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1.
Inflamm Bowel Dis ; 2024 May 13.
Article En | MEDLINE | ID: mdl-38738296

BACKGROUND: Despite advances in medical therapy, many children and adults with ileal Crohn's disease (CD) progress to fibrostenosis requiring surgery. We aimed to identify MRI and circulating biomarkers associated with the need for surgical management. METHODS: This prospective, multicenter study included pediatric and adult CD cases undergoing ileal resection and CD controls receiving medical therapy. Noncontrast research MRI examinations measured bowel wall 3-dimensional magnetization transfer ratio normalized to skeletal muscle (normalized 3D MTR), modified Look-Locker inversion recovery (MOLLI) T1 relaxation, intravoxel incoherent motion (IVIM) diffusion-weighted imaging metrics, and the simplified magnetic resonance index of activity (sMaRIA). Circulating biomarkers were measured on the same day as the research MRI and included CD64, extracellular matrix protein 1 (ECM1), and granulocyte-macrophage colony-stimulating factor (GM-CSF) autoantibodies (Ab). Associations between MRI and circulating biomarkers and need for ileal resection were tested using univariate and multivariable LASSO regression. RESULTS: Our study sample included 50 patients with CD undergoing ileal resection and 83 patients with CD receiving medical therapy; mean participant age was 23.9 ±â€…13.1 years. Disease duration and treatment exposures did not vary between the groups. Univariate biomarker associations with ileal resection included log GM-CSF Ab (odds ratio [OR], 2.87; P = .0009), normalized 3D MTR (OR, 1.05; P = .002), log MOLLI T1 (OR, 0.01; P = .02), log IVIM perfusion fraction (f; OR, 0.38; P = .04), and IVIM apparent diffusion coefficient (ADC; OR, 0.3; P = .001). The multivariable model for surgery based upon corrected Akaike information criterion included age (OR, 1.03; P = .29), BMI (OR, 0.91; P = .09), log GM-CSF Ab (OR, 3.37; P = .01), normalized 3D MTR (OR, 1.07; P = .007), sMaRIA (OR, 1.14; P = .61), luminal narrowing (OR, 10.19; P = .003), log C-reactive protein (normalized; OR, 2.75; P = .10), and hematocrit (OR, 0.90; P = .13). CONCLUSION: After accounting for clinical and MRI measures of severity, normalized 3D MTR and GM-CSF Ab are associated with the need for surgery in ileal CD.


Despite advances in medical therapy, many patients with ileal Crohn's disease progress to fibrostenosis requiring surgery. Our study has shown that GM-CSF autoantibodies and MRI biomarker sequences are associated with the need for ileal resection and may help guide management decisions.

2.
Pediatr Radiol ; 53(10): 2030-2039, 2023 09.
Article En | MEDLINE | ID: mdl-37106090

BACKGROUND: The relationship between pancreatic fat on imaging and metabolic co-morbidities has not been established in pediatrics. We sought to investigate the relationship between pancreatic fat measured by MRI and endocrine/exocrine dysfunctions along with the metabolic co-morbidities in a cohort of children. OBJECTIVE: To investigate relationships between pancreatic fat quantified by MRI and endocrine and exocrine conditions and metabolic co-morbidities in a cohort of children. MATERIALS AND METHODS: This was a retrospective review of pediatric patients (n = 187) who had a clinically indicated MRI examination between May 2018 and February 2020. After 51 patients without useable imaging data were excluded, the remaining 136 subjects comprised the study sample. Laboratory studies were assessed if collected within 6 months of MRI and patient charts were reviewed for demographic and clinical information. MRI proton density fat fraction (PDFF) sequence had been acquired according to manufacturer's specified parameters at a slice thickness of 3 mm. Two blinded radiologists independently collected PDFF data. RESULTS: The median age at MRI was 12.1 (IQR: 9.0-14.8) years and the majority of patients were Caucasian (79%), followed by African American and Hispanic at 12% and 11% respectively. There was a higher median pancreas fat fraction in patients with exocrine conditions (chronic pancreatitis or exocrine insufficiency) compared to those without (3.5% vs 2.2%, p = 0.03). There was also a higher median fat fraction in the head of pancreas in patients with endocrine insufficient conditions (insulin resistance, pre-diabetes, type 1 and type 2 diabetes) compared to those without endocrine insufficiency when excluding patients with active acute pancreatitis (3.5% vs 2.0%, p = 0.04). Patients with BMI > 85% had higher mean fat fraction compared to patients with BMI ≤ 85% (head: 3.8 vs 2.4%, p = 0.01; body: 3.8 vs 2.5%, p = 0.005; tail: 3.7 vs 2.7%, p = 0.049; overall pancreas fat fraction: 3.8 vs 2.6%, p = 0.002). CONCLUSION: Pancreas fat is elevated in patients with BMI > 85% and in those with exocrine and endocrine insufficiencies.


