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ConvXGB: A novel deep learning model to predict recurrence risk of early-stage cervical cancer following surgery using multiparametric MRI images.

Transl Oncol

February 2025

State Key Laboratory of Oncogenes and Related Genes, Shanghai Cancer Institute, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Department of Radiology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China. Electronic address:

Background: Accurate estimation of recurrence risk for cervical cancer plays a pivot role in making individualized treatment plans. We aimed to develop and externally validate an end-to-end deep learning model for predicting recurrence risk in cervical cancer patients following surgery by using multiparametric MRI images.

Methods: The clinicopathologic data and multiparametric MRI images of 406 cervical cancer patients from three institutions were collected.

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Radio-clinical assessment of crista fenestra during pediatric cochlear implantation.

Int J Pediatr Otorhinolaryngol

January 2025

Otorhinolaryngology Department, Faculty of Medicine, Kafrelsheikh University, Kafrelsheikh, Egypt.

Objectives: This study aimed to assess the ability of preoperative computed tomography (CT) to predict the crista fenestra (CF) type during cochlear implantation and correlate these types with intraoperative findings. This may allow for precise preoperative planning with better surgical outcomes.

Study Design: A prospective observational study.

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Article Synopsis
  • The study aimed to develop and validate a radio-clinical model that predicts microvascular invasion (MI) in gastric cancer using pre-surgery radiological and clinical data from 534 patients.
  • The model utilized advanced techniques like radiomics, principal component analysis, and logistic regression to analyze and extract important features from CT images and clinical characteristics.
  • The results showed the model had good predictive ability with AUC values of 0.88 for the training set and 0.80 for the test set, indicating its potential utility in clinical settings.
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Objective: This study aimed to assess the impact of the scutum on oval window accessibility during stapedotomy surgery. Radio-clinical correlation was applied to determine the impact.

Methods: This was a prospective observational case-series study that included 127 candidates for stapedotomy surgery.

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Cognitive impairment in children and adults with cerebrotendinous xanthomatosis: A French cohort study.

J Inherit Metab Dis

September 2024

Neurology Department, Reference Center for Neurological Metabolic and Lysosomal Diseases, Pitié-Salpêtrière University Hospital, AP-HP Sorbonne University, Paris, France.

Cerebrotendinous xanthomatosis is a rare and treatable metabolic disorder related to the accumulation of cholestanol. This disorder is primarily associated with motor and cognitive impairments, although the latter has not been extensively characterized. The objectives of this work were to define the cognitive profile found in cerebrotendinous xanthomatosis patients, investigate the progression of cognitive impairment over time, and search for radio-clinical correlations.

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