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Artificial intelligence for pancreatic cyst dysplasia grading: a multicenter endoscopic ultrasound study

Mascarenhas Saraiva, Miguel; Mota, Joana; Agudo, Belén; Mendes, Francisco; Widmer, Jessica; Ribeiro, Tiago; Pinto da Costa, António; Martins, Miguel; Almeida, Maria João; de la Iglesia, Daniel; Esteban, Carlos; Garcia de Paredes, Ana; Moris, Maria; de Carvalho, Mateus F; Lera, Marcos; Ferreira, João; Vilas-Boas, Filipe; Moutinho-Ribeiro, Pedro; Lopes, Susana; Gonzalez-Haba, Mariano; De Moura, Eduardo G; Macedo, Guilherme
BACKGROUND AND AIMS/UNASSIGNED:Pancreatic cystic lesions (PCLs) are increasingly detected because of the widespread use of imaging techniques. Among them, mucinous PCLs carry a higher malignancy risk, with intraductal papillary mucinous neoplasms (IPMNs) being the most frequent subtype. Accurate stratification based on the degree of dysplasia-low-grade dysplasia (LGD) versus high-grade dysplasia or carcinoma (HGD/C)-is essential to guide clinical management and avoid unnecessary surgical interventions. This study aimed to develop and evaluate a deep learning model for stratifying IPMNs into HGD/C and LGD using endoscopic ultrasound (EUS) images. METHODS/UNASSIGNED:This multicenter study included EUS images collected from 5 centers across Spain, Brazil, and the United States. Ground truth classification of IPMNs was established through cytologic and biochemical analysis of cyst fluid, EUS-guided through-the-needle biopsy, or surgical specimens. A deep learning model was trained to distinguish LGD from HGD/C. Model performance was assessed on the basis of sensitivity, specificity, accuracy, and area under the precision-recall curve. RESULTS/UNASSIGNED:A total of 51,046 EUS images were extracted from 30 examinations performed at 5 centers in Portugal, Spain, Brazil, and the United States. The model distinguished IPMNs with HGD/C from those with LGD with a sensitivity of 95.7%, a specificity of 88.7%, and an overall accuracy of 87.2%. The area under the receiver operating characteristic curve was 0.951. CONCLUSIONS/UNASSIGNED:To our knowledge, this is one of the first studies to evaluate the potential of an artificial intelligence model for dysplasia grading of IPMNs. Prospective validation of our model is necessary to ensure clinical benefit.
PMCID:13324231
PMID: 42394883
ISSN: 2949-7086
CID: 6063642

In-hospital SGLT2 inhibitor initiation, prescribing gaps, and 30-day all-cause readmission in heart failure with reduced ejection fraction: a US post-guideline cohort study

Pulatov, Otabek; Kim, Soo Young; Grossman, Zvi; Noor, Farhan; Salam, Bilal; Khan, Tahmid; Matam, Akhila; Wang, Shan; Caraccio, Thomas; Marzo, Kevin P
BACKGROUND:Heart failure accounts for more than one million US hospitalizations annually, with 30-day all-cause readmission approaching 25% and triggering CMS Hospital Readmissions Reduction Program penalties. The 2022 ACC/AHA/HFSA guideline and the 2023 ESC focused update elevated SGLT2 inhibitors to Class I therapy for heart failure with reduced ejection fraction (HFrEF) [1, 2]. The DAPA ACT HF-TIMI 68 prespecified meta-analysis demonstrated reductions in cardiovascular death or worsening heart failure (HR 0.71) and all-cause mortality (HR 0.57). Real-world prescribing patterns and 30-day readmission outcomes in the post-guideline US era are not well characterized. The relative contribution of clinical stability variables versus co-prescribed guideline-directed medical therapy (GDMT) to confounding has not been directly quantified in this setting. METHODS:We conducted a retrospective cohort study at four NYU Langone Health hospitals from January 2023 to January 2026. Adults with a primary heart failure discharge diagnosis were included. The prespecified primary analysis was in the HFrEF subgroup (LVEF ≤ 40%). The primary outcome was 30-day all-cause readmission. Stabilized inverse probability of treatment weighting (IPTW) was the primary adjustment, with overlap weighting (ATO) as sensitivity analysis. Hierarchical logistic regression decomposed the confounding contribution of clinical stability parameters relative to GDMT. The E-value assessed robustness to unmeasured confounding. RESULTS:Among 438 patients, 122 (27.9%) received in-hospital SGLT2 inhibitor initiation. The HFrEF rate was 41.6%, a sixfold increase from 6.6% reported in INSIGHT-HF (2020-2021). Patients with prior heart failure hospitalization received SGLT2 inhibitors at 11.4% versus 29.7% in those without (p < 0.001). In HFrEF (n = 221), 30-day readmission was 12.1% versus 31.8% (crude OR 0.29, 95% CI 0.14-0.61). The primary IPTW estimate was OR 0.34 (95% CI 0.13-0.91, p = 0.032). Sensitivity analyses were directionally consistent. Clinical stability parameters contributed only 9.3% confounding attenuation; GDMT was the dominant confounder. CONCLUSIONS:In a contemporary US post-guideline cohort, in-hospital SGLT2 inhibitor initiation reached 41.6% in HFrEF but remained low in patients with recent heart failure hospitalization. In-hospital SGLT2 inhibitor initiation was associated with lower 30-day all-cause readmission, though initiation was strongly bundled with discharge GDMT optimization and cannot be distinguished from a GDMT optimization effect with this study design. These findings should be considered hypothesis-generating. Because short-term safety events and post-discharge persistence were not systematically captured, these findings should not be interpreted as establishing the benefit-risk profile of inpatient SGLT2 inhibitor initiation. The prescribing gap in high-risk patients is an actionable quality-improvement target.
PMID: 42374214
ISSN: 1471-2261
CID: 6062522

