1.The value of CT radiomics in predicting severe hyperlipidemic acute pancreatitis
Qing JIA ; Xiaohua HUANG ; Shize QIN ; Fang WANG
Journal of Practical Radiology 2023;39(12):1980-1984
Objective To explore the value of CT enhanced radiomics model in predicting severe hyperlipidemic acute pancreatitis(HLAP).Methods The data of 117 HLAP patients were analyzed retrospectively and the patients were randomly divided into a training set(93 cases)and a test set(24 cases)in the ratio of 8∶2.CT enhanced images of arterial phase and venous phase were collected,and the optimal radiomics features were extracted and screened.The arterial phase model and venous phase model were established by support vector machine(SVM).Meanwhile,the bedside index for severity in acute pancreatitis(BISAP)was scored and a BISAP model was developed for the patients based on clinical information.The area under the curve(AUC)under the receiver operating characteristic(ROC)curve was used as the evaluation criterion for the model.DeLong test was used to compare the prediction efficiency of each model.Results The training set AUC of the arterial phase model,venous phase model and BISAP model were 0.777,0.788 and 0.732,respectively.And the AUC of the test set were 0.836,0.734 and 0.695,respectively.DeLong test results showed that the training set AUC of the arterial phase model and the venous phase model was better than that of BISAP model(P<0.05),but there was no significant difference between the AUC of the test set AUC(P>0.05).There was no significant difference in AUC between arterial phase model and venous phase model(P>0.05).Conclusion The radiomics model based on CT enhancement can predict the severity of HLAP at the early stage,which helps to target the treatment of HLAP patients in the early clinical stage.
2.Clinical features and prognosis of CD7 + relapsed or refractory acute myeloid leukemia patients after allogeneic hematopoietic stem cell transplantation
Qi HAO ; Wei WEI ; Jiangying GU ; Xinyue LIU ; Shize WANG ; Zhenhui QIN ; Xinhong FEI ; Jingbo WANG
Chinese Journal of Laboratory Medicine 2023;46(12):1298-1304
Objective:To investigate the clinical and molecular features of patients with CD7 +relapsed or refractory acute myeloid leukemia(r/rAML)and the prognosis of allogeneic hematopoietic stem cell transplantation (allo-HSCT). Methods:172 r/rAML patients who underwent allo-HSCT in department of hematology, Aerospace Center Hospital between January 1st 2017 and December 31st 2020 were retrospectively analyzed The patients were were divided into CD7 + group( n=75) and CD7 - group( n=97) according to the expression CD7 in the initial immunophenotype. Mann-Whitney U and Chi-square test were used to compare the clinical data, molecular and cytogenetic characteristics of the two groups of patients. Kaplan-Meier method was used to analyze the median progression-free survival (PFS) and median overall survival (OS) of the two groups of patients, and Cox regression screenthe prognostic factors of the patients. Results:The median follow-up time was 19 months. The recurrence rates were 23.71% and 50.67%, respectively in CD7 - and CD7 + group (χ 2=13.428 P<0.001). In relapsed patients, 86.96 percentage of CD7 - group did not express CD7 while 86.84 percentage of CD7 + group expressed CD7. The median PFS was 25 and 5 months in CD7 - and CD7 + group (χ 2=8.695, P=0.003), and the medianOS was 34 and 15 months in CD7 - and CD7 + group (χ 2=2.579, P=0.108). Univariate analysis showed that the CD7 +group, had the lower rates of morphological remission (χ 2=10.014, P=0.002), molecular remission (χ 2=22.809, P<0.001), and more male patients (χ 2=5.281, P=0.022). The incidence of CEBPA double-site mutation was higher (23.4% vs 8.2%, χ 2=8.180, P=0.004) and the rearrangement of RUNX1::RUNX1T1 was lower(4.0% vs18.6%, χ 2=8.362, P=0.004)in CD7 +group than in CD7 -group. Multivariate analysis showed that pre-transplant tumor load was the only prognostic factor for PFS (HR, 1.600; 95% CI, 1.203 to 2.127; P=0.001) and OS (HR, 1.737; 95% CI, 1.273 to 2.369; P<0.001) in r/r AML patients. Conclusion:CD7 expression is a risk factor for poor prognosis in r/r AML patients, and CD7 expression is stable after relapse. Positive CD7 can be used as a target for immune targeted therapy.
3.Contrast-enhanced CT-based radiomics in predicting post-acute pancreatitis diabetes mellitus incidence
Shuting ZHONG ; Xiaohua HUANG ; Qinglin DU ; Yuwei CHEN ; Shize QIN ; Yu JIANG
Journal of Practical Radiology 2024;40(3):385-389
Objective To explore the value of dual-phase enhanced CT radiomics in predicting post-acute pancreatitis diabetes mellitus(PPDM-A).Methods A total of 145 patients with acute pancreatitis(AP)were retrospectively collected,including 62 patients in PPDM-A group and 83 patients in non-PPDM-A group.The patients were randomly divided into training set and test set at a ratio of 7︰3,the pancreatic parenchyma in arterial phase and venous phase was delineated and the radiomics features were extracted.Vari-ance threshold method,univariate selection method and least absolute shrinkage and selection operator(LASSO)were used to screen radiomics features.The prediction performance of the model was evaluated by the area under the curve(AUC).The DeLong test was used to compare the prediction efficiency between the models,and the calibration curve and decision curve were used to evaluate the prediction efficiency of the model.Results The AUC of arterial phase model,venous phase model,combined arterial venous phase model,clinical model and radiomics combined clinical model in the training set were 0.845,0.792,0.829,0.656 and 0.862,respec-tively.The DeLong test results showed that only the difference between the radiomics combined clinical model and the clinical model in the training set and the test set was statistically significant(P<0.05).The decision curve showed that the radiomics combined clinical model had high clinical practicability in a certain range,and the calibration curve showed that the radiomics combined clinical model had the best fitting degree with the actual observation value.Conclusion Based on the dual-phase enhanced CT radiomics combined clinical model,PPDM-A can be predicted more accurately,and it can provide a certain reference value for the clinical development of per-sonalized treatment programs.