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A Novel Unsupervised You Only Listen Once (YOLO) Machine Learning Platform for Automatic Detection and Characterization of Prominent Bowel Sounds Towards Precision Medicine
Yerrapragada, Gayathri, Lee, Jieun , Shariff, Mohammed Naveed , Elangovan, Poonguzhali , Gopalakrishnan, Keerthy, Kaur, Avneet , Sood, Divyanshi, Rapolu, Swetha, Gohri, Jay , Panjwani, Gianeshwaree Alias Rachna , Ansari, Rabiah Aslam, Mikkilineni, Jahnavi, Asadimanesh, Naghmeh, Natarajan, T.K. , Janarthanan, Jayarajasekaran, Karuppiah, Shiva Sankari, Iyer, Vivek , Helgeson, Scott A. , Arunachalam, Shivaram P. , Shariff, Mohammad Naveed , Natarajan, Thangeswaran , Iyer, Vivek N , Arunachalam, S P , Elangovan, Poonguzhali , Helgeson, Scott A , Panjwani, Gianeshwaree Alias Rachna , Yerrapragada, Gayathri, Ansari, Rabiah Aslam, Akshintala, Venkata S.

Mayo Clinic

Bioengineering | November 19, 2025 | Volume: 12 | Issue: 11 | Pages: 1271

10.3390/bioengineering12111271 | PMID 41301229 Get It

Phonoenterography (PEG) offers a non-invasive and radiation-free technique to assess gastrointestinal activity through acoustic signal analysis. In this feasibility study, 110 high-resolution PEG recordings (44.1 kHz, 16-bit) were acquired from eight healthy individuals, yielding 6314 prominent bowel sound (PBS) segments through automated segmentation. Each event was characterized using a 279-feature acoustic profile comprising Mel-frequency cepstral coefficients (MFCCs), their first-order derivatives (Δ-MFCCs), and six global spectral parameters. After normalization and dimensionality reduction with PCA and UMAP (cosine distance, 35 neighbors, minimum distance = 0.01), five clustering strategies were evaluated. K-Means (k = 5) achieved the most favorable balance between cluster quality (silhouette = 0.60; Calinski–Harabasz = 19,165; Davies–Bouldin = 0.68) and interpretability, consistently identifying five acoustic patterns: single-burst, multiple-burst, harmonic, random-continuous, and multi-modal. Temporal modeling of clustered events further revealed distinct sequential dynamics, with Single-Burst events showing the longest dwell times, random continuous the shortest, and strong diagonal elements in the transition matrix confirming measurable state persistence. Frequent transitions between random continuous and multi-modal states suggested dynamic exchanges between transient and overlapping motility patterns. Together, these findings demonstrate that unsupervised PEG-based analysis can capture both acoustic variability and temporal organization of bowel sounds. This annotation-free approach provides a scalable framework for real-time gastrointestinal monitoring and holds potential for clinical translation in conditions such as postoperative ileus, bowel obstruction, irritable bowel syndrome, and inflammatory bowel disease.
Long-term Outcomes of Long Head of the Triceps Transfer in Patients With Amyoplasia
Weber, Andreas D. , Schneidau, Courtney, Beckwith, Terri, Oishi, Scott N. , Reghunathan, Meera, Reghunathan, Meera

Mayo Clinic

Journal of Pediatric Orthopaedics | November 19, 2025 | Volume: 46 | Issue: 7 | Pages: e696-e702

