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1.
Diagn Interv Radiol ; 29(3): 529-534, 2023 05 31.
Article in English | MEDLINE | ID: mdl-37070845

ABSTRACT

PURPOSE: The fragility index (FI) measures the robustness of randomized controlled trials (RCTs). It complements the P value by taking into account the number of outcome events. In this study, the authors measured the FI for major interventional radiology RCTs. METHODS: Interventional radiology RCTs published between January 2010 and December 2022 relating to trans-jugular intrahepatic portosystemic shunt, trans-arterial chemoembolization, needle biopsy, angiography, angioplasty, thrombolysis, and nephrostomy tube insertion were analyzed to measure the FI and robustness of the studies. RESULTS: A total of 34 RCTs were included. The median FI of those studies was 4.5 (range 1-68). Seven trials (20.6%) had a number of patients lost to follow-up that was higher than their FI, and 15 (44.1%) had a FI of 1-3. CONCLUSION: The median FI, and hence the reproducibility of interventional radiology RCTs, is low compared to other medical fields, with some having a FI of 1, which should be interrupted cautiously.


Subject(s)
Radiology, Interventional , Humans , Randomized Controlled Trials as Topic , Reproducibility of Results
3.
Nucl Med Mol Imaging ; 55(5): 261-264, 2021 Oct.
Article in English | MEDLINE | ID: mdl-34721720

ABSTRACT

A 65-year-old male patient with a past medical history of prostate adenocarcinoma presented with biochemical recurrence (prostate-specific antigen level of 5.91 mg/L). 18F-FACBC PET/CT was acquired to evaluate the disease recurrence and metastasis. Multifocal areas of tracer uptake localized to the dural surface of frontal convexities and cavernous sinuses were seen. Subsequent MRI confirmed lesions to be consistent with multifocal meningiomas. Focal intracranial 18F-fluciclovine radiotracer uptake especially at the skull base may present with a diagnostic challenge, and it may be difficult to differentiate between bone metastasis and meningiomas.

4.
World Neurosurg ; 151: e78-e85, 2021 07.
Article in English | MEDLINE | ID: mdl-33819703

ABSTRACT

OBJECTIVE: H3K27M mutation in gliomas has prognostic implications. Previous magnetic resonance imaging (MRI) studies have reported variable rates of tumoral enhancement, necrotic changes, and peritumoral edema in H3K27M-mutant gliomas, with no distinguishing imaging features compared with wild-type gliomas. We aimed to construct an MRI machine learning (ML)-based radiomic model to predict H3K27M mutation in midline gliomas. METHODS: A total of 109 patients from 3 academic centers were included in this study. Fifty patients had H3K27M mutation and 59 were wild-type. Conventional MRI sequences (T1-weighted, T2-weighted, T2-fluid-attenuated inversion recovery, postcontrast T1-weighted, and apparent diffusion coefficient maps) were used for feature extraction. A total of 651 radiomic features per each sequence were extracted. Patients were randomly selected with a 7:3 ratio to create training (n = 76) and test (n = 33) data sets. An extreme gradient boosting algorithm (XGBoost) was used in ML-based model development. Performance of the model was assessed by area under the receiver operating characteristic curve. RESULTS: Pediatric patients accounted for a larger proportion of the study cohort (60 pediatric [55%] vs. 49 adult [45%] patients). XGBoost with additional feature selection had an area under the receiver operating characteristic curve of 0.791 and 0.737 in the training and test data sets, respectively. The model achieved accuracy, precision (positive predictive value), recall (sensitivity), and F1 (harmonic mean of precision and recall) measures of 72.7%, 76.5%, 72.2%, and 74.3%, respectively, in the test set. CONCLUSIONS: Our multi-institutional study suggests that ML-based radiomic analysis of multiparametric MRI can be a promising noninvasive technique to predict H3K27M mutation status in midline gliomas.


Subject(s)
Brain Neoplasms/diagnostic imaging , Brain Neoplasms/genetics , Glioma/diagnostic imaging , Glioma/genetics , Histones/genetics , Image Processing, Computer-Assisted/methods , Machine Learning , Magnetic Resonance Imaging/methods , Adolescent , Adult , Algorithms , Area Under Curve , Child , Cohort Studies , Female , Humans , Male , Middle Aged , Mutation , Predictive Value of Tests , ROC Curve , Reproducibility of Results , Sensitivity and Specificity , Young Adult
5.
SVOA Neurol ; 2(1): 6-36, 2021.
Article in English | MEDLINE | ID: mdl-35128541

ABSTRACT

BACKGROUND: While it has been shown that aerobic exercise interventions are well tolerated in participants with the Huntington disease (HD) gene mutation, no study to date has tested whether an aerobic exercise intervention benefits brain structure and function in pre-manifest HD. OBJECTIVE: In this study we utilized magnetic resonance (MR) imaging techniques to assess the efficacy of moderate-to-vigorous exercise treatment relative to active stretching and toning control. METHODS: Forty pre-manifest participants with confirmed HD gene expansion were recruited into a two-arm intervention study that included a moderate-to-vigorous intensity home-based walking exercise intervention (N=34) and an active stretching and toning control intervention (N=6). Participants were assessed at baseline and after 26 weeks in one of the two study arms. RESULTS: 25 of the 34 (74%) participants assigned to the moderate-to-vigorous intensity group completed the intervention while 4 of the 6 (67%) participants in the stretching and toning intervention completed the study. The primary analyses compared the two arms of the study and found no statistical differences between the groups. Both groups were found to have improved their cardiorespiratory fitness as assessed by maximal oxygen uptake (VO2max). A secondary analysis combined the two arms of the study and there was a significant relationship (p<0.05) between change in VO2max and change in brain structure. CONCLUSIONS: Though this study did not show efficacy for the exercise intervention, secondary results suggest that aerobic exercise interventions increasing cardiorespiratory fitness may be a potential way to slow progression in pre-manifest HD.

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