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1.
AJR Am J Roentgenol ; 214(1): 45-49, 2020 01.
Artículo en Inglés | MEDLINE | ID: mdl-31670589

RESUMEN

OBJECTIVE. This article provides comments from a small group of highly qualified reviewers of the American Journal of Roentgenology (AJR) regarding their approach to assessing manuscripts. The objective is to educate authors about the issues to which reviewers particularly attend and about errors that will decrease the likelihood of publication. CONCLUSION. By following the advice provided in this article, authors should be able to compose better manuscripts and reviewers should be able to generate better reviews.


Asunto(s)
Neurología , Revisión de la Investigación por Pares/normas , Publicaciones Periódicas como Asunto/normas , Edición/normas , Radiología , Guías como Asunto , Estados Unidos
2.
J Neurooncol ; 140(3): 583-589, 2018 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-30145731

RESUMEN

PURPOSE: Texture analysis (TA) can quantify variations in surface intensity or patterns, including some that are imperceptible to the human visual system. The purpose of this study was to determine the diagnostic accuracy of radiomic based filtration-histogram TA to differentiate high-grade from low-grade gliomas by assessing tumor heterogeneity. METHODS: Patients with a histopathological diagnosis of glioma and preoperative 3T MRI imaging were included in this retrospective study. A region of interest was manually delineated on post-contrast T1 images. TA was performed using commercially available research software. The histogram parameters including mean, standard deviation, entropy, mean of the positive pixels, skewness, and kurtosis were analyzed at spatial scaling factors ranging from 0 to 6 mm. The parameters were correlated with WHO glioma grade using Spearman correlation. Areas under the curve (AUC) were calculated using ROC curve analysis to distinguish tumor grades. RESULTS: Of a total of 94 patients, 14 had low-grade gliomas and 80 had high-grade gliomas. Mean, SD, MPP, entropy and kurtosis each showed significant differences between glioma grades for different spatial scaling filters. Low and high-grade gliomas were best-discriminated using mean of 2 mm fine texture scale, with a sensitivity and specificity of 93% and 86% (AUC of 0.90). CONCLUSIONS: Quantitative measurement of heterogeneity using TA can discriminate high versus low-grade gliomas. Radiomic data of texture features can provide complementary diagnostic information for gliomas.


Asunto(s)
Neoplasias Encefálicas/diagnóstico por imagen , Diagnóstico por Computador , Glioma/diagnóstico por imagen , Imagen por Resonancia Magnética , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Encéfalo/diagnóstico por imagen , Encéfalo/patología , Neoplasias Encefálicas/patología , Niño , Femenino , Glioma/patología , Humanos , Masculino , Persona de Mediana Edad , Clasificación del Tumor , Estudios Retrospectivos , Sensibilidad y Especificidad , Adulto Joven
3.
Sci Rep ; 12(1): 788, 2022 01 17.
Artículo en Inglés | MEDLINE | ID: mdl-35039524

RESUMEN

Enlarged perivascular spaces (EPVS), specifically in stroke patients, has been shown to strongly correlate with other measures of small vessel disease and cognitive impairment at 1 year follow-up. Typical grading of EPVS is often challenging and time consuming and is usually based on a subjective visual rating scale. The purpose of the current study was to develop an interpretable, 3D neural network for grading enlarged perivascular spaces (EPVS) severity at the level of the basal ganglia using clinical-grade imaging in a heterogenous acute stroke cohort, in the context of total cerebral small vessel disease (CSVD) burden. T2-weighted images from a retrospective cohort of 262 acute stroke patients, collected in 2015 from 5 regional medical centers, were used for analyses. Patients were given a label of 0 for none-to-mild EPVS (< 10) and 1 for moderate-to-severe EPVS (≥ 10). A three-dimensional residual network of 152 layers (3D-ResNet-152) was created to predict EPVS severity and 3D gradient class activation mapping (3DGradCAM) was used for visual interpretation of results. Our model achieved an accuracy 0.897 and area-under-the-curve of 0.879 on a hold-out test set of 15% of the total cohort (n = 39). 3DGradCAM showed areas of focus that were in physiologically valid locations, including other prevalent areas for EPVS. These maps also suggested that distribution of class activation values is indicative of the confidence in the model's decision. Potential clinical implications of our results include: (1) support for feasibility of automated of EPVS scoring using clinical-grade neuroimaging data, potentially alleviating rater subjectivity and improving confidence of visual rating scales, and (2) demonstration that explainable models are critical for clinical translation.


