Cargando…

Dimensional clinical phenotyping using post‐mortem brain donor medical records: post‐mortem RDoC profiling is associated with Alzheimer's disease neuropathology

INTRODUCTION: Transdiagnostic dimensional phenotypes are essential to investigate the relationship between continuous symptom dimensions and pathological changes. This is a fundamental challenge to post‐mortem work, as assessments of phenotypic concepts need to rely on existing records. METHODS: We...

Descripción completa

Detalles Bibliográficos
Autores principales: Vogelgsang, Jonathan, Dan, Shu, Lally, Anna P., Chatigny, Michael, Vempati, Sangeetha, Abston, Joshua, Durning, Peter T., Oakley, Derek H., McCoy, Thomas H., Klengel, Torsten, Berretta, Sabina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10517223/
https://www.ncbi.nlm.nih.gov/pubmed/37745891
http://dx.doi.org/10.1002/dad2.12464
_version_ 1785109279796101120
author Vogelgsang, Jonathan
Dan, Shu
Lally, Anna P.
Chatigny, Michael
Vempati, Sangeetha
Abston, Joshua
Durning, Peter T.
Oakley, Derek H.
McCoy, Thomas H.
Klengel, Torsten
Berretta, Sabina
author_facet Vogelgsang, Jonathan
Dan, Shu
Lally, Anna P.
Chatigny, Michael
Vempati, Sangeetha
Abston, Joshua
Durning, Peter T.
Oakley, Derek H.
McCoy, Thomas H.
Klengel, Torsten
Berretta, Sabina
author_sort Vogelgsang, Jonathan
collection PubMed
description INTRODUCTION: Transdiagnostic dimensional phenotypes are essential to investigate the relationship between continuous symptom dimensions and pathological changes. This is a fundamental challenge to post‐mortem work, as assessments of phenotypic concepts need to rely on existing records. METHODS: We adapted well‐validated methodologies to compute National Institute of Mental Health Research Domain Criteria (RDoC) scores using natural language processing (NLP) from electronic health records (EHRs) obtained from post‐mortem brain donors and tested whether cognitive domain scores were associated with Alzheimer's disease neuropathological measures. RESULTS: Our results confirm an association of EHR‐derived cognitive scores with neuropathological findings. Notably, higher neuropathological load, particularly neuritic plaques, was associated with higher cognitive burden scores in the frontal (ß = 0.38, P = 0.0004), parietal (ß = 0.35, P = 0.0008), temporal (ß = 0.37, P = 0.0004) and occipital (ß = 0.37, P = 0.0003) lobes. DISCUSSION: This proof‐of‐concept study supports the validity of NLP‐based methodologies to obtain quantitative measures of RDoC clinical domains from post‐mortem EHR. The associations may accelerate post‐mortem brain research beyond classical case–control designs.
format Online
Article
Text
id pubmed-10517223
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher John Wiley and Sons Inc.
record_format MEDLINE/PubMed
spelling pubmed-105172232023-09-24 Dimensional clinical phenotyping using post‐mortem brain donor medical records: post‐mortem RDoC profiling is associated with Alzheimer's disease neuropathology Vogelgsang, Jonathan Dan, Shu Lally, Anna P. Chatigny, Michael Vempati, Sangeetha Abston, Joshua Durning, Peter T. Oakley, Derek H. McCoy, Thomas H. Klengel, Torsten Berretta, Sabina Alzheimers Dement (Amst) Short Reports INTRODUCTION: Transdiagnostic dimensional phenotypes are essential to investigate the relationship between continuous symptom dimensions and pathological changes. This is a fundamental challenge to post‐mortem work, as assessments of phenotypic concepts need to rely on existing records. METHODS: We adapted well‐validated methodologies to compute National Institute of Mental Health Research Domain Criteria (RDoC) scores using natural language processing (NLP) from electronic health records (EHRs) obtained from post‐mortem brain donors and tested whether cognitive domain scores were associated with Alzheimer's disease neuropathological measures. RESULTS: Our results confirm an association of EHR‐derived cognitive scores with neuropathological findings. Notably, higher neuropathological load, particularly neuritic plaques, was associated with higher cognitive burden scores in the frontal (ß = 0.38, P = 0.0004), parietal (ß = 0.35, P = 0.0008), temporal (ß = 0.37, P = 0.0004) and occipital (ß = 0.37, P = 0.0003) lobes. DISCUSSION: This proof‐of‐concept study supports the validity of NLP‐based methodologies to obtain quantitative measures of RDoC clinical domains from post‐mortem EHR. The associations may accelerate post‐mortem brain research beyond classical case–control designs. John Wiley and Sons Inc. 2023-09-22 /pmc/articles/PMC10517223/ /pubmed/37745891 http://dx.doi.org/10.1002/dad2.12464 Text en © 2023 The Authors. Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring published by Wiley Periodicals LLC on behalf of Alzheimer's Association. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Short Reports
Vogelgsang, Jonathan
Dan, Shu
Lally, Anna P.
Chatigny, Michael
Vempati, Sangeetha
Abston, Joshua
Durning, Peter T.
Oakley, Derek H.
McCoy, Thomas H.
Klengel, Torsten
Berretta, Sabina
Dimensional clinical phenotyping using post‐mortem brain donor medical records: post‐mortem RDoC profiling is associated with Alzheimer's disease neuropathology
title Dimensional clinical phenotyping using post‐mortem brain donor medical records: post‐mortem RDoC profiling is associated with Alzheimer's disease neuropathology
title_full Dimensional clinical phenotyping using post‐mortem brain donor medical records: post‐mortem RDoC profiling is associated with Alzheimer's disease neuropathology
title_fullStr Dimensional clinical phenotyping using post‐mortem brain donor medical records: post‐mortem RDoC profiling is associated with Alzheimer's disease neuropathology
title_full_unstemmed Dimensional clinical phenotyping using post‐mortem brain donor medical records: post‐mortem RDoC profiling is associated with Alzheimer's disease neuropathology
title_short Dimensional clinical phenotyping using post‐mortem brain donor medical records: post‐mortem RDoC profiling is associated with Alzheimer's disease neuropathology
title_sort dimensional clinical phenotyping using post‐mortem brain donor medical records: post‐mortem rdoc profiling is associated with alzheimer's disease neuropathology
topic Short Reports
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10517223/
https://www.ncbi.nlm.nih.gov/pubmed/37745891
http://dx.doi.org/10.1002/dad2.12464
work_keys_str_mv AT vogelgsangjonathan dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology
AT danshu dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology
AT lallyannap dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology
AT chatignymichael dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology
AT vempatisangeetha dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology
AT abstonjoshua dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology
AT durningpetert dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology
AT oakleyderekh dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology
AT mccoythomash dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology
AT klengeltorsten dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology
AT berrettasabina dimensionalclinicalphenotypingusingpostmortembraindonormedicalrecordspostmortemrdocprofilingisassociatedwithalzheimersdiseaseneuropathology