Perspective/short review: Diagnosis and surgery for mostly dorsal thoracic spinal arachnoid webs with/ without Syrinxes and/or Spinal Arachnoid Cysts

Epstein, Nancy E; Agulnick, Marc A
BACKGROUND/UNASSIGNED:Predominantly Dorsal Thoracic Spinal Arachnoid Webs (DAW/SAW: 90%-100%), attributed to arachnoidal scarring obstructing cerebrospinal fluid (CSF) dynamics, typically cause dorsal cord compression. Their multiple etiologies include; trauma, idiopathic/post-surgical, inflammatory/infection, subarachnoid hemorrhage, and/or congenital defects. METHODS/UNASSIGNED:Patients with DAW/SAW are typically in their early/mid-fifties, and present with; back pain (i.e., 41.2%-88.9%), motor deficits (i.e. 59%-77.8%), sensory loss (i.e., numbness 65%-66.7%), and/or sphincter dysfunction (i.e., 33.3%). RESULTS/UNASSIGNED:MR and Myelo-CT studies for DAW/SAW classically demonstrate the positive scalpel sign (i.e., single or multilevel dorsally compressive "fluid" collections often containing multiple loculations/fenestrations usually accompanied by Syrinxes (i.e., 44 - 83%), and/or Spinal Arachnoid Cyst (SAC) formation. Conservative treatment is rarely effective. Alternatively, surgery consisting of laminectomy/decompression, resection/ lysis, marsupialization and/or fenestration of loculated collections including attendant SAC resections, and decompression/shunting of Syrinxes, results in postoperative improvement in up to 91% of patients. CONCLUSION/UNASSIGNED:Patients with DAW/SAW typically present with MR/Myelo-CT studies that demonstrate the dorsal thoracic positive scalpel sign in conjunction with Syrinxes, and/or SAC. Surgery typically includes laminectomy/ decompression, lysis/resection of arachnoidal adhesions with marsupialization/fenestration, and/or shunting, to achieve up to a 91% incidence of postoperative neurological improvement.
PMCID:13331220
PMID: 42404453
ISSN: 2229-5097
CID: 6062922

Mapping malignancy: Multicenter study addressing topographic challenges in biliary stricture artificial intelligence analysis