Asunto(s)
Aprendizaje Profundo , Imagen de Difusión Tensora/métodos , Sistema Glinfático/diagnóstico por imagen , Sistema Glinfático/patología , Interpretación de Imagen Asistida por Computador/métodos , Imagenología Tridimensional/métodos , Neuroimagen/métodos , Accidente Cerebrovascular/diagnóstico por imagen , Accidente Cerebrovascular/patología , Femenino , Humanos , Masculino , Gravedad del Paciente , Estudios Retrospectivos
4.
Acad Radiol ; 27(10): 1343-1352, 2020 10.
Artículo en Inglés | MEDLINE | ID: mdl-32933802

RESUMEN

RATIONALE AND OBJECTIVES: Following state and institutional guidelines, our Radiology department launched the "Recover Wisely" for all nonurgent radiology care on May 4, 2020. Our objective is to report our practice implementation and experience of COVID-19 recovery during the resumption of routine imaging at a tertiary academic medical center. MATERIALS AND METHODS: We used the SQUIRE 2.0 guidelines for this practice implementation. Recover Wisely focused on a data driven, strategic rescheduling and redesigning patient flow process. We used scheduling simulations and meticulous monitoring and control of outpatient medical imaging volumes to achieve a linear restoration to our pre-COVID imaging studies. We had a tiered plan to address the backlog of rescheduled patients with gradual opening of our imaging facilities, while maintaining broad communication with our patients and referring clinicians. RESULTS: Recover Wisely followed our anticipated linear modeling. Considering the last 10 weeks in the recovery, outpatient growth was linear with an increase of approximately 172 cases per week, (R2 =0.97). We achieved an overall recovery of 102% in week 10, as compared to average weekly pre-COVID outpatient volumes. The modalities recovered as follows in outpatient volumes: CT (113%), MRI (101%), nuclear medicine including PET (138%), mammograms (97%), ultrasound (99%) and interventional radiology (106%). When compared to identical 2019 calendar weeks (May 4, 2020-July 10, 2020), the total 2020 radiology volume was 11% reduced from the 2019 volume. The reduction in total weighted relative value units was 8% in this time period, as compared to 2019. CONCLUSION: Our department utilized a data-driven, team approach based on our guiding principles to "Recover Wisely." We created and implemented a methodology that achieved a linear increase in outpatient studies over a 10-week recovery period.


Asunto(s)
Betacoronavirus , Infecciones por Coronavirus , Pandemias , Neumonía Viral , COVID-19 , Humanos , Servicio de Radiología en Hospital , SARS-CoV-2
6.
Radiographics ; 26 Suppl 1: S19-41; discussion S42-3, 2006 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-17050515

RESUMEN

Cerebral venous thrombosis is a relatively uncommon but serious neurologic disorder that is potentially reversible with prompt diagnosis and appropriate medical care. Because the possible causal factors and clinical manifestations of this disorder are many and varied, imaging plays a primary role in the diagnosis. Magnetic resonance (MR) imaging, un-enhanced computed tomography (CT), unenhanced time-of-flight MR venography, and contrast material-enhanced MR venography and CT venography are particularly useful techniques for detecting cerebral venous and brain parenchymal changes that may be related to thrombosis. To achieve an accurate diagnosis, it is important to have a detailed knowledge of the normal venous anatomy and variants, the spectrum of findings (venous sinus thrombi and recanalization, parenchymal diffusion or perfusion changes or hemorrhage), other potentially relevant conditions (deep venous occlusion, isolated cortical venous thrombosis, idiopathic intracranial hypertension), and potential pitfalls in image interpretation.


Asunto(s)
Angiografía Cerebral/métodos , Venas Cerebrales/diagnóstico por imagen , Errores Diagnósticos/prevención & control , Imagen por Resonancia Magnética/métodos , Flebografía/métodos , Trombosis de la Vena/diagnóstico por imagen , Diagnóstico Diferencial , Humanos , Imagen por Resonancia Magnética/tendencias , Guías de Práctica Clínica como Asunto , Pautas de la Práctica en Medicina
7.
Semin Ultrasound CT MR ; 37(5): 482-97, 2016 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-27616318

RESUMEN

Neoplasia of the spinal cord, including both primary and metastatic tumors, is relatively rare, representing 4%-10% of all central nervous system tumors, and can present a diagnostic challenge to the radiologist. More than 90% of primary spinal cord neoplasms are derived from the glial cell lineage, including the 2 most common tumors ependymoma and astrocytoma. However, less common spinal cord tumors, including metastatic disease, as well as nonneoplastic and paraneoplastic processes should be considered in the diagnosis of intramedullary spinal cord lesions.


