Assessment of Radiology Artificial Intelligence Software: A Validation and Evaluation Framework.

Artificial intelligence (AI) software in radiology is becoming increasingly prevalent and performance is improving rapidly with new applications for given use cases being developed continuously, oftentimes with development and validation occurring in parallel. Several guidelines have provided reporting standards for publications of AI-based research in medicine and radiology. Yet, there is an unmet need for recommendations on the assessment of AI software before adoption and after commercialization. As the radiology AI ecosystem continues to grow and mature, a formalization of system assessment and evaluation is paramount to ensure patient safety, relevance and support to clinical workflows, and optimal allocation of limited AI development and validation resources before broader implementation into clinical practice. To fulfil these needs, we provide a glossary for AI software types, use cases and roles within the clinical workflow; list healthcare needs, key performance indicators and required information about software prior to assessment; and lay out examples of software performance metrics per software category. This conceptual framework is intended to streamline communication with the AI software industry and provide healthcare decision makers and radiologists with tools to assess the potential use of these software. The proposed software evaluation framework lays the foundation for a radiologist-led prospective validation network of radiology AI software. Learning Points: The rapid expansion of AI applications in radiology requires standardization of AI software specification, classification, and evaluation. The Canadian Association of Radiologists' AI Tech & Apps Working Group Proposes an AI Specification document format and supports the implementation of a clinical expert evaluation process for Radiology AI software.

Impact of a transition education program on health-related quality of life in pediatric patients with congenital heart disease: study design for a randomised controlled trial.

BACKGROUND: Recent advances in the field of congenital heart disease (CHD) led to an improved prognosis of the patients and in consequence the growth of a new population: the grown up with congenital heart disease. Until recently, more than 50% of these patients were lost to follow up because of the lack of specialized structures. The critical moment is the transition between paediatric and adult unit. Therapeutic education is crucial to solve this issue by helping patients to become independent and responsible. The TRANSITION-CHD randomized trial aims to assess the impact of a transition education program on health-related quality of life (HRQoL) of adolescents and young adults with CHD. METHODS: Multicentre, randomised, controlled, parallel arm study in CHD patients aged from 13 to 25 years old. Patients will be randomised into 2 groups (education program vs. no intervention). The primary outcome is the change in self-reported HRQoL between baseline and 12-month follow-up. A total of 100 patients in each group is required to observe a significant increase of the overall HRQoL score of 7 ± 13.5 points (on 100) with a power of 80% and an alpha risk of 5%. The secondary outcomes are: clinical outcomes, cardiopulmonary exercise test parameters (peak VO2, VAT, VE/VCO2 slope), level of knowledge of the disease using the Leuven knowledge questionnaire for CHD, physical and psychological status. DISCUSSION: As the current research is opening on patient related outcomes, and as the level of proof in therapeutic education is still low, we sought to assess the efficacy of a therapeutic education program on HRQoL of CHD patients with a randomized trial. TRIAL REGISTRATION: This study was approved by the National Ethics Committee (South-Mediterranean IV 2016-A01681-50) and was registered on Clinicaltrials.gov (NCT03005626).

Feasibility and accuracy of printed models of complex cardiac defects in small infants from cardiac computed tomography.

BACKGROUND: Three-dimensional (3-D) printed models are increasingly used to enhance understanding of complex anatomy in congenital heart disease. OBJECTIVE: To assess feasibility and accuracy of 3-D printed models obtained from cardiac CT scans in young children with complex congenital heart diseases. MATERIALS AND METHODS: We included children with conotruncal heart anomalies who were younger than 2 years and had a cardiac CT scan in the course of their follow-up. We used cardiac CT scan datasets to generate 3-D models. To assess the models' accuracy, we compared four diameters for each child between the CT images and the printed models, including the largest diameters (Dmax) of ventricular septal defects and aortic annulus and their minimal diameters (Dmin). RESULTS: We obtained images from 14 children with a mean age of 5.5 months (range 1-24 months) and a mean weight of 6.7 kg (range 3.4-14.5 kg). We generated 3-D models for all children. Mean measurement difference between CT images and 3-D models was 0.13 mm for Dmin and 0.12 mm for Dmax for ventricular septal defect diameters, and it was 0.16 mm for Dmin and -0.13 mm for Dmax for aortic annulus diameter, indicating a non-clinically significant difference. CONCLUSION: Three-dimensional printed models could be feasibly generated from cardiac CT scans in a small pediatric population with complex congenital heart diseases. This technique is highly accurate and reliably reflects the same structural dimensions when compared to CT source images.

