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1.
Heliyon ; 10(1): e23923, 2024 Jan 15.
Article En | MEDLINE | ID: mdl-38223741

Objective: Pre-treatment enhanced CT image data were used to train and build models to predict the efficacy of non-small cell lung cancer after conventional radiotherapy and chemotherapy using two classification algorithms, Logistic Regression (LR) and Gaussian Naive Baye (GNB). Methods: In this study, we used pre-treatment enhanced CT image data for region of interest (ROI) sketching and feature extraction. We utilized the least absolute shrinkage and selection operator (LASSO) mutual confidence method for feature screening. We pre-screened logistic regression (LR) and Gaussian naive Bayes (GNB) classification algorithms and trained and modeled the screened features. We plotted 5-fold and 10-fold cross-validated receiver operating characteristic (ROC) curves to calculate the area under the curve (AUC). We performed DeLong's test for validation and plotted calibration curves and decision curves to assess model performance. Results: A total of 102 patients were included in this study, and after a comparative analysis of the two models, LR had only slightly lower specificity than GNB, and higher sensitivity, accuracy, AUC value, precision, and F1 value than GNB (training set accuracy: 0.787, AUC value: 0.851; test set accuracy: 0.772, AUC value: 0.849), and the LR model has better performance in both the decision curve and the calibration curve. Conclusion: CT can be used for efficacy prediction after radiotherapy and chemotherapy in NSCLC patients. LR is more suitable for predicting whether NSCLC prognosis is in remission without considering the computing speed.

2.
Eur Arch Otorhinolaryngol ; 280(12): 5409-5416, 2023 Dec.
Article En | MEDLINE | ID: mdl-37530857

OBJECTIVE: To establish a nomogram for prediction of prognosis in EGFR-positive advanced nasopharyngeal carcinoma (NPC) patients who were treated with induction chemotherapy (IC) and concurrent chemoradiotherapy (CCRT). The clinical data of 124 NPC patients who received IC sequential CCRT combined with targeted therapy at the Department of Oncology of the Affiliated Hospital of North Sichuan Medical College between June 2017 and September 2022 were retrospectively reviewed. Logistic regression analysis was used to identify the prognostic factors for building the nomogram. RESULTS: Multifactorial regression analysis showed that the use of targeted drugs and T stage were independent factors of prognosis (p < 0.05) and the equation Y = 0.476 + 2.733X1 + - 0.758 × 2 (Y = efficacy, X1 = targeted drug therapy, X2 = T stage) was obtained. Then, a prognostic nomogram prediction model was constructed. The prediction model was validated internally for 1000 times using the Bootstrap resampling method with an accuracy of 79.29%. The calibration curve suggests that the predicted values fit well with the true values. The clinical decision curve (DCA) shows that the model has good clinical predictive value. CONCLUSION: The use of targeted therapy significantly improved the prognosis of patients with EGFR-positive advanced NPC. For advanced NPC patients with T1 and T2 stages, IC sequenced with CCRT is more effective, and the addition of targeted therapy can further improve patients' prognosis. For advanced NPC patients with T3 and T4 stages, IC sequenced with CCRT is ineffective, and the addition of targeted therapy can significantly improve patient prognosis.


Carcinoma , Nasopharyngeal Neoplasms , Humans , Nasopharyngeal Carcinoma/drug therapy , Nasopharyngeal Neoplasms/radiotherapy , Retrospective Studies , Induction Chemotherapy/methods , Carcinoma/radiotherapy , Chemoradiotherapy/methods , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , ErbB Receptors
3.
Ear Nose Throat J ; : 1455613231173452, 2023 Apr 27.
Article En | MEDLINE | ID: mdl-37129185

Synovial sarcoma (SS) is a rare malignant tumor with bidirectional differentiation potential in epithelial and mesenchymal tissues and is a more chemosensitive subtype of soft tissue sarcoma. It occurs around the synovial soft tissues of large joints of the extremities and rarely in the nasopharynx. We present a young man with recurrent left-sided nasal congestion with nosebleeds, confirmed by immunohistochemistry and cytogenetic examination as SS. SS is easily misdiagnosed, and the tumor should be considered in the differential diagnosis, with surgery combined with radiotherapy as the primary treatment option.

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