Citations

Purpose: This study examined whether phoneme-level posterior probabilities generated by an articulatory-informed deep learning model (Phonet) can serve as interpretable and sensitive markers of articulatory impairment in motor speech disorders (MSDs). The goal was to determine whether these features distinguish individuals with and without MSDs and reflect varying severity levels of articulatory impairment. Method: A total of 676 participants (199 with MSDs, 477 without MSDs) completed a remotely captured word repetition task. Speech recordings were phonetically aligned, and posterior probabilities were extracted using a retrained version of the Phonet model, which estimates frame-level probabilities for 23 phonological classes. Segment-level posterior values were computed and compared across groups and severity levels using linear mixed-effects regression models. Results: Posterior probabilities were significantly reduced in the MSD group across all phoneme types. Within the MSD group, posterior probabilities decreased progressively with greater clinical severity, as measured by both perceptual sound distortion ratings and a cumulative articulation error score. Segment-specific analyses revealed systematic differences across phoneme classes, indicating that posterior probabilities capture distinct patterns of articulatory degradation associated with motor speech impairment. Conclusions: Phoneme-level posterior probabilities serve as interpretable, segment-specific indicators of articulatory impairment in MSDs. These features differentiate clinical status and reflect gradations of severity, making them promising tools for augmenting traditional perceptual speech assessments. Their linguistic transparency and scalability support future clinical applications in diagnosis, monitoring, and targeted intervention.

PURPOSE Patients with breast cancer requiring postmastectomy radiation therapy (PMRT) often desire breast reconstruction. Reconstructions can be adversely affected by PMRT, and fear of reconstruction complications has discouraged adoption of short-course radiation therapy used after lumpectomy. To fill the evidence gap, we conducted a noninferiority trial of hypofractionated versus conventional PMRT in patients undergoing breast reconstruction. The primary outcome was reconstruction complication rate, a composite of wound healing, readmission, capsular contracture, unplanned reoperation, and reconstruction failure. METHODS Women with unilateral invasive breast cancer with planned immediate or delayed reconstruction and PMRT were randomly assigned (1:1) to 50 Gy (25 fractions/5 weeks) or 42.56 Gy (16 fractions/3 weeks). This study was designed with a noninferiority margin of 10%, assuming a 2-year reconstruction complication rate of 25% with conventional PMRT. Randomization was stratified by immediate versus delayed and autologous versus implant-only reconstruction. RESULTS Between 2018 and 2021, 898 patients enrolled with a median follow-up of 3.9 years; 825 patients were evaluable for the primary end point. The 24-month reconstruction complication rates were 12.3% (52/422) with hypofractionated PMRT and 10.2% (41/403) with conventional PMRT, corresponding to an estimated difference of -2.1% (95% CI, -6.5 to 2.2). The complication rate was higher (regardless of arm) with implant-only versus autologous reconstruction (odds ratio = 1.65). There was no statistically significant difference in 36-month locoregional recurrence rates: 1.5% (95% CI, 0.7 to 3.2) with hypofractionated and 2.2% (95% CI, 1.1 to 4.3) with conventional PMRT. Acute and late toxicity rates were not statistically different. CONCLUSION A 16-fraction course of hypofractionated PMRT is safe and noninferior to conventional PMRT in women undergoing breast reconstruction after mastectomy.

BACKGROUND: Type 2 long-QT syndrome results from KCNH2 -encoded Kv11.1 loss-of-function, but whether secondary inward-current dysfunction amplifies dysfunction remains unclear. METHODS: We characterized sodium ( SCN5A , I Na ) and L-type calcium channel ( CACNA1C , I Ca ) function in KCNH2-G604S and variant-corrected isogenic control induced pluripotent stem cell–derived cardiomyocytes (iPSC-CMs). Whole-cell patch-clamp measured action potential duration at 90% repolarization (APD90), and potassium (I Kr ), sodium (I Na ), and calcium (I Ca, L ) currents. Fluo-4 imaging quantified calcium transients. A modified Kernik-Clancy iPSC-CM model incorporated experimentally measured persistent I Na,L and I Ca,L fractions and simulated isolated and combined current defects. RESULTS: KCNH2-G604S caused severe I Kr loss-of-function (72.5% reduction). APD90 was prolonged in G604S-iPSC-CMs (765±58 ms) compared with isogenic controls (368±37 ms; P <0.005), with early afterdepolarizations in 50% of G604S cells. Nifedipine, verapamil, and mexiletine successfully shortened APD90 and abolished early afterdepolarizations. Compared with isogenic control, I Na,L (0.60±0.1% versus 0.26±0.06%; P <0.01), persistent I Ca,L (2.88±0.55% versus 1.26±0.35%; P <0.05), and calcium transient decay times ( P <0.0001) were greater in G604S iPSC-CMs. Increased persistent I Ca,L was phenocopied by E-4031 in isogenic controls and reduced by nifedipine in G604S iPSC-CMs. In silico modeling revealed that the I Kr defect alone prolonged APD90 to only 620 ms. The addition of the observed I Na,L defect had a small additive effect (+20 ms); however, incorporating persistent I Ca,L synergistically extended APD90 to 758 ms, replicating the experimental phenotype. Flux dynamics analysis indicated that this persistent Ca 2+ entry suppresses the forward-mode sodium-calcium exchanger, forcing a compensatory reliance on sarcoplasmic-endoplasmic reticulum Ca-ATPase that primes for calcium instability. CONCLUSIONS: The KCNH2-G604S variant drives a severe multihit phenotype via primary I Kr loss-of-function and secondary state-dependent gain-of-function in persistent I Ca,L . These comprehensive validations demonstrate that the remodeled persistent I Ca,L acts as the essential amplifier driving extreme action potential duration prolongation and Ca 2+ mishandling.