Diabetes Mellitus, Type 2 , Exocrine Pancreatic Insufficiency , Pancreatitis , Humans , Child , Diabetes Mellitus, Type 2/complications , Acute Disease , Exocrine Pancreatic Insufficiency/complications , Exocrine Pancreatic Insufficiency/diagnosis , Pancreas/diagnostic imaging , Magnetic Resonance Imaging/methods , Morbidity
3.
AJR Am J Roentgenol ; 221(2): 240-248, 2023 08.
Article En | MEDLINE | ID: mdl-36946900

BACKGROUND. Contrast-enhanced MRI is commonly used to evaluate thoracic central venous patency in children and young adults. A flow-independent noncontrast non-ECG-gated 3D MRA-MR venography (MRV) technique described in 2019 as "relaxation-enhanced angiography without contrast and triggering (REACT)" may facilitate such evaluation. OBJECTIVE. The purpose of our study was to compare image quality, diagnostic confidence, and interreader agreement between respiratory-triggered REACT and 3D Dixon-based contrast-enhanced MRV (CE-MRV) for evaluating thoracic central venous patency in children and young adults. METHODS. This retrospective study included 42 consecutive children and young adults who underwent MRI of the neck and chest to evaluate central venous patency between August 2019 and January 2021 (median age, 5.2 years; IQR, 1.4-15.1 years; 22 female patients and 20 male patients). Examinations included respiratory-triggered REACT and navigator-gated CE-MRV sequences based on the institution's standard-of-care protocol. Six pediatric radiologists from four different institutions independently reviewed REACT and CE-MRV sequences; they assessed overall image quality (scale, 1-5; 5 = excellent), diagnostic confidence (scale, 1-5; 5 = extremely confident), and presence of clinically relevant artifact(s). Readers classified seven major central vessels as normal or abnormal (e.g., narrowing, thrombosis, or occlusion). Analysis used Wilcoxon signed rank and McNemar tests and Fleiss kappa coefficients. RESULTS. The distribution of overall image quality scores was higher (p = .02) for REACT than for CE-MRV for one reader (both sequences: median score, 5). Image quality scores were not significantly different between the sequences for the remaining five readers (all p > .05). Diagnostic confidence scores and frequency of clinically relevant artifact(s) were not significantly different between sequences for any reader (all p > .05). Interreader agreement for vessel classification as normal or abnormal was similar between sequences for all seven vessels (REACT: κ = 0.37-0.81; CE-MRV: κ = 0.34-0.81). Pooling readers and vessels, 65.4% of vessels were normal by both sequences; 18.7%, abnormal by both sequences; 9.8%, abnormal by REACT only; and 6.1%, abnormal by CE-MRV only. CONCLUSION. Respiratory-triggered REACT, in comparison with CE-MRV, showed no significant difference in image quality (aside from for one of six readers), diagnostic confidence, or frequency of artifact(s), with similar interreader agreement for vessel classification as normal or abnormal. CLINICAL IMPACT. High-resolution 3D MRV performed without IV contrast material can be used to assess central venous patency in children and young adults.


Magnetic Resonance Angiography , Magnetic Resonance Imaging , Humans , Male , Female , Young Adult , Child , Child, Preschool , Phlebography/methods , Magnetic Resonance Angiography/methods , Retrospective Studies , Sensitivity and Specificity , Contrast Media , Imaging, Three-Dimensional/methods
4.
AJR Am J Roentgenol ; 220(1): 126-133, 2023 01.
Article En | MEDLINE | ID: mdl-35946860

BACKGROUND. The simplified MR index of activity (MaRIA) score is used to assess the severity of small-bowel inflammation without use of IV contrast material. OBJECTIVE. The purposes of this study were to assess interreader agreement on the use of simplified MaRIA scores for evaluation of the inflammatory activity of terminal ileal Crohn disease in children and young adults and to assess whether simplified MaRIA scores change after biologic medical therapy. METHODS. This analysis was ancillary to a previously reported primary prospective research investigation. The study included 20 children and young adults with newly diagnosed ileal Crohn disease and 15 healthy control participants who underwent research small-bowel MRI examinations between December 2018 and October 2021. The participants with Crohn disease underwent baseline MRI and MRI 6 weeks and 6 months after beginning anti-tumor necrosis factor α-treatment as well as weighted pediatric Crohn disease activity index (wPCDAI) and C-reactive protein (CRP) assessment on the day of each examination. Control participants underwent one MRI examination. Four pediatric radiologists independently assigned simplified MaRIA scores using axial and coronal T2-weighted SSFSE images. Median simplified MaRIA score among readers was computed. Interreader agreement was assessed with Fleiss kappa coefficients and intra-class correlation coefficient (ICC). Analysis included the Mann-Whitney U test, Friedman test, and Spearman rank correlation. RESULTS. Simplified MaRIA scores (across time points and study groups) had substantial interreader agreement (κ = 0.65 [95% CI, 0.56-0.74]; ICC, 0.71 [95% CI, 0.63-0.78]). Median scores were higher in participants with Crohn disease at baseline than in healthy control participants (3.5 [IQR, 2.5-4.9] vs 0.5 [IQR, 0-2.0]; p < .001). Scores decreased after medical treatment in participants with Crohn disease (p = .005). The median score was 3.5 (IQR, 2.5-4.9) at baseline, 2.3 (IQR, 1.6-3.9) at 6 weeks, and 2.0 (IQR, 0.5-2.5) at 6 months. In participants with Crohn disease, median scores had significant correlations with wPCDAI (ρ = 0.46 [95% CI, 0.18-0.64]; p < .001) and CRP level (ρ = 0.48 [95% CI, 0.27-0.65]; p < .001). CONCLUSION. Radiologists had substantial agreement in use of simplified MaRIA scores to assess intestinal inflammation in ileal Crohn disease. Scores changed over time after medical therapy. CLINICAL IMPACT. The results support the simplified MaRIA score as an objective MRI-based clinical measure of intestinal inflammation in children and young adults with Crohn disease.


