Pathway-Specific Polygenic Risk Scores Correlate with Clinical Status and Alzheimer's Disease-Related Biomarkers

被引:7
作者
Schork, Nicholas J. [1 ,2 ]
Elman, Jeremy A. [2 ,3 ]
机构
[1] Translat Genom Res Inst, Quantitat Med & Syst Biol, Phoenix, AZ USA
[2] Univ Calif San Diego, Dept Psychiat, La Jolla, CA USA
[3] Univ Calif San Diego, Ctr Behav Genet Aging, La Jolla, CA USA
关键词
Alzheimer's disease; amyloid; dementia; genetic risk score; hippocampal volume; tau; TAU; BETA; APOE; ASSOCIATION; PATTERNS; SUBTYPES; METAANALYSIS; INTEGRATION; PREDICTION; PATHOLOGY;
D O I
10.3233/JAD-230548
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Background: APOE is the largest genetic risk factor for Alzheimer's disease (AD), but there is a substantial polygenic component. Polygenic risk scores (PRS) can summarize small effects across the genome but may obscure differential risk across molecular processes and pathways that contribute to heterogeneity of disease presentation. Objective: We examined polygenic risk impacting specific AD-associated pathways and its relationship with clinical status and biomarkers of amyloid, tau, and neurodegeneration (A/T/N). Methods: We analyzed data from 1,411 participants from the Alzheimer's Disease Neuroimaging Initiative (ADNI). We applied pathway analysis and clustering to identify AD-associated "pathway clusters" and construct pathway-specific PRSs (excluding the APOE region). We tested associations with diagnostic status, abnormal levels of amyloid and ptau, and hippocampal volume. Results: Thirteen pathway clusters were identified, and eight pathway-specific PRSs were significantly associated with AD diagnosis. Amyloid-positivity was associated with endocytosis and fibril formation, response misfolded protein, and regulation protein tyrosine PRSs. Ptau positivity and hippocampal volume were both related to protein localization and mitophagy PRS, and ptau-positivity was also associated with an immune signaling PRS. A global AD PRS showed stronger associations with diagnosis and all biomarkers compared to pathway PRSs. Conclusions: Pathway PRS may contribute to understanding separable disease processes, but do not add significant power for predictive purposes. These findings demonstrate that AD-phenotypes may be preferentially associated with risk in specific pathways, and defining genetic risk along multiple dimensions may clarify etiological heterogeneity in AD. This approach to delineate pathway-specific PRS can be used to study other complex diseases.
引用
收藏
页码:915 / 929
页数:15
相关论文
共 91 条
[1]   Disentangling the biological pathways involved in early features of Alzheimer's disease in the Rotterdam Study [J].
Ahmad, Shahzad ;
Bannister, Christian ;
van der Lee, Sven J. ;
Vojinovic, Dina ;
Adams, Hieab H. H. ;
Ramirez, Alfredo ;
Escott-Price, Valentina ;
Sims, Rebecca ;
Baker, Emily ;
Williams, Julie ;
Holmans, Peter ;
Vernooij, Meike W. ;
Ikram, M. Arfan ;
Amin, Najaf ;
van Duijn, Cornelia M. .
ALZHEIMERS & DEMENTIA, 2018, 14 (07) :848-857
[2]   A global reference for human genetic variation [J].
Altshuler, David M. ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Donnelly, Peter ;
Eichler, Evan E. ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Green, Eric D. ;
Hurles, Matthew E. ;
Knoppers, Bartha M. ;
Korbel, Jan O. ;
Lander, Eric S. ;
Lee, Charles ;
Lehrach, Hans ;
Mardis, Elaine R. ;
Marth, Gabor T. ;
McVean, Gil A. ;
Nickerson, Deborah A. ;
Wang, Jun ;
Wilson, Richard K. ;
Boerwinkle, Eric ;
Doddapaneni, Harsha ;
Han, Yi ;
Korchina, Viktoriya ;
Kovar, Christie ;
Lee, Sandra ;
Muzny, Donna ;
Reid, Jeffrey G. ;
Zhu, Yiming ;
Chang, Yuqi ;
Feng, Qiang ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Lan, Tianming ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Liu, Shengmao ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Tang, Meifang ;
Wang, Bo .
NATURE, 2015, 526 (7571) :68-+
[3]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[4]   New insights into the genetic etiology of Alzheimer's disease and related dementias [J].