Mascarenhas, Miguel; Pinto da Costa, Antonio Miguel; de Carvalho, Matheus Ferreira; Ribeiro, Tiago; Widmer, Jessica; Lera Dos Santos, Marcos Eduardo; Agudo, Belen; Mendes, Francisco; Martins, Miguel; Afonso, João; Mota, Joana; Almeida, Maria João; Marílio Cardoso, Pedro; de la Iglesia Garcia, Daniel; Pérez-González, Ana; Moris Felgueroso, María; Kim, Grace; Siddiqui, Uzma D; Vilas Boas, Filipe; Lopes, Susana; Pereira, Pedro; Ferreira, João; de Moura, Eduardo Guimarães Hourneaux; Macedo, Guilherme; González-Haba Ruiz, Mariano
BACKGROUND AND STUDY AIMS/UNASSIGNED:Cholangiocarcinoma (CCa) is a complex malignancy of the biliary tract, classified as intrahepatic, perihilar, or distal. Digital single-operator cholangioscopy (D-SOC) enhances evaluation of biliary strictures, although it remains limited by suboptimal biopsy yield and technical constraints. Artificial intelligence (AI), particularly convolutional neural networks (CNNs), has emerged as a promising adjunct. However, performance across anatomical subtypes is not well defined. This study evaluated diagnostic performance of an AI-based model in detecting CCa lesions by location. PATIENTS AND METHODS/UNASSIGNED:A YOLOv8-based CNN was trained and validated using 315,993 D-SOC images from 183 patients across six international high-volume centers. Images were labeled as benign or malignant based on expert consensus. Frame-based analysis assessed diagnostic performance using macro-average F1-score, precision, and recall. Subgroup analysis explored anatomical site-specific performance. RESULTS/UNASSIGNED:Among the included patients (mean age 66.1±12.1 years; 64.5% male), 43.2% had perihilar, 37.2% intrahepatic, and 19.7% distal biliary strictures. The model demonstrated high overall performance: F1 score 95.3%, precision 95.5%, and recall 95.1%. Site-specific analysis revealed an F1 score of 89.6% for distal strictures and 91.1% for perihilar strictures. Receiver operating characteristic curves showed areas under the curve of 0.980 for intrahepatic strictures and 0.990 for perihilar and distal strictures. CONCLUSIONS/UNASSIGNED:This is the first study to demonstrate AI-based diagnostic performance across CCa topography using a large, multicenter D-SOC dataset. Although anatomical complexity affects detection, the model's high precision and generalizability suggest potential for clinical utility. These results support application of an AI-enhanced algorithm decision algorithm for cholangioscopy.
PMCID:13289965
PMID: 42344394
ISSN: 2364-3722
CID: 6056032

When benign mimics malignancy: a call for surgical restraint and clinical nuance in endometriosis-associated ovarian masses [Editorial]

Nezhat, Farr; Rashidian, Pegah
PMID: 42325724
ISSN: 2666-3341
CID: 6055182

Seven-Year Valve Durability With Transcatheter or Surgical Aortic Valve Replacement: An Ad Hoc Analysis of the PARTNER 3 Randomized Clinical Trial

Ternacle, Julien; Hahn, Rebecca T; Silva, Iria; Alperi, Alberto; Giuliani, Carlos; Zanuttini, Antonela; Théron, Alexis; Dahou, Abdellaziz; Cristell, Nicole; Woods, Timothy; Guzzetti, Ezequiel; Turgeon, Pierre Yves; Bernier, Mathieu; Mahjoub, Haïfa; Paquin, Amélie; Skaf, Sabah; Beaudoin, Jonathan; Kodali, Susheel K; Russo, Mark; Kapadia, Samir R; Malaisrie, S Chris; Cohen, David J; Leipsic, Jonathon; Blanke, Philipp; Williams, Mathew R; McCabe, James M; Brown, David L; Babaliaros, Vasilis; Goldman, Scott; Szeto, Wilson Y; Généreux, Philippe; Pershad, Ashish; Nazif, Tamim M; Zhang, Yiran; Gunnarsson, Marissa; Webb, John G; Makkar, Raj R; Thourani, Vinod H; Mack, Michael J; Leon, Martin B; Pibarot, Philippe; ,
IMPORTANCE/UNASSIGNED:As transcatheter aortic valve replacement (TAVR) is considered for younger and lower-risk populations, the durability of bioprosthetic valves is increasingly important. Limited data exist on long-term (7 years and beyond) valve durability. OBJECTIVE/UNASSIGNED:To report 7-year valve durability outcomes for low-risk patients with symptomatic severe aortic stenosis treated with TAVR vs surgery. DESIGN, SETTING, AND PARTICIPANTS/UNASSIGNED:Between March 2016 and October 2017, a total of 1000 patients were enrolled at 71 centers in the US and Canada and randomized to undergo TAVR vs surgery. The patient population for the present analysis consisted of all patients who underwent valve implantation (495 with TAVR and 453 with surgery). The last 7-year follow-up occurred in March 2025. INTERVENTIONS/UNASSIGNED:Patients were randomized to balloon-expandable TAVR with the SAPIEN 3 valve or surgery with any commercially available valve. MAIN OUTCOMES AND MEASURES/UNASSIGNED:The main outcomes of this analysis were stage 2 or 3 bioprosthetic valve dysfunction (BVD) related to structural valve deterioration (SVD), thrombosis, or endocarditis; all-cause bioprosthetic valve failure (BVF); BVF related to SVD; and aortic valve reintervention at 7 years. Analyses are presented as cumulative incidence rates with death as a competing risk. RESULTS/UNASSIGNED:The mean (SD) age of the study population was 73.5 (6.0) years, and 657 participants (69.3%) were male. Of 671 patients who were still alive and enrolled in the study at 7-year follow-up, 537 (80.0%) were available for echocardiographic analysis. Cumulative incidence rates of stage 2 or 3 SVD-related BVD (7.3% vs 7.6%; hazard ratio [HR], 0.96; 95% CI, 0.59-1.57; P = .88), all-cause BVF (6.9% vs 7.5%; HR, 0.91; 95% CI, 0.55-1.49; P = .69), SVD-related BVF (3.9% vs 5.3%; HR, 0.72; 95% CI, 0.39-1.36; P = .31), and valve reintervention (6.0% vs 5.5%; HR, 1.09; 95% CI, 0.62-1.90; P = .77) were low and similar for TAVR and surgery, respectively. Stage 2 or 3 thrombosis-related BVD (subclinical and clinical) occurred more frequently with TAVR (5.2% vs 0.9%; HR, 5.52; 95% CI, 1.92-15.85; P < .001), although most events occurred within 3 years and few progressed to BVF. Rates of stage 2 or 3 endocarditis-related BVD were also low and similar (0.4% in the TAVR group vs 0.5% in the surgery group; HR, 0.85; 95% CI, 0.12-6.07; P = .87). The proportion of patients alive and free of all-cause BVF was 73.4% (331/451) with TAVR vs 74.8% (288/385) with surgery (P = .69). CONCLUSIONS AND RELEVANCE/UNASSIGNED:In this ad hoc analysis of a randomized clinical trial among low-risk patients with symptomatic severe aortic stenosis randomized to TAVR or surgery, both TAVR and surgery demonstrated comparable and sustained valve durability, with low and similar rates of SVD, all-cause BVF, and reintervention through 7 years. These findings may inform discussions of valve replacement strategies. TRIAL REGISTRATION/UNASSIGNED:ClinicalTrials.gov Identifier: NCT02675114.
PMID: 42340728
ISSN: 2380-6591
CID: 6055832

