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Huang W, Koh T, Tromp J, Chandramouli C, Ewe SH, Ng CT, Lee ASY, Teo LLY, Hummel Y, Huang F, Lam CSP. Point-of-care AI-enhanced novice echocardiography for screening heart failure (PANES-HF). Sci Rep 2024; 14:13503. [PMID: 38866831 PMCID: PMC11169397 DOI: 10.1038/s41598-024-62467-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 05/17/2024] [Indexed: 06/14/2024] Open
Abstract
The increasing prevalence of heart failure (HF) in ageing populations drives demand for echocardiography (echo). There is a worldwide shortage of trained sonographers and long waiting times for expert echo. We hypothesised that artificial intelligence (AI)-enhanced point-of-care echo can enable HF screening by novices. The primary endpoint was the accuracy of AI-enhanced novice pathway in detecting reduced LV ejection fraction (LVEF) < 50%. Symptomatic patients with suspected HF (N = 100, mean age 61 ± 15 years, 56% men) were prospectively recruited. Novices with no prior echo experience underwent 2-weeks' training to acquire echo images with AI guidance using the EchoNous Kosmos handheld echo, with AI-automated reporting by Us2.ai (AI-enhanced novice pathway). All patients also had standard echo by trained sonographers interpreted by cardiologists (reference standard). LVEF < 50% by reference standard was present in 27 patients. AI-enhanced novice pathway yielded interpretable results in 96 patients and took a mean of 12 min 51 s per study. The area under the curve (AUC) of the AI novice pathway was 0.880 (95% CI 0.802, 0.958). The sensitivity, specificity, positive predictive and negative predictive values of the AI-enhanced novice pathway in detecting LVEF < 50% were 84.6%, 91.4%, 78.5% and 94.1% respectively. The median absolute deviation of the AI-novice pathway LVEF from the reference standard LVEF was 6.03%. AI-enhanced novice pathway holds potential to task shift echo beyond tertiary centres and improve the HF diagnostic workflow.
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Affiliation(s)
- Weiting Huang
- National Heart Centre Singapore, 5 Hospital Drive, Singapore, 169609, Singapore.
- Duke-NUS Medical School, Singapore, Singapore.
| | - Tracy Koh
- National Heart Centre Singapore, 5 Hospital Drive, Singapore, 169609, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Jasper Tromp
- Duke-NUS Medical School, Singapore, Singapore
- Saw Swee Hock School of Public Health, National University of Singapore, and National University Health System Singapore, Singapore, Singapore
| | - Chanchal Chandramouli
- National Heart Centre Singapore, 5 Hospital Drive, Singapore, 169609, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - See Hooi Ewe
- National Heart Centre Singapore, 5 Hospital Drive, Singapore, 169609, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Choon Ta Ng
- National Heart Centre Singapore, 5 Hospital Drive, Singapore, 169609, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Audry Shan Yin Lee
- National Heart Centre Singapore, 5 Hospital Drive, Singapore, 169609, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Louis Loon Yee Teo
- National Heart Centre Singapore, 5 Hospital Drive, Singapore, 169609, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | | | | | - Carolyn Su Ping Lam
- National Heart Centre Singapore, 5 Hospital Drive, Singapore, 169609, Singapore
- Duke-NUS Medical School, Singapore, Singapore
- Us2.ai, Singapore, Singapore
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Tromp J, Kosiborod MN, Angermann CE, Collins SP, Teerlink JR, Ponikowski P, Biegus J, Ferreira JP, Nassif ME, Psotka MA, Brueckmann M, Blatchford JP, Steubl D, Voors AA. Treatment effects of empagliflozin in hospitalized heart failure patients across the range of left ventricular ejection fraction - Results from the EMPULSE trial. Eur J Heart Fail 2024; 26:963-970. [PMID: 38572654 DOI: 10.1002/ejhf.3218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/21/2023] [Revised: 02/23/2024] [Accepted: 03/12/2024] [Indexed: 04/05/2024] Open
Abstract
AIM The EMPULSE (EMPagliflozin in patients hospitalised with acUte heart faiLure who have been StabilizEd) trial showed that, compared to placebo, the sodium-glucose cotransporter 2 inhibitor empagliflozin (10 mg/day) improved clinical outcomes of patients hospitalized for acute heart failure (HF). We investigated whether efficacy and safety of empagliflozin were consistent across the spectrum of left ventricular ejection fraction (LVEF). METHODS AND RESULTS A total of 530 patients hospitalized for acute de novo or decompensated HF were included irrespective of LVEF. For the present analysis, patients were classified as HF with reduced (HFrEF, LVEF ≤40%), mildly reduced (HFmrEF, LVEF 41-49%) or preserved (HFpEF, LVEF ≥50%) ejection fraction at baseline. The primary endpoint was a hierarchical outcome of death, worsening HF events (HFE) and quality of life over 90 days, assessed by the win ratio. Secondary endpoints included individual components of the primary endpoint and safety. Out of 523 patients with baseline data, 354 (67.7%) had HFrEF, 54 (10.3%) had HFmrEF and 115 (22.0%) had HFpEF. The clinical benefit (hierarchical composite of all-cause death, HFE and Kansas City Cardiomyopathy Questionnaire total symptom score) of empagliflozin at 90 days compared to placebo was consistent across LVEF categories (≤40%: win ratio 1.35 [95% confidence interval 1.04, 1.75]; 41-49%: win ratio 1.25 [0.66, 2.37)] and ≥50%: win ratio 1.40 [0.87, 2.23], pinteraction = 0.96) with a favourable safety profile. Results were consistent across individual components of the hierarchical primary endpoint. CONCLUSION The clinical benefit of empagliflozin proved consistent across LVEF categories in the EMPULSE trial. These results support early in-hospital initiation of empagliflozin regardless of LVEF.