10.1097/bpo.0000000000003165 | PMID 41258731 Get It

Background: Achieving active elbow flexion in children with amyoplasia can greatly improve independence in activities of daily living. This study investigated long-term outcomes of the long head triceps transfer procedure performed for that purpose. Methods: A retrospective review of medical records was performed for all patients with amyoplasia who underwent a long head triceps transfer between January 1, 2008 and December 31, 2019. Patients with follow-up of less than 2 years were excluded. Pre- and postoperative range of motion were recorded, and patient-reported outcome measures included a visual analog scale (VAS) for function (scale 0 to 10), a VAS for overall satisfaction (scale 0 to 10), and the Pediatric Outcomes Data Collection Instrument (PODCI). Pre- and postoperative motion were compared via paired t tests. Results: Seventeen patients (25 extremities) were included. Postoperatively, average active elbow flexion was 78 degrees against gravity and 90 degrees with gravity eliminated. Patients with active elevation of the shoulder ≥90 degrees showed average active elbow flexion with gravity eliminated of 85 degrees. The mean VAS score for improvement of function was 8.3 (range, 4 to 10) from parents and 9.0 (range, 8 to 10) from patients older than 10 years. The mean VAS scores for overall satisfaction were 8.0 (range, 5 to 10) and 8.1 (range, 6 to 10), respectively. Mean PODCI scores ranged from 63 to 73 for upper extremity, 83 to 76 for transfer and basic mobility, 64 to 73 for sports participation, 83 to 95 for pain and comfort, 90 to 97 for happiness, and 74 to 79 for global function. Conclusions: The long head of the triceps transfer is an effective treatment modality for patients with amyoplasia who present with absent active elbow flexion, good passive elbow flexion, and well-defined long head and lateral heads of the triceps muscle. Overall, patients gained an active range of elbow motion with no significant functional elbow contracture and improved quality of life. However, patients with a history of elbow release surgery are at higher risk of flexion contracture and should be screened especially carefully. Level of Evidence: Level IV—case series
HealthLocator: A Public, Digital Tool for Navigating Quality Care Choices
Devkaran, Subashnie, Ubl, Daniel S. , Farrugia, Gianrico , Dowdy, Sean C. , Pollock, Benjamin D.

Mayo Clinic

NEJM Catalyst | November 19, 2025 | Volume: 6 | Issue: 12 | Pages: No page available

10.1056/cat.25.0296 Get It

Advancing emergency care and communication skills: insights from an NGO-sponsored global health conference in Ghana for early career physicians
Holthe, Jordan , Homme, Jim L. , Homme, Jason H. , Homme, James L.

Mayo Clinic

Journal of Global Health Economics and Policy | November 19, 2025 | Volume: 5 | Issue: No issue available | Pages: No page available

10.7189/001c.146691 Get It

Background Educational conferences play a crucial role in advancing global health by addressing challenges in diverse settings and fostering bidirectional knowledge exchange. Many new healthcare providers in Ghana lack hands-on experience in life-saving emergency skills, which is further compounded by limited resources and inadequate infrastructure. This highlights the need for targeted educational initiatives. Methods This paper describes a 3-day conference, the Young Doctors Conference, hosted by a non-governmental organization and aimed at improving emergency care skills for early-career healthcare professionals in Ghana. The conference includes interactive sessions on basic life support, newborn resuscitation, obstetric emergencies, point-of-care ultrasound, and communication case studies. An observational study was done using anonymous surveys that were conducted over four years to assess participants’ experiences and the conference’s impact. Results A total of 95 new physicians responded (out of 127), with over 90% reporting being ‘very satisfied’ with the conference. Common descriptors included “high quality,” “useful,” and “inspirational.” Furthermore, 100% of participants rated the quality of the conference as ‘very high’ or ‘high’. Basic life support training significantly increased comfort in managing cardiac arrest and breathing difficulties, while newborn resuscitation improved confidence in caring for critically ill infants. Additionally, 100% of participants stated they were ‘likely’ or ‘highly likely’ to attend again. Conclusions The Young Doctors Conference has been highly rated as an effective initiative in advancing emergency care communication and education. It serves as a valuable model for similar programs in other resource-limited settings, improving skills, communication, and confidence among early-career healthcare professionals. These findings highlight the need for ongoing hands-on education within Ghana’s healthcare system and how partnerships can fill these gaps. Future research is needed to examine long-term outcomes of this conference.
Running the risk: Extreme right ventricular remodeling in an endurance athlete — a case report
Ahn, Jinok , Dineen, Elizabeth H. , Haugaa, Kristina H. , Yaghmour, Bassam , Xu, Jennifer , Ahn, Jonathan S , Haugaa, Kristina

Mayo Clinic

European Heart Journal - Case Reports | November 19, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/ehjcr/ytaf598 | PMID 41355854 Get It

