Citations

BACKGROUND: Accurate assessment of left ventricular outflow tract (LVOT) gradients is critical for hypertrophic cardiomyopathy management, yet Doppler-based measurements are technically demanding and require expertise. The objective of this work was to develop a multi-view deep learning model capable of classifying LVOT obstruction (>20 mm Hg) using routine 2-dimensional echocardiographic windows without reliance on Doppler imaging. METHODS: We trained and externally validated a cross-attention-based video-to-video fusion framework that integrated EchoPrime-derived video representations from 3 standard transthoracic echocardiographic views to classify LVOT gradients. RESULTS: Training was performed on a derivation cohort (N=1833) from a tertiary care system in the United States, with model performance evaluated on an internally held-out test set (N=275) and a Korean external validation cohort (N=46). Single-view baselines showed limited discrimination (external area under the receiver operating curves, 0.47–0.70). Conversely, the domain-specific foundational model (EchoPrime) achieved superior single-view performance (area under the receiver operating curves, 0.75–0.80 internal; 0.79–0.83 external), highlighting the importance of echo-specific pretraining and temporal modeling. The proposed multi-view fusion further enhanced predictive performance, with the late fusion model reaching an area under the receiver operating curve of 0.84 on the external cohort with significant population-shift. CONCLUSIONS: These results suggest LVOT physiology is encoded in routine 2-dimensional imaging and can be leveraged for clinically relevant gradient classification without Doppler input. The proposed artificial intelligence-guided strategy demonstrates substantial cost savings compared with the screen-all approach. By integrating complementary spatial-temporal information across multiple views, our approach generalizes robustly across populations and may enable real-time decision support, extend LVOT assessment to portable or resource-limited settings, and complement Doppler-based evaluation for longitudinal hypertrophic cardiomyopathy management.

ABSTRACT Background and Objectives Pancreatic neuroendocrine tumors (pNETs) account for 1%–2% of pancreatic tumors, with an increasing incidence. The safety of concurrent pancreas‐liver resections remains uncertain. This study evaluated the national outcomes of concurrent pancreatectomy and liver‐directed surgery for pNETs. Methods ACS‐NSQIP (2019–2023) was queried for adult patients who underwent pancreatectomy for pNETs. Concurrent liver‐directed procedures were identified by CPT code and classified as hepatectomy or ablation alone; patients were grouped as isolated pancreatectomy, concurrent hepatectomy, or concurrent ablation alone. Pre‐, intra‐, and postoperative characteristics were compared using inferential statistics. Multivariable logistic regression identified predictors of 30‐day morbidity, readmission, reoperation, and mortality, with Firth penalized likelihood used for rare outcomes. Results Of 4794 patients, 4587 (95.7%) underwent isolated pancreatectomy, 172 (3.6%) underwent concurrent hepatectomy, and 35 (0.7%) underwent concurrent ablation alone. Concurrent hepatectomy was parenchymal‐sparing in 163 of 172 patients (94.8%); only nine patients underwent a major hepatectomy. Overall morbidity was similar across groups (38.8%, 45.9%, and 42.9%; p = 0.154), as was serious morbidity (28.7%, 27.9%, 22.9%; p = 0.730) and 30‐day mortality (1.0%, 0.6%, 0%). On multivariable analysis, neither concurrent hepatectomy (OR 1.02, 95% CI 0.71–1.48) nor concurrent ablation (OR 0.94, 95% CI 0.46–1.93) was associated with morbidity. Pancreatoduodenectomy was associated with morbidity (OR 2.38, 95% CI 2.05–2.76), reoperation (OR 2.16, 95% CI 1.52–3.08), and mortality (OR 2.50, 95% CI 1.39–4.50), and a minimally invasive approach was associated with lower morbidity (OR 0.69, 95% CI 0.60–0.80). Conclusions Concurrent liver‐directed surgery was not associated with an increase in 30‐day morbidity or mortality after pancreatectomy for pNETs. These findings support the safety of concurrent hepatic resection in appropriately selected pNET patients.

