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Association analysis of rare variants near the APOE region with CSF and neuroimaging biomarkers of Alzheimer’s disease
BACKGROUND: The APOE ε4 allele is the most significant common genetic risk factor for late-onset Alzheimer’s disease (LOAD). The region surrounding APOE on chromosome 19 has also shown consistent association with LOAD. However, no common variants in the region remain significant after adjusting for...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5461522/ https://www.ncbi.nlm.nih.gov/pubmed/28589856 http://dx.doi.org/10.1186/s12920-017-0267-0 |
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author | Nho, Kwangsik Kim, Sungeun Horgusluoglu, Emrin Risacher, Shannon L. Shen, Li Kim, Dokyoon Lee, Seunggeun Foroud, Tatiana Shaw, Leslie M. Trojanowski, John Q. Aisen, Paul S. Petersen, Ronald C. Jack, Clifford R. Weiner, Michael W. Green, Robert C. Toga, Arthur W. Saykin, Andrew J. |
author_facet | Nho, Kwangsik Kim, Sungeun Horgusluoglu, Emrin Risacher, Shannon L. Shen, Li Kim, Dokyoon Lee, Seunggeun Foroud, Tatiana Shaw, Leslie M. Trojanowski, John Q. Aisen, Paul S. Petersen, Ronald C. Jack, Clifford R. Weiner, Michael W. Green, Robert C. Toga, Arthur W. Saykin, Andrew J. |
author_sort | Nho, Kwangsik |
collection | PubMed |
description | BACKGROUND: The APOE ε4 allele is the most significant common genetic risk factor for late-onset Alzheimer’s disease (LOAD). The region surrounding APOE on chromosome 19 has also shown consistent association with LOAD. However, no common variants in the region remain significant after adjusting for APOE genotype. We report a rare variant association analysis of genes in the vicinity of APOE with cerebrospinal fluid (CSF) and neuroimaging biomarkers of LOAD. METHODS: Whole genome sequencing (WGS) was performed on 817 blood DNA samples from the Alzheimer’s Disease Neuroimaging Initiative (ADNI). Sequence data from 757 non-Hispanic Caucasian participants was used in the present analysis. We extracted all rare variants (MAF (minor allele frequency) < 0.05) within a 312 kb window in APOE’s vicinity encompassing 12 genes. We assessed CSF and neuroimaging (MRI and PET) biomarkers as LOAD-related quantitative endophenotypes. Gene-based analyses of rare variants were performed using the optimal Sequence Kernel Association Test (SKAT-O). RESULTS: A total of 3,334 rare variants (MAF < 0.05) were found within the APOE region. Among them, 72 rare non-synonymous variants were observed. Eight genes spanning the APOE region were significantly associated with CSF Aβ(1-42) (p < 1.0 × 10(−3)). After controlling for APOE genotype and adjusting for multiple comparisons, 4 genes (CBLC, BCAM, APOE, and RELB) remained significant. Whole-brain surface-based analysis identified highly significant clusters associated with rare variants of CBLC in the temporal lobe region including the entorhinal cortex, as well as frontal lobe regions. Whole-brain voxel-wise analysis of amyloid PET identified significant clusters in the bilateral frontal and parietal lobes showing associations of rare variants of RELB with cortical amyloid burden. CONCLUSIONS: Rare variants within genes spanning the APOE region are significantly associated with LOAD-related CSF Aβ(1-42) and neuroimaging biomarkers after adjusting for APOE genotype. These findings warrant further investigation and illustrate the role of next generation sequencing and quantitative endophenotypes in assessing rare variants which may help explain missing heritability in AD and other complex diseases. |
format | Online Article Text |