Abstract Background Distinguishing physiological cardiac adaptation from pathological remodeling in endurance athletes is challenging. While the athletic heart typically demonstrates balanced biventricular enlargement, extreme exercise may rarely trigger disproportionate right ventricular (RV) changes that challenge diagnostic classification. Case Summary A 47-year-old male ultra-endurance athlete presented with exertional symptoms three months after recovery from a pulmonary embolism (PE). Initial post-PE echocardiography was normal. After resuming extreme training, he developed severe RV dilation (basal diameter 5.7 cm on echocardiography; RV volume index 92 cc/m² on cardiac magnetic resonance imaging) disproportionate to the left ventricle, with preserved systolic function and no late gadolinium enhancement. Cardiopulmonary exercise testing revealed significant chronotropic incompetence with below-expected peak oxygen uptake for his elite training status. Symptoms and ventricular ectopy improved with detraining, but severe RV dilation persisted. Evaluation excluded arrhythmogenic cardiomyopathy and significant pulmonary vascular sequelae. Discussion This case illustrates disproportionate RV remodeling precipitated by the resumption of extreme exercise in a susceptible athlete post-PE. The temporal dissociation from the PE and absence of residual clot burden implicate exercise-related hemodynamic stress as the primary driver, challenging the boundary between physiological adaptation and maladaptation. These findings highlight a potential maladaptive response to extreme exercise, possibly potentiated by a prior vascular insult, and underscore the value of integrated functional assessment and monitored detraining in athletes with borderline findings.
Vitamin C as an epigenetic gatekeeper of osteogenesis and skeletal health: a new perspective on an ancient molecule
Thaler, Roman

Mayo Clinic

Journal of Bone and Mineral Research | November 19, 2025 | Volume: 41 | Issue: 4 | Pages: 353-365

10.1093/jbmr/zjaf174 | PMID 41269246 Get It

Abstract Vitamin C has been long recognized as an important nutrient for skeletal biology, historically attributed to its role in collagen synthesis and connective tissue integrity. Recent studies, however, reveal vitamin C as a critical epigenetic regulator of cellular differentiation. As a required cofactor for α-ketoglutarate-dependent dioxygenases, vitamin C controls the enzymatic activity of a broad array of histone and DNA demethylases, thereby modulating chromatin accessibility and driving cell-specific gene expression. This review provides a novel, integrated perspective that directly links vitamin C’s epigenetic functions to osteogenesis and skeletal health, highlighting experimental evidence that redefines its role beyond collagen maturation and antioxidant defense, and elucidating its sex-dimorphic effects. Importantly, inadequate vitamin C status remains widespread across diverse socioeconomic groups even in Western countries, with low vitamin C intake associated to higher risk of osteoporosis and fractures in the elderly. Viewed through the dual lenses of epigenetic-mechanistic function and clinical relevance, vitamin C emerges as a central epigenetic determinant of skeletal health and a safe, low-cost, and scalable adjuvant to complement current bone therapies. Integrating nutrient epidemiology, clinical data and epigenetic-mechanistic insights may enable targeted interventions to enhance skeletal resilience, particularly in vulnerable populations.
Benefit–risk profile of upadacitinib: exploratory post hoc analysis of phase 2b/3 studies in patients with moderately to severely active ulcerative colitis or Crohn’s disease
Vermeire, Séverine , Colombel, Jean–Frédéric, Panaccione, Remo , Beck, Kendall , Gisbert, Javier P. , Dubcenco, Elena, Klaff, Justin, Naling, Grace, Ford, Sharanya, Remple, Valencia P., Joshi, Namita , Suravaram, Smitha, Duncan, Benjamin , Wick-Urban, Bettina, Danese, Silvio , Panaccione, Remo , Chaparro, María , Gisbert, Javier P , Loftus, Edward V , Vermeire, Séverine , Danese, Silvio , Peyrin‐Biroulet, Laurent , Wang, Yibo , Loftus, Edward V.

Mayo Clinic

Journal of Crohn's and Colitis | November 19, 2025 | Volume: 20 | Issue: 1 | Pages: No page available

10.1093/ecco-jcc/jjaf198 | PMID 41264726 Get It

Abstract Background and Aims Upadacitinib (UPA)—an oral, reversible selective Janus kinase inhibitor—has a favorable benefit–risk profile for patients with Crohn’s disease (CD) and ulcerative colitis (UC). We evaluated the benefit–risk of UPA in select subgroups with CD or UC. Methods Patients were randomized to UPA 45 mg (UPA45) once daily (QD) or placebo (PBO) induction for 12 (CD: U-EXCEED, U-EXCEL) or 8 weeks (UC: U-ACHIEVE, U-ACCOMPLISH). Clinical responders were re-randomized to QD UPA 15 mg (UPA15), UPA 30 mg (UPA30), or PBO for 52-week maintenance (CD: U-ENDURE; UC: U-ACHIEVE). This exploratory post hoc analysis assessed efficacy and safety outcomes (adverse events of special interest [AESIs]: serious infections, major adverse cardiovascular [CV] events, malignancies, and venous thromboembolic events) by CV risk, prior treatment failure, and age. Results This analysis included 1021 patients with CD and 1097 with UC during induction, and 673 with CD and 746 with UC during maintenance. Improved efficacy outcomes comparable to the overall study populations were observed with UPA versus PBO across subgroups. Patients receiving UPA30 generally showed numerically higher rates of improvements versus UPA15. AESI rates were generally comparable between UPA and PBO across subgroups except for numerically higher rates of herpes zoster and serious infections in CD with UPA. Conclusions UPA resulted in consistent benefit versus placebo across CV risk, prior treatment failure, and age subgroups. No treatment differences were seen in AESIs across subgroups except herpes zoster and serious infections, reinforcing the favorable benefit–risk profile for UPA in CD and UC seen in the overall study populations. Clinical trial numbers NCT02819635, NCT03653026, NCT03345836, NCT03345849, NCT03345823
Real-World Outcomes of Glucagon-Like Peptide-1 Receptor Agonist Therapy in Obese Patients With Ulcerative Colitis and IPAA With a History of Pouchitis
Desai, Aakash , Habib, Hany , Khataniar, Himsikhar , Sehgal, Priya , Kochhar, Gursimran , Sehgal, Priya , Kochhar, Gursimran S , Desai, Aakash , Farraye, Francis A. , Barnes, Edward L. , Hashash, Jana G.

