Logo

American Heart Association

  2
  0


Final ID: MDP1702

AI and Quantum Sensors: Realization of a Safe and Effective Unshielded Bedside Magnetocardiogram to Detect Ischemia in the Emergency Room

Abstract Body (Do not enter title and authors here): Introduction: Magnetocardiography (MCG) has potential to significantly improve cardiac disease diagnosis, but adoption in clinical practice is hindered by high cost and large footprints of traditional systems. Hence, we developed a bedside, non-contact MCG system that utilizes quantum magnetometers and AI methods to extract validated cardiac biomarkers, while rejecting ambient magnetic interference.
Goal: To investigate the safety and efficacy of the bedside MCG device in identifying non-ST-segment elevation myocardial infarction (N-STEMI) among patients from an urban emergency department.
Methods: The MCG system is a custom prototype with 26 optically pumped magnetometers - quantum sensors that measure cardiac magnetic fields with picoTesla sensitivity. We recruited a diverse sample of 78 adult patients (72 with analyzable data) presenting to the ED with chest pain symptoms suggestive of ACS who were not experiencing STEMI (mean age=56 years; 64% male; 11% Asian, 28% Black, 7% American Indian/Alaska Native, 44% White, 1% Native Hawaiian/Pacific Islander, 9% other/unknown; 6 technically unusable recordings, 8%). A 5-minute MCG was recorded within 2 hours of an initial 12-lead ECG. Signal processing and AI algorithms were used to remove ambient interference and recover cardiac signal. Literature-based MCG markers were inputted to a classification and regression tree (CART) model to classify patients as NSTEMI ACS rule-in or rule-out.
Results: The CART model successfully discriminated clinically determined ACS rule-in patients (n=7) from rule-outs (n=65) with sensitivity=86% and specificity=92%. The most predictive MCG markers were the field pattern angle difference between R- and T-wave maximum, the power ratio between the R- and T-waves, and the field maximum to minimum ratio. No adverse events were reported.
Conclusions: MCG is a promising, non-contact diagnostic tool for emergency physicians diagnosing suspected ACS cases. This pilot study shows that a bedside, quantum-sensing MCG that utilizes AI has the potential to provide safe and accurate diagnostic results, and it is feasible to integrate the device into the ED workflow.
  • Iwata, Geoffrey  ( SandboxAQ , Providence , Rhode Island , United States )
  • Aschbacher, Kirstin  ( SandboxAQ , Providence , Rhode Island , United States )
  • John, Sajiny  ( Icahn school of Medicine at Mount Sinai , New York , New York , United States )
  • Tam, Simon  ( SandboxAQ , Providence , Rhode Island , United States )
  • Au-yeung, Kit Yee  ( SandboxAQ , Providence , Rhode Island , United States )
  • Contreras, Johanna  ( MOUNT SINAI HOSPITAL , New York , New York , United States )
  • Bhatt, Deepak  ( MOUNT SINAI HOSPITAL , New York , New York , United States )
  • Bander, Jeffrey  ( Mount Sinai Hospital , New York , New York , United States )
  • Author Disclosures:
    Geoffrey Iwata: DO have relevant financial relationships ; Employee:SandboxAQ:Active (exists now) | Kirstin Aschbacher: DO have relevant financial relationships ; Employee:SandboxAQ:Active (exists now) | Sajiny John: DO NOT have relevant financial relationships | Simon Tam: DO NOT have relevant financial relationships | Kit Yee Au-Yeung: No Answer | Johanna Contreras: DO NOT have relevant financial relationships | Deepak Bhatt: DO have relevant financial relationships ; Advisor:Angiowave, Bayer, Boehringer Ingelheim, CellProthera, Cereno Scientific, Elsevier Practice Update Cardiology, High Enroll, Janssen, Level Ex, McKinsey, Medscape Cardiology, Merck, MyoKardia, NirvaMed, Novo Nordisk, PhaseBio, PLx Pharma, Stasys:Active (exists now) ; Other (please indicate in the box next to the company name):Trustee: American College of Cardiology; Unfunded Research: FlowCo:Active (exists now) ; Other (please indicate in the box next to the company name):Site Co-Investigator: Abbott, Biotronik, Boston Scientific, CSI, Endotronix, St. Jude Medical (now Abbott), Philips, SpectraWAVE, Svelte, Vascular Solutions;:Active (exists now) ; Royalties/Patent Beneficiary:Royalties: Elsevier (Editor, Braunwald’s Heart Disease):Active (exists now) ; Researcher:Abbott, Acesion Pharma, Afimmune, Aker