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Echocardiography
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Echocardiography
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Comprehensive data integration—Toward a more personalized assessment of diastolic function

Authors: Loncaric, Filip; Cikes, Maja; Sitges, Marta; Bijnens, Bart;

Comprehensive data integration—Toward a more personalized assessment of diastolic function

Abstract

AbstractBackground and aimThe main challenge of assessing diastolic function is the balance between clinical utility, in the sense of usability and time‐efficiency, and overall applicability, in the sense of precision for the patient under investigation. In this review, we aim to explore the challenges of integrating data in the assessment of diastolic function and discuss the perspectives of a more comprehensive data integration approach.MethodsReview of traditional and novel approaches regarding data integration in the assessment of diastolic function.ResultsComprehensive data integration can lead to improved understanding of disease phenotypes and better relation of these phenotypes to underlying pathophysiological processes—which may help affirm diagnostic reasoning, guide treatment options, and reduce limitations related to previously unaddressed confounders. The optimal assessment of diastolic function should ideally integrate all relevant clinical information with all available structural and functional whole cardiac cycle echocardiographic data—envisioning a personalized approach to patient care, a high‐reaching future goal in medicine.ConclusionComplete data integration seems to be a long‐lasting goal, the way forward in diastology, and machine learning seems to be one of the tools suited for the challenge. With perpetual evidence that traditional approaches to complex problems may not the optimal solution, there is room for a steady and cautious, and inherently very exciting paradigm shift toward novel diagnostic tools and workflows to reach a more personalized, comprehensive, and integrated assessment of cardiac function.

Countries
Spain, Belgium, Croatia, Spain
Keywords

Cardiac & Cardiovascular Systems, Diastolic function, interna medicina, MITRAL FLOW, DOPPLER-ECHOCARDIOGRAPHY, Ventricles cardíacs, Diastole, Clinical Medical Sciences, Internal Medicine, Humans, Biomedicine and Health Sciences, 1102 Cardiorespiratory Medicine and Haematology, Science & Technology, Ventricle of heart, diastolic dysfunction ; diastolic function, MORTALITY, diastolic function, VELOCITY, TISSUE DOPPLER, DYSFUNCTION, Kliničke medicinske znanosti, PROGNOSTIC VALUE, Fenotip, Phenotype, Cardiovascular System & Hematology, Biomedicina i zdravstvo, Echocardiography, Cardiovascular System & Cardiology, PATTERNS, HEART-FAILURE, Diastolic dysfunction, diastolic dysfunction, 3201 Cardiovascular medicine and haematology, Life Sciences & Biomedicine, VENTRICULAR FILLING PRESSURES, Forecasting

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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