Crohn Disease , Young Adult , Humans , Child , Crohn Disease/diagnostic imaging , Crohn Disease/pathology , Prospective Studies , Intestine, Small/diagnostic imaging , Intestine, Small/pathology , Magnetic Resonance Imaging/methods , Inflammation
5.
Pediatr Radiol ; 52(7): 1306-1313, 2022 06.
Article En | MEDLINE | ID: mdl-35229183

BACKGROUND: Non-alcoholic fatty liver disease (NAFLD) is increasing in prevalence and is the most common cause of pediatric chronic liver disease. Objective US-based measures of hepatic steatosis are an unmet clinical need. OBJECTIVE: To evaluate the diagnostic performance of quantitative measurement of liver echogenicity (hepatorenal index, or HRI) for hepatic steatosis in a pediatric cohort. MATERIALS AND METHODS: We identified pediatric patients (≤18 years old) who underwent both clinically indicated abdominal US and MRI with liver proton-density fat fraction (PDFF) within the 3-month period during the timeframe of July 2015-April 2020 (n=69). Using ImageJ, we drew small circular regions of interest (ROIs) and large freehand ROIs in the liver and right kidney on single longitudinal and transverse images to measure echogenicity (arbitrary units). We calculated four HRIs (liver-to-kidney ratio) as well as liver histogram features. Five pediatric radiologists independently reported the qualitative presence/absence of hepatic steatosis. We used Pearson correlation (r) to assess associations and receiver operating characteristic (ROC) curve analyses to evaluate diagnostic performance. Multivariable logistic regression was used to further assess relationships. RESULTS: Mean patient age was 11.6 (standard deviation [SD] 4.7, range 0.3-18) years; 27/69 (39.1%) were female. Mean PDFF was 12.5% (SD 13.1%, range 1-48%); 34/69 (49.3%) patients were classified as having hepatic steatosis by MRI (PDFF ≥6%). There were significant, positive correlations between all four US HRI methods and PDFF (r=0.51-0.61); longitudinal freehand ROIs exhibited the strongest correlation (r=0.61; P<0.0001). Longitudinal freehand ROI HRI had moderate diagnostic performance for the binary presence of steatosis (area under the curve [AUC]=0.80, P<0.0001), with an optimal cut-off value >1.75 (sensitivity=70.6%, specificity=77.1%). Radiologists' sensitivity for detecting hepatic steatosis ranged from 79.4% to 97.1%, and specificity ranged from 91.2% to 100%. Significant multivariable predictors of PDFF ≥6% included HRI (P=0.002; odds ratio [OR]=34.2), body mass index (BMI) percentile (P=0.005; OR=1.06), and liver gray-scale echogenicity standard deviation (P=0.02; OR=0.79) (receiver operating characteristic AUC = 0.92). CONCLUSION: Quantitative US HRI has moderate diagnostic performance for detecting liver fat in children and positively correlates with MRI PDFF. Incorporation of BMI-percentile and gray-scale echogenicity standard deviation improved diagnostic performance.


Liver , Non-alcoholic Fatty Liver Disease , Adolescent , Child , Child, Preschool , Female , Humans , Infant , Liver/diagnostic imaging , Magnetic Resonance Imaging/methods , Male , ROC Curve , Ultrasonography/methods
6.
J Pediatr ; 244: 120-124, 2022 05.
Article En | MEDLINE | ID: mdl-35065151

OBJECTIVE: To compare the efficacy of magnetic resonance cholangiopancreatography (MRCP) with endoscopy retrograde cholangiopancreatography (ERCP) in children for the identification of pancreatic duct variants. STUDY DESIGN: We identified children with a pancreatic duct variant by ERCP and separately queried our MRCP database for similar variants. Patients with a paired ERCP-MRCP were reviewed. Three radiologists blinded to the ERCP and MRCP findings were asked to independently review the MRCP studies and define the pancreatic duct anatomy. These blinded reviewers also graded the magnetic resonance imaging examination quality. RESULTS: Seventy-four pairs of ERCP-MRCP examinations were identified. Pancreas divisum was the most frequent ductal variant encountered (73%). There was fair agreement between the radiology reviewers as to the quality of the magnetic resonance imaging studies (Fleiss Kappa agreement). Concordance of the reviewers with that of the ERCP was moderate for the exact diagnosis, moderate for the presence of pancreas divisum, and fair for agreement on the presence of any duct variant. Concordance among reviewers was moderate for the exact diagnosis, moderate for normal vs abnormal, and substantial for the presence of pancreas divisum. CONCLUSIONS: Diagnostic limitations exist when comparing MRCP with the gold reference standard of ERCP, specifically when assessing for pancreatic duct variants in children.


Cholangiopancreatography, Endoscopic Retrograde , Cholangiopancreatography, Magnetic Resonance , Child , Humans , Magnetic Resonance Imaging , Pancreas/diagnostic imaging , Pancreatic Ducts/diagnostic imaging , Pancreatic Ducts/pathology
7.
Abdom Radiol (NY) ; 47(1): 265-271, 2022 01.
Article En | MEDLINE | ID: mdl-34605964

BACKGROUND: Deep learning Computed Tomography (CT) reconstruction (DLR) algorithms promise to improve image quality but the impact on clinical diagnostic performance remains to be demonstrated. We aimed to compare DLR to standard iterative reconstruction for detection of urolithiasis by unenhanced CT in children and young adults. METHODS: This was an IRB approved retrospective study involving post-hoc reconstruction of clinically acquired unenhanced abdomen/pelvis CT scans. Images were reconstructed with six different manufacturer-standard DLR algorithms and reformatted in 3 planes (axial, sagittal, and coronal) at 3 mm intervals. De-identified reconstructions were loaded as independent examinations for review by 3 blinded radiologists (R1, R2, R3) tasked with identifying and measuring all stones. Results were compared to the clinical iterative reconstruction images as a reference standard. IntraClass correlation coefficients and kappa (k) statistics were used to quantify agreement. RESULTS: CT data for 14 patients (mean age: 17.3 ± 3.4 years, 5 males and 9 females, weight class: 31-70 kg (n = 6), 71-100 kg (n = 7), > 100 kg (n = 1)) were reconstructed into 84 total exams. 7 patients had urinary tract calculi. Interobserver agreement on the presence of any urinary tract calculus was substantial to almost perfect (k = 0.71-1) for all DLR algorithms. Agreement with the reference standard on number of calculi was excellent (ICC = 0.78-0.96) and agreement on the size of the largest calculus was fair to excellent (ICC = 0.51-0.97) depending on reviewer and DLR algorithm. CONCLUSION: Deep learning reconstruction of unenhanced CT images allows similar renal stone detectability compared to iterative reconstruction.


