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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...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
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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 |
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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 |
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