Prostatic artery embolization and imaging-based biomarkers: current tools in monitoring treatment response and emerging strategies

Wu, Gavin; Lodhi, Umairullah; Tenney, Robert; Makary, Mina S; Hoffmann, Jason C
Prostatic artery embolization (PAE) is a safe and effective minimally invasive treatment for lower urinary tract symptoms (LUTS) attributed to benign prostatic hyperplasia (BPH), including in patients with large prostates, who are poor surgical candidates or wish to avoid the morbidity of conventional surgery or transurethral interventions. As PAE becomes more widely adopted for BPH-related LUTS, objective measures of assessing treatment response are needed beyond symptom-based tools such as the International Prostate Symptom Score (IPSS) and Quality-of-Life (QoL) index. Imaging biomarkers complement these subjective endpoints by quantifying structural, functional, ischemic, and microstructural changes within the prostate before and after embolization. This review summarizes the principal imaging modalities used for biomarker assessment in PAE, with emphasis on ultrasound, magnetic resonance imaging (MRI), and computed tomography (CT) scans, and examines the current literature on imaging biomarkers of treatment response. Volumetric biomarkers, including whole prostate volume, central gland volume, and zonal volumetry index, provide quantitative assessment of gland reduction and may help predict clinical improvement, with zonal parameters showing stronger associations with symptomatic outcomes than whole-gland measurements alone. Functional biomarkers such as postvoid residual volume offer objective evaluation of bladder emptying alongside volumetric assessment, whereas ischemia-based biomarkers derived from contrast-enhanced MRI directly reflect embolization-induced devascularization. Diffusion-weighted imaging and apparent diffusion coefficient mapping provide additional information regarding post-embolization tissue remodeling, with b-value selection influencing early infarct detection. Emerging tools, including ultrasound elastography, radiomics, and artificial intelligence-assisted image analysis, may further refine patient selection, standardize response assessment, and improve predictive modeling, though prospective PAE-specific validation remains needed. Imaging biomarkers provide a more objective framework for evaluating PAE treatment response, with the potential to standardize outcome reporting, facilitate earlier identification of treatment success or failure, and guide biomarker-driven clinical decision-making. Prospective validation in larger PAE-specific cohorts remains essential before broader clinical adoption.
PMID: 42360341
ISSN: 2366-0058
CID: 6056462

Cerclage for singleton pregnancies with an extremely short cervix (≤10 mm) and no history of spontaneous preterm birth: A multisite observational study

