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Polygenic resilience score may be sensitive to preclinical Alzheimer’s disease changes

Late-onset Alzheimer’s disease (LOAD) is a polygenic disorder with a long prodromal phase, making early diagnosis challenging. Twin studies estimate LOAD as 60–80% heritable, and while common genetic variants can account for 30% of this heritability, nearly 70% remains “missing”. Polygenic risk scor...

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Autores principales: Eissman, Jaclyn M., Wells, Greyson, Khan, Omair A., Liu, Dandan, Petyuk, Vladislav A., Gifford, Katherine A., Dumitrescu, Logan, Jefferson, Angela L., Hohman, Timothy J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9888419/
https://www.ncbi.nlm.nih.gov/pubmed/36540999
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author Eissman, Jaclyn M.
Wells, Greyson
Khan, Omair A.
Liu, Dandan
Petyuk, Vladislav A.
Gifford, Katherine A.
Dumitrescu, Logan
Jefferson, Angela L.
Hohman, Timothy J.
author_facet Eissman, Jaclyn M.
Wells, Greyson
Khan, Omair A.
Liu, Dandan
Petyuk, Vladislav A.
Gifford, Katherine A.
Dumitrescu, Logan
Jefferson, Angela L.
Hohman, Timothy J.
author_sort Eissman, Jaclyn M.
collection PubMed
description Late-onset Alzheimer’s disease (LOAD) is a polygenic disorder with a long prodromal phase, making early diagnosis challenging. Twin studies estimate LOAD as 60–80% heritable, and while common genetic variants can account for 30% of this heritability, nearly 70% remains “missing”. Polygenic risk scores (PRS) leverage combined effects of many loci to predict LOAD risk, but often lack sensitivity to preclinical disease changes, limiting clinical utility. Our group has built and published on a resilience phenotype to model better-than-expected cognition give amyloid pathology burden and hypothesized it may assist in preclinical polygenic risk prediction. Thus, we built a LOAD PRS and a resilience PRS and evaluated both in predicting cognition in a dementia-free cohort (N=254). The LOAD PRS had a significant main effect on baseline memory (β=−0.18, P=1.68E-03). Both the LOAD PRS (β=−0.03, P=1.19E-03) and the resilience PRS (β=0.02, P=0.03) had significant main effects on annual memory decline. The resilience PRS interacted with CSF Aβ on baseline memory (β=−6.04E-04, P=0.02), whereby it predicted baseline memory among Aβ+ individuals (β=0.44, P=0.01) but not among Aβ− individuals (β=0.06, P=0.46). Excluding APOE from PRS resulted in mainly LOAD PRS associations attenuating, but notably the resilience PRS interaction with CSF Aβ and selective prediction among Aβ+ individuals was consistent. Although the resilience PRS is currently somewhat limited in scope from the phenotype’s cross-sectional nature, our results suggest that the resilience PRS may be a promising tool in assisting in preclinical disease risk prediction among dementia-free and Aβ+ individuals, though replication and fine-tuning are needed.
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spelling pubmed-98884192023-01-31 Polygenic resilience score may be sensitive to preclinical Alzheimer’s disease changes Eissman, Jaclyn M. Wells, Greyson Khan, Omair A. Liu, Dandan Petyuk, Vladislav A. Gifford, Katherine A. Dumitrescu, Logan Jefferson, Angela L. Hohman, Timothy J. Pac Symp Biocomput Article Late-onset Alzheimer’s disease (LOAD) is a polygenic disorder with a long prodromal phase, making early diagnosis challenging. Twin studies estimate LOAD as 60–80% heritable, and while common genetic variants can account for 30% of this heritability, nearly 70% remains “missing”. Polygenic risk scores (PRS) leverage combined effects of many loci to predict LOAD risk, but often lack sensitivity to preclinical disease changes, limiting clinical utility. Our group has built and published on a resilience phenotype to model better-than-expected cognition give amyloid pathology burden and hypothesized it may assist in preclinical polygenic risk prediction. Thus, we built a LOAD PRS and a resilience PRS and evaluated both in predicting cognition in a dementia-free cohort (N=254). The LOAD PRS had a significant main effect on baseline memory (β=−0.18, P=1.68E-03). Both the LOAD PRS (β=−0.03, P=1.19E-03) and the resilience PRS (β=0.02, P=0.03) had significant main effects on annual memory decline. The resilience PRS interacted with CSF Aβ on baseline memory (β=−6.04E-04, P=0.02), whereby it predicted baseline memory among Aβ+ individuals (β=0.44, P=0.01) but not among Aβ− individuals (β=0.06, P=0.46). Excluding APOE from PRS resulted in mainly LOAD PRS associations attenuating, but notably the resilience PRS interaction with CSF Aβ and selective prediction among Aβ+ individuals was consistent. Although the resilience PRS is currently somewhat limited in scope from the phenotype’s cross-sectional nature, our results suggest that the resilience PRS may be a promising tool in assisting in preclinical disease risk prediction among dementia-free and Aβ+ individuals, though replication and fine-tuning are needed. 2023 /pmc/articles/PMC9888419/ /pubmed/36540999 Text en https://creativecommons.org/licenses/by/4.0/Open Access chapter published by World Scientific Publishing Company and distributed under the terms of the Creative Commons Attribution Non-Commercial (CC BY-NC) 4.0 License.
spellingShingle Article
Eissman, Jaclyn M.
Wells, Greyson
Khan, Omair A.
Liu, Dandan
Petyuk, Vladislav A.
Gifford, Katherine A.
Dumitrescu, Logan
Jefferson, Angela L.
Hohman, Timothy J.
Polygenic resilience score may be sensitive to preclinical Alzheimer’s disease changes
title Polygenic resilience score may be sensitive to preclinical Alzheimer’s disease changes
title_full Polygenic resilience score may be sensitive to preclinical Alzheimer’s disease changes
title_fullStr Polygenic resilience score may be sensitive to preclinical Alzheimer’s disease changes
title_full_unstemmed Polygenic resilience score may be sensitive to preclinical Alzheimer’s disease changes
title_short Polygenic resilience score may be sensitive to preclinical Alzheimer’s disease changes
title_sort polygenic resilience score may be sensitive to preclinical alzheimer’s disease changes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9888419/
https://www.ncbi.nlm.nih.gov/pubmed/36540999
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