the specific mechanisms underlying response and resistance to anti-PD-1 therapy. Bulk-RNA sequencing data were used to validate our results. Furthermore, we analyzed the evolutionary trajectory of ligands/receptors in specific cell types in responders and nonresponders. Based on pretreatment data from responders and nonresponders, we identified several different cell-cell interactions, like WNT5A-PTPRK, EGFR-AREG, AXL-GAS6 and ACKR3-CXCL12. Furthermore, relative differences in the changes from pretreatment to posttreatment status between responders and nonresponders existed in SELE-PSGL-1, CXCR3-CCL19, CCL4-SLC7A1, CXCL12-CXCR3, EGFR-AREG, THBS1-a3b1 complex, TNF-TNFRSF1A, TNF-FAS and TNFSF10-TNFRSF10D interactions. In trajectory analyses of tumor-specific exhausted CD8 T cells using ligand/receptor genes, we identified a cluster of T cells that presented a distinct pattern of ligand/receptor expression. They highly expressed suppressive genes like HAVCR2 and KLRC1, cytotoxic genes like GZMB and FASLG and the tissue-residence-related gene CCL5. These cells had increased expression of survival-related and tissue-residence-related genes, like heat shock protein genes and the interleukin-7 receptor (IL-7R), CACYBP and IFITM3 genes, after anti-PD-1 therapy. These results reveal the mechanisms underlying anti-PD-1 therapy response and offer abundant clues for potential strategies to improve immunotherapy.


Subject(s)
Neoplasms , Programmed Cell Death 1 Receptor , Apoptosis , Calcium-Binding Proteins , Cell Communication , Humans , Immune Checkpoint Inhibitors , Membrane Proteins , Neoplasms/drug therapy , Programmed Cell Death 1 Receptor/genetics , RNA , RNA-Binding Proteins , Sequence Analysis, RNA
2.
J Cancer Res Clin Oncol ; 147(3): 821-833, 2021 Mar.
Article in English | MEDLINE | ID: mdl-32852634

ABSTRACT

PURPOSE: Microvascular invasion (MVI) is a valuable predictor of survival in hepatocellular carcinoma (HCC) patients. This study developed predictive models using eXtreme Gradient Boosting (XGBoost) and deep learning based on CT images to predict MVI preoperatively. METHODS: In total, 405 patients were included. A total of 7302 radiomic features and 17 radiological features were extracted by a radiomics feature extraction package and radiologists, respectively. We developed a XGBoost model based on radiomics features, radiological features and clinical variables and a three-dimensional convolutional neural network (3D-CNN) to predict MVI status. Next, we compared the efficacy of the two models. RESULTS: Of the 405 patients, 220 (54.3%) were MVI positive, and 185 (45.7%) were MVI negative. The areas under the receiver operating characteristic curves (AUROCs) of the Radiomics-Radiological-Clinical (RRC) Model and 3D-CNN Model in the training set were 0.952 (95% confidence interval (CI) 0.923-0.973) and 0.980 (95% CI 0.959-0.993), respectively (p = 0.14). The AUROCs of the RRC Model and 3D-CNN Model in the validation set were 0.887 (95% CI 0.797-0.947) and 0.906 (95% CI 0.821-0.960), respectively (p = 0.83). Based on the MVI status predicted by the RRC and 3D-CNN Models, the mean recurrence-free survival (RFS) was significantly better in the predicted MVI-negative group than that in the predicted MVI-positive group (RRC Model: 69.95 vs. 24.80 months, p < 0.001; 3D-CNN Model: 64.06 vs. 31.05 months, p = 0.027). CONCLUSION: The RRC Model and 3D-CNN models showed considerable efficacy in identifying MVI preoperatively. These machine learning models may facilitate decision-making in HCC treatment but requires further validation.