Deep Learning , Urinary Calculi , Urinary Tract , Adolescent , Adult , Algorithms , Child , Female , Humans , Male , Radiation Dosage , Radiographic Image Interpretation, Computer-Assisted/methods , Retrospective Studies , Tomography, X-Ray Computed/methods , Urinary Calculi/diagnostic imaging , Young Adult
8.
Radiology ; 301(3): 692-699, 2021 12.
Article En | MEDLINE | ID: mdl-34581608

Background Previous studies suggest that use of artificial intelligence (AI) algorithms as diagnostic aids may improve the quality of skeletal age assessment, though these studies lack evidence from clinical practice. Purpose To compare the accuracy and interpretation time of skeletal age assessment on hand radiograph examinations with and without the use of an AI algorithm as a diagnostic aid. Materials and Methods In this prospective randomized controlled trial, the accuracy of skeletal age assessment on hand radiograph examinations was performed with (n = 792) and without (n = 739) the AI algorithm as a diagnostic aid. For examinations with the AI algorithm, the radiologist was shown the AI interpretation as part of their routine clinical work and was permitted to accept or modify it. Hand radiographs were interpreted by 93 radiologists from six centers. The primary efficacy outcome was the mean absolute difference between the skeletal age dictated into the radiologists' signed report and the average interpretation of a panel of four radiologists not using a diagnostic aid. The secondary outcome was the interpretation time. A linear mixed-effects regression model with random center- and radiologist-level effects was used to compare the two experimental groups. Results Overall mean absolute difference was lower when radiologists used the AI algorithm compared with when they did not (5.36 months vs 5.95 months; P = .04). The proportions at which the absolute difference exceeded 12 months (9.3% vs 13.0%, P = .02) and 24 months (0.5% vs 1.8%, P = .02) were lower with the AI algorithm than without it. Median radiologist interpretation time was lower with the AI algorithm than without it (102 seconds vs 142 seconds, P = .001). Conclusion Use of an artificial intelligence algorithm improved skeletal age assessment accuracy and reduced interpretation times for radiologists, although differences were observed between centers. Clinical trial registration no. NCT03530098 © RSNA, 2021 Online supplemental material is available for this article. See also the editorial by Rubin in this issue.


Age Determination by Skeleton/methods , Artificial Intelligence , Radiographic Image Interpretation, Computer-Assisted/methods , Radiography/methods , Adolescent , Adult , Child , Child, Preschool , Female , Humans , Infant , Male , Prospective Studies , Radiologists , Reproducibility of Results , Sensitivity and Specificity
9.
AJR Am J Roentgenol ; 217(6): 1444-1451, 2021 12.
Article En | MEDLINE | ID: mdl-34232694

BACKGROUND. CT is the imaging modality of choice to identify lung metastasis. OBJECTIVE. The purpose of this study was to evaluate the performance of reduced-dose CT for the detection of lung nodules in children and young adults with cancer. METHODS. This prospective study enrolled patients 4-21 years old with known or suspected malignancy who were undergoing clinically indicated chest CT. Study participants underwent an additional investigational reduced-dose chest CT examination in the same imaging encounter. Separated deidentified CT examinations were reviewed in blinded fashion by three independent radiologists. One reviewer performed a subsequent secondary review to match nodules between the standard- and reduced-dose examinations. Diagnostic performance was computed for the reduced-dose examinations using the clinical examinations as the reference standard. Intraobserver agreement and interobserver agreement were calculated using Cohen kappa. RESULTS. A total of 78 patients (44 male patients and 34 female patients; mean age, 15.2 ± 3.8 [SD] years) were enrolled. The mean estimated effective dose was 1.8 ± 1.1 mSv for clinical CT and 0.3 ± 0.1 mSv for reduced-dose CT, which is an 83% dose reduction. Forty-five of the 78 (58%) patients had 162 total lung nodules (mean size, 3.4 ± 3.3 mm) detected on the clinical CT examinations. A total of 92% of nodules were visible on reduced-dose CT. The sensitivity and specificity of reduced-dose CT for nodules ranged from 63% to 77% and from 80% to 90%, respectively, across the three reviewers. Intraob-server agreement between clinical CT and reduced-dose CT was moderate to substantial for the presence of nodules (κ = 0.45-0.67) and was good to excellent for the number of nodules (κ = 0.68-0.84) and nodule size (κ = 0.69-0.86). Interobserver agreement for the presence of nodules was moderate for both reduced-dose (κ = 0.53) and clinical (κ = 0.54) CT. A median of one nodule was present on clinical CT in patients with a falsely negative reduced-dose CT examination. CONCLUSION. Reduced-dose CT depicts more than 90% of lung nodules in children and young adults with cancer. Reviewers identified the presence of nodules with moderate sensitivity and high specificity. CLINICAL IMPACT. CT performed at a 0.3-mSv mean effective dose has acceptable diagnostic performance for lung nodule detection in children and young adults and has the potential to reduce patient dose or expand CT utilization (e.g., to replace radiography in screening or monitoring protocols). TRIAL REGISTRATION. ClinicalTrials.gov NCT03681873.


