Literature DB >> 33693992

Strengthening the Learning Health System in Cardiovascular Disease Prevention: Time to Leverage Big Data and Digital Solutions.

Anjali A Wagle1, Nino Isakadze2, Khurram Nasir3, Seth Shay Martin4,2.   

Abstract

PURPOSE OF REVIEW: The past few decades have seen significant technologic innovation for the treatment and diagnosis of cardiovascular diseases. The subsequent growing complexity of modern medicine, however, is causing fundamental challenges in our healthcare system primarily in the spheres of patient involvement, data generation, and timely clinical implementation. The Institute of Medicine advocated for a learning health system (LHS) in which knowledge generation and patient care are inherently symbiotic. The purpose of this paper is to review how the advances in technology and big data have been used to further patient care and data generation and what future steps will need to occur to develop a LHS in cardiovascular disease. RECENT
FINDINGS: Patient-centered care has progressed from technologic advances yielding resources like decision aids. LHS can also incorporate patient preferences by increasing and standardizing patient-reported information collection. Additionally, data generation can be optimized using big data analytics by developing large interoperable datasets from multiple sources to allow for real-time data feedback. Developing a LHS will require innovative technologic solutions with a patient-centered lens to facilitate symbiosis in data generation and clinical practice.

Entities:  

Keywords:  Big data; Learning health systems; Patient-centered; Patient-reported outcomes; Shared decision-making

Year:  2021        PMID: 33693992     DOI: 10.1007/s11883-021-00916-5

Source DB:  PubMed          Journal:  Curr Atheroscler Rep        ISSN: 1523-3804            Impact factor:   5.113


  37 in total

Review 1.  Diffusion theory and knowledge dissemination, utilization, and integration in public health.

Authors:  Lawrence W Green; Judith M Ottoson; César García; Robert A Hiatt
Journal:  Annu Rev Public Health       Date:  2009       Impact factor: 21.981

2.  Patient-centered medicine: the next phase in health care.

Authors:  Harlan M Krumholz
Journal:  Circ Cardiovasc Qual Outcomes       Date:  2011-07

3.  Level of Scientific Evidence Underlying the Current American College of Cardiology/American Heart Association Clinical Practice Guidelines.

Authors:  Graham H Bevan; Ankur Kalra; Richard A Josephson; Sadeer G Al-Kindi
Journal:  Circ Cardiovasc Qual Outcomes       Date:  2019-02

4.  The HEART Pathway randomized trial: identifying emergency department patients with acute chest pain for early discharge.

Authors:  Simon A Mahler; Robert F Riley; Brian C Hiestand; Gregory B Russell; James W Hoekstra; Cedric W Lefebvre; Bret A Nicks; David M Cline; Kim L Askew; Stephanie B Elliott; David M Herrington; Gregory L Burke; Chadwick D Miller
Journal:  Circ Cardiovasc Qual Outcomes       Date:  2015-03-03

5.  Deficits and variations in patients' experience with making 9 common medical decisions: the DECISIONS survey.

Authors:  Brian J Zikmund-Fisher; Mick P Couper; Eleanor Singer; Peter A Ubel; Sonja Ziniel; Floyd J Fowler; Carrie A Levin; Angela Fagerlin
Journal:  Med Decis Making       Date:  2010 Sep-Oct       Impact factor: 2.583

6.  Investing in deliberation: a definition and classification of decision support interventions for people facing difficult health decisions.

Authors:  Glyn Elwyn; Dominick Frosch; Angelo E Volandes; Adrian Edwards; Victor M Montori
Journal:  Med Decis Making       Date:  2010-11-18       Impact factor: 2.583

7.  PCI Choice Decision Aid for Stable Coronary Artery Disease: A Randomized Trial.

Authors:  Megan Coylewright; Sara Dick; Becky Zmolek; Jason Askelin; Edward Hawkins; Megan Branda; Jonathan W Inselman; Claudia Zeballos-Palacios; Nilay D Shah; Erik P Hess; Annie LeBlanc; Victor M Montori; Henry H Ting
Journal:  Circ Cardiovasc Qual Outcomes       Date:  2016-11-01

8.  Development and preliminary testing of a patient decision aid to assist pharmaceutical care in the prevention of cardiovascular disease.

Authors:  Lyne Lalonde; Annette M O'Connor; Elizabeth Drake; Pierrette Duguay; Ilka Lowensteyn; Steven A Grover
Journal:  Pharmacotherapy       Date:  2004-07       Impact factor: 4.705

9.  A patient decision aid to support shared decision-making on anti-thrombotic treatment of patients with atrial fibrillation: randomised controlled trial.

Authors:  Richard G Thomson; Martin P Eccles; I Nick Steen; Jane Greenaway; Lynne Stobbart; Madeleine J Murtagh; Carl R May
Journal:  Qual Saf Health Care       Date:  2007-06

10.  Decision making in advanced heart failure: a scientific statement from the American Heart Association.

Authors:  Larry A Allen; Lynne W Stevenson; Kathleen L Grady; Nathan E Goldstein; Daniel D Matlock; Robert M Arnold; Nancy R Cook; G Michael Felker; Gary S Francis; Paul J Hauptman; Edward P Havranek; Harlan M Krumholz; Donna Mancini; Barbara Riegel; John A Spertus
Journal:  Circulation       Date:  2012-03-05       Impact factor: 29.690

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  1 in total

1.  The Dose Response Effects of Digital HIV Care Navigation on Mental Health and Viral Suppression Among Young People Living With HIV: Single-Arm, Prospective Study With a Pre-Post Design.

Authors:  Sean Arayasirikul; Caitlin M Turner; Dillon Trujillo; Jarett Maycott; Erin C Wilson
Journal:  J Med Internet Res       Date:  2022-07-18       Impact factor: 7.076

  1 in total

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