Differentiation of testicular seminomas from nonseminomas based on multiphase CT radiomics combined with machine learning: A multicenter study.

BACKGROUND: Differentiating seminomas from nonseminomas is crucial for formulating optimal treatment strategies for testicular germ cell tumors (TGCTs). Therefore, our study aimed to develop and validate a clinical-radiomics model for this purpose. METHODS: In this study, 221 patients with TGCTs confirmed by pathology from four hospitals were enrolled and classified into training (n = 126), internal validation (n = 55) and external test (n = 40) cohorts. Radiomics features were extracted from the CT images. After feature selection, we constructed a clinical model, radiomics models and clinical-radiomics model with different machine learning algorithms. The top-performing model was chosen utilizing receiver operating characteristic (ROC) curve analysis. Decision curve analysis (DCA) was also conducted to assess its practical utility. RESULTS: Compared with those of the clinical and radiomics models, the clinical-radiomics model demonstrated the highest discriminatory ability, with AUCs of 0.918 (95 % CI: 0.870 - 0.966), 0.909 (95 % CI: 0.829 - 0.988) and 0.839 (95 % CI: 0.709 - 0.968) in the training, validation and test cohorts, respectively. Moreover, DCA confirmed that the combined model had a greater net benefit in predicting seminomas and nonseminomas. CONCLUSION: The clinical-radiomics model serves as a potential tool for noninvasive differentiation between testicular seminomas and nonseminomas, offering valuable guidance for clinical treatment.

PET-CT para el manejo de pacientes con cáncer testicular tipo seminoma con masa residual post quimioterapia / PET-CT for the management of testicular seminoma patients with post-chemotherapy residual masses

INTRODUCCIÓN En pacientes con cáncer testicular avanzado tipo seminoma que tienen lesiones residuales post quimioterapia de más de 3 cm, el PET-CT podría seleccionar un subgrupo susceptible de ser manejado con seguimiento, evitando una resección quirúrgica innecesaria de tumor no viable. MÉTODOS Realizamos una búsqueda en Epistemonikos, la mayor base de datos de revisiones sistemáticas en salud, la cual es mantenida mediante el cribado de múltiples fuentes de información, incluyendo MEDLINE, EMBASE, Cochrane, entre otras. Extrajimos los datos desde las revisiones identificadas, analizamos los datos de los estudios primarios, realizamos un metanálisis y preparamos una tabla de resumen de los resultados utilizando el método GRADE. RESULTADOS Y CONCLUSIONES Identificamos tres revisiones sistemáticas que en conjunto incluyeron 11 estudios primarios, de los cuales, ninguno es un ensayo aleatorizado. Concluimos que el uso de PET-CT en la evaluación de masas residuales post quimioterapia en pacientes con cáncer testicular tipo seminoma podría evitar un porcentaje importante de cirugías innecesarias (certeza de la evidencia baja). Además, el uso de PET-CT podría presentar balances riesgo/beneficio y costo/beneficio favorables en el manejo de pacientes con cáncer testicular tipo seminoma. Sin embargo, se requieren revisiones sistemáticas y estudios primarios que evalúen directamente el impacto diagnóstico del test.

INTRODUCTION The use of PET-CT could select a subgroup of advanced testicular seminoma patients that display post-chemotherapy residual masses measuring >3 cm and could be managed with surveillance, avoiding unnecessary surgical resection of unviable tumor masses. METHODS We searched in Epistemonikos, the largest database of systematic reviews in health, which is maintained by screening multiple information sources, including MEDLINE, EMBASE, Cochrane, among others. We extracted data from the systematic reviews, reanalyzed data of primary studies, conducted a meta-analysis and generated a summary of findings table using the GRADE approach. RESULTS AND CONCLUSIONS We identified three systematic reviews that included eleven primary studies; none of these were randomized trials. We concluded the assessment of postchemotherapy residual masses by PET-CT in testicular seminoma patients may prevent unnecessary surgeries, but the certainty of the evidence is low. Furthermore, PET-CT could also offer a favorable risk/benefit and cost/benefit ratio for the management of testicular seminoma patients. However, systematic reviews and primary studies assessing the direct diagnostic impact of PET-CT are required.