Subject(s)
Carcinoma, Hepatocellular/blood supply , Deep Learning , Liver Neoplasms/blood supply , Carcinoma, Hepatocellular/diagnostic imaging , Carcinoma, Hepatocellular/pathology , Cohort Studies , Disease-Free Survival , Female , Humans , Liver Neoplasms/diagnostic imaging , Liver Neoplasms/pathology , Male , Microcirculation , Middle Aged , Models, Statistical , Neovascularization, Pathologic/diagnostic imaging , Neovascularization, Pathologic/pathology , Retrospective Studies
3.
Hepatobiliary Pancreat Dis Int ; 19(4): 349-357, 2020 Aug.
Article in English | MEDLINE | ID: mdl-32622826

ABSTRACT

BACKGROUND: The downstaging of hepatocellular carcinoma (HCC) has been confirmed to benefit liver transplantation (LT) patients whose tumors are beyond the transplantation criteria. Milan criteria (MC), a tumor size and number-based assessment, is currently used as the endpoint in these patients. However, many studies believe that tumor biological behavior should be added to the evaluation criteria for downstaging efficacy. Hence, this study aimed to explore the feasibility of Hangzhou criteria (HC), which introduced tumor grading and alpha-fetoprotein in addition to tumor size and number, as an endpoint of downstaging. METHODS: We performed a multicenter and retrospective study of 206 patients accepted locoregional therapy (LRT) as downstaging/bridge treatment prior to LT in three centers of China. RESULTS: Recipients were divided into four groups: failed downstaging to the HC (group A, n = 46), successful downstaging to the HC (group B, n = 30), remained within the HC all the time (group C, n = 113), and tumor progressed (group D, n = 17). The 3-year HCC recurrence probabilities of groups B and C were not significantly different (10.3% vs. 11.6%, P = 0.87). The HCC recurrent rate was significantly higher in group A (52.3%) compared with that in group B/C (P < 0.05). Seven patients (7/76, 9.2%) whose tumor exceeded the the HC were successfully downstaged to the MC, and 39.5% (30/76) to the the HC. In group B, 23 patients remained beyond the MC and their survivals were as well as those of patients within the MC. CONCLUSIONS: Compared to the MC, HC downstaging criteria can give more HCC patients access to LT and furthermore, the outcome of these patients is the same as those matching MC downstaging criteria. Hangzhou downstaging criteria therefore is applicable in clinical practice.


Subject(s)
Carcinoma, Hepatocellular/pathology , Liver Neoplasms/pathology , Liver Transplantation , Patient Selection , Adult , Aged , Carcinoma, Hepatocellular/surgery , China , Female , Humans , Liver Neoplasms/surgery , Male , Middle Aged , Neoplasm Staging , Retrospective Studies
4.
Front Oncol ; 9: 113, 2019.
Article in English | MEDLINE | ID: mdl-30863723

ABSTRACT

Background: Because of the poor health conditions of elderly patients (age >65) with very-early-stage and early-stage hepatocellular carcinoma (HCC), primary treatment via hepatic resection (HR), or radiofrequency ablation (RFA) must be considered. However, few studies have examined this issue. Methods: A retrospective cohort was obtained from the Surveillance, Epidemiology, and End Results (SEER) database from 2004 to 2015. Patients were grouped by tumor size (0-20, 21-30, 31-35, and 31-50 mm) and age (>65 and ≤65). Overall survival (OS) and disease-specific survival (DSS) were assessed. Results: In total, 1912 patients aged >65 and 2,784 patients aged ≤65 were analyzed after propensity score matching (PSM). For patients >65 with tumors ≤20 mm, OS and DSS did not differ significantly between the RFA and HR groups (p = 0.47 and p = 0.76, respectively). For patients with tumors measuring 21-30 mm, the HR group had better OS and a trend toward better DSS compared with the RFA group (p = 0.03 and p = 0.09, respectively). For patients with tumors measuring 31-50 mm, the HR group had better OS and DSS compared with the RFA group (p < 0.001 for both). For patients <65, the HR group had better OS and DSS compared with the RFA group for all tumor sizes. Conclusions: For elderly patients (age >65), RFA is recommended for tumors ≤20 mm. For patients older than 65 with tumors measuring 21-50 mm and for those younger than 65 with tumors of any size, HR is the better choice.

