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1.
Magn Reson Med ; 90(3): 1101-1113, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-37158318

RESUMO

PURPOSE: Three-dimensional UTE MRI has shown the ability to provide simultaneous structural and functional lung imaging, but it is limited by respiratory motion and relatively low lung parenchyma SNR. The purpose of this paper is to improve this imaging by using a respiratory phase-resolved reconstruction approach, named motion-compensated low-rank reconstruction (MoCoLoR), which directly incorporates motion compensation into a low-rank constrained reconstruction model for highly efficient use of the acquired data. THEORY AND METHODS: The MoCoLoR reconstruction is formulated as an optimization problem that includes a low-rank constraint using estimated motion fields to reduce the rank, optimizing over both the motion fields and reconstructed images. The proposed reconstruction along with XD and motion state-weighted motion-compensation (MostMoCo) methods were applied to 18 lung MRI scans of pediatric and young adult patients. The data sets were acquired under free-breathing and without sedation with 3D radial UTE sequences in approximately 5 min. After reconstruction, they went through ventilation analyses. Performance across reconstruction regularization and motion-state parameters were also investigated. RESULTS: The in vivo experiments results showed that MoCoLoR made efficient use of the data, provided higher apparent SNR compared with state-of-the-art XD reconstruction and MostMoCo reconstructions, and yielded high-quality respiratory phase-resolved images for ventilation mapping. The method was effective across the range of patients scanned. CONCLUSION: The motion-compensated low-rank regularized reconstruction approach makes efficient use of acquired data and can improve simultaneous structural and functional lung imaging with 3D-UTE MRI. It enables the scanning of pediatric patients under free-breathing and without sedation.


Assuntos
Imageamento Tridimensional , Pulmão , Adulto Jovem , Humanos , Criança , Imageamento Tridimensional/métodos , Pulmão/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Respiração
2.
Pediatr Blood Cancer ; : e30516, 2023 Jun 28.
Artigo em Inglês | MEDLINE | ID: mdl-37377128

RESUMO

Gorham-Stout disease (GSD) and generalized lymphatic anomaly (GLA) are subtypes of complex lymphatic malformations (CLMs) with osseous involvement that cause significant complications, including pain and pathologic fractures. As with other vascular anomalies, somatic mosaic mutations in oncogenes are often present, and the mTOR inhibitor sirolimus alleviates symptoms in some, but not all, patients. We describe two patients, one with GSD and one with GLA, found to have EML4::ALK fusions. This report of a targetable, oncogenic fusion in vascular malformations expands our understanding of the genetic basis for CLMs and suggests additional targeted therapies could be effective.

3.
Pediatr Radiol ; 52(6): 1150-1157, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-35102433

RESUMO

BACKGROUND: Premature infants are at risk for multiple types of intracranial injury with potentially significant long-term neurological impact. The number of screening head ultrasounds needed to detect such injuries remains controversial. OBJECTIVE: To determine the rate of abnormal findings on routine follow-up head ultrasound (US) performed in infants born at ≤ 32 weeks' gestational age (GA) after initial normal screening US. MATERIALS AND METHODS: A retrospective study was performed on infants born at ≤ 32 weeks' GA with a head US at 3-5 weeks following a normal US at 3-10 days at a tertiary care pediatric hospital from 2014 to 2020. Exclusion criteria included significant congenital anomalies, such as congenital cardiac defects necessitating surgery, congenital diaphragmatic hernia or spinal dysraphism, and clinical indications for US other than routine screening, such as sepsis, other risk factors for intracranial injury besides prematurity, or clinical neurological abnormalities. Ultrasounds were classified as normal or abnormal based on original radiology reports. Images from initial examinations with abnormal follow-up were reviewed. RESULTS: Thirty-three (14.2%) of 233 infants had 34 total abnormal findings on follow-up head US after normal initial US. Twenty-seven infants had grade 1 germinal matrix hemorrhage, and four had grade 2 intraventricular hemorrhage. Two had periventricular echogenicity and one had a focus of cerebellar echogenicity that resolved and was determined to be artifactual. CONCLUSION: When initial screening head ultrasounds in premature infants are normal, follow-up screening ultrasounds are typically also normal. Abnormal findings are usually limited to grade 1 germinal matrix hemorrhage.