Bellenguez, Celine ;
Kucukali, Fahri ;
Jansen, Iris E. ;
Kleineidam, Luca ;
Moreno-Grau, Sonia ;
Amin, Najaf ;
Naj, Adam C. ;
Campos-Martin, Rafael ;
Grenier-Boley, Benjamin ;
Andrade, Victor ;
Holmans, Peter A. ;
Boland, Anne ;
Damotte, Vincent ;
van der Lee, Sven J. ;
Costa, Marcos R. ;
Kuulasmaa, Teemu ;
Yang, Qiong ;
De Rojas, Itziar ;
Bis, Joshua C. ;
Yaqub, Amber ;
Prokic, Ivana ;
Chapuis, Julien ;
Ahmad, Shahzad ;
Giedraitis, Vilmantas ;
Aarsland, Dag ;
Garcia-Gonzalez, Pablo ;
Abdelnour, Carla ;
Alarcon-Martin, Emilio ;
Alcolea, Daniel ;
Alegret, Montserrat ;
Alvarez, Ignacio ;
Alvarez, Victoria ;
Armstrong, Nicola J. ;
Tsolaki, Anthoula ;
Antunez, Carmen ;
Appollonio, Ildebrando ;
Arcaro, Marina ;
Archetti, Silvana ;
Arias Pastor, Alfonso ;
Arosio, Beatrice ;
Athanasiu, Lavinia ;
Bailly, Henri ;
Banaj, Nerisa ;
Baquero, Miquel ;
Barral, Sandra ;
Beiser, Alexa ;
Pastor, Ana Belen ;
Below, Jennifer E. ;
Benchek, Penelope ;
Benussi, Luisa .
NATURE GENETICS, 2022, 54 (04) :412-436
[5]   Age -dependent effect of APOE and polygenic component on Alzheimer?s disease [J].
Bellou, Eftychia ;
Baker, Emily ;
Leonenko, Ganna ;
Bracher-Smith, Matthew ;
Daunt, Paula ;
Menzies, Georgina ;
Williams, Julie ;
Escott-Price, Valentina .
NEUROBIOLOGY OF AGING, 2020, 93 :69-77
[6]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[7]   The Gene Ontology resource: enriching a GOld mine [J].
Carbon, Seth ;
Douglass, Eric ;
Good, Benjamin M. ;
Unni, Deepak R. ;
Harris, Nomi L. ;
Mungall, Christopher J. ;
Basu, Siddartha ;
Chisholm, Rex L. ;
Dodson, Robert J. ;
Hartline, Eric ;
Fey, Petra ;
Thomas, Paul D. ;
Albou, Laurent-Philippe ;
Ebert, Dustin ;
Kesling, Michael J. ;
Mi, Huaiyu ;
Muruganujan, Anushya ;
Huang, Xiaosong ;
Mushayahama, Tremayne ;
LaBonte, Sandra A. ;
Siegele, Deborah A. ;
Antonazzo, Giulia ;
Attrill, Helen ;
Brown, Nick H. ;
Garapati, Phani ;
Marygold, Steven J. ;
Trovisco, Vitor ;
Dos Santos, Gil ;
Falls, Kathleen ;
Tabone, Christopher ;
Zhou, Pinglei ;
Goodman, Joshua L. ;
Strelets, Victor B. ;
Thurmond, Jim ;
Garmiri, Penelope ;
Ishtiaq, Rizwan ;
Rodriguez-Lopez, Milagros ;
Acencio, Marcio L. ;
Kuiper, Martin ;
Laegreid, Astrid ;
Logie, Colin ;
Lovering, Ruth C. ;
Kramarz, Barbara ;
Saverimuttu, Shirin C. C. ;
Pinheiro, Sandra M. ;
Gunn, Heather ;
Su, Renzhi ;
Thurlow, Katherine E. ;
Chibucos, Marcus ;
Giglio, Michelle .
NUCLEIC ACIDS RESEARCH, 2021, 49 (D1) :D325-D334
[8]   Second-generation PLINK: rising to the challenge of larger and richer datasets [J].
Chang, Christopher C. ;
Chow, Carson C. ;
Tellier, Laurent C. A. M. ;
Vattikuti, Shashaank ;
Purcell, Shaun M. ;
Lee, James J. .
GIGASCIENCE, 2015, 4
[9]   Improved ancestry inference using weights from external reference panels [J].
Chen, Chia-Yen ;
Pollack, Samuela ;
Hunter, David J. ;
Hirschhorn, Joel N. ;
Kraft, Peter ;
Price, Alkes L. .
BIOINFORMATICS, 2013, 29 (11) :1399-1406
[10]   Mitophagy: An Emerging Role in Aging and Age-Associated Diseases [J].
Chen, Guo ;
Kroemer, Guido ;
Kepp, Oliver .
FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2020, 8