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BACKGROUND: The identification of histopathology in metastatic non-seminomatous testicular germ cell tumors (TGCT) before post-chemotherapy retroperitoneal lymph node dissection (PC-RPLND) holds significant potential to reduce treatment-related morbidity in young patients, addressing an important survivorship concern. AIM: To explore this possibility, we conducted a study investigating the role of computed tomography (CT) radiomics models that integrate clinical predictors, enabling personalized prediction of histopathology in metastatic non-seminomatous TGCT patients prior to PC-RPLND. In this retrospective study, we included a cohort of 122 patients. METHODS: Using dedicated radiomics software, we segmented the targets and extracted quantitative features from the CT images. Subsequently, we employed feature selection techniques and developed radiomics-based machine learning models to predict histological subtypes. To ensure the robustness of our procedure, we implemented a 5-fold cross-validation approach. When evaluating the models' performance, we measured metrics such as the area under the receiver operating characteristic curve (AUC), sensitivity, specificity, precision, and F-score. RESULT: Our radiomics model based on the Support Vector Machine achieved an optimal average AUC of 0.945. CONCLUSIONS: The presented CT-based radiomics model can potentially serve as a non-invasive tool to predict histopathological outcomes, differentiating among fibrosis/necrosis, teratoma, and viable tumor in metastatic non-seminomatous TGCT before PC-RPLND. It has the potential to be considered a promising tool to mitigate the risk of over- or under-treatment in young patients, although multi-center validation is critical to confirm the clinical utility of the proposed radiomics workflow.
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Post-chemotherapy retroperitoneal lymph node dissection (PC-RPLND) in non-seminomatous germ-cell tumor (NSTGCTs) is a complex procedure. We evaluated whether 3D computed tomography (CT) rendering and their radiomic analysis help predict resectability by junior surgeons. The ambispective analysis was performed between 2016-2021. A prospective group (A) of 30 patients undergoing CT was segmented using the 3D Slicer software while a retrospective group (B) of 30 patients was evaluated with conventional CT (without 3D reconstruction). CatFisher's exact test showed a p-value of 0.13 for group A and 1.0 for Group B. The difference between the proportion test showed a p-value of 0.009149 (IC 0.1-0.63). The proportion of the correct classification showed a p-value of 0.645 (IC 0.55-0.87) for A, and 0.275 (IC 0.11-0.43) for Group B. Furthermore, 13 shape features were extracted: elongation, flatness, volume, sphericity, and surface area, among others. Performing a logistic regression with the entire dataset, n = 60, the results were: Accuracy: 0.7 and Precision: 0.65. Using n = 30 randomly chosen, the best result obtained was Accuracy: 0.73 and Precision: 0.83, with a p-value: 0.025 for Fisher's exact test. In conclusion, the results showed a significant difference in the prediction of resectability with conventional CT versus 3D reconstruction by junior surgeons versus experienced surgeons. Radiomic features used to elaborate an artificial intelligence model improve the prediction of resectability. The proposed model could be of great support in a university hospital, allowing it to plan the surgery and to anticipate complications.