Assuntos
Lactente Extremamente Prematuro , Doenças do Prematuro , Hemorragia Cerebral , Criança , Idade Gestacional , Humanos , Lactente , Recém-Nascido , Estudos Retrospectivos , Ultrassonografia
4.
J Digit Imaging ; 35(3): 605-612, 2022 06.
Artigo em Inglês | MEDLINE | ID: mdl-35237892

RESUMO

Neuroblastoma is one of the most common pediatric cancers. This study used machine learning (ML) to predict the mortality and a few other investigated intermediate outcomes of neuroblastoma patients non-invasively from CT images. Performances of multiple ML algorithms over retrospective CT images of 65 neuroblastoma patients are analyzed. An artificial neural network (ANN) is used on tumor radiomic features extracted from 3D CT images. A pre-trained 2D convolutional neural network (CNN) is used on slices of the same images. ML models are trained for various pathologically investigated outcomes of these patients. A subspecialty-trained pediatric radiologist independently reviewed the manually segmented primary tumors. Pyradiomics library is used to extract 105 radiomic features. Six ML algorithms are compared to predict the following outcomes: mortality, presence or absence of metastases, neuroblastoma differentiation, mitosis-karyorrhexis index (MKI), presence or absence of MYCN gene amplification, and presence of image-defined risk factors (IDRF). The prediction ranges over multiple experiments are measured using the area under the receiver operating characteristic (ROC-AUC) for comparison. Our results show that the radiomics-based ANN method slightly outperforms the other algorithms in predicting all outcomes except classification of the grade of neuroblastic differentiation, for which the elastic regression model performed the best. Contributions of the article are twofold: (1) noninvasive models for the prognosis from CT images of neuroblastoma, and (2) comparison of relevant ML models on this medical imaging problem.


Assuntos
Aprendizado de Máquina , Neuroblastoma , Algoritmos , Criança , Humanos , Neuroblastoma/diagnóstico por imagem , Neuroblastoma/genética , Curva ROC , Estudos Retrospectivos
5.
J Natl Compr Canc Netw ; 19(8): 945-977, 2021 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-34416707

RESUMO

The NCCN Guidelines for Wilms Tumor focus on the screening, diagnosis, staging, treatment, and management of Wilms tumor (WT, also known as nephroblastoma). WT is the most common primary renal tumor in children. Five-year survival is more than 90% for children with all stages of favorable histology WT who receive appropriate treatment. All patients with WT should be managed by a multidisciplinary team with experience in managing renal tumors; consulting a pediatric oncologist is strongly encouraged. Treatment of WT includes surgery, neoadjuvant or adjuvant chemotherapy, and radiation therapy (RT) if needed. Careful use of available therapies is necessary to maximize cure and minimize long-term toxicities. This article discusses the NCCN Guidelines recommendations for favorable histology WT.


Assuntos
Neoplasias Renais , Tumor de Wilms , Quimioterapia Adjuvante , Criança , Humanos , Neoplasias Renais/tratamento farmacológico , Neoplasias Renais/terapia , Terapia Neoadjuvante , Estadiamento de Neoplasias , Tumor de Wilms/tratamento farmacológico , Tumor de Wilms/terapia
6.
J Pediatr Orthop ; 41(10): e877-e883, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34419980

