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Artificial Intelligence Algorithm Improves Radiologist Performance in Skeletal Age Assessment: A Prospective Multicenter Randomized Controlled Trial

Eng, David K; Khandwala, Nishith B; Long, Jin; Fefferman, Nancy R; Lala, Shailee V; Strubel, Naomi A; Milla, Sarah S; Filice, Ross W; Sharp, Susan E; Towbin, Alexander J; Francavilla, Michael L; Kaplan, Summer L; Ecklund, Kirsten; Prabhu, Sanjay P; Dillon, Brian J; Everist, Brian M; Anton, Christopher G; Bittman, Mark E; Dennis, Rebecca; Larson, David B; Seekins, Jayne M; Silva, Cicero T; Zandieh, Arash R; Langlotz, Curtis P; Lungren, Matthew P; Halabi, Safwan S
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.
PMID: 34581608
ISSN: 1527-1315
CID: 5079132

Percutaneous Ultrasound-Guided Cryoablation for Symptomatic Plantar Fibromas

Ahmed, Muneeb; Weinstein, Jeffrey L; Hussain, Jawad; Sarwar, Ammar; Anderson, Megan; Dillon, Brian
PURPOSE/OBJECTIVE:Here, we report our experience in treating painful plantar fibromas with percutaneous cryoablation. METHODS:We retrospectively identified patients with symptomatic plantar fibromas who underwent percutaneous ultrasound-guided cryoablation between June 2014 and June 2015. In total, four patients (two male, two female) with five plantar fibromas undergoing a total of seven ablation procedures were identified. Each procedure was performed under general anesthesia using a single freeze-thaw cycle. The electronic medical record, procedure reports, and pain scores from a brief pain inventory administered before and after treatment were reviewed. Average and worst pain in 24 h, and time to peak symptom improvement post-procedure were compared. Complications were reviewed using the SIR classification. RESULTS:Five plantar fibromas were treated (mean size 2.2 ± 1.6 cm). Four of five lesions were present for more than 6 years, and 1/5 was present for less than 1 year. Surgical excision was previously performed on 3/5 lesions, all with short-term recurrence. Mean worst pain score in 24 h and average pain score in 24 h (scale of 10) at initial evaluation were 7.1 ± 1.8 and 5.8 ± 1.9, reduced after cryoablation to 0.8 ± 0.8 and 0.4 ± 0.6, respectively. Average time to symptom improvement was 2.8 ± 0.98 weeks (range 2-4 weeks). All patients reported improved ambulation and weight-bearing, and complete cessation of pain medication after treatment. The improvement was sustained on follow-up at 12 months. No major complications occurred. Minor complications occurred in 3/5 patients. CONCLUSIONS:Early experience with percutaneous ultrasound-guided cryoablation to treat painful plantar fibromas suggests that it is a safe and effective treatment option, with early and near-complete symptom improvement.
PMID: 28975378
ISSN: 1432-086x
CID: 4645532

Sonography-guided percutaneous liver biopsies in children

Govender, Pradeep; Jonas, Maureen M; Alomari, Ahmad I; Padua, Horacio M; Dillon, Brian J; Landrigan-Ossar, Mary F; Chaudry, Gulraiz
OBJECTIVE:The purpose of this study was to evaluate the safety and efficacy of sonography-guided percutaneous core needle liver biopsy in infants and children. MATERIALS AND METHODS/METHODS:We conducted a retrospective analysis of all patients who underwent sonography-guided percutaneous core needle liver biopsies over a 7.5-year period by pediatric interventionalists at a single tertiary center. RESULTS:A total of 597 procedures were performed in 470 patients (270 male and 200 female), with a mean age of 10.5 years (age range, 1 month-21 years). The main indications for biopsies were abnormal liver enzymes (n=129, 21.6%), grading and staging of chronic hepatitis B or C (n=105, 17.6%), evaluation of transplanted liver (n=111, 18.6%), iron overload (n=73, 12.2%), miscellaneous other diffuse parenchymal abnormalities (n=124, 20.7%), and focal hepatic lesions (n=55, 9.2%). The procedures were performed either under sedation (n=311, 52.1%) or general anesthesia (n=286, 47.9%). Diagnostic yield was obtained in 596 biopsies (99.8%) from an average of 2.4 cores in patients with diffuse disease (n=541, 90.6%) and 6.5 cores in patients with focal disease (n=55, 9.2%). Ten patients (1.7%) experienced a major complication, including pneumothorax (n=1, 0.2%), abdominal wall pseudoaneurysm (n=1, 0.2%), and symptomatic bleeding (n=8, 1.3%). Five of these children required transfusion, two were only admitted for observation, and one required surgical evacuation. There were no procedure-related deaths. Minor complications (n=49, 8.2%) included a symptomatic subcapsular hematoma (n=35) and stable small hemoperitoneum (n=9). CONCLUSION/CONCLUSIONS:Sonography-guided percutaneous core liver biopsy is a safe and effective procedure in children that has a high diagnostic yield and very low complication rate.
PMID: 23971459
ISSN: 1546-3141
CID: 4645522

