Edge AI Model Deployed for Real-Time Detection of Atrial Fibrillation Risk during Sinus Rhythm.

Objectives: The study aimed to develop a deep learning-based edge AI model deployed on electrocardiograph (ECG) devices for the real-time detection of atrial fibrillation (AF) risk during sinus rhythm (SR) using standard 10 s, 12-lead electrocardiograms (ECGs). Methods: A novel approach was used to convert standard 12-lead ECGs into binary images for model input, and a lightweight convolutional neural network (CNN)-based model was trained using data collected by the Japan Agency for Medical and Research Development (AMED) between 2019 and 2022. Patients over 40 years old with digital, SR ECGs were retrospectively enrolled and divided into AF and non-AF groups. The data labeling was supervised by cardiologists. The dataset was randomly allocated into training, validation, and internal testing datasets. External testing was conducted on data collected from other hospitals. Results: The best-trained model achieved an AUC of 0.82 and 0.80, sensitivity of 79.5% and 72.3%, specificity of 77.8% and 77.7%, precision of 78.2% and 76.4%, and overall accuracy of 78.6% and 75.0% in the internal and external testing datasets, respectively. The deployed model and app package utilized 2.5 MB and 40 MB of the available ROM and RAM capacity on the edge ECG device, correspondingly. The processing time for AF risk detection was approximately 2 s. Conclusions: The model maintains comparable performance and improves its suitability for deployment on resource-constrained ECG devices, thereby expanding its potential impact to a wide range of healthcare settings. Its successful deployment enables real-time AF risk detection during SR, allowing for timely intervention to prevent AF-related serious consequences like stroke and premature death.

Lower Availability of Mitochondrial Complex I in Anterior Cingulate Cortex in Autism: A Positron Emission Tomography Study.

OBJECTIVE: Mitochondrial dysfunction has been implicated in the pathophysiology of autism spectrum disorder (ASD) in previous studies of postmortem brain or peripheral samples. The authors investigated whether and where mitochondrial dysfunction occurs in the living brains of individuals with ASD and to identify the clinical correlates of detected mitochondrial dysfunction. METHODS: This case-control study used positron emission tomography (PET) with 2-tert-butyl-4-chloro-5-{6-[2-(2-[18F]fluoroethoxy)-ethoxy]-pyridin-3-ylmethoxy}-2H-pyridazin-3-one ([18F]BCPP-EF), a radioligand that binds to the mitochondrial electron transport chain complex I, to examine the topographical distribution of mitochondrial dysfunction in living brains of individuals with ASD. Twenty-three adult males with high-functioning ASD, with no psychiatric comorbidities and free of psychotropic medication, and 24 typically developed males with no psychiatric diagnoses, matched with the ASD group on age, parental socioeconomic background, and IQ, underwent [18F]BCPP-EF PET measurements. Individuals with mitochondrial disease were excluded by clinical evaluation and blood tests for abnormalities in lactate and pyruvate levels. RESULTS: Among the brain regions in which mitochondrial dysfunction has been reported in postmortem studies of autistic brains, participants with ASD had significantly decreased [18F]BCPP-EF availability specifically in the anterior cingulate cortex compared with typically developed participants. The regional specificity was revealed by a significant interaction between diagnosis and brain regions. Moreover, the lower [18F]BCPP-EF availability in the anterior cingulate cortex was significantly correlated with the more severe ASD core symptom of social communication deficits. CONCLUSIONS: This study provides direct evidence to link in vivo brain mitochondrial dysfunction with ASD pathophysiology and its communicational deficits. The findings support the possibility that mitochondrial electron transport chain complex I is a novel therapeutic target for ASD core symptoms.

Extrastriatal dopamine D2/3 receptor binding, functional connectivity, and autism socio-communicational deficits: a PET and fMRI study.

The social motivation hypothesis of autism proposes that social communication symptoms in autism-spectrum disorder (ASD) stem from atypical social attention and reward networks, where dopamine acts as a crucial mediator. However, despite evidence indicating that individuals with ASD show atypical activation in extrastriatal regions while processing reward and social stimuli, no previous studies have measured extrastriatal dopamine D2/3 receptor (D2/3R) availability in ASD. Here, we investigated extrastriatal D2/3R availability in individuals with ASD and its association with ASD social communication symptoms using positron emission tomography (PET). Moreover, we employed a whole-brain multivariate pattern analysis of resting-state functional magnetic resonance imaging (fMRI) to identify regions where functional connectivity atypically correlates with D2/3R availability depending on ASD diagnosis. Twenty-two psychotropic-free males with ASD and 24 age- and intelligence quotient-matched typically developing males underwent [11C]FLB457 PET, fMRI, and clinical symptom assessment. Participants with ASD showed lower D2/3R availability throughout the D2/3R-rich extrastriatal regions of the dopaminergic pathways. Among these, the posterior region of the thalamus, which primarily comprises the pulvinar, displayed the largest effect size for the lower D2/3R availability, which correlated with a higher score on the Social Affect domain of the Autism Diagnostic Observation Schedule-2 in participants with ASD. Moreover, lower D2/3R availability was correlated with lower functional connectivity of the thalamus-superior temporal sulcus and cerebellum-medial occipital cortex, specifically in individuals with ASD. The current findings provide novel molecular evidence for the social motivation theory of autism and offer a novel therapeutic target.