RESUMO

INTRODUCTION: Medial epicondyle fracture displacement is notoriously difficult to determine on conventional radiography, and follow-up computed tomography (CT) is often obtained to measure precise displacement. Another option for fracture characterization is digital tomosynthesis (DT), a technology providing high in-plane resolution of bony anatomy by acquiring multiple low-dose images in a linear arc. Advantages of DT include lower radiation exposure and lower cost than CT, rapid image acquisition, and a similar patient experience to conventional radiography. The digital application of tomosynthesis is relatively new and is integrated as an add-on feature with modern radiography equipment. This study compares DT, CT and conventional radiography for measurement accuracy in medial epicondyle fractures with the goal of determining relative accuracy in measuring medial epicondyle fracture displacement. METHODS: Medial epicondyle fractures were created in 5 cadaveric elbow specimens. Each specimen was imaged with conventional radiography, DT, and CT. True displacement measured by digital calipers was compared with "measured" displacement for each image acquisition. CT images included axial, sagittal, and coronal reformats. DT images of the elbow included anteroposterior (AP) longitudinal and transverse, lateral longitudinal and transverse, and axial longitudinal and transverse. Conventional radiographs included AP, lateral, and axial distal humerus images. Four physicians reviewed all images 3 months later. Each reviewer independently measured maximum apparent fracture displacement to the nearest 0.1 mm. Measurement accuracy was calculated as percent difference [(measured displacement-actual displacement)/actual displacement] for each acquisition. Mean, median, and SD for measurement accuracy were calculated. Two-tailed paired t tests were performed on each acquisition to compare the measurement accuracy. RESULTS: Compared with conventional radiographs, accuracy of DT was superior in AP longitudinal (P=0.03), AP transverse (P=0.01), axial longitudinal (P=0.0001), and axial transverse projections (P=0.001). Accuracy of CT was superior to conventional radiography in the AP projection (P=0.03), but was equivalent in the axial projection (P=0.9). Accuracy of CT was similar to DT in AP longitudinal (P=0.6), AP transverse (P=0.5), and axial longitudinal projections (P=0.07). Accuracy of DT in the axial transverse projection was superior to CT (P=0.03). CONCLUSION: DT is more accurate than conventional radiography (both AP and axial views) and as accurate as CT in assessing millimeters of displacement of medial epicondyle fracture fragments. LEVEL OF EVIDENCE: Level IV-diagnostic study.


Assuntos
Articulação do Cotovelo , Fraturas do Úmero , Humanos , Fraturas do Úmero/diagnóstico por imagem , Úmero , Radiografia , Tomografia Computadorizada por Raios X
7.
Pediatr Radiol ; 50(3): 363-370, 2020 03.
Artigo em Inglês | MEDLINE | ID: mdl-31745596

RESUMO

BACKGROUND: Pediatric elbow fractures are common but remain challenging to accurately diagnose. Digital tomosynthesis is a technique that has shown promise in difficult adult fracture patterns but has not been formally studied in the pediatric population. OBJECTIVE: To assess the added value of digital tomosynthesis on the detection and diagnostic confidence of pediatric elbow fractures. MATERIALS AND METHODS: A retrospective study was performed between January 2016 and December 2017 in pediatric patients (≤18 years) to assess the ability of conventional elbow radiographs and digital tomosynthesis to detect elbow fractures. One hundred twenty-one pediatric patients with concern for pediatric elbow trauma (64 males, 57 females; mean age: 8.1 years, range: 1 year to 17 years) were imaged with both conventional elbow radiographs and digital tomosynthesis. Two blinded pediatric radiologists identified fractures and indicated their diagnostic confidence. Observer agreement was assessed with Cohen's Kappa coefficient and a nonparametric Wilcoxon rank sum test was used to compare the degree of diagnostic confidence between standard radiographs alone and standard radiographs with digital tomosynthesis. McNemar's test was used to assess the difference in the rate of fracture detection between the two methods and sensitivity, specificity, precision, accuracy and diagnostic odds ratios were calculated. RESULTS: Compared with standard radiographs alone, standard radiographs with digital tomosynthesis improved inter-rater agreement, sensitivity, specificity, accuracy, precision and the diagnostic odds ratio for fracture detection and increased diagnostic confidence (Rater 1: P=0.01, Rater 2: P=0.003). CONCLUSION: The addition of digital tomosynthesis with conventional elbow radiographs improves diagnostic confidence and performance for the detection of pediatric elbow fractures.


Assuntos
Lesões no Cotovelo , Cotovelo/diagnóstico por imagem , Fraturas Ósseas/diagnóstico por imagem , Tomografia Computadorizada por Raios X/métodos , Adolescente , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Masculino , Reprodutibilidade dos Testes , Estudos Retrospectivos , Sensibilidade e Especificidade
8.
Pediatr Radiol ; 49(12): 1643-1651, 2019 11.
Artigo em Inglês | MEDLINE | ID: mdl-31686170

RESUMO

Imaging pediatric elbow trauma in the acute setting remains diagnostically challenging given difficult patient positioning, multiple ossification centers of the pediatric elbow, overlapping structures, and complex joint anatomy. Digital tomosynthesis is a technique where the X-ray source travels across a limited arc angle, obtaining a series of low-dose exposures that are in turn digitally reconstructed to produce high in-plane resolution at a relatively low overall radiation dose. Digital tomosynthesis is now more commonly integrated into standard radiographic machines and offers a new and exciting way to assess the pediatric elbow. In this review article we discuss the clinical applications of digital tomosynthesis in pediatric elbow trauma along with challenges related to technique, patient positioning and artifacts.


