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Tseng, A S

0000-0002-9181-1970

Mayo Clinic

Department of Cardiovascular Medicine, Mayo Clinic Florida, 4500 San Pablo Rd S, Jacksonville, FL 32224, USA.

Citations 10

Evaluating large language models in echocardiography reporting: opportunities and challenges
Chao, Chieh-Ju, Banerjee, Imon , Arsanjani, Reza , Ayoub, Chadi , Tseng, Andrew S. , Delbrouck, Jean-Benoit, Kane, Garvan C. , López-Jiménez, Francisco , Oh, Jae K. , Fei-Fei, Li , Adeli, Ehsan, Tseng, A S , Erickson, Bradley, Banerjee, Imon , Lopez-Jimenez, Francisco , Arsanjani, Reza , Chao, Chieh‐Ju , Attia, Zachi I. , Erickson, Bradley J. , Adeli, Ehsan , Langlotz, Curtis P.

European Heart Journal - Digital Health | November 27, 2024 | Volume: 6 | Issue: 3 | Pages: 326-339

10.1093/ehjdh/ztae086 Get It

Abstract Aims The increasing need for diagnostic echocardiography tests presents challenges in preserving the quality and promptness of reports. While Large Language Models (LLMs) have proven effective in summarizing clinical texts, their application in echo remains underexplored. Methods and results Adult echocardiography studies, conducted at the Mayo Clinic from 1 January 2017 to 31 December 2017, were categorized into two groups: development (all Mayo locations except Arizona) and Arizona validation sets. We adapted open-source LLMs (Llama-2, MedAlpaca, Zephyr, and Flan-T5) using In-Context Learning and Quantized Low-Rank Adaptation fine-tuning (FT) for echo report summarization from ‘Findings’ to ‘Impressions.’ Against cardiologist-generated Impressions, the models’ performance was assessed both quantitatively with automatic metrics and qualitatively by cardiologists. The development dataset included 97 506 reports from 71 717 unique patients, predominantly male (55.4%), with an average age of 64.3 ± 15.8 years. EchoGPT, a fine-tuned Llama-2 model, outperformed other models with win rates ranging from 87% to 99% in various automatic metrics, and produced reports comparable to cardiologists in qualitative review (significantly preferred in conciseness (P < 0.001), with no significant preference in completeness, correctness, and clinical utility). Correlations between automatic and human metrics were fair to modest, with the best being RadGraph F1 scores vs. clinical utility (r = 0.42) and automatic metrics showed insensitivity (0–5% drop) to changes in measurement numbers. Conclusion EchoGPT can generate draft reports for human review and approval, helping to streamline the workflow. However, scalable evaluation approaches dedicated to echo reports remains necessary.
Utilizing median and maximum QTc values improves prediction of breakthrough cardiac events in pediatric long QT syndrome
Rohatgi, Ram K., Tseng, Andrew S. , Sugrue, Alan , Lee, Alexander T. , Wackel, Phillip L., Cannon, Bryan C. , Bos, J. Martijn , Ackerman, Michael J. , Sugrue, Alan , Wackel, Philip , Ackerman, Michael J , Tseng, A S , Bos, Johan M , Scott, Christopher G.

Journal of Cardiovascular Electrophysiology | May 10, 2024 | Volume: 35 | Issue: 7 | Pages: 1370-1381

