Heart Failure in Norway: Clinical Characteristics, Mortality and Health Care Resource Use
Heart Failure in Norway: Combining Artificial Intelligence and a Database of 15000 Patients to Understand Clinical Characteristics, Mortality and Health Care Resource Use
1 other identifier
observational
14,998
1 country
1
Brief Summary
The prevalence of Heart failure above 70 years of age is 10% and 5 year mortality rate above 60%, higher than for cancer. The readmission rate first after hospitalisation is 44% despite the availability of life prolonging and life quality enhancing treatment. There is a lack of resources for adequate diagnostic workup necessary for implementing evidence-based treatment. This projects aims at assessing the impact of guidelines based diagnostic workup and guidelines based treatment of heart failure on mortality and readmission rates. As the symptoms defining the degree of heart failure and the discharge medication only is available in the electronic patient files, artificial intelligence is used to retrieve this information to assess if treatment is according to guidelines. The project is using first a rule based text processing approach using IBM Watson, then advancing to a machine learning approach using readmission and mortality as endpoints. The project has access to digitally stored echocardiographic measurements as well as digital ECG's and lab data on 15 000 patients admitted with a diagnosis of Heart failure. If the retrieval of symptoms and function by artificial intelligence is successful, the next step is to assess if those benefitting the most from echocardiography can be identified using information from the ECG's, lab data or symptoms and functional capacity as described in the Electronic Health Records.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Jan 2020
Longer than P75 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
Study Start
First participant enrolled
January 20, 2020
CompletedFirst Submitted
Initial submission to the registry
May 19, 2020
CompletedFirst Posted
Study publicly available on registry
May 21, 2020
CompletedPrimary Completion
Last participant's last visit for primary outcome
June 1, 2021
CompletedStudy Completion
Last participant's last visit for all outcomes
December 1, 2023
CompletedMay 21, 2020
May 1, 2020
1.4 years
May 19, 2020
May 19, 2020
Conditions
Outcome Measures
Primary Outcomes (2)
Mortality
1 year mortality rate after first diagnosis of heart failure
Change over 12 years
Readmission
30 days and 1 year readmission rate
Change over 12 years
Secondary Outcomes (2)
Diagnostic work up according to guidelines
Within 6 months before or after first diagnosis
Treatment according to guidelines
within first year after first diagnosis
Eligibility Criteria
All patients admitted to a University Hospital serving a population of approx. 600 000 inhabitants with heart failure diagnosis in the period 2007 to 2019. In total 14998 patients. Mortality according to The Norwegian Death Registry for all up until 31st of December 2019. In addition all patients with a diagnosis of COPD in the same period as well as all subjects with NT-proBNP above age specific normal range
You may qualify if:
- In addition all subjects with NT-proBNP above age specific normal range in same period.
You may not qualify if:
- none
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- University Hospital, Akershuslead
- Novartiscollaborator
Study Sites (1)
Akershus University Hospital
Lørenskog, Norway
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Henrik Schirmer, MD, PhD
University Hospital, Akershus
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- RETROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Professor
Study Record Dates
First Submitted
May 19, 2020
First Posted
May 21, 2020
Study Start
January 20, 2020
Primary Completion
June 1, 2021
Study Completion
December 1, 2023
Last Updated
May 21, 2020
Record last verified: 2020-05