The usefulness of 3D printed heart models for medical student education in congenital heart disease.

BACKGROUND: Three-dimensional (3D) printing technology enables the translation of 2-dimensional (2D) medical imaging into a physical replica of a patient's individual anatomy and may enhance the understanding of congenital heart defects (CHD). We aimed to evaluate the usefulness of a spectrum of 3D-printed models in teaching CHD to medical students. RESULTS: We performed a prospective, randomized educational procedure to teach fifth year medical students four CHDs (atrial septal defect (ASD, n = 74), ventricular septal defect (VSD, n = 50), coarctation of aorta (CoA, n = 118) and tetralogy of Fallot (ToF, n = 105)). Students were randomized into printing groups or control groups. All students received the same 20 min lecture with projected digital 2D images. The printing groups also manipulated 3D printed models during the lecture. Both groups answered an objective survey (Multiple-choice questionnaire) twice, pre- and post-test, and completed a post-lecture subjective survey. Three hundred forty-seven students were included and both teaching groups for each CHD were comparable in age, sex and pre-test score. Overall, objective knowledge improved after the lecture and was higher in the printing group compared to the control group (16.3 ± 2.6 vs 14.8 ± 2.8 out of 20, p < 0.0001). Similar results were observed for each CHD (p = 0.0001 ASD group; p = 0.002 VSD group; p = 0.0005 CoA group; p = 0.003 ToF group). Students' opinion of their understanding of CHDs was higher in the printing group compared to the control group (respectively 4.2 ± 0.5 vs 3.8 ± 0.4 out of 5, p < 0.0001). CONCLUSION: The use of 3D printed models in CHD lectures improve both objective knowledge and learner satisfaction for medical students. The practice should be mainstreamed.

Orbital Subcutaneous Emphysema in a Child.

The authors present a rare case of nontraumatic medial orbital wall fracture in an 11-year-old girl. Fractures of the orbital wall secondary to nose blowing have not been previously described in the pediatric population. The patient reported a history of chronic forceful nose blowing, followed by periorbital swelling after an episode of vigorous nose blowing. Erroneous diagnoses of sinusitis and periorbital cellulitis lead to unnecessary antibiotic treatment. The authors hypothesize that repeated and aggressive nose blowing is analogous to stress fractures, leading to weakening and eventual fracture of the medial orbital wall.

Image of a left atrial mass after a cardiopulmonary bypass in a child.

Invagination of an appendage into the left atrium is a rare complication. It occurs spontaneously or after open-heart surgery. In our case, a postoperative transesophageal echocardiogram, after closure of a ventricular septal defect in a 5-month-old infant, revealed a large mass in the left atrium. A diagnosis of a left appendage inversion was confirmed after external examination of the heart. Herein, we provide echocardiographic images before, during, and after manual reversion of the left appendage. Misdiagnosis of this complication could have led to an additional unnecessary surgical procedure that could have impacted on the patient's morbidity.

Three-dimensional printing of a complex CHD to plan surgical repair.

We used three-dimensional printing technology to create an anatomical three-dimensional model of a very rare and complex cyanotic CHD in a newborn, consisting of double-outlet left ventricle, ventricular septal defect, and pulmonary stenosis. This case demonstrates how this new innovative technology allows better understanding of the anatomy in complex CHDs and permits to better plan the surgical repair.

From adolescents to adults with congenital heart disease: the role of transition.