10.1111/jce.16293 Get It

AbstractIntroductionAlthough prior studies indicate that a QTc > 500 ms on a single baseline 12‐lead electrocardiogram (ECG) is associated with significantly increased risk of arrhythmic events in long QT syndrome (LQTS), less is known about the risk of persistent QT prolongation. We sought to determine QTc persistence and its prognostic effect on breakthrough cardiac events (BCEs) among pediatric patients treated for LQTS.MethodsWe performed a retrospective analysis of 433 patients with LQTS evaluated, risk‐stratified, and undergoing active guideline‐based LQTS treatment between 1999 and 2019. BCEs were defined as arrhythmogenic syncope/seizure, sudden cardiac arrest (SCA), appropriate VF‐terminating ICD shock, and sudden cardiac death (SCD).ResultsDuring the median follow‐up of 5.5 years (interquartile range [IQR] = 3–9), 32 (7%) patients experienced a total of 129 BCEs. A maximum QTc threshold of 520 ms and median QTc threshold of 490 ms were determined to be strong predictors for BCEs. A landmark analysis controlling for age, sex, genotype, and symptomatic status demonstrated models utilizing both the median QTc and maximum QTc demonstrated the highest discriminatory value (c‐statistic = 0.93–0.95). Patients in the high‐risk group (median QTc > 490 ms and maximum QTc > 520 ms) had a significantly lower BCE free survival (70%–81%) when compared to patients in both medium‐risk (93%–97%) and low‐risk (98%–99%) groups.ConclusionsThe risk of BCE among patients treated for LQTS increases not only based upon their maximum QTc, but also their median QTc (persistence of QTc prolongation). Patients with a maximum QTc > 520 ms and median QTc > 490 ms over serial 12‐lead ECGs are at the highest risk of BCE while on guideline‐directed medical therapy.
Limb and cardiovascular event risk in type 1 and 2 diabetic patients with peripheral artery disease
Sykora, Daniel , Firth, Christine , Girardo, Marlene , Tseng, Andrew S. , Wennberg, Paul W. , Liedl, David , Shamoun, Fadi , Tseng, A S , Wennberg, Paul

Vasa | July 31, 2023 | Volume: 52 | Issue: 5 | Pages: 310-316

10.1024/0301-1526/a001086 Get It

Summary: Background: Peripheral artery disease (PAD) is a risk factor for adverse limb events (LE) and cardiovascular events (CVE) that coexists with type 1 (T1) and 2 (T2) diabetes mellitus (DM). Little is known about comparative risk of LE and CVE in T1/T2 DM patients with PAD. Patients and methods: We queried our database of 40,144 patients ≥18 years old who underwent ankle brachial index (ABI) measurement from 01/1996-02/2020. We isolated T1/T2 DM patients with PAD diagnosed by ankle brachial index (ABI; low [<1.0] or elevated [>1.4]) and retrieved demographics including glycated hemoglobin (HbA1c). Primary outcomes were LE (critical limb ischemia/vascular amputation) and CVE (myocardial infarction/ischemic stroke). All-cause mortality was a secondary outcome. Multivariable Cox proportional regression yielded hazard ratios (HR) with 95% confidence intervals (CI) after adjusting for pertinent risk factors including age, hypertension, hyperlipidemia, smoking, and HbA1c. Results: Our study found 10,156 patients with PAD and DM (34% T1DM, 66% T2DM) with median follow-up time 34 mo (IQR 85 mo). T1DM patients were younger than T2DM (mean age 67 vs. 70 years), with higher median HbA1c (7.7 [IQR 1.9] vs. 6.7% [IQR 1.6]), and more prevalent hypertension, hyperlipidemia, CAD, and CKD. Antiplatelet and statin use was equivocal. Elevated ABI was more common in T1DM (47 vs. 28%). LE occurred in 23% and CVE in 12% patients. LE risk was higher in T1 than T2 DM patients (HR 1.58 [95% CI 1.44, 1.73], p<0.0001), but CVE and all-cause mortality were equivocal. These observations were preserved across ABI and HbA1c subgroup analyses. Conclusions: PAD patients with T1DM had a higher LE risk than those with T2DM, even after adjustment for glycemic control and pertinent risk factors, but CVE risk and all-cause mortality were equivocal. These data suggest a potential role for more intensive LE risk modification in PAD patients with T1DM, but further investigation is needed.
Substrate Characterization and Outcomes of Catheter Ablation of Ventricular Arrhythmias in Patients With Mitral Annular Disjunction
Ezzeddine, Fatima M. , Siontis, Konstantinos C. , Giudicessi, John R. , Ackerman, Michael J. , Killu, Ammar M. , Deshmukh, Abhishek , Madhavan, Malini , Zyl, Martin van , Vaidya, Vaibhav R. , Karki, Roshan , Munger, Thomas M. , Asirvatham, Samuel J. , Munoz, Freddy Del‐Carpio , Giudicessi, J R , Deshmukh, Abhishek J , van Zyl, Martin , Tseng, A S , McLeod, Christopher J , Asirvatham, Samuel J , Del-Carpio Munoz, Freddy , Ezzeddine, Fatima , Tseng, Andrew S. , McLeod, Christopher J.