Assuntos
Lesões no Cotovelo , Articulação do Cotovelo/diagnóstico por imagem , Intensificação de Imagem Radiográfica/métodos , Interpretação de Imagem Radiográfica Assistida por Computador/métodos , Tomografia Computadorizada por Raios X/métodos , Criança , Humanos
9.
AJR Am J Roentgenol ; 208(3): 632-636, 2017 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-28075612

RESUMO

OBJECTIVE: The purpose of this study was to assess the difference between mechanical versus hand administration of IV contrast agents on the diagnostic quality of pediatric pulmonary CT angiography (CTA). MATERIALS AND METHODS: A retrospective review of the medical records was performed to detect pediatric patients (≤ 18 years) with pulmonary CTA performed between September 2012 and March 2015. Patients were placed into two cohorts on the basis of the method of contrast administration (mechanical vs hand). Additional information obtained included IV size or gauge, IV site, amount and type of contrast agent administered, and rate of administration (mL/s). The quality of the CT images was independently evaluated by two pediatric radiologists using a qualitative 4-point visual assessment scale and quantitatively with attenuation (HU). An ANOVA controlling for age compared the contrast enhancement in the central pulmonary arteries between the cohorts. RESULTS: One hundred forty-eight consecutive pediatric patients (71 boys and 77 girls; mean age, 11.1 years; age range, 8 days-17.9 years) were identified between September 2012 and March 2015. Mechanical administration of contrast material was performed in 117 patients (79.1%; mean age [± SD], 13.7 ± 3.7 years), and hand administration of contrast material was performed in 31 patients (20.9%; mean age, 1.6 ± 1.8 years). After adjusting for age, the degree of enhancement within the pulmonary arteries was not statistically different between the two IV contrast administration methods at the main pulmonary artery (mechanical vs hand administration: mean attenuation, 310 ± 128 vs 338 ± 142 HU, respectively, p = 0.505), right pulmonary artery (305 ± 124 vs 329 ± 146 HU, p = 0.556), and left pulmonary artery (303 ± 125 vs 340 ± 151 HU, p = 0.349). CONCLUSION: It is possible to perform diagnostic-quality pulmonary CTA for the assessment of the central pulmonary arteries with hand administration of IV contrast material in pediatric patients with small-gauge IV catheters.


Assuntos
Angiografia por Tomografia Computadorizada/métodos , Meios de Contraste/administração & dosagem , Injeções Intravenosas/instrumentação , Injeções Intravenosas/métodos , Artéria Pulmonar/diagnóstico por imagem , Doenças Vasculares/diagnóstico por imagem , Adolescente , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Recém-Nascido , Masculino , Reprodutibilidade dos Testes , Estudos Retrospectivos , Sensibilidade e Especificidade
10.
Pediatr Radiol ; 47(9): 1101-1108, 2017 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-28779197

RESUMO

Intussusception is a common etiology of acute abdominal pain in children. Over the last 70 years, there have been significant changes in how we diagnose and treat intussusception, with a more recent focus on the role of ultrasound. In this article we discuss historical and current approaches to intussusception, with an emphasis on ultrasound as a diagnostic and therapeutic modality.


Assuntos
Intussuscepção/diagnóstico por imagem , Ultrassonografia/métodos , Criança , Pré-Escolar , Meios de Contraste , Diagnóstico Diferencial , Enema , Humanos , Lactente , Recém-Nascido , Intussuscepção/terapia , Radiografia Abdominal
12.
Emerg Radiol ; 24(6): 653-660, 2017 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-28725923