An Autopsy Case of Rupture of Infectious Thoracic Aortitis Induced by Methicillin-Resistant Staphylococcus Aureus.

BACKGROUND Infectious aortitis has a poor prognosis and high mortality rate if untreated. Here, we report a case of rupture of infectious aortitis induced by methicillin-resistant staphylococcus aureus (MRSA). CASE REPORT An 83-year-old female patient was hospitalized due to continuous fever and diarrhea, which was diagnosed as colitis. The colitis was determined to have been induced by small vessel vasculitis upon histological examination. Fasting and central venous hyperalimentation using a peripherally inserted central catheter (PICC) were carried out for rest of the intestine. Swelling and pus were observed at the insertion site of the PICC. Since methicillin resistant staphylococcus aureus (MRSA) was detected in the culture of the pus and the blood, the patient was treated with vancomycin. After confirming that the blood culture became negative, prednisolone (PDL) was started as therapy for the colitis. Her diarrhea and fever improved. After vancomycin was stopped, MRSA-arthritis appeared. She suddenly died due to acute massive hemorrhage into the mediastinum and left thoracic cavity from the atherosclerotic ulcer of the thoracic aorta. It took 98 days from the first detection of MRSA in her blood to her death. We found gram-positive coccus in the ruptured aortic ulcer and we also detected MRSA gene by polymerase chain reaction in the ulcer. These results suggest that MRSA could colonize in the aortic ulcer during the MRSA-bacteremia and the MRSA could contribute to the vulnerability of the aortic wall. CONCLUSIONS After septicemia occurrs in an elderly person, the patient should be followed up by considering infectious aortitis, especially when the patient has several risk factors.

Modified Collis-Nissen procedure for long gap pure esophageal atresia.

BACKGROUND/PURPOSE: Esophageal reconstruction in long gap esophageal atresia (EA) is technically challenging, and several procedures have been described. The purpose of this study is to review our experience with the modified Collis-Nissen procedure in the repair of long gap pure EA. METHODS: Six patients with pure EA were treated at our institution from 1985 to 2008. Patients' demographics, surgical technique, timing of repair, early and late complications, and long-term functional outcomes were retrospectively reviewed. RESULTS: Five primary cases and 1 redo case were included. The mean gap length was 5.3 vertebral bodies (range, 4-6). Modified Collis-Nissen procedure was performed at a mean age of 11.6 months (range, 9-14 months) in primary cases. There was 1 anastomotic leak in the redo case, which healed spontaneously. Two patients had anastomotic strictures requiring balloon dilatations. Patients were weaned from tube feeding at a mean duration of 4 months (range, 1-6 months) postoperatively. All patients have normal oral intake at the last follow-up visit. Two adult patients had normal growth and development and no digestive symptoms. Endoscopic examination and pH monitoring showed no signs of significant gastroesophageal reflux. CONCLUSIONS: Modified Collis-Nissen procedure is a good option to consider in patients with long gap pure EA and is associated with an acceptable complication rate and promising short- and long-term results.

[Dextranomer beads in stabilized non-animal sodium hyaluronate gel (NASHA/Dx gel) for vesicoureteral reflux: multi-center study in Japanease patients].

PURPOSE: To investigate the efficacy and safety of endoscopic treatment with the injectable gel of dextranomer beads in stabilized non-animal sodium hyaluronate (NASHA/Dx gel) administered submucosally close to the proximity of ureteral orifice, we performed the multi-center open study of Japanese patients with vesicoureteral reflux (VUR). We herein report the results of the study. SUBJECTS AND METHODS: Patients aged > or = 1 year with grade II-IV VUR underwent endoscopic injection with NASHA/Dx gel. Post-treatment assessment was done by voiding cystourethrography (VCUG) at 3 and 12 months. Patients with VUR grade II-IV at 3 months underwent re-treatment, with VCUG assessment 3 and 12 months after retreatment. Positive response to treatment was defined as reflux grade 0 or 1. RESULTS: The initial treatment was conducted to 116 ureters in 73 patients. The per-protocol efficacy population included 97 ureters in 71 patients. On a per-ureter basis, the positive response rate at 12 months after the last endoscopic treatment was 69.1%, compared with 62.0% on a per-patient basis. Improvement in reflux grade was shown to be statistically significant at both 3 months post initial treatment and 12 months post last treatment. Positive response rate decreased with increasing baseline reflux grade. There were only two mild adverse events (AEs) and one moderate laboratory fluctuation which were potentially relating to NASHA/Dx gel. CONCLUSIONS: This study has shown that endoscopic injection of NASHA/Dx gel is effective and well tolerated in Japanese patients with VUR. First-line use of this treatment for VUR could potentially be considered for Japan also.