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El compromiso del parénquima pulmonar secundario a la inyección subcutánea de geles de silicona es un cuadro de presentación excepcional, que se presenta con mayor frecuencia en mujeres entre los 22 a 55 años. Aunque se han planteado distintas teorías sobre su etiología, esta se desconoce y puede presentar complicaciones locales, sistémicas e incluso tener un desenlace fatal. Son pocos los casos reportados en América del Sur, y en el Perú no existe reporte alguno de esta singular entidad. Se presenta el caso de un paciente varón de 28 años, transexual, previamente sano, quien tras la inyección subcutánea de geles de silicona en la región glútea, en forma ilegal y por una persona que no es profesional de la salud, manifestó, dentro de las primeras 24 horas, un cuadro clínico caracterizado por dificultad respiratoria progresiva y dolor torácico punzante de aproximadamente 7 de 10 en la escala del dolor. Al ingresar a emergencias se evidenció de manera objetiva insuficiencia respiratoria, ya que el paciente presentó una saturación de oxígeno del 72 % a Fio₂: 21 %, asimismo, el compromiso del parénquima pulmonar tanto en la tomografía y radiografía de tórax con signos muy sugerentes de esta patología. Mediante la prueba ARN para SARS-CoV-2 en la muestra respiratoria por RT-PCR en tiempo real se descartó la neumonía secundaria al virus SARS-CoV-2, igualmente se excluyó la patología por inmunosupresión y tromboembolismo pulmonar. Debido a que no existe un tratamiento estandarizado se le brindó las medidas de soporte pertinentes, tales como administración de oxígeno suplementario a bajo flujo por cánula binasal, corticoides sistémicos vía endovenosa, además de antibioticoterapia, y se logró una evolución favorable con resolución del cuadro clínico inicial. Después de 10 días de tratamiento intrahospitalario el paciente fue dado de alta.
Pulmonary parenchymal involvement secondary to the subcutaneous injection of silicone gels is an unusual condition which occurs more frequently in women aged between 22 and 55 years. Although different theories have been put forward about its etiology, it is unknown and the condition may cause local and systemic complications and even have a fatal outcome. Few cases have been reported in South America and there is no report of this unique entity in Peru. We present the case of a previously healthy 28-year-old male transgender patient who, after an illegal subcutaneous injection of silicone gels in the gluteal region given by a non-healthcare professional, showed progressive respiratory distress and stabbing chest pain of approximately 7 out of 10 on the pain scale within the first 24 hours. Upon admission to the emergency room, respiratory failure was objectively evidenced since the patient had an oxygen saturation of 72 % at a FiO₂ of 21 %, as well as pulmonary parenchymal involvement both in the CT scan and chest X-ray with signs highly suggestive of this pathology. Using a SARS-CoV-2 RNA real-time RT-PCR test performed on a respiratory specimen, COVID pneumonia, immunodeficiency disorders and pulmonary embolism were ruled out. Since there is no standard treatment, the patient was given relevant support measures such as the administration of supplemental oxygen at a low flow rate by binasal cannula, intravenous systemic corticosteroids and antibiotic therapy, thus achieving good progress with resolution of the initial clinical presentation. Then, after 10 days of intrahospital treatment, the patient was discharged.
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OBJECTIVE: Primary objective of this study was to find a statistical link between the most worldwide comorbidities affecting the elderly population (hypertension, diabetes, osteoarthrosis, osteoporosis and depression) and recurrent episodes of BPPV. Secondary objective was defining possible "groups of risk" for people suffering recurrent positional vertigo related to the presence of a well documented comorbidity. METHODS: This was an observational, cross-sectional, multicenter, spontaneous, non-pharmacological study. The data of 1092 patients suffering BPPV evaluated in 11 different Departments of Otolaryngology, Otoneurology and Neurology, referring Centers for positional vertigo evaluation, were retrospectively collected. RESULTS: Regarding evaluated comorbidities (hypertension, diabetes, osteoarthrosis, osteoporosis and depression), data analysis showed the presence of at least one comorbid disorder in 216 subjects (19.8%) and 2 or more in 408 subjects (37.4%). Moreover there was a statistical significant difference between the number of comorbidities and the number of recurrences, otherwise said as comorbidity disorders increased the number of relapses increased too. CONCLUSION: The presence of a systemic disease may worsen the status of the posterior labyrinth causing a more frequent otolith detachment. This condition increases the risk for patients suffering BPPV to have recurrent episodes, even if correctly managed by repositioning maneuvers. The combination of two or more of aforementioned comorbidities further increases the risk of relapsing BPPV, worsened by the presence of osteoporosis. On the basis of this results it was possible to define "groups of risk" useful for predicting BPPV recurrence in patients with one or more comorbidity.