18 research outputs found

    Research Paper on i-Residency

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    Unusual presentation of rare congenital anomaly: Isolated unilateral absence of a pulmonary artery

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    Unilateral absence of a pulmonary artery (UAPA) is a rare defect. It may be associated with other congenital cardiovascular malformations which present at an early age. Isolated UAPA (IUAPA), i.e., without any other cardiovascular malformations, usually is asymptomatic and presents in adulthood. In infancy, IUAPA may be suspected by the presence of recurrent respiratory infections and pulmonary hypertension (PHT). Here, we present a child with IUAPA who presented with intermittent cyanosis which is unusual. Echocardiography done showed the presence of severe PHT with a patent foramen ovale (PFO) with a right to left shunt. Detailed echo revealed the absence of right pulmonary artery which was confirmed by a multislice detector computed tomography (MDCT). Infants with unexplained PHT should be screened for the possibility of IUAPA. MDCT scan and magnetic resonance imaging (MRI) can confirm the echocardiographic diagnosis. The treatment plan depends on the presence of symptoms, size of pulmonary artery, and collaterals. Early surgical or hybrid intervention may improve survival. Medical management includes treatment for congestive cardiac failure and pulmonary vasodilators for PHT. Infants with severe PHT are difficult to treat and have poor prognosis

    Toward Automated Detection of Biased Social Signals from the Content of Clinical Conversations

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    Implicit bias can impede patient-provider interactions and lead to inequities in care. Raising awareness is key to reducing such bias, but its manifestations in the social dynamics of patient-provider communication are difficult to detect. In this study, we used automated speech recognition (ASR) and natural language processing (NLP) to identify social signals in patient-provider interactions. We built an automated pipeline to predict social signals from audio recordings of 782 primary care visits that achieved 90.1% average accuracy across codes, and exhibited fairness in its predictions for white and non-white patients. Applying this pipeline, we identified statistically significant differences in provider communication behavior toward white versus non-white patients. In particular, providers expressed more patient-centered behaviors towards white patients including more warmth, engagement, and attentiveness. Our study underscores the potential of automated tools in identifying subtle communication signals that may be linked with bias and impact healthcare quality and equity.Comment: Accepted by AMIA 2024 Annual Symposiu

    Conventional and novel [18F]FDG PET/CT features as predictors of CAR-T cell therapy outcome in large B-cell lymphoma

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    Abstract Relapse and toxicity limit the effectiveness of chimeric antigen receptor T-cell (CAR-T) therapy for large B-cell lymphoma (LBCL), yet biomarkers that predict outcomes and toxicity are lacking. We examined radiomic features extracted from pre-CAR-T 18F-fluorodeoxyglucose positron emission tomography/computed tomography ([18F]FDG PET/CT) scans (n = 341) of 180 patients (121 male; median age, 66 years). Three conventional (maximum standardized uptake value [SUVmax], metabolic tumor volume [MTV], total lesion glycolysis [TLG]) and 116 novel radiomic features were assessed, along with inflammatory markers, toxicities, and outcomes. At both pre-apheresis and pre-infusion time points, conventional PET features of disease correlated with elevated inflammatory markers. At pre-infusion, MTV was associated with grade ≥ 2 cytokine release syndrome (odds ratio [OR] for 100 mL increase: 1.08 [95% confidence interval (CI), 1.01–1.20], P = 0.031), and SUVmax was associated with failure to achieve complete response (CR) (OR 1.72 [95% CI, 1.24–2.43], P < 0.001). Higher pre-apheresis and pre-infusion MTV values were associated with shorter progression-free survival (PFS) (HR for 10-unit increase: 1.11 [95% CI, 1.05–1.17], P < 0.001; 1.04 [95% CI, 1.02–1.07], P < 0.001) and shorter overall survival (HR for 100-unit increase: 1.14 [95% CI, 1.07–1.21], P < 0.001; 1.04 [95% CI, 1.02–1.06], P < 0.001). A combined MTV and LDH measure stratified patients into high and low PFS risk groups. Multiple pre-infusion novel radiomic features were associated with CR. These quantitative conventional [18F]FDG PET/CT features obtained before CAR-T cell infusion, which were correlated with inflammation markers, may provide prognostic biomarkers for CAR-T therapy efficacy and toxicity. The use of conventional and novel radiomic features may thus help identify high-risk patients for earlier interventions
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