Abstract Introduction Multiple pulmonary nodules (MPNs) are commonly encountered in patients at elevated risk for thoracic malignancy and represent a spectrum of disease states and stages. We evaluated the safety, and procedural outcomes of a combined robotic assisted bronchoscopy (RaB) and linear endobronchial ultrasound (EBUS) approach to patients with MPNs during a single bronchoscopic procedure. Methods This multicenter observational registry included patients who underwent RaB for evaluation of MPNs. Data were prospectively collected from six centers between 2019 and 2025. Demographics, imaging characteristics, safety events, and procedural outcomes were analyzed and associated with final diagnosis. Results A total of 191 patients underwent RaB with biopsy of MPN during a single procedure; 167 patients also underwent linear EBUS lymph node sampling. The strict per nodule diagnostic yield was 71.5% overall (first nodule 70.7%, second 74.3%, third 71.4%). At least one malignant nodule was identified in 127 patients (66.8%), and 85 patients (44.5%) had two or more malignant nodules; 15 patients (17.6%) demonstrated heterogeneous histopathology between malignant nodules. Among patients with non–small cell lung cancer, adequate cellularity for next generation sequencing was achieved in 82.6% of nodules. Malignant lymph nodes were identified in 10.8% (18/167). No patients with two pure ground glass nodules (0/8) had malignant nodal involvement. Pneumothorax occurred in 7.3% of cases, with 2.1% requiring chest tube placement; unplanned admissions occurred in 3.7%. Conclusion This study provides a large multisite registry evaluation of performance of simultaneous bronchoscopic sampling of multiple pulmonary nodules with EBUS staging during a single anesthesia event demonstrating an acceptable safety profile and adequacy for molecular profiling.
Developing an Echocardiography-Based, Automatic Deep Learning Framework for the Differentiation of Increased Left Ventricular Wall Thickness Etiologies
Aims Increased LV wall thickness is frequently encountered in transthoracic echocardiography (TTE). While accurate and early diagnosis is clinically important, given the differences in available therapeutic options and prognosis, an extensive workup is often required to establish the diagnosis. We propose the first echo-based, automated deep learning model with a fusion architecture to facilitate the evaluation and diagnosis of increased left ventricular (LV) wall thickness. Methods and Results Patients with an established diagnosis of increased LV wall thickness (hypertrophic cardiomyopathy (HCM), cardiac amyloidosis (CA), and hypertensive heart disease (HTN)/others) between 1/2015 to 11/2019 at Mayo Clinic Arizona were identified. The cohort was divided into 80%/10%/10% for training, validation, and testing sets, respectively. Six baseline TTE views were used to optimize a pre-trained InceptionResnetV2 model. Each model output was used to train a meta-learner under a fusion architecture. Model performance was assessed by multiclass area under the receiver operating characteristic curve (AUROC). A total of 586 patients were used for the final analysis (194 HCM, 201 CA, and 191 HTN/others). The mean age was 55.0 years, and 57.8% were male. Among the individual view-dependent models, the apical 4 chamber model had the best performance (AUROC: HCM: 0.94, CA: 0.73, and HTN/other: 0.87). The final fusion model outperformed all the view-dependent models (AUROC: CA: 0.90, HCM: 0.93, and HTN/other: 0.92). Conclusion The echo-based InceptionResnetV2 fusion model can accurately classify the main etiologies of increased LV wall thickness and can facilitate the process of diagnosis and workup.
Abstract 10648: The Presence of Iatrogenic Atrial Septal Defect Does Not Affect the Right Ventricular Strain Function in Patients with More Than Moderate Tricuspid Regurgitation
Background/Introduction: More than moderate tricuspid regurgitation (TR) at baseline is associated with worse outcome in MitraClip patients. The presence of iatrogenic ASD (iASD) may cause right-sided volume overload and lead to adverse events. However, the real effects of iASD are not well-investigated in these patients who are vulnerable to right-sided volume overload. Methods: Patients with more than moderate TR who underwent a successful MitraClip procedure in the period from June 2014 to September 2020 were identified from the Mayo institutional NCDR database. Follow-up transthoracic echocardiography (TTE) at about 1 year after the procedure was used to determine the presence of iASD, and speckle-tracking strain analysis was done. Patients were grouped according to the presence of iASD (iASD+ group vs. iASD- group) for statistical analysis. Results: A total of 141 consecutive patients were included for the final analysis (iASD+ group n=44 and iASD- group n=97). The mean age was 79.3 ± 8.8 years, and 72.3% were male. Follow-up echocardiography and speckle-tracking strain data did not show a significant difference in either left or right ventricular function in conventional echocardiographic parameters and strain. LA reservoir strain (13.7 ± 6.9 vs 11.5±7.5, P=0.0418) was the only parameter with significant difference among the two groups. Details are summarized in Table 1 . Conclusion: The presence of iASD can decompress the left atrium, but does not affect left or right ventricular strain function in MitraClip patients with more than moderate baseline TR.
Risk Factors for Survival and Thrombosis in Patients with Paroxysmal Nocturnal Hemoglobinuria (PNH): A Single Institution Study of 68 Patients.
Abstract Background: Paroxysmal Nocturnal Hemoglobinuria (PNH) is a clonal stem cell disorder characterized by intravascular hemolysis, thrombosis, bone marrow failure and reduced survival. In this current single institution study of patients with PNH, we investigate the risk factors predictive of survival and thrombosis. Methods: Data were abstracted from medical records of a consecutive cohort of patients with PNH seen at the Mayo Clinic. Diagnosis was confirmed by the presence of intravascular Hemolysis and either a positive Ham’s test, and/or by the presence of a GPI-deficient hematopoietic clone. Follow-up data were obtained by contacting the patients and by reviewing the social security death index. Results: i. Patients and treatment: The study cohort included 68 patients with PNH (median age 32 years, range 10–77; 33 females) with a median follow up of 84.5 months (range, 1–538 months). Presenting features included infection (n=9), thrombosis (n=9), neutropenia (absolute neutrophil count (ANC) < 1000) (n=32) severe intravascular hemolysis (n=16) and splenomegaly (n=11). Prior to the diagnosis of PNH, 6 patients (8.8%) carried a diagnosis of aplastic anemia (AA) and 2 (2.9%) myelodysplastic syndrome (MDS). Complications documented after diagnosis included major thrombosis (n=11), major hemorrhage (n=4), and development of AA (n=7), MDS (n=4), and non-hematologic cancer (n=4) but none experienced leukemic transformation. Treatment included prednisone (n=30), other immunosuppressive agents (n=6), androgens (n=10), and bone marrow transplantation (n=4). Review of treatment with systemic anticoagulation disclosed only 2 patients that were receiving prophylactic warfarin therapy and both patients remain free of thrombosis after 1 and 2 years of therapy. ii. Thrombotic events and risk factors: Overall, 20 patients (29.4 %) experienced one or more episodes of major thrombosis. Among several clinical and laboratory parameters evaluated at presentation, only the detection of urine hemoglobin and infection were found to be significantly associated with the occurrence of thrombosis (p=0.05) iii. Risk factors for survival To date, 18 patients (27%) have died and median survival for the study cohort is projected at 21.1 years. Multivariate analysis identified thrombosis (p=0.003) and an ANC of > 1000 (p= 0.05) at presentation as independent risk factors for inferior survival. In addition, the occurrence of major hemorrhage was significantly associated with poor survival (p= 0.04). Conclusion The current study provides natural history information in a relatively large cohort of patients with PNH and identifies certain disease features that could be further explored for their potential as risk factors for both thrombosis and survival.