Kansal, Namita; Lantigua-Martinez, Meralis; Friedman, Steven; Khurana, Sonia; Goldberger, Cody; Hade, Erinn M; Silverstein, Jenna; Berger, Dana; Roman, Ashley S; Brandt, Justin S; Penfield, Christina A
INTRODUCTION/UNASSIGNED:There is uncertainty about the benefits of cerclage in patients with transvaginal cervical length (TVCL) ≤10 mm and no prior spontaneous preterm birth. Our aim was to assess whether cervical cerclage in these patients was associated with prolonged pregnancy latency. METHODS/UNASSIGNED:This was an observational study of asymptomatic singleton pregnancies without a history of spontaneous preterm birth with extremely short cervix (TVCL ≤10 mm) in the second trimester. Exposure and outcome data were extracted manually from medical charts by obstetric providers, with all outcomes occurring prior to study initiation. All patients were prescribed vaginal progesterone and those with a cervical dilation >1.5 cm were excluded. The primary outcome was time interval from diagnosis to delivery (or 37 weeks' gestation, whichever occurred first). Secondary outcomes included gestational age at delivery, mode of delivery, and neonatal outcomes. We adjusted for parity and used log-binomial regression to estimate the relative risk for categorical variables and linear regression to estimate mean differences for continuous variables. RESULTS/UNASSIGNED:There were 247 patients with TVCL ≤10 mm during anatomy scan. After exclusions, 87 remained, of which 55 (63.2%) received cervical cerclage. At the time of diagnosis, the mean cervical length was 5.8 mm (cerclage group) versus 7.4mm (no cerclage group, difference: -1.6, 95% CI -0.6, -2.6) and the gestational age was 21.0 weeks (cerclage group) versus 22.1 weeks (no cerclage group, -1.1, 95% CI -1.8, -0.3). Mean pregnancy latency was longer in the cerclage group compared to the no cerclage group (13.4 vs 11.1 weeks, 2.2, 95% CI -0.3, 4.9), though there was a high level of uncertainty in the estimate. Term delivery occurred 30% more often in the cerclage group compared to the no cerclage group (RR 1.31, 95% CI 0.96, 1.79). CONCLUSION/UNASSIGNED:In our cohort, patients with extremely short cervix who received a cerclage had longer pregnancy latency than those who did not receive cerclage and more patients achieved term gestation, suggesting a potential benefit of cerclage in this population. However, given the high level of uncertainty of our estimates, additional research is needed to investigate these findings.
PMCID:13290289
PMID: 42344621
ISSN: 2997-9684
CID: 6056072

B Cells and B Cell Depletion in Autoimmunity and Atherosclerosis

Solomon, Jenny Lue; Dubbaka, Anjali; Srivastava, Ankita; Belilos, Elise; Leon, Joshua De; Carsons, Steven E; Reiss, Allison B
Although previously B cells had been underestimated in comparison to T cells in their role in autoimmunity, now, their impact is well established. Via secretion of autoantibodies, presentation of autoantigens, regulation of antigen processing and presentation, and release of inflammatory cytokines, B cells can mediate cytotoxicity and lead to organ damage. B cell depletion via CD20 targeting effectively eliminates B cells in the blood and primary lymph organs and has found an effective role in the treatment of both rheumatological and neurological diseases. The neonatal Fc receptor (FcRn) is a key component of immune regulation that prevents IgG (produced by B cells) from degradation by lysosomes, sending it back into the extracellular compartment, thereby extending its half-life. This abundance of pathogenic IgG can lead to the development of autoimmune disease. The interplay between these two mechanisms of autoimmunity provides the great potential for combination therapy to reduce existent pathogenic IgG as well as prevent the production of new autoantibodies, though further investigation is needed to determine the risks, particularly of infection. This paper will explore existing B cell depleting treatments and FcRn inhibitors, and consider the potential impact for autoimmune disease as well as for the treatment of atherosclerosis.
PMCID:13300963
PMID: 42355450
ISSN: 2075-1729
CID: 6056312

Effectiveness of Proprioceptive Neuromuscular Facilitation Compared with Standardized Exercise-Based Physiotherapy for Chronic Shoulder Pain Treated with Ultrasound-Guided Corticosteroid Injections: A Randomized Controlled Trial

de Sire, Alessandro; Demeco, Andrea; Prestifilippo, Emanuele; De Socio, Rita Ilaria; Mazzei, Marco; Filippo, Annunziata; Fasano, Stefano; Efremov, Kristian; Marotta, Nicola; Ammendolia, Antonio
PMCID:13301735
PMID: 42346753
ISSN: 2411-5142
CID: 6056112