id | pubmed-5461522 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-54615222017-06-07 Association analysis of rare variants near the APOE region with CSF and neuroimaging biomarkers of Alzheimer’s disease Nho, Kwangsik Kim, Sungeun Horgusluoglu, Emrin Risacher, Shannon L. Shen, Li Kim, Dokyoon Lee, Seunggeun Foroud, Tatiana Shaw, Leslie M. Trojanowski, John Q. Aisen, Paul S. Petersen, Ronald C. Jack, Clifford R. Weiner, Michael W. Green, Robert C. Toga, Arthur W. Saykin, Andrew J. BMC Med Genomics Research BACKGROUND: The APOE ε4 allele is the most significant common genetic risk factor for late-onset Alzheimer’s disease (LOAD). The region surrounding APOE on chromosome 19 has also shown consistent association with LOAD. However, no common variants in the region remain significant after adjusting for APOE genotype. We report a rare variant association analysis of genes in the vicinity of APOE with cerebrospinal fluid (CSF) and neuroimaging biomarkers of LOAD. METHODS: Whole genome sequencing (WGS) was performed on 817 blood DNA samples from the Alzheimer’s Disease Neuroimaging Initiative (ADNI). Sequence data from 757 non-Hispanic Caucasian participants was used in the present analysis. We extracted all rare variants (MAF (minor allele frequency) < 0.05) within a 312 kb window in APOE’s vicinity encompassing 12 genes. We assessed CSF and neuroimaging (MRI and PET) biomarkers as LOAD-related quantitative endophenotypes. Gene-based analyses of rare variants were performed using the optimal Sequence Kernel Association Test (SKAT-O). RESULTS: A total of 3,334 rare variants (MAF < 0.05) were found within the APOE region. Among them, 72 rare non-synonymous variants were observed. Eight genes spanning the APOE region were significantly associated with CSF Aβ(1-42) (p < 1.0 × 10(−3)). After controlling for APOE genotype and adjusting for multiple comparisons, 4 genes (CBLC, BCAM, APOE, and RELB) remained significant. Whole-brain surface-based analysis identified highly significant clusters associated with rare variants of CBLC in the temporal lobe region including the entorhinal cortex, as well as frontal lobe regions. Whole-brain voxel-wise analysis of amyloid PET identified significant clusters in the bilateral frontal and parietal lobes showing associations of rare variants of RELB with cortical amyloid burden. CONCLUSIONS: Rare variants within genes spanning the APOE region are significantly associated with LOAD-related CSF Aβ(1-42) and neuroimaging biomarkers after adjusting for APOE genotype. These findings warrant further investigation and illustrate the role of next generation sequencing and quantitative endophenotypes in assessing rare variants which may help explain missing heritability in AD and other complex diseases. BioMed Central 2017-05-24 /pmc/articles/PMC5461522/ /pubmed/28589856 http://dx.doi.org/10.1186/s12920-017-0267-0 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Nho, Kwangsik Kim, Sungeun Horgusluoglu, Emrin Risacher, Shannon L. Shen, Li Kim, Dokyoon Lee, Seunggeun Foroud, Tatiana Shaw, Leslie M. Trojanowski, John Q. Aisen, Paul S. Petersen, Ronald C. Jack, Clifford R. Weiner, Michael W. Green, Robert C. Toga, Arthur W. Saykin, Andrew J. Association analysis of rare variants near the APOE region with CSF and neuroimaging biomarkers of Alzheimer’s disease |
title | Association analysis of rare variants near the APOE region with CSF and neuroimaging biomarkers of Alzheimer’s disease |
title_full | Association analysis of rare variants near the APOE region with CSF and neuroimaging biomarkers of Alzheimer’s disease |
title_fullStr | Association analysis of rare variants near the APOE region with CSF and neuroimaging biomarkers of Alzheimer’s disease |
title_full_unstemmed | Association analysis of rare variants near the APOE region with CSF and neuroimaging biomarkers of Alzheimer’s disease |
title_short | Association analysis of rare variants near the APOE region with CSF and neuroimaging biomarkers of Alzheimer’s disease |
title_sort | association analysis of rare variants near the apoe region with csf and neuroimaging biomarkers of alzheimer’s disease |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5461522/ https://www.ncbi.nlm.nih.gov/pubmed/28589856 http://dx.doi.org/10.1186/s12920-017-0267-0 |
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