Lung Neoplasms/diagnostic imaging , Multiple Pulmonary Nodules/diagnostic imaging , Radiation Dosage , Radiographic Image Interpretation, Computer-Assisted/methods , Tomography, X-Ray Computed/methods , Adolescent , Child , Child, Preschool , Female , Humans , Lung/diagnostic imaging , Male , Prospective Studies , Reproducibility of Results , Sensitivity and Specificity , Young Adult
10.
JPGN Rep ; 2(3): e113, 2021 Aug.
Article En | MEDLINE | ID: mdl-37205943

Nonalcoholic fatty liver disease is clinically silent and the age of its onset is unknown. Fatty liver can occur as early as in utero in the context of an unfavorable maternal metabolic environment. Our objective was to determine the prevalence of hepatic steatosis in a cohort of previously healthy infants less than 3 months of age. Methods: Retrospective study of all abdominal computed tomography (CT) scans performed from 2009 to 2019 for the investigation of trauma. Two independent reviewers applied published criteria to determine the presence of hepatic steatosis. Descriptive statistics were used. The groups with and without steatosis were compared using Wilcoxon-Mann Whitney or Fisher exact test. Results: Of 119 CT scans available in infants younger than 3 months of age, 65 were performed in previously healthy infants for the investigation of trauma. The included population was predominantly male, non-Hispanic, with a median age of 60 days (interquartile range, 34-73 d). Depending on the criteria used, 23% or 26% of infants had evidence of fatty liver. The prevalence of maternal obesity and/or diabetes was 11% (of the 65 pregnancies) but there was no significant difference in maternal risk factors between infants with and without evidence of steatosis. Conclusions: Findings suggest CT evidence of hepatic steatosis in up to a quarter of otherwise healthy infants ≤3 months of age. This may represent early manifestation of pediatric nonalcoholic fatty liver disease. The natural history and pathophysiology of this condition need to be studied to determine optimal detection, prevention and early intervention strategies.

11.
Radiology ; 298(1): 180-188, 2021 01.
Article En | MEDLINE | ID: mdl-33201790

Background CT deep learning reconstruction (DLR) algorithms have been developed to remove image noise. How the DLR affects image quality and radiation dose reduction has yet to be fully investigated. Purpose To investigate a DLR algorithm's dose reduction and image quality improvement for pediatric CT. Materials and Methods DLR was compared with filtered back projection (FBP), statistical-based iterative reconstruction (SBIR), and model-based iterative reconstruction (MBIR) in a retrospective study by using data from CT examinations of pediatric patients (February to December 2018). A comparison of object detectability for 15 objects (diameter, 0.5-10 mm) at four contrast difference levels (50, 150, 250, and 350 HU) was performed by using a non-prewhitening-matched mathematical observer model with eye filter (d'NPWE), task transfer function, and noise power spectrum analysis. Object detectability was assessed by using area under the curve analysis. Three pediatric radiologists performed an observer study to assess anatomic structures with low object-to-background signal and contrast to noise in the azygos vein, right hepatic vein, common bile duct, and superior mesenteric artery. Observers rated from 1 to 10 (worst to best) for edge definition, quantum noise level, and object conspicuity. Analysis of variance and Tukey honest significant difference post hoc tests were used to analyze differences between reconstruction algorithms. Results Images from 19 patients (mean age, 11 years ± 5 [standard deviation]; 10 female patients) were evaluated. Compared with FBP, SBIR, and MBIR, DLR demonstrated improved object detectability by 51% (16.5 of 10.9), 18% (16.5 of 13.9), and 11% (16.5 of 14.8), respectively. DLR reduced image noise without noise texture effects seen with MBIR. Radiologist ratings were 7 ± 1 (DLR), 6.2 ± 1 (MBIR), 6.2 ± 1 (SBIR), and 4.6 ± 1 (FBP); two-way analysis of variance showed a difference on the basis of reconstruction type (P < .001). Radiologists consistently preferred DLR images (intraclass correlation coefficient, 0.89; 95% CI: 0.83, 0.93). DLR demonstrated 52% (1 of 2.1) greater dose reduction than SBIR. Conclusion The DLR algorithm improved image quality and dose reduction without sacrificing noise texture and spatial resolution. © RSNA, 2020 Online supplemental material is available for this article.


Deep Learning , Pediatrics/methods , Quality Improvement , Radiation Dosage , Radiographic Image Interpretation, Computer-Assisted/methods , Tomography, X-Ray Computed/methods , Adolescent , Adult , Azygos Vein/diagnostic imaging , Child , Child, Preschool , Common Bile Duct/diagnostic imaging , Female , Hepatic Veins/diagnostic imaging , Humans , Male , Mesenteric Artery, Superior/diagnostic imaging , Retrospective Studies , Young Adult
12.
AJR Am J Roentgenol ; 214(4): 917-922, 2020 04.
Article En | MEDLINE | ID: mdl-32023119

