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1.
J Stroke Cerebrovasc Dis ; 32(12): 107396, 2023 Dec.
Article in English | MEDLINE | ID: mdl-37883825

ABSTRACT

INTRODUCTION: The prompt detection of intracranial hemorrhage (ICH) on a non-contrast head CT (NCCT) is critical for the appropriate triage of patients, particularly in high volume/high acuity settings. Several automated ICH detection tools have been introduced; however, at present, most suffer from suboptimal specificity leading to false-positive notifications. METHODS: NCCT scans from 4 large databases were evaluated for the presence of an ICH (IPH, IVH, SAH or SDH) of >0.4 ml using fully-automated RAPID ICH 3.0 as compared to consensus detection from at least two neuroradiology experts. Scans were excluded for (1) severe CT artifacts, (2) prior neurosurgical procedures, or (3) recent intravenous contrast. ICH detection accuracy, sensitivity, specificity, positive predictive value, negative predictive value, and positive and negative likelihood ratios by were determined. RESULTS: A total of 881 studies were included. The automated software correctly identified 453/463 ICH-positive cases and 416/418 ICH-negative cases, resulting in a sensitivity of 97.84% and specificity 99.52%, positive predictive value 99.56%, and negative predictive value 97.65% for ICH detection. The positive and negative likelihood ratios for ICH detection were similarly favorable at 204.49 and 0.02 respectively. Mean processing time was <40 seconds. CONCLUSIONS: In this large data set of nearly 900 patients, the automated software demonstrated high sensitivity and specificity for ICH detection, with rare false-positives.


Subject(s)
Intracranial Hemorrhages , Tomography, X-Ray Computed , Humans , Intracranial Hemorrhages/diagnostic imaging , Predictive Value of Tests , Tomography, X-Ray Computed/methods , Software , Retrospective Studies
2.
J Stroke Cerebrovasc Dis ; 30(7): 105829, 2021 Jul.
Article in English | MEDLINE | ID: mdl-33989968

ABSTRACT

PURPOSE: To compare physicians' ability to read Alberta Stroke Program Early CT Score (ASPECTS) in patients with a large vessel occlusion within 6 hours of symptom onset when assisted by a machine learning-based automatic software tool, compared with their unassisted score. MATERIALS AND METHODS: 50 baseline CT scans selected from two prior studies (CRISP and GAMES-RP) were read by 3 experienced neuroradiologists who were provided access to a follow-up MRI. The average ASPECT score of these reads was used as the reference standard. Two additional neuroradiologists and 6 non-neuroradiologist readers then read the scans both with and without assistance from the software reader-augmentation program and reader improvement was determined. The primary hypothesis was that the agreement between typical readers and the consensus of 3 expert neuroradiologists would be improved with software augmented vs. unassisted reads. Agreement was based on the percentage of the individual ASPECT regions (50 cases, 10 regions each; N=500) where agreement was achieved. RESULTS: Typical non-neuroradiologist readers agreed with the expert consensus read in 72% of the 500 ASPECTS regions, evaluated without software assistance. The automated software alone agreed in 77%. When the typical readers read the scan in conjunction with the software, agreement improved to 78% (P<0.0001, test of proportions). The software program alone achieved correlations for total ASPECT scores that were similar to the expert readers who had access to the follow-up MRI scan to help enhance the quality of their reads. CONCLUSION: Typical readers had statistically significant improvement in their scoring of scans when the scan was read in conjunction with the automated software, achieving agreement rates that were comparable to neuroradiologists.