Asunto(s)
Imagen por Resonancia Magnética/métodos , Neuroimagen/métodos , Síndromes Paraneoplásicos del Sistema Nervioso/diagnóstico por imagen , Neoplasias de la Médula Espinal/diagnóstico por imagen , Medios de Contraste , Diagnóstico Diferencial , Humanos
8.
Neuroradiol J ; 28(3): 294-302, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-26246099

RESUMEN

PURPOSE: The diagnosis of intracranial tuberculomas is often challenging. Our purpose is to describe the most common metabolic patterns of tuberculomas by MR spectroscopy (MRS) with emphasis on potential specific markers. METHODS: Single-voxel MRS short echo time was performed in 13 cases of tuberculomas proven by histology and/or response to anti-mycobacterial therapy. For comparison MRS was also performed in 19 biopsy-proven malignant tumors (13 high-grade gliomas and six metastasis). Presence of metabolic peaks was assessed visually and categorical variables between groups were compared using chi-square. Metabolite ratios were compared using Mann-Whitney test and diagnostic accuracy of the metabolite ratios was compared using receiver-operating characteristic (ROC) curves analysis. RESULTS: Spectroscopic peaks representing lipids and glutamate/glutamine (Glx) as well as a peak at ∼3.8 ppm were well defined in 77% (10/13), 77% (10/13) and 69% (nine of 13) of tuberculomas, respectively. Lipid and Glx peaks were also present in most of the malignant lesions, 79% (15/19) and 74% (14/19) respectively. However, a peak at ∼3.8 ppm was present in only 10% (two of 19) of the tumor cases (p < 0.001). Higher Cho/Cr and mI/Cr ratios helped discriminate malignant lesions with an area under the ROC curve of 0.86 (SE: 0.078, p < 0.002, CI: 0.7-1) and 0.8 (SE: 0.1, p < 0.009, CI: 0.6-1), respectively. Threshold values between 1.7-1.9 for Cho/Cr and 0.8-0.9 for mI/Cr provided high specificity (91% for both metabolites) and adequate sensitivity (75% and 80%, respectively) for discrimination of malignant lesions. CONCLUSION: A singlet peak at ∼3.8 ppm is present in the majority of tuberculomas and absent in most malignant tumors, potentially a marker to differentiate these lesions. The assignment of the peak is difficult from our analysis; however, guanidinoacetate (Gua) is a possibility. Higher Cho/Cr and mI/Cr ratios should favor malignant lesions over tuberculomas. The presence of lipids and Glx is non-specific.


Asunto(s)
Neoplasias Encefálicas/diagnóstico , Glioma/diagnóstico , Tuberculoma Intracraneal/diagnóstico , Adolescente , Adulto , Anciano , Neoplasias Encefálicas/secundario , Niño , Preescolar , Diagnóstico Diferencial , Femenino , Humanos , Espectroscopía de Resonancia Magnética , Masculino , Persona de Mediana Edad , Curva ROC , Sensibilidad y Especificidad , Adulto Joven
9.
Chest ; 144(5): 1481-1486, 2013 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-23538855

RESUMEN

BACKGROUND: Uncertainty exists about a safe dose limit to minimize radiation-induced cancer. Maximum occupational exposure is 20 mSv/y averaged over 5 years with no more than 50 mSv in any single year. Radiation exposure to the general population is less, but the average dose in the United States has doubled in the past 30 years, largely from medical radiation exposure. We hypothesized that patients in a mixed-use surgical ICU (SICU) approach or exceed this limit and that trauma patients were more likely to exceed 50 mSv because of frequent diagnostic imaging. METHODS: Patients admitted into 15 predesignated SICU beds in a level I trauma center during a 30-day consecutive period were prospectively observed. Effective dose was determined using Huda's method for all radiography, CT imaging, and fluoroscopic examinations. Univariate and multivariable linear regressions were used to analyze the relationships between observed values and outcomes. RESULTS: Five of 74 patients (6.8%) exceeded exposures of 50 mSv. Univariate analysis showed trauma designation, length of stay, number of CT scans, fluoroscopy minutes, and number of general radiographs were all associated with increased doses, leading to exceeding occupational exposure limits. In a multivariable analysis, only the number of CT scans and fluoroscopy minutes remained significantly associated with increased whole-body radiation dose. CONCLUSIONS: Radiation levels frequently exceeded occupational exposure standards. CT imaging contributed the most exposure. Health-care providers must practice efficient stewardship of radiologic imaging in all critically ill and injured patients. Diagnostic benefit must always be weighed against the risk of cumulative radiation dose.


Asunto(s)
Enfermedad Crítica , Unidades de Cuidados Intensivos , Neoplasias Inducidas por Radiación/epidemiología , Exposición Profesional/efectos adversos , Dosis de Radiación , Irradiación Corporal Total/efectos adversos , Heridas y Lesiones/diagnóstico por imagen , Femenino , Estudios de Seguimiento , Humanos , Incidencia , Masculino , Persona de Mediana Edad , Neoplasias Inducidas por Radiación/etiología , Estudios Prospectivos , Radiografía , Factores de Riesgo , Estados Unidos/epidemiología
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