UNLABELLED: Improved surgical care during the last decades, together with advances in medical management, led to a remarkable increase in survival of patients with congenital heart disease (CHD). However, aging of the CHD population brings new challenges, and loss of follow-up of adolescents and adults with CHD is a major concern. It is crucial to optimize the transfer of patients with CHD from paediatric to adult health care services to prevent loss to follow-up. The transition process plays a central role in the future health and follow-up of the patient. The aim of this review is to explain and discuss the clinical impact of the transition process in adolescents with CHD. We will also discuss specific CHD adolescents' problems. CONCLUSION: Adolescence is a crucial phase for the formation of the personality. Understanding and acceptance of the responsibility for health at this stage through a transition process with a multidisciplinary team will determine the quality of future medical follow-up and probably limit psychosocial issues in their adult life. WHAT IS KNOWN: • Aging of the congenital heart disease population brings new challenges to the organisation of care. • Loss of follow-up is a major concern for patients with congenital heart disease. What is new: • The quality of a formal transition process during adolescence will determine future outcomes in patients with congenital heart disease.

Endothelial Function and Vascular Properties in Children with Sickle Cell Disease.

BACKGROUND: Sickle cell disease (SCD) is an inherited disorder characterized by recurrent painful crises with ischemia resulting from vascular occlusion. Adults with SCD have increased arterial stiffness and reduced flow-mediated dilation (FMD), due to impaired release of substances such as nitric oxide. AIM: We aimed to assess the vascular properties of carotid and brachial arteries in children with SCD compared with a control group without cardiovascular risk factors. METHODS: Thirty patients with SCD, mean age 12.3 ± 4.5 years, were prospectively enrolled. A control group was made up of 30 age- and gender-matched healthy subjects. Carotid intima-media thickness (IMT), cross-sectional compliance (CSC), cross-sectional distensibility (CSD), diastolic wall stress (DWS), incremental elastic modulus (Einc), and FMD were determined in both groups. RESULTS: There was no significant difference in FMD between the two groups (8.2 ± 5.0% in the SCD group vs. 9.3 ± 4.2% in the control group, P = 0.15). There was no significant correlation between FMD and age, hemoglobin, LDH level, or transcranial Doppler findings. CSD was significantly elevated in the SCD group (0.96 ± 0.44 vs. 0.59 ± 0.21, P = 0.0002), whereas DWS and Einc were significantly lower in the SCD group. CSC did not differ significantly between the two groups. CONCLUSIONS: Children with SCD have no marked endothelial dysfunction or change in arterial stiffness. These manifestations may be related to disease severity and duration. Changes may become evident later in life as the disease progresses.

Bedside right ventricle quantification using three-dimensional echocardiography in children with congenital heart disease: A comparative study with cardiac magnetic resonance imaging.

BACKGROUND: Accurate quantification of right ventricular (RV) volumes and function is crucial for the management of congenital heart diseases. AIMS: We aimed to assess the feasibility and accuracy of bedside analysis using new RV quantification software from three-dimensional transthoracic echocardiography in children with or without congenital heart disease, and to compare measurements with cardiac magnetic resonance imaging. METHODS: We included paediatric patients with congenital heart disease (106 patients) responsible for RV volume overload and a control group (30 patients). All patients underwent three-dimensional transthoracic echocardiography using a Vivid E95 ultrasound system. RV end-diastolic and end-systolic volumes and RV ejection fraction were obtained using RV quantification software. Measurements were compared between RV quantification and cardiac magnetic resonance imaging in 27 patients. RESULTS: Bedside RV quantification analysis was feasible in 133 patients (97.8%). Manual contour adjustment was necessary in 126 patients (93%). The mean time of analysis was 62±42s. RV end-diastolic and end-systolic volumes were larger in the congenital heart disease group than the control group: median 85.0 (interquartile range 29.5) mL/m2 vs 55.0 (interquartile range 20.5) mL/m2 for RV end-diastolic volume and 42.5 (interquartile range 15.3) mL/m2 vs 29.0 (interquartile range 11.8) mL/m2 for RV end-systolic volume, respectively. Good agreement for RV end-diastolic and end-systolic volumes and RV ejection fraction was found between RV quantification and magnetic resonance imaging measurements. RV quantification software underestimated RV end-diastolic volume/body surface area by 3mL/m2 and RV ejection fraction by 2.1%, and overestimated RV end-systolic volume/body surface area by 0.2mL/m2. CONCLUSIONS: We found good feasibility and accuracy of bedside RV quantification analysis from three-dimensional transthoracic echocardiography in children with or without congenital heart disease. RV quantification could be a reliable and non-invasive method for RV assessment in daily practice, facilitating appropriate management and follow-up care.