5.
Asian J Surg ; 40(6): 453-462, 2017 Nov.
Article in English | MEDLINE | ID: mdl-27321176

ABSTRACT

BACKGROUND: Whether hepatic resection (HR) could be performed for patients with Barcelona Clinic Liver Cancer (BCLC) B/C stage hepatocellular carcinoma (HCC) is controversial, and the safety and clinical value of HR combined with antiviral therapy for hepatitis B virus (HBV)-related HCC with BCLC-B/C stage remain to be investigated. METHODS: We retrospectively evaluated 126 patients with BCLC stage B/C HCC who underwent HR. These patients were divided into the antiviral group (Group A, n = 86) and the control group (Group B, n = 40). The operative indications and prognosis of 126 patients were analyzed. RESULTS: The 1-year, 3-year, and 5-year disease-free survival (DFS) rates for Group A and Group B were 55.4%, 36.1%, 33.7% and 53.8%, 28.2%, 23.1%, respectively. The corresponding overall survival (OS) rates for the two groups were 89.2%, 61.4%, 45.8% and 82.1%, 48.7%, 33.3%, respectively. The DFS and OS for Group A were better than for Group B (p = 0.013, and p = 0.038, respectively). Antiviral therapy was an independent protective factor of late tumor recurrence [hazard ratio (HR) = 0.391, 95% confidence interval (CI): 0.190-0.806, p = 0.011] but not of early tumor recurrence. CONCLUSION: It is safe and feasible to perform HR combined with antiviral therapy for HBV-related HCC with BCLC stage B/C.


Subject(s)
Antiviral Agents/therapeutic use , Carcinoma, Hepatocellular/surgery , Carcinoma, Hepatocellular/virology , Hepatitis B, Chronic/complications , Liver Neoplasms/surgery , Liver Neoplasms/virology , Adult , Aged , Analysis of Variance , Carcinoma, Hepatocellular/drug therapy , Carcinoma, Hepatocellular/mortality , China , Cohort Studies , Disease-Free Survival , Female , Hepatectomy/methods , Hepatitis B, Chronic/drug therapy , Humans , Liver Neoplasms/drug therapy , Liver Neoplasms/mortality , Male , Middle Aged , Neoplasm Invasiveness/pathology , Neoplasm Recurrence, Local/mortality , Neoplasm Recurrence, Local/physiopathology , Neoplasm Staging , Prognosis , Retrospective Studies , Risk Assessment , Survival Analysis
6.
Asian Pac J Cancer Prev ; 16(2): 823-9, 2015.
Article in English | MEDLINE | ID: mdl-25684532

ABSTRACT

The aim of the present study was to investigate the expression of the transcription factor Ki-67, ER, PR, Her2/neu, p21, EGFR, and TOP II-α in the tumor tissue of patients with invasive ductal carcinoma(IDC); in addition, we examined correlations between these markers. Two hundred and sixteen IDC patients, who were not previously been treated with chemo- or radiotherapy, were included in the study. All tumors were grade I-III. Expression of molecular markers was determined by immunohistochemical analysis on paraffin-embedded tissue sections. Follow-up data were collected for 3 months to 10 years and analyzed for tumor recurrence, survival time, and prognostic risk factors. We determined Ki-67 expression correlates with the expression of ER, PR, HER-2, EGFR, and TOP-α, as well as lymph node involvement, high tumor grade, lymphovascular invasion, high tumor stage, and high TNM stage in IDC. Positive Ki-67 expression was a risk factor for rapid tumor recurrence and may help tumor progression, leading to poor prognosis in IDC. Ki-67 was directly correlated with EGFR, TOP II-α, lymph node involvement, high tumor grade, lymphovascular invasion, high tumor stage, and high TNM stage in the hormone receptor subtypes of breast cancer. In triple negative breast cancer, Ki-67 correlated with TOP II-α. Expression of Ki-67 correlated with that of ER, PR, HER-2, EGFR, TOP II-α, and p21. In addition, the biomarker Ki-67 has a role as a prognostic factor and indicates a poor prognosis in IDC.


