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1.
Acad Radiol ; 30(9): 1979-1988, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-36641347

RESUMO

RATIONALE AND OBJECTIVES: In pediatric imaging, sedation is often necessary to obtain diagnostic quality imaging. We aim to quantify patient and imaging-specific factors associated with successful pediatric scans without anesthesia and to evaluate labor cost savings associated with our institutional Scan Without Anesthesia Program (SWAP). MATERIALS AND METHODS: Patients who participated in SWAP between 2019-2022 were identified. Chart review was conducted to obtain sociodemographic and clinical information. Radiology database was used to obtain scan duration, modality/body part of examination, and administration of contrast. Mann-Whitney U and Chi-Square tests were used for univariate analysis of factors associated with success. Multivariate logistic regression was used to evaluate independent contributions to success. Associated hospital labor cost savings were estimated using salary information obtained through publicly available resources. RESULTS: Of 731 patients, 698 had successful and 33 had unsuccessful scans (95% success rate). In univariate analysis, older age, female sex, absence of developmental delay, and administration of contrast were significantly associated with successful scans. Multivariate analyses revealed that older age, female sex, and absence of developmental delay were significant independent factors lending toward success. Imaging-related factors were not associated with outcome in multivariate analysis. Estimated labor cost savings were $139,367.80 per year for the medical center. CONCLUSION: SWAP had an overall success rate of 95%. Older age, absence of developmental delay, and female sex were independently significantly associated with successful outcome. Cost analysis reveals substantial labor cost savings to the institution compared with imaging under anesthesia.


Assuntos
Anestesia , Criança , Feminino , Humanos , Redução de Custos , Diagnóstico por Imagem , Instalações de Saúde , Hospitais , Masculino
2.
Radiology ; 305(3): 678-687, 2022 12.
Artigo em Inglês | MEDLINE | ID: mdl-35852429

RESUMO

Background Assessment of appropriate brain myelination on T1- and T2-weighted MRI scans is based on gestationally corrected age (GCA) and requires subjective visual inspection of the brain with knowledge of normal myelination milestones. Purpose To develop a convolutional neural network (CNN) capable of estimating neonatal and infant GCA based on brain myelination on MRI scans. Materials and methods In this retrospective study from one academic medical center, brain MRI scans of patients aged 0-25 months with reported normal myelination were consecutively collected between January 1995 and June 2019. The GCA at MRI was manually calculated. After exclusion criteria were applied, T1- and T2-weighted MRI scans were preprocessed with skull stripping, linear registration, z scoring for normalization, and downsampling. A three-dimensional regression CNN was trained to predict GCA using mean absolute error (MAE) as its loss function. Attention maps were calculated using layer-wise relevance propagation. Models were validated on an external test set from the National Institutes of Health (NIH). Model MAEs were compared using Kruskal-Wallis and Mann-Whitney tests. Results A total of 518 neonates and infants (mean GCA, 67 weeks ± 33 [SD], 56% male) was included, comprising 469 T1-, 438 T2-, and 389 T1- and T2-weighted studies. Across 10 runs, MAEs of T1-, T2-, and T1- and T2-weighted networks were 9.8 ± 2.3, 9.1 ± 1.9, and 7.7 ± 1.7 weeks, respectively. Attention map analysis demonstrated increased network attention to the cerebellum, posterior white matter, and basal ganglia signal in neonates with GCA of less than 40 weeks and the anterior white matter signal in infants with GCA of more than 120 weeks, corresponding to the known progression of myelination. The T1- and T2-weighted network tested on the external NIH test set had an MAE of 9.1 weeks, which was reduced to 5.9 weeks with further training using half the external test set (P < .001). Conclusion A three-dimensional convolutional neural network can predict the gestationally corrected age of neonates and infants aged 0-25 months based on brain myelination patterns on T1- and T2-weighted MRI scans. © RSNA, 2022 Online supplemental material is available for this article.


Assuntos
Aprendizado Profundo , Lactente , Recém-Nascido , Humanos , Masculino , Feminino , Estudos Retrospectivos , Imageamento por Ressonância Magnética/métodos , Encéfalo/diagnóstico por imagem , Neuroimagem
3.
Emerg Radiol ; 29(3): 611-614, 2022 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-35128620

RESUMO

In this case report, dual-energy CT was critical in the diagnosis of acute mesenteric ischemia by differentiating normal contrast-enhanced bowel and hemorrhagic necrosis. Iodine map showed a segment of small bowel with minimal contrast enhancement, and virtual non-contrast imaging revealed hyperattenuating bowel. This finding changed management for the patient and prevented complications from impending bowel perforation. Histopathological analysis confirmed hemorrhagic necrosis of the bowel segment. In cases of suspected bowel ischemia, dual-energy CT can distinguish bowel wall hemorrhage from contrast enhancement and allow for accurate diagnosis.