Mayo Clinic

Inflammatory Bowel Diseases | November 19, 2025 | Volume: 32 | Issue: 5 | Pages: 869-874

10.1093/ibd/izaf301 | PMID 41365321 Get It

Abstract Introduction There are limited data on the impact of glucagon-like peptide-1 receptor agonist (GLP-1RA) on the risk of recurrent pouchitis after ileal pouch–anal anastomosis (IPAA) for ulcerative colitis (UC). Methods A retrospective cohort study was conducted in the TriNetX Research Network in adult patients with obesity and IPAA for UC with a history of pouchitis in whom a GLP-1RA was initiated compared to those patients in whom a GLP-1RA was not initiated. The primary outcome was the risk of recurrent pouchitis within 12 months. The secondary outcomes were mean number of antibiotic prescriptions, anti-diarrheal medication use, Crohns-like disease of pouch (CLDP), and pouch excision. One-to-one propensity score matching was performed. Results We identified 43 UC-IPAA patients with obesity and history of pouchitis (mean age 51.7 ± 14.7 years, mean body mass index [BMI] 34.4 ± 6 kg/m2, 60.4% female). After propensity score matching, the GLP-1RA cohort had a significantly decreased risk of recurrent pouchitis (26.3% vs 52.6%; adjusted odds ratio [aOR], 0.32; 95% CI, 0.12-0.84) compared to the control cohort. Mean antibiotic prescriptions were numerically lower in the GLP-1RA cohort (2 vs 4.4, P = .16). Anti-diarrheal medication use was lower in the GLP-1RA cohort (18.4% vs 47.3%; aOR, 0.23; 95% CI, 0.07-0.67). There was no difference in the risk of CLDP. Zero patients required pouch excision in both cohorts. Conclusion Our study in a small cohort of patients with UC-IPAA and obesity with a history of pouchitis showed that GLP-1RA use was associated with decreased risk of recurrent pouchitis and anti-diarrheal medication use.
AI in Pediatric Spine Care: Clinical, Research, and Ethical Considerations
Rasmussen, Adam P., Yang, Linjun , Wyles, Cody C. , Larson, A. Noelle , Yang, Linjun , Wyles, Cody C , Larson, A Noelle , Nugraha, Hans Kristian , Mulford, Kellen L.

Mayo Clinic

Journal of Clinical Medicine | November 19, 2025 | Volume: 14 | Issue: 22 | Pages: 8115

10.3390/jcm14228115 | PMID 41303151 Get It

Artificial intelligence (AI) is increasingly shaping pediatric spine care, leveraging its rapid advancements in healthcare to improve efficiency, accuracy, and disease understanding. Moreover, machine learning and deep learning excel at detecting complex patterns. This holds promise in processing spinal deformity data, with the potential to surpass traditional statistical methods in predictive accuracy. Challenges persist, however, including unclear clinical implementation guidelines, limited model transparency, and ethical concerns surrounding data privacy and bias. Small sample sizes and the need for larger, diverse datasets further complicate integration. In order to realize AI’s transformative potential in pediatric spine care, these critical obstacles must be addressed for effective and ethical clinical adoption. This review examines the role of AI through applications such as image sorting, surgical outcome prediction, forecasting of spinal curve progression, and vertebral volumetric analysis using deep reasoning. It also explores possible intraoperative contributions from AI, including robotics and optimized screw trajectory planning, and the potential of large language models in clinical practice.