Sclerotherapy of abdominal lymphatic malformations with doxycycline

Chaudry, Gulraiz; Burrows, Patricia E; Padua, Horacio M; Dillon, Brian J; Fishman, Steven J; Alomari, Ahmad I
PURPOSE/OBJECTIVE:To assess the safety and efficacy of percutaneous image-guided sclerotherapy with doxycycline as primary treatment of intraabdominal lymphatic malformations (LMs). MATERIALS AND METHODS/METHODS:Retrospective review was performed of all cases of abdominal, mesenteric, or retroperitoneal LMs referred to a single center that were subsequently treated with image-guided percutaneous sclerotherapy. RESULTS:Ten patients were included, of whom six were male. The mean age was 13 years (range, 2-28 y). Preprocedural cross-sectional imaging demonstrated a macrocystic malformation in nine patients and a mixed macrocystic/microcystic malformation in one. The malformation was accessed under sonographic guidance, followed by injection of opacified sclerosant agent under fluoroscopic guidance. A drainage catheter was placed in eight cases, in which sclerotherapy was repeated through the catheter for another 1 day (n = 2) or 2 days (n = 6). Doxycycline was reconstituted at 10 mg/mL, with a mean per-session dose of 608 mg (range, 80-1,000 mg) and a mean total dose of 1,230 mg (range, 80-3,000 mg). Peritoneal spill was identified in one case, but the patient remained asymptomatic. No other complications were encountered. Follow-up imaging was available in eight patients: complete resolution was seen in seven, with partial resolution in one. There was no recurrence of clinical symptoms in the follow-up period. CONCLUSIONS:Initial results indicate that percutaneous image-guided sclerotherapy of macrocystic intraabdominal LMs with doxycycline is a safe and effective procedure.
PMID: 21821431
ISSN: 1535-7732
CID: 4645512

Intranodal lymphangiography: feasibility and preliminary experience in children [Case Report]

Rajebi, Mohammad Reza; Chaudry, Gulraiz; Padua, Horacio M; Dillon, Brian; Yilmaz, Sabri; Arnold, Ryan W; Landrigan-Ossar, Mary F; Alomari, Ahmad I
PURPOSE/OBJECTIVE:To review an initial experience studying the lymphatic system using direct injection of ethiodized oil contrast medium into lymph nodes (ie, intranodal lymphangiography) in children with chylous disorders. MATERIALS AND METHODS/METHODS:Children with chylous disorders who underwent intranodal lymphangiography were included in this retrospective study. Under general anesthesia, ultrasonography was used to guide the placement of a small-bore (22-25-gauge) needle into an inguinal lymph node. Ethiodized oil contrast medium was very slowly injected into the node. Opacification of the lymphatic system was documented with fluoroscopic and digital substraction imaging and videofluoroscopic clips. RESULTS:Five children (age range, 6 wk to 17 y) with chylous vaginorrhea (n = 1), postoperative chylothorax (n = 2), or spontaneous chylothorax (n = 2) underwent intranodal lymphangiography. The amount of ethiodized oil injected was 0.5-4.5 mL. Intranodal lymphangiography was successfully completed in four patients. One procedure was terminated because of patient motion and extravasation of contrast medium. Lymphangiographic findings included a spectrum of lymphatic channel disorders including incompetence, obstruction, collateralization, chylous reflux, and chylous leak. There were no complications. CONCLUSIONS:The simplified technique of injecting contrast medium into a lymph node to opacify the lymphatic system in children can be an alternative to the more elaborate conventional lymphangiography.
PMID: 21715187
ISSN: 1535-7732
CID: 4645502

May-Thurner Physiology Complicating Left Femoral Dialysis Graft

Chapter by: Alomari, Ahmad I.; Dillon, Brian J.; Padua, Horacio M.
in: ESSENTIALS OF PERCUTANEOUS DIALYSIS INTERVENTIONS by
pp. 529-532
ISBN: 978-1-4419-5656-9
CID: 4646972

Morbid Complication of Dialysis Graft Thrombolysis

Chapter by: Alomari, Ahmad I.; Dillon, Brian J.; Padua, Horacio M.
in: ESSENTIALS OF PERCUTANEOUS DIALYSIS INTERVENTIONS by
pp. 533-537
ISBN: 978-1-4419-5656-9
CID: 4646982

Angiographic demonstration of an aberrant abdominal umbilical artery in a patient with penoscrotal transposition and caudal regression

Dillon, Brian J; Alomari, Ahmad I
Penoscrotal transposition (PST) is a rare congenital anomaly characterized by caudal location of the penis with respect to the scrotum. PST may be seen in isolation or associated with caudal regression syndrome. We present a case of an infant born with penoscrotal transposition, bladder agenesis, a solitary dysplastic kidney, and caudal regression. The patient developed anuria and was referred for angiography for preoperative planning for renal transplantation and genital reconstruction. Angiography demonstrated an aberrant abdominal umbilical artery, an anomaly classically associated with sirenomelia but also has been described in caudal regression.
PMID: 18795221
ISSN: 0930-1038
CID: 4645482

Delayed formation and rupture of a pseudoaneurysm after transjugular liver biopsy in a pediatric bone marrow transplant patient: imaging and endovascular treatment [Letter]

Dillon, Brian J; Alomari, Ahmad I
PMID: 18836768
ISSN: 1432-086x
CID: 4645492

Lumbar artery pseudoaneurysm following inferior vena cava filter placement [Letter]

Dillon, Brian J; Alomari, Ahmad I
PMID: 18789724
ISSN: 1535-7732
CID: 4645472