Assuntos
Iodo , Isquemia Mesentérica , Meios de Contraste , Hemorragia Gastrointestinal , Humanos , Intestino Delgado , Isquemia , Isquemia Mesentérica/diagnóstico por imagem , Necrose/complicações , Necrose/patologia , Tomografia Computadorizada por Raios X/métodos
4.
J Digit Imaging ; 35(2): 320-326, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-35022926

RESUMO

The objective is to determine patients' utilization rate of radiology image viewing through an online patient portal and to understand its impact on radiologists. IRB approval was waived. In this two-part, multi-institutional study, patients' image viewing rate was retrospectively assessed, and radiologists were anonymously surveyed for the impact of patient imaging access on their workflow. Patient access to web-based image viewing via electronic patient portals was enabled at 3 institutions (all had open radiology reports) within the past 5 years. The number of exams viewed online was compared against the total number of viewable imaging studies. An anonymized survey was distributed to radiologists at the 3 institutions, and responses were collected over 2 months. Patients viewed 14.2% of available exams - monthly open rate varied from 7.3 to 41.0%. A total of 254 radiologists responded to the survey (response rate 32.8%); 204 were aware that patients could view images. The majority (155/204; 76.0%) felt no impact on their role as radiologists; 11.8% felt negative and 9.3% positive. The majority (63.8%) were never approached by patients. Of the 86 who were contacted, 46.5% were contacted once or twice, 46.5% 3-4 times a year, and 4.7% 3-4 times a month. Free text comments included support for healthcare transparency (71), concern for patient confusion and anxiety (45), and need for attention to radiology reports and image annotations (15). A small proportion of patients viewed their radiology images. Overall, patients' image viewing had minimal impact on radiologists. Radiologists were seldom contacted by patients. While many radiologists feel supportive, some are concerned about causing patient confusion and suggest minor workflow modifications.


Assuntos
Portais do Paciente , Radiologia , Registros Eletrônicos de Saúde , Humanos , Radiologistas , Estudos Retrospectivos
6.
J Ultrasound Med ; 41(1): 135-145, 2022 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-33665844

RESUMO

PURPOSE: To determine the rate of cytologic and diagnostic adequacy and identify features associated with suboptimal tissue sampling in ultrasound-guided fine-needle aspiration (US-FNA) of suspected nodal disease in thyroid cancer patients. METHODS: A single-institution pathology database was queried for lymph node FNA reports in thyroid cancer patients from 2014 to 2019. Charts were reviewed for demographics, body mass index (BMI), prior thyroidectomy, cancer type, and subsequent surgery. Ultrasound images were retrospectively reviewed for location, size, depth from skin, cystic components, macrocalcification, echogenic foci, and internal vascularity score. Pathology reports were categorized as cellular and diagnostic, hypocellular/acellular but diagnostic with abnormal cells or thyroglobulin levels, or hypocellular and nondiagnostic. Correlation and multivariate regression analyses were performed. RESULTS: Initial query yielded 552 lesions in 343 subjects. Following exclusion, 377 lesions in 255 subjects were included. Mean patient age was 48.5 years (14-90), BMI 28.5, and 66.7% female and 33.3% male. The majority (95.3%) had papillary thyroid carcinoma (PTC); and 65.5% had prior thyroidectomy. 17.7% of lesions were hypocellular/acellular (suboptimal), and 5.6% nondiagnostic. Patient factors had no association (P >.05). Right-sidedness and hypovascularity were associated with hypocellularity (P <.05). Higher long/short-axis ratio and cystic foci were weakly associated. On multivariate analysis, right-sidedness (odds ratio [OR] 1.99; confidence interval [CI] 1.10-3.57) and lower vascularity score (OR 0.54; CI 0.39-0.73) were predictive of suboptimal sampling. CONCLUSION: US-FNA has high diagnostic yield and cellular sample rate. Lesion size had no effect. Right-sidedness and lower vascularity scores were predictive of suboptimal tissue. Identifying these features and expected sample adequacy rates can inform management decisions for thyroid cancer patients with cervical lymphadenopathy.


Assuntos
Neoplasias da Glândula Tireoide , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Biópsia por Agulha Fina , Feminino , Humanos , Linfonodos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Neoplasias da Glândula Tireoide/diagnóstico por imagem , Ultrassonografia de Intervenção , Adulto Jovem
7.
Int J Spine Surg ; 15(5): 921-928, 2021 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-34649952

RESUMO

BACKGROUND: Ascorbic acid is involved in collagen biosynthesis and upregulates alkaline phosphatase, potentially alleviating cell senescence and stimulating mesenchymal stem cell proliferation and differentiation into osteoblasts. We hypothesized locally delivered ascorbic acid and ß-glycerophosphate act as a bone graft extender to increase the volume of new bone formed in a murine model of posterior lumbar fusion. METHODS: Collagen sponges were used as delivery vehicles. Sponges were prepared with primary media alone or with the addition of ascorbic acid and ß-glycerophosphate. Fresh morselized bone graft from 12 donor mice was used. Twenty-four healthy male C57BL/6 mice underwent an uninstrumented posterior L3-L5 lumbar fusion. One control group received morselized bone only. A second "sponge control" group received morselized bone with the control collagen sponge. The third group received morselized bone and a collagen sponge with ascorbic acid and ß-glycerophosphate. Three months postoperatively, the lumbar spine underwent high-resolution micro-computed tomography for analysis of bone formation, density, and bridging fusion. RESULTS: Animals receiving ascorbic acid and ß-glycerophosphate had a statistically significant increase in corrected bone volume compared with control and sponge groups, with a 56.3% and 25.4% increase, respectively. Mineralized bone fraction was statistically significantly decreased for animals in the ascorbic acid group compared with control and sponge groups. There was no significant difference in fusion rate between test groups. CONCLUSIONS: Locally delivered ascorbic acid and ß-glycerophosphate in a murine model of posterior spinal fusion yielded statistically significant increases in new bone formation in the lumbar spine but statistically significant decreases in mineralized bone fraction. Differences in fusion rate were not statistically significant. CLINICAL RELEVANCE: This study provides early data suggesting that delivery of ascorbic acid to a spinal fusion site may be beneficial but does not yet establish an indication for clinical use. Further studies are needed to determine optimal dose and delivery of ascorbic acid.

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