OBJECTIVE. The objective of our study was to assess whether secretin improves visualization of a nondilated pancreatic duct and whether it increases identification of variant duct anatomy on MRCP in pediatric patients. MATERIALS AND METHODS. This study is a delayed retrospective review of MRCP images that were prospectively obtained of 50 volunteers without a history of pancreatic disease who ranged in age from 6 to 15 years old. MRCP images (coronal 3D fast recovery fast spin-echo [FSE] and coronal single-shot FSE fat-saturated sequences) obtained before and after secretin administration were separated for review by three radiologists (reviewers 1-3). The reviewers were blinded to the purpose of the study and to secretin administration. Reviewers ranked subjective image quality (Likert scale, 1-5 points) and reported pancreaticobiliary duct anatomy and duct visibility (yes or no). Paired t tests were used for comparison of means, and the chi-square test or Fisher exact test was used for comparison of frequencies. Sensitivity and specificity of MRCP images obtained before secretin administration were judged against MRCP images obtained after secretin administration as the reference standard. RESULTS. The frequency of image quality scores of 4 or greater assigned to 3D MRCP images was statistically significantly greater after secretin administration for reviewer 2 (p < 0.0001) and reviewer 3 (p = 0.005) and approached statistical significance for reviewer 1 (p = 0.052). Mean number of visible pancreatic duct segments (head and uncinate, body, tail) was significantly greater on the MRCP images obtained after secretin administration than on those obtained before secretin administration for all reviewers (reviewer 1, 1.9 vs 1.3; reviewer 2, 1.9 vs 1.2; reviewer 3, 1.4 vs 0.8; all, p < 0.01). For all three reviewers, the sensitivity of MRCP images obtained before secretin administration was poor for variant pancreatic ductal anatomy (reviewer 1, 37.5%; reviewer 2, 50.0%; reviewer 3, 40.0%). CONCLUSION. Secretin administration improved subjective MRCP image quality, improved subjective visualization of the pancreatic duct, and provided greater sensitivity for anatomic variants such as pancreas divisum in a cohort of children with nondilated pancreatic ducts.


Cholangiopancreatography, Magnetic Resonance , Image Enhancement/methods , Pancreatic Diseases/diagnostic imaging , Pancreatic Ducts/diagnostic imaging , Secretin/administration & dosage , Adolescent , Child , Female , Humans , Male , Retrospective Studies
13.
Radiol Artif Intell ; 2(5): e190226, 2020 Sep.
Article En | MEDLINE | ID: mdl-33937841

PURPOSE: To develop and validate a deep learning (DL) algorithm to identify poor-quality lateral airway radiographs. MATERIALS AND METHODS: A total of 1200 lateral airway radiographs obtained in emergency department patients between January 1, 2000, and July 1, 2019, were retrospectively queried from the picture archiving and communication system. Two radiologists classified each radiograph as adequate or inadequate. Disagreements were adjudicated by a third radiologist. The radiographs were used to train and test the DL classifiers. Three technologists and three different radiologists classified the images in the test dataset, and their performance was compared with that of the DL classifiers. RESULTS: The training set had 961 radiographs and the test set had 239. The best DL classifier (ResNet-50) achieved sensitivity, specificity, and area under the receiver operating characteristic curve of 0.90 (95% confidence interval [CI]: 0.86, 0.94), 0.82 (95% CI: 0.76, 0.90), and 0.86 (95% CI: 0.81, 0.91), respectively. Interrater agreement for technologists was fair (Fleiss κ, 0.36 [95% CI: 0.29, 0.43]), while that for radiologists was moderate (Fleiss κ, 0.59 [95% CI: 0.52, 0.66]). Cohen κ value comparing the consensus rating of ResNet-50 iterations from fivefold cross-validation, consensus technologists' rating, and consensus radiologists' rating to the ground truth were 0.76 (95% CI: 0.63, 0.89), 0.49 (95% CI: 0.37, 0.61), and 0.66 (95% CI: 0.54, 0.78), respectively. CONCLUSION: The development and validation of DL classifiers to distinguish between adequate and inadequate lateral airway radiographs is reported. The classifiers performed significantly better than a group of technologists and as well as the radiologists.© RSNA, 2020.

14.
Pediatr Radiol ; 49(9): 1171-1176, 2019 08.
Article En | MEDLINE | ID: mdl-31203405

BACKGROUND: Gadoxetate disodium, utilized in hepatobiliary magnetic resonance (MR) imaging, has been associated with transient respiratory motion during the arterial phase in adults. OBJECTIVE: The purpose of this study was to determine the presence and severity of this phenomenon in children imaged awake versus under general anesthesia. MATERIALS AND METHODS: This retrospective cohort study was approved by the institutional review board; informed consent was waived. One hundred thirty exams of children ≤18 years old who underwent dynamic liver MR imaging with gadoxetate disodium between October 2010 and January 2018 were reviewed. Three pediatric radiologists scored respiratory motion artifacts on all imaging phases using a 5-point Likert scale. Differences in mean motion scores were assessed with analysis of variance and Tukey's multiple comparisons test, and multivariable regression was used to identify predictors of arterial phase motion in awake patients. RESULTS: One hundred thirty patients (50% [n=65] female; mean age: 9.8±3.7 years, 48.5% [n=63] awake) were included. There were significant differences in mean motion scores between phases in the awake cohort (P<0.0001) but not in the general anesthesia cohort (P=0.051). In the awake cohort, arterial phase motion score (mean: 3.52±0.83) was significantly higher than mean motion score in all other phases (P≤0.0003). There were no significant patient-specific predictors of arterial phase motion score in the awake cohort. CONCLUSION: Significantly increased arterial phase respiratory motion artifact in awake children undergoing dynamic liver MR imaging with gadoxetate disodium suggests that transient respiratory motion occurs in children. General anesthesia may suppress this phenomenon.