Biomarine, Alnylam, Amarin, Amgen, AstraZeneca, Bayer, Beren, Boehringer Ingelheim, Boston Scientific, Bristol-Myers Squibb, Cardax, CellProthera, Cereno Scientific, Chiesi, CinCor, Cleerly, CSL Behring, Eisai, Ethicon, Faraday Pharmaceuticals, Ferring Pharmaceuticals, Forest Laboratories, Fractyl, Garmin, HLS Therapeutics, Idorsia, Ironwood, Ischemix, Janssen, Javelin, Lexicon, Lilly, Medtronic, Merck, Moderna, MyoKardia, NirvaMed, Novartis, Novo Nordisk, Otsuka, Owkin, Pfizer, PhaseBio, PLx Pharma, Recardio, Regeneron, Reid Hoffman Foundation, Roche, Sanofi, Stasys, Synaptic, The Medicines Company, Youngene, 89Bio;:Active (exists now) ; Royalties/Patent Beneficiary:Patent: Sotagliflozin (named on a patent for sotagliflozin assigned to Brigham and Women's Hospital who assigned to Lexicon; neither I nor Brigham and Women's Hospital receive any income from this patent);:Active (exists now) ; Other (please indicate in the box next to the company name):Honoraria: Level Ex, Medtelligence/ReachMD (CME steering committees), MJH Life Sciences, Oakstone CME (Course Director, Comprehensive Review of Interventional Cardiology), Piper Sandler, Population Health Research Institute (for the COMPASS operations committee, publications committee, steering committee, and USA national co-leader, funded by Bayer), WebMD (CME steering committees), Wiley (steering committee);:Active (exists now) ; Other (please indicate in the box next to the company name):Honoraria: American College of Cardiology (Senior Associate Editor, Clinical Trials and News, ACC.org; Chair, ACC Accreditation Oversight Committee), Arnold and Porter law firm (work related to Sanofi/Bristol-Myers Squibb clopidogrel litigation), Baim Institute for Clinical Research (formerly Harvard Clinical Research Institute; RE-DUAL PCI clinical trial steering committee funded by Boehringer Ingelheim; AEGIS-II executive committee funded by CSL Behring), Belvoir Publications (Editor in Chief, Harvard Heart Letter), Canadian Medical and Surgical Knowledge Translation Research Group (clinical trial steering committees), CSL Behring (AHA lecture), Cowen and Company, Duke Clinical Research Institute (clinical trial steering committees, including for the PRONOUNCE trial, funded by Ferring Pharmaceuticals), HMP Global (Editor in Chief, Journal of Invasive Cardiology), Journal of the American College of Cardiology (Guest Editor; Associate Editor), K2P (Co-Chair, interdisciplinary curriculum):Active (exists now) ; Other (please indicate in the box next to the company name):Data Monitoring Committees: Acesion Pharma, Assistance Publique-Hôpitaux de Paris, Baim Institute for Clinical Research (formerly Harvard Clinical Research Institute, for the PORTICO trial, funded by St. Jude Medical, now Abbott), Boston Scientific (Chair, PEITHO trial), Cleveland Clinic, Contego Medical (Chair, PERFORMANCE 2), Duke Clinical Research Institute, Mayo Clinic, Mount Sinai School of Medicine (for the ENVISAGE trial, funded by Daiichi Sankyo; for the ABILITY-DM trial, funded by Concept Medical; for ALLAY-HF, funded by Alleviant Medical), Novartis, Population Health Research Institute; Rutgers University (for the NIH-funded MINT Trial);:Active (exists now) ; Consultant:Broadview Ventures, GlaxoSmithKline, Hims, SFJ, Youngene:Active (exists now) ; Other (please indicate in the box next to the company name):Board of Directors: American Heart Association New York City, Angiowave (stock options), Bristol Myers Squibb (stock), DRS.LINQ (stock options), High Enroll (stock);:Active (exists now) | Jeffrey Bander: DO NOT have relevant financial relationships
Meeting Info:

Scientific Sessions 2024

2024

Chicago, Illinois

Session Info:

AI in ACS

Monday, 11/18/2024 , 11:10AM - 12:35PM

Moderated Digital Poster Session

More abstracts on this topic:
3D Statistical Shape Analysis Predicts Type A Aortic Dissection Better Than Aortic Diameters

Marway Prabhvir, Campello Jorge Carlos Alberto, Wagner Catherine, Baker Timothy, Burris Nicholas

Anticoagulation versus Antiplatelets in Coronary Artery Ectasia and Acute Coronary Syndrome: A Systematic Review and Meta-analysis

Hernandez-pastrana Sarai, Latapi Ruiz Esparza Ximena, Martignoni Felipe, Araiza Diego, Doma Mohamed, Fatima Syeda Rubab, Hemdanieh Maya, Kritya Mangesh, Huang Wilbert, Naji Zahra, Lingamsetty Shanmukh Sai Pavan, Gewehr Douglas

You have to be authorized to contact abstract author. Please, Login
Not Available