ABSTRACT Persistent gaps in anatomical knowledge among incoming residents have raised concerns about clinical preparedness, especially in surgical and interventional disciplines. Conventional anatomy instruction and limited cadaveric exposure and learning opportunities in medical curricula have prompted calls for innovative, clinically focused anatomical curricular integration in clinical training. This article describes the development, implementation, and impact of a tailored Year 4 Clinical Anatomy Elective in the Department of Clinical Anatomy at Mayo Clinic, designed to reinforce competency in clinically relevant anatomical understanding and support learners' perceived preparedness during transitions to residency. A 4‐week elective was designed for fourth‐year medical students interested in pursuing a specific residency program. The course was personalized for students' clinical interests and incorporated fresh tissue dissection, simulation, procedural skills training, and imaging using an immersive learning platform. The elective was structured within the experiential learning model using a guided, self‐directed format within a multicapability laboratory and instructional environment, grounded in constructivist theory. A 5‐year review of elective records and informal thematic analysis of student feedback were conducted. Most participants pursued surgically related specialties, with orthopedic surgery being the most common. Exploratory thematic analysis identified six core themes: Professional Identity Formation, Educational Benefits, Learning Challenges, Connection to Clinical Practice, Patient Care Implications, and Future Preparation and Transferability. These students perceived gains in areas aligned with ACGME milestones: increased confidence, greater preparedness for residency, and improvement in their ability to apply anatomical knowledge in clinical settings. This perception may be indicative of lifelong learning and early educator identity formation. A specialty‐specific, clinically integrated anatomy elective may support learners' perceived preparedness for residency, reinforce clinically relevant anatomical understanding, and support the development of educational and professional competencies. Such targeted interventions may help address perceived gaps in anatomical preparedness during the transition to residency and contribute to postgraduate training within a competency‐based medical education framework.

Background & Aims: We examined treatment patterns and clinical outcomes in a contemporary cohort of children with newly diagnosed inflammatory bowel disease (IBD) in a large, commercially insured U.S. population. Methods: Using the OptumLabs® Data Warehouse, we created an inception cohort of physician-diagnosed IBD in children aged 6–17 years between 2007–23. We examined cumulative incidence of hospitalization, surgery, safety events, and medication use in patients with Crohn's disease (CD) and ulcerative colitis (UC), overall and stratified by diagnostic era, race and ethnicity, sex, and age at diagnosis. Results: Among 787 children with newly diagnosed CD (age at diagnosis, 13.4±2.9y; 57% male; 82% White, 5% Black, 7% Hispanic) followed over mean 4.6±3.0y, 5-year risk of IBD-related hospitalization and major surgery was 30% and 10%, respectively. In children diagnosed in 2019–23, 1-year cumulative use of corticosteroids and advanced therapy was 46% and 75%, respectively; advanced therapy use increased significantly over time (aHR, 3.43 [95% CI, 2.71–4.32] for 2019–23 vs. 2007–12), while corticosteroid use declined (0.67 [0.53–0.84]). Risk of IBD-related hospitalization was lower in children diagnosed between 2019–23 (0.65 [0.43–0.97]) compared with those diagnosed between 2007-12; surgical risk did not decline significantly, with confidence intervals compatible with a clinically meaningful reduction. Among 399 children with newly diagnosed UC (age at diagnosis, 14.0±3.0y; 53% male; 78% White, 5% Black, 7% Hispanic) followed over 4.5±3.0y, 5-year risk of IBD-related hospitalization and colectomy was 36% and 8%, respectively. Advanced therapy use increased significantly over time (4.46 [2.85–6.98] for 2019–23 vs. 2007–12), with no significant change in hospitalization or surgical risk across eras. No consistent racial and ethnic, age, or sex differences in advanced therapy use or clinical outcomes were identified in either CD or UC. Conclusions: In a contemporary cohort of commercially insured children with newly diagnosed IBD, early advanced therapy use has increased markedly over time. Surgical risk did not decline significantly in either disease; however, the study was not powered to exclude a clinically meaningful reduction, and these findings are hypothesis-generating rather than conclusive.

Background African American adults experience a disproportionate burden of dementia, shaped by structural and clinical factors that remain unclear. Objective To quantify associations between multimorbidity, polypharmacy, and cognition in the context of neighborhood disadvantage. Methods This study is a cross-sectional analysis of 348 African American adults aged 45–92 years (mean 64.3 years; 73.6% female) from the Aging Research Characterizing Health Exposome via Social drivers (ARCHES) cohort. Comorbidity burden was assessed using a modified Charlson Comorbidity Index (CCI), polypharmacy as ≥5 medications, and neighborhood disadvantage using the Area Deprivation Index (ADI). Linear regression estimated associations with a Preclinical Alzheimer’s Cognitive Composite (PACC). The polypharmacy model included modified CCI as a covariate, and effect modification by ADI was assessed using an interaction term between polypharmacy and ADI. Results Higher modified CCI was associated with lower cognitive performance (B = −0.071; 95% CI: −0.130, −0.012). Polypharmacy was not independently associated with cognition after modified CCI adjustment (B = −0.081; β = −0.057; p = 0.257). No significant ADI interaction was found (p = 0.064).