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Latent profile analysis of cognitive decline and depressive symptoms after intracerebral hemorrhage
BACKGROUND: Cognitive impairment and depressive symptoms are highly prevalent after Intracerebral Hemorrhage (ICH). We leveraged Latent Profile Analysis (LPA) to identify profiles for cognitive decline and depression onset after ICH. We also investigated differences in clinical, genetic and neuroima...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8662844/ https://www.ncbi.nlm.nih.gov/pubmed/34893031 http://dx.doi.org/10.1186/s12883-021-02508-x |
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author | Keins, Sophia Abramson, Jessica R. Castello, Juan Pablo Pasi, Marco Charidimou, Andreas Kourkoulis, Christina DiPucchio, Zora Schwab, Kristin Anderson, Christopher D. Gurol, M. Edip Greenberg, Steven M. Rosand, Jonathan Viswanathan, Anand Biffi, Alessandro |
author_facet | Keins, Sophia Abramson, Jessica R. Castello, Juan Pablo Pasi, Marco Charidimou, Andreas Kourkoulis, Christina DiPucchio, Zora Schwab, Kristin Anderson, Christopher D. Gurol, M. Edip Greenberg, Steven M. Rosand, Jonathan Viswanathan, Anand Biffi, Alessandro |
author_sort | Keins, Sophia |
collection | PubMed |
description | BACKGROUND: Cognitive impairment and depressive symptoms are highly prevalent after Intracerebral Hemorrhage (ICH). We leveraged Latent Profile Analysis (LPA) to identify profiles for cognitive decline and depression onset after ICH. We also investigated differences in clinical, genetic and neuroimaging characteristics across patients’ profiles. METHODS: We analyzed data from the ICH study conducted at Massachusetts General Hospital between January 1998 and December 2019. We collected information from electronical health records, follow-up interviews, CT and MRI imaging, and APOE genotype. We conducted LPA and multinomial logistic regression analyses to: 1) identify distinct profiles for cognitive decline and depression onset after ICH; 2) identify clinical, neuroimaging and genetic factors predicting individuals’ likelihood to express a specific profile. RESULTS: We followed 784 ICH survivors for a median of 45.8 months. We identified four distinct profiles in cognitive and depressive symptoms after ICH: low depression and dementia risk, early-onset depression and dementia, late-onset depression and dementia, high depression with low dementia risk. Cerebral small vessel disease severity and APOE genotype were specifically associated with the late-onset profile (both p < 0.05). Acute hematoma characteristics (size, intraventricular extension) and functional disability were specifically associated with the early-onset profile (all p < 0.05). CONCLUSION: We identified four distinct profiles for cognitive and depressive symptoms after ICH, each displaying specific associations with individual patients’ clinical, genetic and neuroimaging data. These associations reflect separate biological mechanisms influencing dementia and depression risk after ICH. Our findings support employing LPA in future ICH studies, and is likely applicable to stroke survivors at large. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12883-021-02508-x. |
format | Online Article Text |
id | pubmed-8662844 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-86628442021-12-10 Latent profile analysis of cognitive decline and depressive symptoms after intracerebral hemorrhage Keins, Sophia Abramson, Jessica R. Castello, Juan Pablo Pasi, Marco Charidimou, Andreas Kourkoulis, Christina DiPucchio, Zora Schwab, Kristin Anderson, Christopher D. Gurol, M. Edip Greenberg, Steven M. Rosand, Jonathan Viswanathan, Anand Biffi, Alessandro BMC Neurol Research BACKGROUND: Cognitive impairment and depressive symptoms are highly prevalent after Intracerebral Hemorrhage (ICH). We leveraged Latent Profile Analysis (LPA) to identify profiles for cognitive decline and depression onset after ICH. We also investigated differences in clinical, genetic and neuroimaging characteristics across patients’ profiles. METHODS: We analyzed data from the ICH study conducted at Massachusetts General Hospital between January 1998 and December 2019. We collected information from electronical health records, follow-up interviews, CT and MRI imaging, and APOE genotype. We conducted LPA and multinomial logistic regression analyses to: 1) identify distinct profiles for cognitive decline and depression onset after ICH; 2) identify clinical, neuroimaging and genetic factors predicting individuals’ likelihood to express a specific profile. RESULTS: We followed 784 ICH survivors for a median of 45.8 months. We identified four distinct profiles in cognitive and depressive symptoms after ICH: low depression and dementia risk, early-onset depression and dementia, late-onset depression and dementia, high depression with low dementia risk. Cerebral small vessel disease severity and APOE genotype were specifically associated with the late-onset profile (both p < 0.05). Acute hematoma characteristics (size, intraventricular extension) and functional disability were specifically associated with the early-onset profile (all p < 0.05). CONCLUSION: We identified four distinct profiles for cognitive and depressive symptoms after ICH, each displaying specific associations with individual patients’ clinical, genetic and neuroimaging data. These associations reflect separate biological mechanisms influencing dementia and depression risk after ICH. Our findings support employing LPA in future ICH studies, and is likely applicable to stroke survivors at large. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12883-021-02508-x. BioMed Central 2021-12-10 /pmc/articles/PMC8662844/ /pubmed/34893031 http://dx.doi.org/10.1186/s12883-021-02508-x Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Keins, Sophia Abramson, Jessica R. Castello, Juan Pablo Pasi, Marco Charidimou, Andreas Kourkoulis, Christina DiPucchio, Zora Schwab, Kristin Anderson, Christopher D. Gurol, M. Edip Greenberg, Steven M. Rosand, Jonathan Viswanathan, Anand Biffi, Alessandro Latent profile analysis of cognitive decline and depressive symptoms after intracerebral hemorrhage |
title | Latent profile analysis of cognitive decline and depressive symptoms after intracerebral hemorrhage |
title_full | Latent profile analysis of cognitive decline and depressive symptoms after intracerebral hemorrhage |
title_fullStr | Latent profile analysis of cognitive decline and depressive symptoms after intracerebral hemorrhage |
title_full_unstemmed | Latent profile analysis of cognitive decline and depressive symptoms after intracerebral hemorrhage |
title_short | Latent profile analysis of cognitive decline and depressive symptoms after intracerebral hemorrhage |
title_sort | latent profile analysis of cognitive decline and depressive symptoms after intracerebral hemorrhage |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8662844/ https://www.ncbi.nlm.nih.gov/pubmed/34893031 http://dx.doi.org/10.1186/s12883-021-02508-x |
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