Abstract Primary angiitis of the central nervous system is an extremely rare diagnosis, with an incidence of 2.4 cases per 1,000,000 person-years. The exact cause of PACNS remains unknown, and typically cases present with a long prodrome. It is a diagnosis of exclusion, and various infectious, autoimmune, and malignant processes must be excluded prior to final diagnosis. Given the rarity of this condition, there is often a delay in diagnosis that can range from 6 to 23 months. It is imperative that all clinical providers be aware of this diagnosis when managing patients who present with insidious and non-specific neurological symptoms. We present a case of PACNS that responded well to a therapeutic regimen of high-dose steroids and cyclophosphamide.

Sex and gender influence disease mechanisms and outcomes, yet their integration into medical curricula remains limited. Faculty knowledge and confidence are essential for effective incorporation. This study assessed baseline sex- and gender-specific health (SGSH) knowledge, attitudes, and comfort among medical school educators and delivered a multi-format faculty development intervention. A survey adapted from prior SGSH assessments was distributed to medical school block leaders before the intervention, measuring SGSH knowledge, comfort differentiating sex and gender, awareness of SGSH resources, and readiness to integrate SGSH content. The intervention included virtual and in-person grand rounds, distribution of How Sex and Gender Impact Clinical Practice , and a screening of Ms. Diagnosed . Of the 103 invited to participate, 68 educators (66% response rate) completed the baseline survey. Forty percent reported no prior SGSH training, and only 13.2% felt very comfortable with SGSH concepts. Although 94.1% correctly identified gender as a social construct and sex assignment at birth, 22% remained uncomfortable distinguishing the two. More than 80% were neutral or uncomfortable identifying SGSH resources. Comfort with curriculum integration varied: 45.6% felt comfortable, 32.4% neutral, and 22.1% uncomfortable, with differences observed across specialties. These findings reveal significant gaps in medical educators’ SGSH knowledge and comfort regardless of experience, with SGSH content narrowly confined to reproductive health topics. Simply providing resources is insufficient; educators need structured guidance on integration. By outlining baseline gaps and an intervention model, this study offers a framework for institutions seeking to enhance SGSH integration through interactive, longitudinal, multi-format faculty development approaches.

Abstract Background Vagally mediated syncope and functional bradyarrhythmias can cause recurrent symptoms, injury and a need for permanent pacing, yet standard therapies do not address the underlying autonomic reflex. Cardioneuroablation (CNA) targets this mechanism, but adoption has been limited by uncertainty about patient selection, procedural endpoints and durable outcomes. Methods We studied 95 consecutive patients with vagally mediated syncope (n=78) or functional bradyarrhythmia (n=17) who underwent CNA at a single center by a single lead operator under a uniform, prospectively maintained protocol. Extracardiac vagal stimulation (ECVS) was performed before and after ablation to confirm vagally mediated sinus or atrioventricular (AV) nodal responses and to verify their attenuation. Outcomes through 1 year included clinical recurrence, quality of life, pacing burden and pacemaker extraction. Results Before ablation, ECVS provoked sinus pauses in 95.8% of patients and AV block in 91.6%; after ablation, sinus pauses were abolished in every patient and residual AV block was present in 4.2%. One-year freedom from recurrent syncope and from bradyarrhythmia-related events was 93.8% and 94.1%. Syncope burden fell from a median of 2.7 episodes per year to none, and disease-specific quality of life improved substantially (P<0.001). Among patients with pre-existing devices, atrial pacing burden fell from a median of 22% to 0%. There were no strokes, deaths or myocardial infarctions. Conclusions In this single-center cohort, physiology-guided CNA was associated with durable symptom control, improved quality of life and reduced pacing across vagally mediated bradyarrhythmia syndromes. Multicenter controlled studies are needed to confirm these findings.