Usefulness of perioperative transoesophageal echocardiography during paediatric cardiac surgery.

BACKGROUND: Paediatric transoesophageal echocardiography probes allow perioperative evaluation during paediatric congenital heart disease surgery. AIM: To assess the usefulness of perioperative transoesophageal echocardiography in evaluating the severity of residual lesions, based on the type of congenital heart disease repaired in paediatric patients. METHODS: A retrospective analysis was conducted on paediatric patients who underwent open-heart surgery at our tertiary centre over a four-year period. Perioperative transoesophageal echocardiography studies were performed, and residual lesions were classified as mild, moderate or severe. RESULTS: Overall, 323 procedures involving 310 patients with a median age of 13.8 (0.07-214.4) months and a median weight of 8.2 (2-96) kg at intervention were enrolled in the study. Twenty-one (6.5%) residual lesions led to immediate reintervention: severe right ventricular outflow tract obstruction (n=12); severe aortic regurgitation (n=3); superior vena cava stenosis (n=2); moderate residual ventricular septal defect (n=2); severe mitral regurgitation (n=1); and severe mitral stenosis (n=1). Three (0.9%) neonates had ventilation difficulties caused by the transoesophageal echocardiography probe having to be removed, but experienced no sequelae. CONCLUSION: Perioperative transoesophageal echocardiography is a safe procedure, providing information on severe residual lesions, leading to the immediate revision of several paediatric congenital heart disease cases.

Efficacy of a Transition Program in Adolescents and Young Adults With Congenital Heart Disease: The TRANSITION-CHD Randomized Controlled Trial.

PURPOSE: Currently, nearly 90% of patients with congenital heart disease (CHD) reach adulthood in relatively good health. Structured transition programs have emerged to support adolescents and young adults in transitioning to adult care structures, improve their autonomy, and limit healthcare ruptures. The TRANSITION-CHD randomized controlled trial aimed to assess the impact of a transition program on health-related quality of life (HRQoL) in adolescents and young adults with CHD. METHODS: From January 2017 to February 2020, 200 subjects with a CHD, aged 13-25 years, were enrolled in a prospective, controlled, multicenter study and randomized in two balanced groups (transition program vs. standard of care). The primary outcome was the change in PedsQL self-reported HRQoL score between baseline and 12-month follow-up, using an intention-to-treat analysis. The secondary outcomes were the change in disease knowledge, physical health (cardiopulmonary fitness, physical activity), and mental health (anxiety, depression). RESULTS: The change in HRQoL differed significantly between the transition group and the control group (mean difference = 3.03, 95% confidence interval (CI) = [0.08; 5.98]; p = .044; effect size = 0.30), in favor of the intervention group. A significant increase was also observed in the self-reported psychosocial HRQoL (mean difference = 3.33, 95% CI = [0.01; 6.64]; p = .049; effect size = 0.29), in the proxy-reported physical HRQoL (mean difference = 9.18, 95% CI = [1.86; 16.51]; p = .015; effect size = 0.53), and in disease knowledge (mean difference = 3.13, 95% CI = [1.54; 4.72]; p < .001; effect size = 0.64). DISCUSSION: The TRANSITION-CHD program improved HRQoL and disease knowledge in adolescents and young adults with CHD, supporting the generalization and systematization of similar preventive interventions in pediatric and congenital cardiology.

Three-dimensional transthoracic echocardiographic assessment of supramitral ring in a young child.

Three-dimensional echocardiography is an increasingly used method to accurately depict congenital heart disease in children. We report the case of a 2-month-old girl with supramitral ring. Three-dimensional echocardiography allowed perfect visualisation of the fibrous shelf before surgery.

Splenic Subcapsular Hematoma After Endoscopic Retrograde Cholangiopancreatography.