Circulation: Arrhythmia and Electrophysiology | September 8, 2022 | Volume: 15 | Issue: 9 | Pages: No page available

10.1161/circep.122.011088 Get It

Background: Mitral annular disjunction (MAD) has recently been recognized as an arrhythmogenic entity. Data on the electrophysiological substrate as well as the outcomes of catheter ablation of ventricular arrhythmias in patients with MAD is limited. Methods: Forty patients with MAD (mean age 47±15 years; 70% female) underwent catheter ablation for ventricular arrhythmias. Detailed clinical, electrocardiographic, cardiac imaging, and procedural data were collected. Clinical outcomes were compared between patients who had substrate modification in the MAD area and those who did not. Results: Twenty-three (57.5%) patients had ablation for premature ventricular contractions, 10 (25%) patients for sustained ventricular tachycardia, and 7 (17.5%) patients for premature ventricular contraction-triggered ventricular fibrillation. Mean end-systolic MAD length was 10.58±3.49 mm on transthoracic echocardiography. Seventeen (42.5%) patients had preprocedural cardiac magnetic resonance imaging, and 5 (29%) patients had late gadolinium enhancement. Among the 18 (45%) patients who had abnormal local electrograms (low voltage, long-duration, fractionated, isolated mid-diastolic potentials) during electroanatomical mapping, 10 (25%) patients had abnormal electrograms in the anterolateral mitral annulus and/or MAD area. Substrate modification was performed in 10 (25%) patients. Catheter ablation was acutely successful in 36 (90%) patients (elimination of premature ventricular contraction or noninducibility of ventricular tachycardia). After a median follow-up duration of 54.08 (interquartile range, 10.67–89.79) months, premature ventricular contraction burden decreased from a median of 9.75% (interquartile range, 3.25–14) before the ablation to a median of 4% (interquartile range, 1–7.75) after the ablation ( P =0.03 [95% CI, 0.055–6.5]). Eight (20.5%) patients had repeat ablation for ventricular arrhythmias. Substrate modification of the MAD was associated with a trend toward lower rates of repeat ablation (0% versus 26.7%; P =0.16). Conclusions: Patients with MAD have a complex arrhythmogenic substrate, and catheter ablation is effective in reducing recurrence of ventricular arrhythmias. Substrate mapping and ablation may be considered in these patients.
A real‐world experience of atrioventricular synchronous pacing with leadless ventricular pacemakers
Kowlgi, Gurukripa N. , Tseng, Andrew S. , Tempel, Nathan D., Henrich, Mark, Venkatachalam, Kalpathi L., Scott, Luis R. , Shen, Win‐Kuang , Deshmukh, Abhishek , Madhavan, Malini , Lee, Hon‐Chi, Asirvatham, Samuel J. , Friedman, Paul A. , Cha, Yong‐Mei , Mulpuru, Siva K. , Henrich, Mark J, Deshmukh, Abhishek J , Tseng, A S , Asirvatham, Samuel J , Kowlgi, Narayan G

Journal of Cardiovascular Electrophysiology | March 2, 2022 | Volume: 33 | Issue: 5 | Pages: 982-993

10.1111/jce.15430 Get It

AbstractAimsThe MicraTM transcatheter pacing system (TPS) (Medtronic) is the only leadless pacemaker that promotes atrioventricular (AV) synchrony via accelerometer‐based atrial sensing. Data regarding the real‐world experience with this novel system are scarce. We sought to characterize patients undergoing MicraTM‐AV implants, describe percentage AV synchrony achieved, and analyze the causes for suboptimal AV synchrony.MethodsIn this retrospective cohort study, electronic medical records from 56 consecutive patients undergoing MicraTM‐AV implants at the Mayo Clinic sites in Minnesota, Florida, and Arizona with a minimum follow‐up of 3 months were reviewed. Demographic data, comorbidities, echocardiographic data, and clinical outcomes were compared among patients with and without atrial synchronous ventricular pacing (AsVP) ≥ 70%.ResultsSixty‐five percent of patients achieved AsVP ≥ 70%. Patients with adequate AsVP had smaller body mass indices, a lower proportion of congestive heart failure, and prior cardiac surgery. Echocardiographic parameters and procedural characteristics were similar across the two groups. Active device troubleshooting was associated with higher AsVP. The likely reasons for low AsVP were small A4‐wave amplitude, high ventricular pacing burden, and inadequate device reprogramming. Importantly, in patients with low AsVP, subjective clinical worsening was not noted during follow‐up.ConclusionWith the increasing popularity of leadless pacemakers, it is paramount for device implanting teams to be familiar with common predictors of AV synchrony and troubleshooting with MicraTM‐AV devices.
Trends in reported industry payments to physicians practicing cardiac electrophysiology from 2013 to 2018 in the United States
Tseng, Andrew S. , Hu, Tiffany , Lee, Justin Z. , Amin, Mustapha, Vaidya, Vaibhav R. , Deshmukh, Abhishek , Madhavan, Malini , Cha, Yong‐Mei , Asirvatham, Samuel J. , Mulpuru, Siva K. , Hu, Tiffany Y, Vaidya, Vaibhav , Tseng, A S , Asirvatham, Samuel J