Subject(s)
Carotid Artery, Internal/diagnostic imaging , Clinical Competence , Ischemic Stroke/diagnostic imaging , Machine Learning , Middle Cerebral Artery/diagnostic imaging , Neurologists , Radiographic Image Interpretation, Computer-Assisted , Radiologists , Software , Tomography, X-Ray Computed , Aged , Automation , Carotid Artery, Internal/physiopathology , Female , Humans , Ischemic Stroke/physiopathology , Ischemic Stroke/therapy , Magnetic Resonance Imaging , Male , Middle Aged , Middle Cerebral Artery/physiopathology , Observer Variation , Predictive Value of Tests , Prognosis , Reproducibility of Results
3.
J Magn Reson Imaging ; 40(3): 616-21, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24925118

ABSTRACT

PURPOSE: To determine the effect of intravenous administration of gadolinium (Gd) contrast medium (Gd-DTPA) on diffusion-weighted imaging (DWI) for the evaluation of normal brain parenchyma vs. brain tumor following a short temporal interval. MATERIALS AND METHODS: Forty-four DWI studies using b values of 0 and 1000 s/mm(2) were performed before, immediately after, 1 min after, 3 min after, and 5 min after the administration of Gd-DTPA on 62 separate lesions including 15 meningioma, 17 glioma and 30 metastatic lesions. The signal-to-noise ratio (SNR), contrast-to-noise ratio (CNR) and apparent diffusion coefficient (ADC) values of the brain tumor lesions and normal brain tissues were measured on pre- and postcontrast images. Statistical analysis using paired t-test between precontrast and postcontrast data were obtained on three brain tumors and normal brain tissue. RESULTS: The SNR and CNR of brain tumors and the SNR of normal brain tissue showed no statistical differences between pre- and postcontrast (P > 0.05). The ADC values on the three cases of brain tumors demonstrated significant initial increase on the immediate time point (P < 0.01) and decrease on following the 1 min time point (P < 0.01) after contrast. Significant decrease of ADC value was still found at 3min and 5min time point in the meningioma group (P < 0.01) with gradual normalization over time. The ADC values of normal brain tissues demonstrated significant initial elevation on the immediately postcontrast DWI sequence (P < 0.01). CONCLUSION: Contrast medium can cause a slight but statistically significant change on the ADC value within a short temporal interval after the contrast administration. The effect is both time and lesion-type dependent.


Subject(s)
Brain Neoplasms/diagnosis , Diffusion Magnetic Resonance Imaging/methods , Gadolinium DTPA , Adult , Aged , Aged, 80 and over , Contrast Media , Female , Humans , Image Interpretation, Computer-Assisted/methods , Male , Middle Aged , Signal-To-Noise Ratio
4.
Neurosurgery ; 60(4 Suppl 2): 316-20; discussion 320-1, 2007 Apr.
Article in English | MEDLINE | ID: mdl-17415169

ABSTRACT

OBJECTIVE: Benign peripheral nerve sheath tumors arising from the brachial plexus are rare. Neurosurgeons often lack the clinical and surgical experience to optimize the management of these uncommon tumors. We filmed a video depicting the surgical resection of a benign peripheral nerve sheath tumor involving the brachial plexus. METHODS: An illustrative case was used to demonstrate the proper management of a brachial plexus nerve sheath tumor including the important role of intraoperative electrophysiological neuromonitoring during tumor resection. RESULTS: Using an illustrative case, we describe a systematic approach in the evaluation and surgical management of patients with a brachial plexus nerve sheath tumor. The importance of taking a thorough clinical history, performing a thorough physical examination, applying high-resolution magnetic resonance imaging techniques to visualize the pathology, and using intraoperative electrophysiological neuromonitoring during surgical exposure and resection of the tumor are stressed. Combined with appropriate postoperative treatment, these techniques minimize the risks and increase the likelihood of achieving a good clinical outcome. CONCLUSION: Brachial plexus nerve sheath tumors are challenging mass lesions that should be evaluated and surgically resected by an experienced team of physicians to optimize clinical outcome.


Subject(s)
Brachial Plexus Neuropathies/surgery , Brachial Plexus/surgery , Monitoring, Intraoperative/methods , Nerve Sheath Neoplasms/surgery , Neurilemmoma/surgery , Peripheral Nervous System Neoplasms/surgery , Brachial Plexus/pathology , Electric Stimulation , Electrophysiology , Female , Humans , Internet , Medical Illustration , Middle Aged , Monitoring, Intraoperative/instrumentation , Preoperative Care , Video Recording
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