The complications of endoscopic retrograde cholangiopancreatography (ERCP) are numerous and mainly intraluminal. We present a unique case of a patient who developed splenic hematoma after ERCP. A 41-year-old woman was hospitalized for evaluation of chronic abdominal pain, for which she underwent an ERCP. The next day, the patient developed hemorrhagic shock. She was found to have a large ruptured subcapsular splenic bleed. Splenic artery embolization was performed, and the patient was stabilized. In conclusion, a high index of suspicion should be kept when managing patients presenting with unstable vital signs and/or acute anemia after ERCP.

Advancing paediatric cardiac imaging: a comprehensive analysis of the feasibility and accuracy of a novel 3D paediatric transoesophageal probe.

Aims: Pediatric transoesophageal echocardiography (TOE) probes have remained two-dimensional (2D) limiting their use compared to adults. While critical in pediatrics for interventions and post-surgery assessments, technological advancements introduced a three-dimensional (3D) pediatric TOE probe. This study assessed the new 3D pediatric TOE probe (GE 9VT-D) for feasibility, handling, and imaging quality. Methods and results: At Children's Hospital of Toulouse, 2-month prospective study enrolled children undergoing TOE with the new probe. All imaging modalities were rated by 2 operators using a 5-point Likert-type scale from 1 (very poor) to 5 (very good) quality. Forty-five children, median age 3.7 (range: 2 months-14.7 years) median weight 7.8 kg (range: 4.3-48 kg) underwent 60 TOEs: 25% pre-surgery, 45% post-surgery, 28% during percutaneous procedures, and 2% in intensive care. Probe handling was "very easy" in all cases without adverse events. The median score of 2D, 2D colour, pulsed Doppler and 3D were noted 5 out of 5 and continuous Doppler and 3D colour 4 out of 5. The 3D image quality remained consistent irrespective of the patient weighing above or below 7.8 kg (p = 0.72). Postoperative TOEs identified two cases needing further interventions, emphasizing its value in evaluating surgical outcomes and also for guiding percutaneous interventions. Conclusion: Our comprehensive evaluation demonstrates that the new 3D pediatric TOE probe is feasible and provides high-quality imaging in pediatric patients. The successful integration of this novel probe into clinical practice has the potential to enhance diagnostic accuracy and procedural planning, ultimately optimizing patient outcomes in pediatric cardiac care.

Feasibility of three-dimensional transthoracic echocardiography to evaluate right ventricular volumes in children and comparison to left ventricular values.

BACKGROUND: Three-dimensional echocardiography (3DE) allows accurate estimation of left ventricular (LV) volumes and function in children. Because of the peculiar morphology of the right ventricle (RV), RV volumes and function assessment remain challenging. 3D software adapted for RV morphology is a promising noninvasive method. AIMS: The aims of this study were to evaluate the feasibility of 3D RV analysis in a normal pediatric population and to compare 3D RV to 3D LV measurements. PATIENTS AND METHODS: 3D transthoracic echocardiography was performed in 50 patients (mean age 9.5 years ± 5.1) with normal cardiac anatomy and function. Measurements were performed with the X3-1 or the X7-2 matrix probe (iE33, Philips Medical Systems, Andover, MA, USA). Ventricular volumes were analyzed with dedicated analysis software (TomTec Imaging Systems, Munich, Germany). RESULTS: Measurements were possible in 100% of LVs and 94% of RVs. The stroke volumes of the two ventricles correlated well (r = 0.81 [95% CI, 0.68-0.89], P < 0.0001) with a mean difference of 3.6 mL (±9.2). Compared to the LV, the RV had higher mean end-diastolic volume (53 mL [±29] versus 46 mL [±46], P = 0.020) and end-systolic volume (29 mL [±17] versus 17 mL [±12], P < 0.0001) but lower mean ejection fraction (49%[±8] versus 67%[±10], P < 0.0001). CONCLUSION: 3DE using dedicated software is a feasible and reproducible method for RV volume quantification in children with normal hearts. Further studies are needed to validate the accuracy of the measurements.

One train may hide another: anomalous origin of the left coronary artery from the pulmonary artery revealed by supraventricular tachycardia.

We report the case of a 1-month-old boy with an unusual association of supraventricular tachycardia and anomalous origin of the left coronary artery from the pulmonary artery. Although signs of infarction were visible on the first electrocardiogram, the presence of an arrhythmia did not immediately suggest a coronary anomaly. Echocardiography allowed the diagnosis, thus leading to appropriate care.

