Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2017 Sep 6;2(2):e10037.
doi: 10.1002/lrh2.10037. eCollection 2018 Apr.

The TRANSFoRm project: Experience and lessons learned regarding functional and interoperability requirements to support primary care

Affiliations

The TRANSFoRm project: Experience and lessons learned regarding functional and interoperability requirements to support primary care

Jean-François Ethier et al. Learn Health Syst. .

Abstract

Introduction: The current model of medical knowledge production, transfer, and application suffers from serious shortcomings. Learning health systems (LHS) have recently emerged as a potential solution-systems in which health information generated from patients is continuously analyzed to improve knowledge that will be transferred to patient care.

Method: Various approaches of data integration already exist and could be considered for the implementation of a LHS. We discuss what are the possible informatics approaches to address the functional requirements of LHS, in the specific context of primary care, and present the experience and lessons learned from the TRANSFoRm project.

Result: Implemented in 4 countries around 5 systems, TRANSFoRm is based on a local-as-view data mediation approach integrating the structural and terminological models in the same framework. It clearly demonstrated that it has the potential to address the requirements for a LHS in primary care, by dealing with data fragmented across multiple points of service. Also, it has the potential to support the generation of hypotheses from the context of clinical care, retrospective and prospective research, and decision support systems that improve the relevance of medical decisions.

Conclusion: The LHS approach embodies a shift from an institution-centered to a patient-centered perspective in knowledge production and transfer and can address important challenges in the primary care setting.

Keywords: TRANSFoRm project; interoperability; learning health system; primary care; requirements.

PubMed Disclaimer

Conflict of interest statement

No conflict of interest to be declared by any co‐author.

Figures

Figure 1
Figure 1
Learning health system—data flow
Figure 2
Figure 2
Using LexEVS for structural/terminological binding

Similar articles

Cited by

References

    1. Eurich DT, Majumdar SR, McAlister FA, Tsuyuki RT, Johnson JA. Improved clinical outcomes associated with metformin in patients with diabetes and heart failure. Diabetes Care. 2005;28:2345‐2351. - PubMed
    1. Mastellos N, Andreasson A, Huckvale K, et al. A cluster randomised controlled trial evaluating the effectiveness of eHealth‐supported patient recruitment in primary care research: the TRANSFoRm study protocol. Implement Sci IS. 2015;10:15 10.1186/s13012-015-0207-3 - DOI - PMC - PubMed
    1. Fortin M, Dionne J, Pinho G, Gignac J, Almirall J, Lapointe L. Randomized controlled trials: do they have external validity for patients with multiple comorbidities. Ann Fam Med. 2006;4(2):104‐108. 10.1093/fampra/cmv012 - DOI - PMC - PubMed
    1. Brenner H, Gefeller O. Variation of sensitivity, specificity, likelihood ratios and predictive values with disease prevalence. Stat Med. 1997;16:981‐991. - PubMed
    1. Louie V, Latt NL, Gharibian D, et al. Real‐world experiences with a direct‐acting antiviral agent for patients with hepatitis C virus infection. Perm J. 2017;21 10.7812/TPP/16-096 - DOI - PMC - PubMed