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Affiliation(s)
- Jasper Tromp
- Saw Swee Hock School of Public Health, National University of Singapore & the National University Health System, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Mikhail N Kosiborod
- Saint Luke's Mid America Heart Institute, Kansas City, MO, USA
- School of Medicine, University of Missouri-Kansas City, Kansas City, MO, USA
- George Institute for Global Health, Sydney, NSW, Australia
- University of New South Wales, Sydney, NSW, Australia
| | - Christiane E Angermann
- Comprehensive Heart Failure Centre and Department of Medicine I (Cardiology), University and University Hospital of Würzburg, Würzburg, Germany
| | - Sean P Collins
- Department of Emergency Medicine, Vanderbilt University Medical Center and Geriatric Research and Education Clinical Care, Tennessee Valley Healthcare Facility VA Medical Center, Nashville, TN, USA
| | - John R Teerlink
- Section of Cardiology, San Francisco Veterans Affairs Medical Center and School of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Piotr Ponikowski
- Institute of Heart Diseases, Medical University, Wroclaw, Poland
| | - Jan Biegus
- Institute of Heart Diseases, Medical University, Wroclaw, Poland
| | - João Pedro Ferreira
- Cardiovascular Research and Development Center, Department of Surgery and Physiology, Faculty of Medicine of the University of Porto, Porto, Portugal
| | - Michael E Nassif
- Saint Luke's Mid America Heart Institute, Kansas City, MO, USA
- School of Medicine, University of Missouri-Kansas City, Kansas City, MO, USA
| | | | - Martina Brueckmann
- Boehringer Ingelheim International GmbH, Ingelheim, Germany
- First Department of Medicine, Faculty of Medicine Mannheim, University of Heidelberg, Mannheim, Germany
| | - Jonathan P Blatchford
- Elderbrook Solutions GmbH on behalf of Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Dominik Steubl
- Boehringer Ingelheim International, Ingelheim, Germany
- Department of Nephrology, Klinikum rechts der Isar, Faculty of Medicine, Technical University, Munich, Germany
| | - Adriaan A Voors
- University of Groningen Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands
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Clephas PRD, Malgie J, Schaap J, Koudstaal S, Emans M, Linssen GCM, de Boer GA, van Heerebeek L, Borleffs CJW, Manintveld OC, van Empel V, van Wijk S, van den Heuvel M, da Fonseca C, Damman K, van Ramshorst J, van Kimmenade R, van de Ven ART, Tio RA, van Veghel D, Asselbergs FW, de Boer RA, van der Meer P, Greene SJ, Brunner‐La Rocca H, Brugts JJ. Guideline implementation, drug sequencing, and quality of care in heart failure: design and rationale of TITRATE-HF. ESC Heart Fail 2024; 11:550-559. [PMID: 38064176 PMCID: PMC10804201 DOI: 10.1002/ehf2.14604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 09/19/2023] [Accepted: 11/03/2023] [Indexed: 01/03/2024] Open
Abstract
AIMS Current heart failure (HF) guidelines recommend to prescribe four drug classes in patients with HF with reduced ejection fraction (HFrEF). A clear challenge exists to adequately implement guideline-directed medical therapy (GDMT) regarding the sequencing of drugs and timely reaching target dose. It is largely unknown how the paradigm shift from a serial and sequential approach for drug therapy to early parallel application of the four drug classes will be executed in daily clinical practice, as well as the reason clinicians may not adhere to new guidelines. We present the design and rationale for the real-world TITRATE-HF study, which aims to assess sequencing strategies for GDMT initiation, dose titration patterns (order and speed), intolerance for GDMT, barriers for implementation, and long-term outcomes in patients with de novo, chronic, and worsening HF. METHODS AND RESULTS A total of 4000 patients with HFrEF, HF with mildly reduced ejection fraction, and HF with improved ejection fraction will be enrolled in >40 Dutch centres with a follow-up of at least 3 years. Data collection will include demographics, physical examination and vital parameters, electrocardiogram, laboratory measurements, echocardiogram, medication, and quality of life. Detailed information on titration steps will be collected for the four GDMT drug classes. Information will include date, primary reason for change, and potential intolerances. The primary clinical endpoints are HF-related hospitalizations, HF-related urgent visits with a need for intravenous diuretics, all-cause mortality, and cardiovascular mortality. CONCLUSIONS TITRATE-HF is a real-world multicentre longitudinal registry that will provide unique information on contemporary GDMT implementation, sequencing strategies (order and speed), and prognosis in de novo, worsening, and chronic HF patients.