RESUMO

PURPOSES: To assess the ability of a single isotropic 3D T2 FSE sequence to identify the normal appendix in children with potential implication as alternative second-line modality in pediatric appendicitis. MATERIALS AND METHODS: Retrospective review of MR abdomino-pelvis or pelvis in children from Oct 2014-Dec 2016 was done. Only exams with 3D T2 FSE sequence performed on a single scanner type were selected. Patients with history of post appendectomy, studies in which field of view did not include ileocecal valve, with technical and protocol errors, or with fat-saturated acquisition were excluded. All images were blindly reviewed by three radiologists. The following questions were asked: (1) Is the appendix visualized?, (2) What is the most clearly demonstrable plane?, (3) Where is the appendix located?, (4) Are there any findings indicating appendicitis? Average pairwise percentage and Fleiss Kappa were used to assess the inter-rater agreement on the visualization and location of the appendix. RESULTS: A total of 22 MRI studies were reviewed (F = 13:M = 9, Mean age = 11.45 yrs. [SD = 4.3]). Total MRI scan time was estimated at 6 mins. Readers saw appendix in 72.7-81.8%, and saw with high confidence in 12 cases (54.5%), low confidence in 4-6 case (18.2-27.3%), and did not see in 4-6 cases(18.2-27.3%). The average pairwise percentage agreement was 71.2%. Fleiss Kappa of overall rating of visualization was 0.52 (p < 0.001). Fleiss Kappa of high confidence of visualization was 0.76 (p < 0.001). Reader 1 and reader 2 saw the appendix best on the axial plane. Reader 3 saw the appendix best on the coronal plane. For location, deep pelvis was the most common identified location. The average pairwise percentage agreement was 68.2% and Fleiss Kappa was 0.76 (p < 0.001). There is no findings indicating appendicitis. CONCLUSION: A single 3D T2 FSE sequence had good ability to detect normal appendices and also allowed multiplanar reconstructions, which may use as a single-sequence protocol in cases of suspected appendicitis in children when ultrasound is inconclusive.


Assuntos
Apendicite/diagnóstico por imagem , Apêndice/diagnóstico por imagem , Imageamento Tridimensional , Imageamento por Ressonância Magnética/métodos , Criança , Feminino , Humanos , Interpretação de Imagem Assistida por Computador , Masculino , Estudos Retrospectivos
13.
Eur Radiol ; 26(8): 2798-807, 2016 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-26560727

RESUMO

OBJECTIVES: To characterize a radiogenomic risk score (RRS), a previously defined biomarker, and to evaluate its potential for stratifying radiological progression-free survival (rPFS) in patients with metastatic renal cell carcinoma (mRCC) undergoing pre-surgical treatment with bevacizumab. METHODOLOGY: In this IRB-approved study, prospective imaging analysis of the RRS was performed on phase II clinical trial data of mRCC patients (n = 41) evaluating whether patient stratification according to the RRS resulted in groups more or less likely to have a rPFS to pre-surgical bevacizumab prior to cytoreductive nephrectomy. Survival times of RRS subgroups were analyzed using Kaplan-Meier survival analysis. RESULTS: The RRS is enriched in diverse molecular processes including drug response, stress response, protein kinase regulation, and signal transduction pathways (P < 0.05). The RRS successfully stratified rPFS to bevacizumab based on pre-treatment computed tomography imaging with a median progression-free survival of 6 versus >25 months (P = 0.005) and overall survival of 25 versus >37 months in the high and low RRS groups (P = 0.03), respectively. Conventional prognostic predictors including the Motzer and Heng criteria were not predictive in this cohort (P > 0.05). CONCLUSIONS: The RRS stratifies rPFS to bevacizumab in patients from a phase II clinical trial with mRCC undergoing cytoreductive nephrectomy and pre-surgical bevacizumab. KEY POINTS: • The RRS SOMA stratifies patient outcomes in a phase II clinical trial. • RRS stratifies subjects into prognostic groups in a discrete or continuous fashion. • RRS is biologically enriched in diverse processes including drug response programs.