Contrast Media/administration & dosage , Gadolinium DTPA/administration & dosage , Liver Diseases/diagnostic imaging , Magnetic Resonance Imaging/methods , Respiration , Adolescent , Artifacts , Child , Child, Preschool , Female , Humans , Image Interpretation, Computer-Assisted , Male , Retrospective Studies , Young Adult
15.
Abdom Radiol (NY) ; 44(2): 391-397, 2019 02.
Article En | MEDLINE | ID: mdl-30120514

PURPOSE: To assess inter-radiologist agreement using the Society of Abdominal Radiology-American Gastroenterological Association (SAR-AGA) consensus recommendations for reporting CT/MR enterography exams in pediatric and young adult small bowel Crohn disease (CD). METHODS: Institutional review board approval was obtained for this HIPAA-compliant retrospective investigation; the requirement for informed consent was waived. 25 CT and 25 MR enterography exams performed in children and young adults (age range: 6-23 years) between January 2015 and April 2017 with a distribution of ileal CD severity (phenotype) were identified: normal or chronic CD without active inflammation (40%), active inflammatory CD (20%), stricturing CD (20%), and penetrating CD (20%). Five fellowship-trained pediatric radiologists, blinded to one another, documented key imaging findings and standardized impressions based on SAR-AGA consensus recommendations. Inter-radiologist agreement was evaluated using Fleiss' multi-rater kappa statistic (κ) with 95% confidence intervals (CI). RESULTS: Inter-radiologist agreement was moderate for all key imaging findings except presence of ulcerations (κ 0.37 [95% CI 0.28-0.46]) and sacculations (κ 0.31 [95% CI 0.23-0.40]). Agreement for standardized impressions was substantial for stricturing disease (κ 0.79 [95% CI 0.70-0.87]) and moderate for presence of inflammation (κ 0.49 [95% CI 0.44-0.56]) and penetrating disease (κ 0.58 [95% CI 0.49-0.67]). No significant difference in agreement was found between CT and MRI. CONCLUSIONS: Agreement among five pediatric radiologists was moderate to substantial for SAR-AGA standardized impressions and fair to moderate for key imaging findings of pediatric and young adult CD.


Crohn Disease/diagnostic imaging , Intestine, Small/diagnostic imaging , Magnetic Resonance Imaging/methods , Terminology as Topic , Tomography, X-Ray Computed/methods , Adolescent , Adult , Child , Consensus , Female , Humans , Male , Observer Variation , Radiologists , Reproducibility of Results , Retrospective Studies , Sensitivity and Specificity , Severity of Illness Index , Societies, Medical , Young Adult
16.
Pediatr Radiol ; 48(11): 1600-1605, 2018 10.
Article En | MEDLINE | ID: mdl-29951835

BACKGROUND: Chronic pancreatitis is increasingly recognized in the pediatric population. Atrophy is an important, but qualitative, finding of chronic pancreatitis. To transition to a quantitative measure that can specifically define atrophy requires knowledge of normal pancreatic parenchymal bulk in children. OBJECTIVE: The purpose of this study was to define normal pancreatic thickness (linear measurements) at multiple anatomic locations in the pancreas of healthy children. MATERIALS AND METHODS: This was an Institutional Review Board-approved, Health Insurance Portability and Accountability Act (HIPAA)-compliant retrospective study. Three reviewers measured the thickness of the pancreas at four locations (head, neck, body, tail) on computed tomography (CT) examinations performed with intravenous contrast in children without a history of pancreatic disease. Measurements were made on 140 examinations, evenly distributed among 7 age groups (3-16.99 years) with 10 males and 10 females in each group. Agreement and bias between reviewers were assessed by intra-class correlation coefficients (ICC) and Bland-Altman analyses. Correlation with age, height and weight were assessed with Spearman's rho (ρ). RESULTS: The mean (for 3 readers) thicknesses of the head, neck, body and tail were 1.3-2 cm, 0.7-1 cm, 0.9-1.6 cm and 1-1.6 cm, respectively, depending on patient age. Measurement agreement between reviewers was fair to good (ICC: 0.52-0.7). Bias between reviewers ranged from 0 to 3 mm. Pancreatic thickness was weakly to moderately correlated with age (ρ=0.39-0.52), height (ρ=0.44-0.61) and weight (ρ=0.51-0.64). CONCLUSION: We have defined normal ranges for thickness of the pancreas at four locations, and have shown that these measurements depend on patient age and size. These data may be useful to more objectively define pancreatic atrophy in children with suspected pancreatic disease.


Pancreas/anatomy & histology , Pancreas/diagnostic imaging , Tomography, X-Ray Computed/methods , Adolescent , Child , Child, Preschool , Contrast Media , Female , Humans , Male , Reference Values , Retrospective Studies
17.
Pediatr Radiol ; 47(4): 437-441, 2017 Apr.
Article En | MEDLINE | ID: mdl-28058484

BACKGROUND: Self-balancing electric scooters, commonly known as hoverboards, are a new and popular consumer item with recognized fall hazards. The spectrum of injuries associated with hoverboard use has not been studied. OBJECTIVE: The purpose of this study is to determine the spectrum of radiologically apparent injuries associated with hoverboard use. MATERIALS AND METHODS: We retrospectively reviewed all imaging studies interpreted at our institution for hoverboard-related injuries during an 8-month period. We recorded patient demographics and injury characteristics. RESULTS: Thirty-two of the 47 pediatric patients imaged for hoverboard-related injury had radiologically detectable injuries, all fractures. Fifty percent of these 32 patients were female and 50% were male, with a mean age of 12.4 years. There were 42 fractures total, all involving the appendicular skeleton, with 74% in the upper extremities and 26% in the lower extremities. Thirty-eight percent of the fractures involved the physis. A distinct injury pattern was seen in three patients who sustained open distal phalanx juxta-epiphyseal fractures. CONCLUSION: Most of the fractures sustained during hoverboard use are commonly seen in everyday pediatric radiology practice, with an overall pattern paralleling that reported in association with skateboard use. However an otherwise uncommon fracture, the distal phalanx juxta-epiphyseal fracture, was identified in association with hoverboard use, and this finding has important treatment implications including need for irrigation and debridement, antibiotic therapy, and potential surgical fixation.