Journal of Cardiovascular Electrophysiology | September 21, 2020 | Volume: 31 | Issue: 12 | Pages: 3106-3114

10.1111/jce.14754 Get It

AbstractIntroductionThe need for transparency in financial relationships in the healthcare system, has culminated in Open Payments database, managed by the Center for Medicare and Medicaid Services (CMS). Since its inception in 2013, the trend in such payments to physicians practicing cardiac electrophysiology was not examined.Methods and ResultsPayment information reported to CMS from January 2013 to December 2018 was obtained from the publicly available Open Payments data set using the online query tool. The data were analyzed by an individual provider and by state. An in‐depth analysis of payments in the year 2018 payments was performed. From 2014 to 2018, there was an 18% increase in the total number of payments reported from 88 877 payments in 2014 to 105 000 in 2018. Despite the increase in the total number of payments reported, the average payment steadily decreased over time, resulting in an overall reduction in the total amount of payments from 2014 to 2018 ($34.9 million to $28.2 million). Payments to the top 5% of individual recipients have also decreased over this time. In 2018, 2888 unique providers received reportable payments, a total of 105 000 payments, with a median payment amount of $1378 (interquartile range: $165–$5781). The majority of these payments were for food and beverage (82%) and travel/lodging (10%). The top five payers include Boston Scientific, Medtronic Vascular, Abbott Laboratories, Janssen Pharmaceuticals, and Biotronik.ConclusionAmong cardiac electrophysiologists, there is increased reporting of payments in the Open Payments program over time, with a notable decrease in the payment amount.
Appropriate cohort selection and its impact on a meta-analysis evaluating the efficacy of direct oral anticoagulants post-percutaneous coronary intervention
Agasthi, Pradyumna , Tseng, Andrew S. , Mulpuru, Siva K. , Tseng, Andrew , Tseng, A S

European Heart Journal | January 27, 2020 | Volume: 41 | Issue: 17 | Pages: 1700-1700

10.1093/eurheartj/ehaa081 Get It

Factors Associated With Use of Nonoral Nutrition and Hydration Support in Adult Patients With Postural Tachycardia Syndrome
Tseng, Andrew S. , Traub, Nicole A., Harris, Lucinda A. , Hoffman‐Snyder, Charlene R., Goodman, Brent P., DiBaise, John K. , Hoffman-Snyder, Charlene R, Tseng, A S , Crowell, Michael D.

Journal of Parenteral and Enteral Nutrition | December 18, 2018 | Volume: 43 | Issue: 6 | Pages: 734-741

10.1002/jpen.1493 Get It

Abstract Background Patients with postural tachycardia syndrome (POTS) often have gastrointestinal (GI) symptoms. Occasionally, these symptoms can be so severe that nonoral nutrition/hydration support (NONHS), including intravenous fluids (IVFs), enteral nutrition (EN), and parenteral nutrition (PN), becomes necessary. Methods This is a retrospective cohort study of adult patients diagnosed with POTS at the Mayo Clinic Arizona from January 2010 to January 2017 with a minimum of 6 months of follow up. Demographic information, symptomatology, medications, GI testing, autonomic and autoantibody testing, and healthcare utilization data were abstracted from the electronic medical record. Results Three‐hundred thirty‐two patients with POTS were included, of which 32 required NONHS. Patients receiving NONHS were more likely to be female; have lower body mass index; have GI symptoms including nausea, vomiting, diarrhea, and constipation; have abdominal pain; use opiates; have delayed gastric emptying; see more specialists; and be seen in an emergency room or be hospitalized for symptoms. Of these patients, 21 (66%) required IVF, 19 (59%) required EN, and 9 (28%) required PN. Six (19%) patients required all 3 NONHS modalities at some point during their follow‐up period. Conclusions NONHS may be required in a subset of patients with POTS. Those receiving NONHS have more severe symptoms and abnormal GI motility and autonomic testing and exhibit greater healthcare utilization. Management of these patients is complex and challenging and requires a multidisciplinary approach. Further prospective studies are needed to identify optimal management strategies.
Clinical utility of gastric emptying scintigraphy: Patient and physician perspectives
Tseng, Andrew S. , DiBaise, John K. , Tseng, A S , Crowell, Michael D.