Assuntos
Bevacizumab/uso terapêutico , Carcinoma de Células Renais/diagnóstico , Neoplasias Renais/diagnóstico , Nefrectomia , Medição de Risco/métodos , Tomografia Computadorizada por Raios X/métodos , Adulto , Idoso , Inibidores da Angiogênese/uso terapêutico , Carcinoma de Células Renais/mortalidade , Carcinoma de Células Renais/terapia , Intervalo Livre de Doença , Feminino , Humanos , Estimativa de Kaplan-Meier , Neoplasias Renais/mortalidade , Neoplasias Renais/terapia , Masculino , Pessoa de Meia-Idade , Prognóstico , Estudos Prospectivos , Taxa de Sobrevida/tendências , Resultado do Tratamento , Estados Unidos/epidemiologia
14.
Pediatr Radiol ; 46(9): 1275-81, 2016 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-27147078

RESUMO

BACKGROUND: Growth recovery lines, also known as growth arrest lines, are transverse radiodense metaphyseal bands that develop due to a temporary arrest of endochondral ossification caused by local or systemic insults. OBJECTIVE: To determine if growth recovery lines are more common in infants at high risk versus low risk for abuse. MATERIALS AND METHODS: Reports of American College of Radiology compliant skeletal surveys (1999-2013) were reviewed with clinical records. Infants at low risk for abuse had a skull fracture without significant intracranial injury, history of a fall and clinical determination of low risk (child protection team/social work assessment). Infants at high risk had significant intracranial injury, retinal hemorrhages, other skeletal injuries and clinical determination of high risk. There were 52 low-risk infants (mean: 4.7 months, range: 0.4-12 months) and 21 high-risk infants (mean: 4.2 months, range: 0.8-9.1 months). Two blinded radiologists independently evaluated the skeletal survey radiographs of the knees/lower legs for the presence of at least one growth recovery line. RESULTS: When growth recovery lines are scored as probably present or definitely present, their prevalence in the low-risk group was 38% (standard deviation [SD] = 8%; reader 1 = 17/52, reader 2 = 23/52) vs. 71% (SD = 7%; reader 1 = 16/21, reader 2 = 14/21) in the high-risk group (P < 0.001; odds ratio 4.0, 95% CI: 1.7-9.5). CONCLUSION: Growth recovery lines are encountered at a significantly higher rate in infants at high risk vs. low risk for abuse. This suggests that abused infants are prone to a temporary disturbance in endochondral ossification as a result of episodic physiological stresses.


Assuntos
Osso e Ossos/diagnóstico por imagem , Osso e Ossos/lesões , Maus-Tratos Infantis/diagnóstico , Traumatismos da Perna/diagnóstico por imagem , Diagnóstico Diferencial , Feminino , Humanos , Lactente , Masculino
15.
Pediatr Radiol ; 46(6): 796-805, 2016 May.
Artigo em Inglês | MEDLINE | ID: mdl-27229498

RESUMO

Müllerian duct anomalies encompass a wide variety of disorders resulting from abnormalities in the embryological development of the Müllerian ducts. In the prepubertal pediatric population, Müllerian duct anomalies are often incidental findings on studies obtained for other reasons. The onset of menses can prompt more clinical symptoms. Proper characterization of Müllerian duct anomalies is important because these anomalies can affect the development of gynecological disorders as well as fertility. Müllerian duct anomalies also carry a high association with other congenital anomalies, particularly renal abnormalities. MRI is widely considered the best modality for assessing Müllerian duct anomalies; it provides multiplanar capability, clear anatomical detail and tissue characterization without ionizing radiation. MRI allows for careful description of Müllerian duct anomalies, often leading to classification into the most widely accepted classification system for Müllerian duct anomalies. This system, developed by the American Society of Reproductive Medicine, includes seven subtypes: uterine agenesis/hypoplasia, unicornuate, didelphys, bicornuate, septate, arcuate, and diethylstilbestrol (DES) drug-related uterus. In cases of complex anomalies that defy classification, MRI allows detailed depiction of all components of the anatomical abnormality, allowing for proper management and surgical planning.