Juvenile Parkinson's disease (JPD) is a rare condition characterized by the onset of parkinsonian motor symptoms before the age of 21. Sixteen patients with JPD who presented to the Mayo Clinic between 1990-2020 were included. The median age of symptoms onset was 18.5 years, and six cases had pathogenic PRKN mutations. Resting tremor was the most frequent initial symptom (81.3%), and non-motor symptoms were notably common, including mild cognitive impairment (56.3%), anxiety (62.5%), and depression (56.3%). Levodopa responsiveness was suboptimal in 9 patients and 14 exhibited motor fluctuations. JPD demonstrates distinct clinical characteristics compared with early-onset and late-onset PD.

Objective Designation of a Medical Power of Attorney (MPOA) is a key component of advance care planning (ACP) that ensures patient preferences are honored when decision-making capacity is not present. This study aimed to quantify MPOA documentation rates and identify demographic and clinical factors associated with documentation presence. Methods We conducted a retrospective observational study using electronic health record data from 979 610 adult hospitalization encounters representing 459 365 unique patients within a large U.S. healthcare system from January 1, 2020, through December 31, 2021. All hospitalized patients aged ≥18 years were included. The primary outcome was MPOA documentation. Demographic and clinical variables were analyzed using multivariable logistic regression. Statistical significance was defined as P < .05. Results Among 979 610 encounters, 260 752 encounters (26.6%) had documented MPOA. Male sex, White race, older age (67.0 vs 54.3 years), and unmarried status were associated with a higher MPOA documentation rate (all, P < .001). In multivariable analyses, male sex (adjusted odds ratio [AOR], 1.07; 95% CI, 1.06-1.08) and unmarried status (AOR range, 1.41-1.75) were associated with higher odds of MPOA documentation. Dementia (AOR, 1.90; 95% CI, 1.86-1.93) and malignancy (AOR, 2.22; 95% CI, 2.19-2.25) were associated with higher odds, while discharge against medical advice was associated with lower odds (AOR, 0.91; 95% CI, 0.88-0.94) of MPOA documentation. Conclusions MPOA documentation rates were low, highlighting missed opportunities to identify alternate decision makers when a patient lacks capacity. Targeted interventions to promote surrogate decision-maker designation and documentation are needed, especially in inpatient care settings.

Importance Pyoderma gangrenosum (PG) is a rare neutrophilic dermatosis characterized by sterile ulcerative skin lesions. Multiple comorbidities and clinical features have been associated with PG, but no standardized guidelines exist for classifying PG phenotypes. Objective To develop an expert-established classification framework for PG phenotypes to inform treatment guidelines and future research endeavors. Evidence Review In this modified Delphi consensus study that included 23 board-certified dermatologists and Medical Dermatology Society members with expertise in PG, panelists completed 5 rounds of anonymous, iterative online surveys that were administered from December 2023 through July 2025. Before the beginning of the consensus exercise, a literature review was performed by nonvoting researchers to summarize existing data on PG clinical associations and comorbidities. A PubMed search from inception to September 2023 identified observational studies, narrative reviews, systematic reviews, and meta-analyses describing PG clinical associations and comorbidities that were published in English. Experts indicated their agreement with proposed PG phenotypes and disease modifiers with a consensus threshold of 70% or greater. Anonymous comments and aggregated results were presented in each subsequent round. In the final round, a framework of PG phenotypes and disease modifiers was proposed for agreement. Findings Twenty-three board-certified dermatologists and Medical Dermatology Society members with expertise in PG completed 5 rounds of iterative surveys. Consensus was reached on the final set of PG phenotypes and disease modifiers, with 83% of experts in agreement. PG phenotypes were overall classified into 2 major groups: PG with autoinflammatory syndromes and nonsyndromic PG. Nonsyndromic PG included 4 phenotypes: inflammatory bowel disease–associated PG, PG in association with hematologic cancers and blood dyscrasias, drug-induced PG, and other (including idiopathic) PG. Disease modifiers of PG phenotype presentations included involvement of special sites (head/neck, genitals, or peristomal skin) and extracutaneous manifestations. Conclusions and Relevance This expert-established, descriptive framework provides a standardized classification system for distinct PG phenotypes and its modifiers. This nomenclature may inform upcoming clinical guidelines and allow for consistency in reporting epidemiological research and outcomes among patients with PG.