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1.
PLoS Comput Biol ; 19(1): e1010830, 2023 01.
Article in English | MEDLINE | ID: mdl-36608157

ABSTRACT

The survival path mapping approach has been proposed for dynamic prognostication of cancer patients using time-series survival data. The SurvivalPath R package was developed to facilitate building personalized survival path models. The package contains functions to convert time-series data into time-slices data by fixed interval based on time information of input medical records. After the pre-processing of data, under a user-defined parameters on covariates, significance level, minimum bifurcation sample size and number of time slices for analysis, survival paths can be computed using the main function, which can be visualized as a tree diagram, with important parameters annotated. The package also includes function for analyzing the connections between exposure/treatment and node transitions, and function for screening patient subgroup with specific features, which can be used for further exploration analysis. In this study, we demonstrate the application of this package in a large dataset of patients with hepatocellular carcinoma, which is embedded in the package. The SurvivalPath R package is freely available from CRAN, with source code and documentation hosted at https://github.com/zhangt369/SurvivalPath.


Subject(s)
Carcinoma, Hepatocellular , Liver Neoplasms , Humans , Software , Time Factors
2.
Int J Hyperthermia ; 37(1): 384-391, 2020.
Article in English | MEDLINE | ID: mdl-32323585

ABSTRACT

Purpose: To compared the benefits of sorafenib with microwave ablation (MWA) in intermediate-stage hepatocellular carcinoma (HCC) patients with tumor size ≤7 cm and tumor number ≤5 after Transcatheter Arterial Chemoembolization (TACE) failure.Methods: A retrospective, single-center study was conducted using a one-to-one propensity score matching (PSM) analysis and involved 52 intermediate-stage HCC patients with absence of evidence of intrahepatic vascular invasion and extrahepatic metastasis after TACE failure and underwent treatment with MWA or sorafenib between 2007 and 2019. The overall survival (OS) and progression-free survival (PFS) were evaluated by the Kaplan-Meier method. The factors with OS and PFS were determined by Cox regression.Results: Of the 52 patients included in our study, 30 (57.7%) underwent MWA and 22 (42.3%) received sorafenib. After PSM, 22 pairs were enrolled into different groups for further analysis. Patients in the MWA-group had a significantly longer median PFS than patients in the sorafenib-group on both before (median, 9.3 vs. 2.8 months, p = .001) and after PSM (median, 9.0 vs. 2.8 months, p = .006). They also had a significantly longer median OS than patients in the sorafenib-group on before (median, 48.8 vs. 16.6 months, p = .001) and after PSM (median, Not reached vs. 16.6 months, p = .001). Besides, Cox regression analysis showed that the treatment and age were the independent prognostic factors of OS and PFS (p<0.05).Conclusions: MWA was superior to sorafenib in improving survival for intermediate-stage hepatocellular carcinoma (HCC) patients with tumor size ≤7 cm and tumor number ≤5 after TACE failure.Key PointsCompared with sorafenib, microwave ablation may be a more reasonable alternative treatment for intermediate-stage hepatocellular carcinoma (HCC) patients with tumor size ≤7 cm and tumor number ≤5 after TACE refractoriness.The treatment (MWA vs sorafenib) and the age of patients were the independent prognostic factors of OS and PFS.


Subject(s)
Carcinoma, Hepatocellular/drug therapy , Carcinoma, Hepatocellular/surgery , Chemoembolization, Therapeutic/methods , Liver Neoplasms/drug therapy , Liver Neoplasms/surgery , Radiofrequency Ablation/methods , Sorafenib/therapeutic use , Humans , Male , Middle Aged , Propensity Score , Retrospective Studies , Sorafenib/pharmacology , Treatment Outcome
3.
J Cancer Res Ther ; 17(3): 740-748, 2021 Jul.
Article in English | MEDLINE | ID: mdl-34269308

ABSTRACT

CONTEXT AND AIMS: The identification of inflammation-related prognostic heterogeneity in intermediate-stage hepatocellular carcinoma (HCC) can reveal more effective first-line treatments. Our study aimed to compare the intermediate-stage HCC patients' different inflammation-based scores in predicting their progression-free survival (PFS) after transarterial chemoembolization (TACE). MATERIALS AND METHODS: We analyzed retrospectively a total of 128 intermediate-stage HCC patients who received first-line TACE treatment. We used the Cox-proportional hazards modeling to identify the independent prognostic factors. We compared the inflammation-based scores abilities to predict the PFS through the time-dependent receiver operating characteristic curves and area under the curves. RESULTS: The multivariate analysis showed that tumor size and platelet-to-lymphocyte ratio (PLR) were the independent prognostic factors for PFS (P < 0.05). The PLR predicted the intermediate-stage HCC patients' PFS receiving the TACE treatment better than other inflammation-based scores (e.g., the neutrophil-to-lymphocyte ratio, the Glasgow Prognostic Score (GPS), the modified GPS, the Prognostic Index, the Prognostic Nutritional Index, the lymphocyte-to-monocyte ratio, and the systemic immune-inflammation index) (P < 0.05). An easy-to-use novel inflammation score based on tumor size - PLR-size score significantly improved the PFS prediction performance (P < 0.05). CONCLUSIONS: As a first-line treatment, TACE was not well suitable for all intermediate-stage HCC patients, while the PLR was a better inflammation-based score than others. Tumor size should be regarded as an essential variable in affecting intermediate-stage HCC patients' first-line treatment strategies.