Assuntos
Doenças dos Genitais Femininos/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Ductos Paramesonéfricos/anormalidades , Ductos Paramesonéfricos/diagnóstico por imagem , Feminino , Humanos
16.
Radiology ; 277(1): 114-23, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-26402495

RESUMO

PURPOSE: To evaluate the feasibility of constructing radiogenomic-based surrogates of molecular assays (SOMAs) in patients with clear-cell renal cell carcinoma (CCRCC) by using data extracted from a single computed tomographic (CT) image. MATERIALS AND METHODS: In this institutional review board approved study, gene expression profile data and contrast material-enhanced CT images from 70 patients with CCRCC in a training set were independently assessed by two radiologists for a set of predefined imaging features. A SOMA for a previously validated CCRCC-specific supervised principal component (SPC) risk score prognostic gene signature was constructed and termed the radiogenomic risk score (RRS). It uses the microarray data and a 28-trait image array to evaluate each CT image with multiple regression of gene expression analysis. The predictive power of the RRS SOMA was then prospectively validated in an independent dataset to confirm its relationship to the SPC gene signature (n = 70) and determination of patient outcome (n = 77). Data were analyzed by using multivariate linear regression-based methods and Cox regression modeling, and significance was assessed with receiver operator characteristic curves and Kaplan-Meier survival analysis. RESULTS: Our SOMA faithfully represents the tissue-based molecular assay it models. The RRS scaled with the SPC gene signature (R = 0.57, P < .001, classification accuracy 70.1%, P < .001) and predicted disease-specific survival (log rank P < .001). Independent validation confirmed the relationship between the RRS and the SPC gene signature (R = 0.45, P < .001, classification accuracy 68.6%, P < .001) and disease-specific survival (log-rank P < .001) and that it was independent of stage, grade, and performance status (multivariate Cox model P < .05, log-rank P < .001). CONCLUSION: A SOMA for the CCRCC-specific SPC prognostic gene signature that is predictive of disease-specific survival and independent of stage was constructed and validated, confirming that SOMA construction is feasible.


Assuntos
Carcinoma de Células Renais/diagnóstico , Neoplasias Renais/diagnóstico , Análise em Microsséries , Técnicas de Diagnóstico Molecular , Tomografia Computadorizada por Raios X , Adulto , Idoso , Idoso de 80 Anos ou mais , Carcinoma de Células Renais/genética , Estudos de Viabilidade , Feminino , Genômica , Humanos , Neoplasias Renais/genética , Masculino , Pessoa de Meia-Idade , Prognóstico , Medição de Risco
17.
Laryngoscope ; 134(8): 3807-3814, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38366768

RESUMO

OBJECTIVE/HYPOTHESIS: Standard chest radiographs are a poor diagnostic tool for pediatric foreign body aspiration. Machine learning may improve upon the diagnostic capabilities of chest radiographs. The objective is to develop a machine learning algorithm that improves the diagnostic capabilities of chest radiographs in pediatric foreign body aspiration. METHOD: This retrospective, diagnostic study included a retrospective chart review of patients with a potential diagnosis of FBA from 2010 to 2020. Frontal view chest radiographs were extracted, processed, and uploaded to Google AutoML Vision. The developed algorithm was then evaluated against a pediatric radiologist. RESULTS: The study selected 566 patients who were presented with a suspected diagnosis of foreign body aspiration. One thousand six hundred and eighty eight chest radiograph images were collected. The sensitivity and specificity of the radiologist interpretation were 50.6% (43.1-58.0) and 88.7% (85.3-91.5), respectively. The sensitivity and specificity of the algorithm were 66.7% (43.0-85.4) and 95.3% (90.6-98.1), respectively. The precision and recall of the algorithm were both 91.8% with an AuPRC of 98.3%. CONCLUSION: Chest radiograph analysis augmented with machine learning can diagnose foreign body aspiration in pediatric patients at a level similar to a read performed by a pediatric radiologist despite only using single-view, fixed images. Overall, this study highlights the potential and capabilities of machine learning in diagnosing conditions with a wide range of clinical presentations. LEVEL OF EVIDENCE: 3 Laryngoscope, 134:3807-3814, 2024.


Assuntos
Corpos Estranhos , Aprendizado de Máquina , Radiografia Torácica , Sensibilidade e Especificidade , Humanos , Corpos Estranhos/diagnóstico por imagem , Estudos Retrospectivos , Radiografia Torácica/métodos , Criança , Pré-Escolar , Feminino , Masculino , Lactente , Algoritmos , Aspiração Respiratória/diagnóstico por imagem , Aspiração Respiratória/diagnóstico , Adolescente
18.
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
19.
Physiol Genomics ; 43(3): 136-47, 2011 Feb 11.
Artigo em Inglês | MEDLINE | ID: mdl-21062905