Neurogastroenterology & Motility | December 21, 2017 | Volume: 30 | Issue: 5 | Pages: No page available

10.1111/nmo.13279 Get It

AbstractBackgroundThe use of gastric emptying scintigraphy (GES) in the evaluation of patients with dyspeptic symptoms is controversial. Our aim was to investigate objective and subjective parameters of clinical utility of GES from the perspectives of both the patient and the ordering physician.MethodsSocio‐demographic features, healthcare resource utilization, gastroparetic symptoms and quality of life (QoL) were obtained from consecutive patients referred for GES immediately prior to GES and again 4 months later. The ordering physician received a brief survey 2 weeks after the GES regarding their perceptions on whether the test provided them with clinically useful information.Key ResultsOne hundred and seventy‐two (mean age ± SD 52.0 ± 17.9; 78% female) of 266 patients enrolled completed both the baseline and follow‐up questionnaires and comprised our study population. At baseline, patients with abnormal GES had significantly higher gastroparesis symptom scores and reduced QoL. At the 4‐month follow‐up, an improvement in symptoms and QoL was seen, but the degree of improvement was not significantly different between those with a normal or abnormal GES. One hundred and ninety‐seven ordering physicians completed the survey and perceived that GES, particularly when abnormal, provided new information (91%) and resulted in a change in diagnosis (58%) and management (60%).Conclusions & InferencesAlthough patients with an abnormal GES generally had worse symptoms and lower QoL, the results of GES did not help to identify those with improved or worsened symptoms or QoL at follow‐up. Nevertheless, the ordering physicians generally felt that the results of GES were helpful in managing these patients.
Real‐world incidence of efficacy and safety outcomes in patients on direct oral anticoagulants with left ventricular systolic dysfunction at a tertiary referral center
Tseng, Andrew S. , Shen, Win‐Kuang , McBane, Robert D. , Mankad, Sunil , Esser, Heidi, Vucicevic, D., Shamoun, Fadi , Shamoun, Fadi E., Tseng, A S , McBane, Robert , Schleifer, J. William

Clinical Cardiology | December 16, 2017 | Volume: 40 | Issue: 12 | Pages: 1328-1332

10.1002/clc.22833 Get It

BackgroundPatients with heart failure (HF) have increased risk for thromboembolic events. Real‐world incidences of efficacy and safety outcomes of direct oral anticoagulants (DOACs) in patients with left ventricular systolic dysfunction (LVSD) are of growing clinical interest.HypothesisReal‐world efficacy and safety outcomes of DOACs in patients with LVSD will be similar to those of LVSD or HF subgroups in the RE‐LY, ROCKET‐AF, and ARISTOTLE trials.MethodsWe performed a retrospective review of adult patients with LVSD (left ventricular ejection fraction ≤40%) on DOAC therapy between 2010 and 2016. Incidences of safety and efficacy outcomes of anticoagulation with DOACs were extracted from primary and secondary hospital discharge diagnoses.ResultsDOACs were prescribed to 287 patients with LVSD over a mean follow‐up of 313.3 ± 52.3 days. Many patients had moderate and severe chronic kidney disease (28.9% and 10.1%, respectively) and indications for anticoagulation therapy other than atrial fibrillation (19.9%). For efficacy outcomes, the calculated incidence rates of ischemic stroke and systemic embolism were 1.2 (95% confidence interval [CI]: 0.25‐3.56) and 0.81 (95% CI: 0.10‐2.94) events per 100 person‐years, respectively. For the safety outcomes, incidence rates of GI bleeding and intracranial hemorrhage were 2.4 (95% CI: 0.8‐5.3) and 0.41 (95% CI: 0.1‐2.2) events per 100 patient‐years, respectively.ConclusionsOur findings are largely compatible with the results of LVSD or HF subgroups in RE‐LY, ROCKET‐AF, and ARISTOTLE trials and add to increasing confidence that DOACs can be safely used for stroke and systemic embolism prevention in patients with LVSD.