On Blurry Boundaries When Defining Digital Biomarkers: How Much Biology Needs to Be in a Digital Biomarker?

Recent years have seen a rise in research where so called “digital biomarkers” represent the focal study interest. Many researchers understand that digital biomarkers describe digital footprints providing insights into healthy and pathological human (neuro-)biology. Beyond that the term digital biom...

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Main Authors: Christian Montag, Jon D. Elhai, Paul Dagum
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-09-01
Series:Frontiers in Psychiatry
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpsyt.2021.740292/full
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spelling doaj-893b1bebc0f546dea01d417ab894a20d2021-09-30T05:17:11ZengFrontiers Media S.A.Frontiers in Psychiatry1664-06402021-09-011210.3389/fpsyt.2021.740292740292On Blurry Boundaries When Defining Digital Biomarkers: How Much Biology Needs to Be in a Digital Biomarker?Christian Montag0Jon D. Elhai1Jon D. Elhai2Paul Dagum3Department of Molecular Psychology, Institute of Psychology and Education, Ulm University, Ulm, GermanyDepartment of Psychology, University of Toledo, Toledo, OH, United StatesDepartment of Psychiatry, University of Toledo, Toledo, OH, United StatesApplied Cognition, Los Altos, CA, United StatesRecent years have seen a rise in research where so called “digital biomarkers” represent the focal study interest. Many researchers understand that digital biomarkers describe digital footprints providing insights into healthy and pathological human (neuro-)biology. Beyond that the term digital biomarker is also used at times to describe more general concepts such as linking digital footprints to human behavior (which itself can be described as the result of a biological system). Given the lack of consensus on how to define a digital biomarker, the present short mini-review provides i) an overview on various definitions and ii) distinguishes between direct (narrow) or indirect (broad) concepts of digital biomarkers. From our perspective, digital biomarkers meant as a more direct (or narrow) concept describe digital footprints being directly linked to biological variables, such as stemming from molecular genetics, epigenetics, endocrinology, immunology or brain imaging, to name a few. More indirect concepts of digital biomarkers encompass digital footprints being linked to human behavior that may act as latent variables indirectly linked to biological variables.https://www.frontiersin.org/articles/10.3389/fpsyt.2021.740292/fulldigital phenotypingmobile sensingdigital biomarkerspsychologymedicinepsychiatry
collection DOAJ
language English
format Article
sources DOAJ
author Christian Montag
Jon D. Elhai
Jon D. Elhai
Paul Dagum
spellingShingle Christian Montag
Jon D. Elhai
Jon D. Elhai
Paul Dagum
On Blurry Boundaries When Defining Digital Biomarkers: How Much Biology Needs to Be in a Digital Biomarker?
Frontiers in Psychiatry
digital phenotyping
mobile sensing
digital biomarkers
psychology
medicine
psychiatry
author_facet Christian Montag
Jon D. Elhai
Jon D. Elhai
Paul Dagum
author_sort Christian Montag
title On Blurry Boundaries When Defining Digital Biomarkers: How Much Biology Needs to Be in a Digital Biomarker?
title_short On Blurry Boundaries When Defining Digital Biomarkers: How Much Biology Needs to Be in a Digital Biomarker?
title_full On Blurry Boundaries When Defining Digital Biomarkers: How Much Biology Needs to Be in a Digital Biomarker?
title_fullStr On Blurry Boundaries When Defining Digital Biomarkers: How Much Biology Needs to Be in a Digital Biomarker?
title_full_unstemmed On Blurry Boundaries When Defining Digital Biomarkers: How Much Biology Needs to Be in a Digital Biomarker?
title_sort on blurry boundaries when defining digital biomarkers: how much biology needs to be in a digital biomarker?
publisher Frontiers Media S.A.
series Frontiers in Psychiatry
issn 1664-0640
publishDate 2021-09-01
description Recent years have seen a rise in research where so called “digital biomarkers” represent the focal study interest. Many researchers understand that digital biomarkers describe digital footprints providing insights into healthy and pathological human (neuro-)biology. Beyond that the term digital biomarker is also used at times to describe more general concepts such as linking digital footprints to human behavior (which itself can be described as the result of a biological system). Given the lack of consensus on how to define a digital biomarker, the present short mini-review provides i) an overview on various definitions and ii) distinguishes between direct (narrow) or indirect (broad) concepts of digital biomarkers. From our perspective, digital biomarkers meant as a more direct (or narrow) concept describe digital footprints being directly linked to biological variables, such as stemming from molecular genetics, epigenetics, endocrinology, immunology or brain imaging, to name a few. More indirect concepts of digital biomarkers encompass digital footprints being linked to human behavior that may act as latent variables indirectly linked to biological variables.
topic digital phenotyping
mobile sensing
digital biomarkers
psychology
medicine
psychiatry
url https://www.frontiersin.org/articles/10.3389/fpsyt.2021.740292/full
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