Unsupervised, frequent and remote: A novel platform for personalised digital phenotyping of long-term memory in humans
Long-term memory tests are commonly used to facilitate the diagnosis of hippocampal-related neurological disorders such as Alzheimer's disease due to their relatively high specificity and sensitivity to damage to the medial temporal lobes compared to standard commonly used clinical tests. Patho...
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description | Long-term memory tests are commonly used to facilitate the diagnosis of hippocampal-related neurological disorders such as Alzheimer's disease due to their relatively high specificity and sensitivity to damage to the medial temporal lobes compared to standard commonly used clinical tests. Pathological changes in Alzheimer's disease start years before the formal diagnosis is made, partially due to testing too late. This proof-of-concept exploratory study aimed to assess the feasibility of introducing an unsupervised digital platform for continuous testing of long-term memory over long periods outside the laboratory environment. To address this challenge, we developed a novel digital platform, hAge ('healthy Age'), which integrates double spatial alternation, image recognition and visuospatial tasks for frequent remote unsupervised assessment of spatial and non-spatial long-term memory carried out continuously over eight week period. To demonstrate the feasibility of our approach, we tested whether we could achieve sufficient levels of adherence and whether the performance on hAge tasks is comparable to the performance observed in the analogous standard tests measured in the controlled laboratory environments.191 healthy adults (67% females, 18-81 years old) participated in the study. We report an estimated 42.4% adherence level with minimal inclusion criteria. In line with findings using standard laboratory tests, we showed that performance on the spatial alternation task negatively correlated with inter-trial periods and the performance levels on image recognition and visuospatial tasks could be controlled by varying image similarity. Importantly, we demonstrated that frequent engagement with the double spatial alternation task leads to a strong practice effect, previously identified as a potential measure of cognitive decline in MCI patients. Finally, we discuss how lifestyle and motivation confounds may present a serious challenge for cognitive assessment in real-world uncontrolled environments. |
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Pathological changes in Alzheimer's disease start years before the formal diagnosis is made, partially due to testing too late. This proof-of-concept exploratory study aimed to assess the feasibility of introducing an unsupervised digital platform for continuous testing of long-term memory over long periods outside the laboratory environment. To address this challenge, we developed a novel digital platform, hAge ('healthy Age'), which integrates double spatial alternation, image recognition and visuospatial tasks for frequent remote unsupervised assessment of spatial and non-spatial long-term memory carried out continuously over eight week period. To demonstrate the feasibility of our approach, we tested whether we could achieve sufficient levels of adherence and whether the performance on hAge tasks is comparable to the performance observed in the analogous standard tests measured in the controlled laboratory environments.191 healthy adults (67% females, 18-81 years old) participated in the study. We report an estimated 42.4% adherence level with minimal inclusion criteria. In line with findings using standard laboratory tests, we showed that performance on the spatial alternation task negatively correlated with inter-trial periods and the performance levels on image recognition and visuospatial tasks could be controlled by varying image similarity. Importantly, we demonstrated that frequent engagement with the double spatial alternation task leads to a strong practice effect, previously identified as a potential measure of cognitive decline in MCI patients. Finally, we discuss how lifestyle and motivation confounds may present a serious challenge for cognitive assessment in real-world uncontrolled environments.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0284220</identifier><identifier>PMID: 37099501</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Adolescent ; Adult ; Age groups ; Aged ; Aged, 80 and over ; Alzheimer Disease - diagnosis ; Alzheimer Disease - psychology ; Alzheimer's disease ; Alzheimers disease ; Analysis ; Biology and Life Sciences ; Care and treatment ; Cognitive ability ; Cognitive Dysfunction - diagnosis ; Comparative analysis ; Dementia ; Design ; Diagnosis ; Digital imaging ; Evaluation ; Feasibility studies ; Female ; Hippocampus ; Humans ; Laboratories ; Laboratory tests ; Long term memory ; Male ; Medical imaging ; Medical tests ; Medicine and Health Sciences ; Memory ; Memory, Long-Term ; Middle Aged ; Nervous system diseases ; Neurodegenerative diseases ; Neurological diseases ; Neuropsychological Tests ; Neuropsychology ; Participation ; People and Places ; Phenotype ; Phenotyping ; Physiological aspects ; Proof of Concept Study ; Psychological research ; Recognition, Psychology ; Research and Analysis Methods ; Social Sciences ; Spatial memory ; Young Adult</subject><ispartof>PloS one, 2023-04, Vol.18 (4), p.e0284220-e0284220</ispartof><rights>Copyright: © 2023 Bauza et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</rights><rights>COPYRIGHT 2023 Public Library of Science</rights><rights>2023 Bauza et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2023 Bauza et al 2023 Bauza et al</rights><rights>2023 Bauza et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c693t-643528d2fec7a573a654dcb77222f57931637a3bc52fbfd293bd946816cd869c3</citedby><cites>FETCH-LOGICAL-c693t-643528d2fec7a573a654dcb77222f57931637a3bc52fbfd293bd946816cd869c3</cites><orcidid>0000-0002-8132-2241 ; 0000-0001-6299-1629</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10132599/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10132599/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,2095,2914,23846,27903,27904,53769,53771,79346,79347</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37099501$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Smith, Alastair</contributor><creatorcontrib>Bauza, Marius</creatorcontrib><creatorcontrib>Krstulovic, Marino</creatorcontrib><creatorcontrib>Krupic, Julija</creatorcontrib><title>Unsupervised, frequent and remote: A novel platform for personalised digital phenotyping of long-term memory in humans</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Long-term memory tests are commonly used to facilitate the diagnosis of hippocampal-related neurological disorders such as Alzheimer's disease due to their relatively high specificity and sensitivity to damage to the medial temporal lobes compared to standard commonly used clinical tests. Pathological changes in Alzheimer's disease start years before the formal diagnosis is made, partially due to testing too late. This proof-of-concept exploratory study aimed to assess the feasibility of introducing an unsupervised digital platform for continuous testing of long-term memory over long periods outside the laboratory environment. To address this challenge, we developed a novel digital platform, hAge ('healthy Age'), which integrates double spatial alternation, image recognition and visuospatial tasks for frequent remote unsupervised assessment of spatial and non-spatial long-term memory carried out continuously over eight week period. 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studies</subject><subject>Female</subject><subject>Hippocampus</subject><subject>Humans</subject><subject>Laboratories</subject><subject>Laboratory tests</subject><subject>Long term memory</subject><subject>Male</subject><subject>Medical imaging</subject><subject>Medical tests</subject><subject>Medicine and Health Sciences</subject><subject>Memory</subject><subject>Memory, Long-Term</subject><subject>Middle Aged</subject><subject>Nervous system diseases</subject><subject>Neurodegenerative diseases</subject><subject>Neurological diseases</subject><subject>Neuropsychological Tests</subject><subject>Neuropsychology</subject><subject>Participation</subject><subject>People and Places</subject><subject>Phenotype</subject><subject>Phenotyping</subject><subject>Physiological aspects</subject><subject>Proof of Concept Study</subject><subject>Psychological research</subject><subject>Recognition, Psychology</subject><subject>Research and Analysis Methods</subject><subject>Social 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compared to standard commonly used clinical tests. Pathological changes in Alzheimer's disease start years before the formal diagnosis is made, partially due to testing too late. This proof-of-concept exploratory study aimed to assess the feasibility of introducing an unsupervised digital platform for continuous testing of long-term memory over long periods outside the laboratory environment. To address this challenge, we developed a novel digital platform, hAge ('healthy Age'), which integrates double spatial alternation, image recognition and visuospatial tasks for frequent remote unsupervised assessment of spatial and non-spatial long-term memory carried out continuously over eight week period. To demonstrate the feasibility of our approach, we tested whether we could achieve sufficient levels of adherence and whether the performance on hAge tasks is comparable to the performance observed in the analogous standard tests measured in the controlled laboratory environments.191 healthy adults (67% females, 18-81 years old) participated in the study. We report an estimated 42.4% adherence level with minimal inclusion criteria. In line with findings using standard laboratory tests, we showed that performance on the spatial alternation task negatively correlated with inter-trial periods and the performance levels on image recognition and visuospatial tasks could be controlled by varying image similarity. Importantly, we demonstrated that frequent engagement with the double spatial alternation task leads to a strong practice effect, previously identified as a potential measure of cognitive decline in MCI patients. Finally, we discuss how lifestyle and motivation confounds may present a serious challenge for cognitive assessment in real-world uncontrolled environments.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>37099501</pmid><doi>10.1371/journal.pone.0284220</doi><tpages>e0284220</tpages><orcidid>https://orcid.org/0000-0002-8132-2241</orcidid><orcidid>https://orcid.org/0000-0001-6299-1629</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adolescent Adult Age groups Aged Aged, 80 and over Alzheimer Disease - diagnosis Alzheimer Disease - psychology Alzheimer's disease Alzheimers disease Analysis Biology and Life Sciences Care and treatment Cognitive ability Cognitive Dysfunction - diagnosis Comparative analysis Dementia Design Diagnosis Digital imaging Evaluation Feasibility studies Female Hippocampus Humans Laboratories Laboratory tests Long term memory Male Medical imaging Medical tests Medicine and Health Sciences Memory Memory, Long-Term Middle Aged Nervous system diseases Neurodegenerative diseases Neurological diseases Neuropsychological Tests Neuropsychology Participation People and Places Phenotype Phenotyping Physiological aspects Proof of Concept Study Psychological research Recognition, Psychology Research and Analysis Methods Social Sciences Spatial memory Young Adult |
title | Unsupervised, frequent and remote: A novel platform for personalised digital phenotyping of long-term memory in humans |
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