RESUMO

Both iron deficiency and iron excess are detrimental in many organisms, and previous studies in both mice and humans suggest that genetic variation may influence iron status in mammals. However, these genetic factors are not well defined. To address this issue, we measured basal liver iron levels in 18 inbred strains of mice of both sexes on a defined iron diet and found ∼4-fold variation in liver iron in males (lowest 153 µg/g, highest 661 µg/g) and ∼3-fold variation in females (lowest 222 µg/g, highest 658 µg/g). We carried out a genome-wide association mapping to identify haplotypes underlying differences in liver iron and three other related traits (copper and zinc liver levels, and plasma diferric transferrin levels) in a subset of 14 inbred strains for which genotype information was available. We identified two putative quantitative trait loci (QTL) that contain genes with a known role in iron metabolism: Eif2ak1 and Igf2r. We also identified four putative QTL that reside in previously identified iron-related QTL and 22 novel putative QTL. The most promising putative QTL include a 0.22 Mb region on Chromosome 7 and a 0.32 Mb region on Chromosome 11 that both contain only one candidate gene, Adam12 and Gria1, respectively. Identified putative QTL are good candidates for further refinement and subsequent functional studies.


Assuntos
Mapeamento Cromossômico , Biologia Computacional/métodos , Ferro/metabolismo , Fígado/metabolismo , Camundongos Endogâmicos/genética , Locos de Características Quantitativas/genética , Animais , Cobre/metabolismo , Feminino , Estudo de Associação Genômica Ampla , Haplótipos/genética , Padrões de Herança/genética , Masculino , Camundongos , Fenótipo , Transferrina/metabolismo , Zinco/metabolismo
20.
Cancer Med ; 10(7): 2232-2241, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33314708

RESUMO

BACKGROUND: Clinical, molecular, and histopathologic features guide treatment for neuroblastoma, but obtaining tumor tissue may cause complications and is subject to sampling error due to tumor heterogeneity. We hypothesized that image-defined risk factors (IDRFs) would reflect molecular features, histopathology, and clinical outcomes in neuroblastoma. METHODS: We performed a retrospective cohort study of 76 patients with neuroblastoma or ganglioneuroblastoma. Diagnostic CT scans were reviewed for 20 IDRFs, which were consolidated into five IDRF groups (involvement of multiple body compartments, vascular encasement, tumor infiltration of adjacent organs/structures, airway compression, or intraspinal extension). IDRF groups were analyzed for association with clinical, molecular, and histopathologic features of neuroblastoma. RESULTS: Patients with more IDRF groups had a higher risk of surgical complications (OR = 3.1, p = 0.001). Tumor vascular encasement was associated with increased risk of surgical complications (OR = 5.40, p = 0.009) and increased risk of undifferentiated/poorly differentiated histologic grade (OR = 11.11, p = 0.013). Tumor infiltration of adjacent organs and structures was associated with decreased survival (HR = 8.90, p = 0.007), MYCN amplification (OR = 9.91, p = 0.001), high MKI (OR = 6.20, p = 0.003), and increased risk of International Neuroblastoma Staging System stage 4 disease (OR = 8.96, p < 0.001). CONCLUSIONS: The presence of IDRFs at diagnosis was associated with high-risk clinical, molecular, and histopathologic features of neuroblastoma. The IDRF group tumor infiltration into adjacent organs and structures was associated with decreased survival. Collectively, these findings may assist surgical planning and medical management for neuroblastoma patients.


Assuntos
Neuroblastoma , Complicações Pós-Operatórias , Pré-Escolar , Feminino , Ganglioneuroblastoma/diagnóstico por imagem , Ganglioneuroblastoma/genética , Ganglioneuroblastoma/patologia , Ganglioneuroblastoma/cirurgia , Genes myc , Humanos , Lactente , Estimativa de Kaplan-Meier , Masculino , Gradação de Tumores , Invasividade Neoplásica , Neuroblastoma/diagnóstico por imagem , Neuroblastoma/genética , Neuroblastoma/patologia , Neuroblastoma/cirurgia , Razão de Chances , Complicações Pós-Operatórias/classificação , Modelos de Riscos Proporcionais , Estudos Retrospectivos , Fatores de Risco , Estatísticas não Paramétricas , Tomografia Computadorizada por Raios X
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