Subject(s)
Carcinoma, Hepatocellular/mortality , Chemoembolization, Therapeutic , Liver Neoplasms/therapy , Aged , Biomarkers, Tumor/blood , Carcinoma, Hepatocellular/diagnosis , Carcinoma, Hepatocellular/immunology , Carcinoma, Hepatocellular/therapy , Female , Humans , Inflammation/blood , Inflammation/diagnosis , Inflammation/immunology , Kaplan-Meier Estimate , Liver Neoplasms/diagnosis , Liver Neoplasms/immunology , Liver Neoplasms/mortality , Male , Middle Aged , Neoplasm Staging , Prognosis , Progression-Free Survival , ROC Curve , Retrospective Studies , Risk Assessment/methods , Severity of Illness Index
4.
Front Oncol ; 10: 574804, 2020.
Article in English | MEDLINE | ID: mdl-33117712

ABSTRACT

Purpose: There is a lack of consensus on the surveillance strategy for Barcelona Clinic liver cancer (BCLC) stage B hepatocellular carcinoma (HCC) patients with complete remission (CR). We performed a real-world, retrospective analysis of the surveillance strategy for BCLC stage B HCC patients after radical therapy with CR to support clinical decision-making. Materials and Methods: We analyzed 546 BCLC stage B HCC patients with CR after radical treatments (surgery/ablation) at Sun Yat-sen University Cancer Center, from January 2007 to December 2019. The intensity of surveillance interval was defined as the mean of surveillance interval within 2 years. The primary endpoint of the study was overall survival (OS) and extra-Milan criteria relapse. Results: During a median follow-up time of 23.9 months (range = 3.1-148.3 months), there were 11.9% of patients died, 56.6% of patients developed recurrence, the vast majority of patients experienced recurrence within 2 years, and 27.8% patients developed extra-Milan criteria recurrence. The median disease-free survival and OS were 33.6 and 60.0 months, respectively. Patients were divided into regular surveillance group (RS) (≤4.3 months) and irregular surveillance (IRS) group (>4.3 months) based on the optimal cutoff value of the intensity of surveillance interval. The RS group owned a lower incident of extra-Milan criteria relapse and smaller and fewer tumors at recurrence than IRS group, which contributed to the prolonged OS. Besides, the cutoff values of surveillance interval that could lead to significant differences in the incidence of extra-Milan criteria relapse during 0-6, 6-12, and 12-18 months after CR were 2.6, 2.9, and 3 months, respectively. Conclusions: The average surveillance interval for patients with BCLC stage B HCC achieved CR should not exceed 4.3 months during the first 2 years' follow-up. During three different phases of the initial 18 months after CR, individualized surveillance showed intervals no more than 3 months were required to reduce the incidence of extra-Milan criteria relapse.

5.
Front Pharmacol ; 11: 593195, 2020.
Article in English | MEDLINE | ID: mdl-33384601

ABSTRACT

Background: PR domain zinc finger protein 1 (PRDM1) is a regulator of both B cell and T cell differentiation and plays a critical role in immunosuppression. Its role in tumor immunity and correlation with drug response remain unknown. Methods: This work comprehensively analyzed the transcriptional expression pattern of the PRDM1 among 33 types of malignancies from The Cancer Genome Atlas and the Genotype-Tissue Expression projects. Besides, correlation of the PRDM1 with cancer prognosis, immune infiltrates, checkpoint markers, cancer stemness and drug response were explored. Results: High expression level of PRDM1 were observed in ACC, COAD, LAML, LGG, LUAD, OV, PAAD, STAD, TGCT. Cox regression model showed high expression of PRDM1 in tumor samples correlates with poor prognosis in LGG, PAAD, UVM while favorable prognosis in KIRC, SKCM and THCA. PRDM1 expression positively correlates with the expression of LAG3, CTLA4, PDCD1 (PD-1), CD274 (PD-L1), PDCD1LG2 (PD-L2), TIGIT in the majority of 33 cancer types. PRDM1 positively correlated with TNFRSF14 in LGG and UVM among cancers with unfavorable prognosis; this correlation were weak or even negative in cancers with favorable prognosis. The top negatively enriched KEGG terms in high PRDM1 subgroup were B cell receptor signaling, T cell receptor signaling, and the top negatively enriched HALLMARK terms included IL-2-STAT5 signaling and allograft rejection. The expression of PRDM1 was found positively correlated with cancer stemness in CHOL, KIRP, TGCT, THYM and UVM. A series of targeted drugs and small-molecule drugs with promising efficacy predicted by PRDM1 level were identified. Conclusion: The clinical significance and biological impact of high transcriptional expression of PRDM1 differs across different cancers. Inhibiting the PRDM1-dependent signaling could be a novel and promising strategy of immunotherapy in cancers including LGG, PAAD and UVM.

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