Impact of 3D-printed models in meetings with parents of children undergoing interventional cardiac catheterisation.

Background: Paediatric interventional catheterisation has consistently improved in recent decades, with often highly successful outcomes. However, progress is still required in terms of the information delivered to parents and how parental anxiety is managed. Aim: To investigate the impact of cardiac printed models on improving parental understanding and alleviating anxiety before interventional catheterisation. Methods: The parents of children undergoing interventional cardiac catheterisation were prospectively enrolled in the study. A questionnaire highlighting knowledge and understanding of the condition and cardiac catheterisation per se was scored on a scale of 1-30. The State-Trait Anxiety Inventory (STAI), which generates current anxiety scores, was also used before and after the pre-catheterisation meeting. The "printing group" received an explanation of catheterisation using the device and a three-dimensional (3D) model, while the "control group" received an explanation using only the device and a manual drawing. Results: In total, 76 parents of 50 children were randomly assigned to a "control group" (n = 38) or "printing group" (n = 38). The groups were comparable at baseline. The level of understanding and knowledge improved after the "control group" and "printing group" meetings (+5.5±0.8 and +10.2±0.8; p < 0.0001 and p < 0.0001, respectively). A greater improvement was documented in the "printing group" compared to the "control group" (p < 0.0001). The STAI score also improved after the explanation was given to both groups (-1.8±0.6 and -5.6±1.0; p < 0.0001 and p < 0.0001). The greatest improvement was noted in the "printing group" (p = 0.0025). Most of the parents (35/38 from the "printing group") found the models to be extremely useful. Conclusion: 3D-printed models improve parental knowledge and understanding of paediatric cardiac catheterisation, thereby reducing anxiety levels.

Radiation dose during catheter ablation in children using a low fluoroscopy frame rate.

BACKGROUND: Catheter ablation (CA) in children using fluoroscopy carries risks inherent to ionizing radiation exposure. AIMS: The objective of this study was to demonstrate the feasibility of using low frames rate during ablation in children to maximally decrease radiation dose. METHODS: Hundred sixty eight successive patients<18 years of age undergoing CA performed under a 3.75 frames/second rate were retrospectively included. Demographics, procedural and dosimetry data were analysed. The effective dose (ED) was evaluated in a subgroup of 14 patients. RESULTS: Median age and weight were 15 years and 54kg, 72% had WPW, 10% AV node reentrant tachycardia, 10% ventricular tachycardia (atrial tachycardia, flutter and atrial fibrillation for the other cases). Acute success was achieved in 98.5% without any complication. Median procedure and fluoroscopy duration were 120 and 16minutes. Median Dose Area Product (DAP) and Air Kerma were 2.46Gy.cm2 and 18 mGy respectively (2Gy.cm2 and 15 mGy for WPW ablation). A significant reduction of median DAP was noted over the years for WPW, from 3.1Gy.cm2 in 2011 to 1.4 in 2019. Median estimated ED was 0.19 mSv (0.03 to 1.64), falling into the range of yearly normal natural irradiation or caused by leasure or professional activity. CONCLUSION: Low frame rate fluoroscopy is a highly effective and safe approach in decreasing radiation exposure during CA in children without altering the success rate of the procedure. ED is low, similar to natural/leisure irradiation. This approach can be considered a good alternative to 3D-based procedures in terms of efficiency and radiation issues, at least for WPW ablations.

The Gerbode defect or left ventricular to right atrial shunt assessed by transthoracic 3D echocardiography.

We report the case a 14-year-old male presented with a perimembranous ventricular septal defect. 2D echocardiography showed both left ventricular to right ventricular and atrial shunt. Left and right ventricular 3D "en face" views of the defect were obtained. 3D echocardiography delineated the morphologic nature of the ventricular septal defect, its shape, and the direction in which the defect extends into the ventricular septum. Other anatomic structures such as the tricuspid valve leaflet, the right ventricular outflow tract, and the aortic valve can be displayed in their realistic spatial distribution. These findings have clinical implications when surgical repair is planned.