Accidental Falls/statistics & numerical data , Fractures, Bone/diagnostic imaging , Off-Road Motor Vehicles , Radiography/methods , Adolescent , Child , Child, Preschool , Female , Fractures, Bone/etiology , Humans , Male , Retrospective Studies
18.
Pediatr Radiol ; 46(1): 61-6, 2016 Jan.
Article En | MEDLINE | ID: mdl-26216157

BACKGROUND: The three most common elbow fractures classically reported in pediatric orthopedic literature are supracondylar (50-70%), lateral condylar (17-34%), and medial epicondylar fractures (10%), with fractures of the proximal radius (including but not limited to fractures of the radial neck) being relatively uncommon (5-10%). Our experience at a large children's hospital suggests a different distribution. OBJECTIVE: Our goals were (1) to ascertain the frequency of different elbow fracture types in a large pediatric population, and (2) to determine which fracture types were occult on initial radiographs but detected on follow-up. MATERIALS AND METHODS: Review of medical records identified 462 children, median age 6 years and interquartile range for age of 4-8 years (range 0.8-18 years), who were diagnosed with elbow fractures at our institution over a 10-month period. Initial and follow-up radiographs were reviewed in blinded fashion independently by two experienced pediatric musculoskeletal radiologists to identify fracture types on initial and follow-up radiographs. RESULTS: The most common fractures included supracondylar (n = 258, 56%), radial neck (n = 80, 17%), and lateral condylar (n = 69, 15%). Additional fractures were seen on follow-up exams in 32 children. Of these, 25 had a different fracture type than was identified on initial radiographs. The most common follow-up fractures were olecranon (n = 23, 72%), coronoid process (n = 4, 13%) and supracondylar (n = 3, 9%). Olecranon fractures were significantly more common on follow-up radiographs than they were on initial radiographs (n = 33, 7%; P < .0001). Twenty-six children had more than one fracture type on the initial radiograph. The most common fracture combinations were radial neck with olecranon (n = 9) and supracondylar with lateral condylar (n = 9). CONCLUSION: Supracondylar fractures are the most frequent elbow fracture seen initially, followed by radial neck, lateral condylar, and olecranon fractures in a distribution different from what has been historically described. The relatively high frequency of olecranon fractures detected on follow-up speaks to their potentially occult nature. Careful attention to these areas is warranted in children with initially normal radiographs.


Elbow Injuries , Elbow Joint/diagnostic imaging , Radius Fractures/diagnostic imaging , Radius Fractures/epidemiology , Ulna Fractures/diagnostic imaging , Ulna Fractures/epidemiology , Adolescent , Child , Child, Preschool , Comorbidity , Humans , Incidence , Infant , Male , Observer Variation , Ohio/epidemiology , Radiography , Risk Factors , Single-Blind Method
19.
Skeletal Radiol ; 44(10): 1519-22, 2015 Oct.
Article En | MEDLINE | ID: mdl-26051806

We report a normal radiographic finding that may be mistaken for child abuse trauma in the posterior thoracolumbar spinous processes of young infants after the first week of life. A lucency paralleling the posterior margin of the ossified spinous process is equivalent to the metaphyseal lucent bands seen normally after about a week of the child's age at the ends of long tubular bones. A similar lucency is seen just under the growth plate of vertebral bodies at that early age, giving the bone-in-bone appearance. Our index case was imaged at 3 weeks and then at 5 weeks of age, with no evidence of periosteal reaction or endosteal callus on that follow-up study, confirming the lack of fractures.


Child Abuse/diagnosis , Fractures, Bone/diagnostic imaging , Growth Plate/diagnostic imaging , Lumbar Vertebrae/diagnostic imaging , Diagnosis, Differential , Female , Follow-Up Studies , Fractures, Bone/complications , Hematoma, Subdural/complications , Humans , Infant , Infant, Newborn , Skull Fractures/complications , Subarachnoid Hemorrhage/complications , Tomography, X-Ray Computed
20.
Radiographics ; 35(3): 819-34, 2015.
Article En | MEDLINE | ID: mdl-25969937

Single photon emission computed tomography (SPECT)/computed tomography (CT) is ideally suited for assessment of low back pain in children and young adults. Spondylolysis is one of the most common structural causes of low back pain and is readily identified and characterized in terms of its chronicity and likelihood to heal. The value of SPECT/CT extends to identification and characterization of other causes of low back pain, including abnormalities of the posterior elements, developing vertebral endplate, transverse processes, and sacrum and sacroiliac joint. Some of the disease processes that are identifiable at SPECT/CT are similar to those that occur in adults (eg, facet hypertrophy) but may be accelerated in young patients by high-level athletic activities. Other processes (eg, limbus vertebrae) are more unique to children, related to injury of the developing spine. The authors review the spectrum of pars interarticularis abnormalities with emphasis on the imaging features of causes of pediatric low back pain other than spondylolysis.


Low Back Pain/diagnostic imaging , Multimodal Imaging , Spinal Diseases/diagnostic imaging , Spine/abnormalities , Tomography, Emission-Computed, Single-Photon , Tomography, X-Ray Computed , Child , Contrast Media , Humans , Spondylolysis/diagnostic imaging , Young Adult
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