Subject(s)
Antigens, Neoplasm/metabolism , Breast Neoplasms/pathology , Carcinoma, Ductal, Breast/pathology , Cyclin-Dependent Kinase Inhibitor p21/metabolism , DNA Topoisomerases, Type II/metabolism , DNA-Binding Proteins/metabolism , Ki-67 Antigen/metabolism , Neoplasm Recurrence, Local/pathology , Receptor, ErbB-2/metabolism , Receptors, Estrogen/metabolism , Receptors, Progesterone/metabolism , Adult , Aged , Biomarkers, Tumor/metabolism , Breast Neoplasms/metabolism , Breast Neoplasms/mortality , Carcinoma, Ductal, Breast/metabolism , Carcinoma, Ductal, Breast/mortality , Female , Follow-Up Studies , Humans , Lymphatic Metastasis , Middle Aged , Neoplasm Grading , Neoplasm Invasiveness , Neoplasm Recurrence, Local/metabolism , Neoplasm Recurrence, Local/mortality , Neoplasm Staging , Prognosis , Survival Rate , Young Adult
7.
PLoS One ; 9(5): e96080, 2014.
Article in English | MEDLINE | ID: mdl-24867183

ABSTRACT

BACKGROUND AND AIMS: An immune imbalance in the cytokine profile exerts a profound influence on the progression of hepatitis B virus (HBV) infections and hepatocellular carcinoma (HCC). The present study evaluated the immune status of T helper (Th) 17 and Th1 cells in patients with HBV-related and non-HBV-related HCC. METHODS: We randomly enrolled 150 patients with HCC. Blood samples and tissue samples were obtained. The distributions and phenotypic features of Th17 and Th1 cells were determined by flow cytometry and/or immunohistochemistry. RESULTS: Compared to corresponding non-tumor regions, the levels of Th17 and Th1 cells were significantly increased in tumors of patients with HCC (P<0.001). The intratumoral densities of IL-17-producing cells and IFN-γ-producing cells were associated with overall survival (OS, P = 0.001) and disease-free survival (DFS, P = 0.001) of patients with HCC. The ratio of Th17 to Th1 in HBV-related HCC was higher than in non-HBV-related HCC. A multivariate Cox analysis revealed that the Th17 to Th1 ratio was an independent prognostic factor for OS (HR = 2.651, P = 0.007) and DFS (HR = 2.456, P = 0.002). CONCLUSIONS: HBV infections can lead to an imbalance in immune status in patients with HCC. An elevated Th17 to Th1 ratio may promote tumor progression. The Th17 to Th1 ratio could serve as a potential prognostic marker for scoring the severity of HCC.


Subject(s)
Carcinoma, Hepatocellular/immunology , Hepatitis B/immunology , Interleukin-17/immunology , Liver Neoplasms/immunology , T-Lymphocytes, Helper-Inducer/immunology , Th1 Cells/immunology , Th17 Cells/immunology , Carcinoma, Hepatocellular/mortality , Carcinoma, Hepatocellular/virology , Case-Control Studies , Cytokines/metabolism , Disease Progression , Flow Cytometry , Follow-Up Studies , Hepatitis B/mortality , Hepatitis B/virology , Hepatitis B virus/isolation & purification , Humans , Immunoenzyme Techniques , Interleukin-17/metabolism , Liver Neoplasms/mortality , Liver Neoplasms/virology , Prognosis , Survival Rate , T-Lymphocytes, Regulatory/immunology
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