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Affiliation(s)
- Pascal R. D. Clephas
- Department of CardiologyErasmus MC University Medical CenterRotterdamThe Netherlands
| | - Jishnu Malgie
- Department of CardiologyErasmus MC University Medical CenterRotterdamThe Netherlands
| | - Jeroen Schaap
- Department of CardiologyAmphia ZiekenhuisBredaThe Netherlands
| | - Stefan Koudstaal
- Department of CardiologyGroene Hart ZiekenhuisGoudaThe Netherlands
| | - Mireille Emans
- Department of CardiologyIkazia ZiekenhuisRotterdamThe Netherlands
| | | | | | | | | | - Olivier C. Manintveld
- Department of CardiologyErasmus MC University Medical CenterRotterdamThe Netherlands
| | - Vanessa van Empel
- Department of CardiologyMaastricht University Medical CentreMaastrichtThe Netherlands
| | - Sandra van Wijk
- Department of CardiologyZuyderland HospitalSittardThe Netherlands
| | | | - Carlos da Fonseca
- Department of CardiologyMedisch Centrum LeeuwardenLeeuwardenThe Netherlands
| | - Kevin Damman
- Department of CardiologyUniversity Medical Centre Groningen, University of GroningenGroningenThe Netherlands
| | - Jan van Ramshorst
- Department of CardiologyNoordwest Hospital GroupAlkmaarThe Netherlands
| | - Roland van Kimmenade
- Department of CardiologyRadboud University Medical CenterNijmegenThe Netherlands
| | | | - René A. Tio
- Department of CardiologyCatharina HospitalEindhovenThe Netherlands
| | | | | | - Rudolf A. de Boer
- Department of CardiologyErasmus MC University Medical CenterRotterdamThe Netherlands
| | - Peter van der Meer
- Department of CardiologyUniversity Medical Centre Groningen, University of GroningenGroningenThe Netherlands
| | - Stephen J. Greene
- Duke Clinical Research InstituteDurhamNCUSA
- Division of CardiologyDuke University School of MedicineDurhamNCUSA
| | | | - Jasper J. Brugts
- Department of CardiologyErasmus MC University Medical CenterRotterdamThe Netherlands
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Beldhuis IE, Voors AA, Tromp J. Rapid uptitration: what's the evidence? Eur J Heart Fail 2023; 25:223-225. [PMID: 36536510 DOI: 10.1002/ejhf.2759] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 12/15/2022] [Indexed: 12/24/2022] Open
Affiliation(s)
- Iris E Beldhuis
- University of Groningen, Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands
| | - Adriaan A Voors
- University of Groningen, Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands
| | - Jasper Tromp
- University of Groningen, Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands.,Saw Swee Hock School of Public Health, National University of Singapore, and the National University Health System, Singapore, Singapore.,Duke-NUS Medical School, Singapore, Singapore
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Crea F. Heart failure: how to optimize guideline-directed medical therapy. Eur Heart J 2022; 43:2533-2537. [PMID: 35830972 DOI: 10.1093/eurheartj/ehac356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- Filippo Crea
- Department of Cardiovascular Medicine, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.,Department of Cardiovascular and Pulmonary Sciences, Catholic University of the Sacred Heart, Rome, Italy
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