Literature DB >> 34396116

12-year prediction of mild cognitive impairment aided by Alzheimer's brain signatures at mean age 56.

McKenna E Williams1,2,3, Jeremy A Elman1,3, Linda K McEvoy4, Ole A Andreassen5,6, Anders M Dale4,7, Graham M L Eglit1,3, Lisa T Eyler3,8, Christine Fennema-Notestine3,4, Carol E Franz1,3, Nathan A Gillespie9, Donald J Hagler4, Sean N Hatton1,7, Richard L Hauger3,10, Amy J Jak3,11, Mark W Logue12,13,14, Michael J Lyons15, Ruth E McKenzie14,16, Michael C Neale9, Matthew S Panizzon1,3, Olivia K Puckett1,3, Chandra A Reynolds17, Mark Sanderson-Cimino1,2,3, Rosemary Toomey15, Xin M Tu18, Nathan Whitsel1,3, Hong Xian19, William S Kremen1,3,10.   

Abstract

Neuroimaging signatures based on composite scores of cortical thickness and hippocampal volume predict progression from mild cognitive impairment to Alzheimer's disease. However, little is known about the ability of these signatures among cognitively normal adults to predict progression to mild cognitive impairment. Towards that end, a signature sensitive to microstructural changes that may predate macrostructural atrophy should be useful. We hypothesized that: (i) a validated MRI-derived Alzheimer's disease signature based on cortical thickness and hippocampal volume in cognitively normal middle-aged adults would predict progression to mild cognitive impairment; and (ii) a novel grey matter mean diffusivity signature would be a better predictor than the thickness/volume signature. This cohort study was part of the Vietnam Era Twin Study of Aging. Concurrent analyses compared cognitively normal and mild cognitive impairment groups at each of three study waves (ns = 246-367). Predictive analyses included 169 cognitively normal men at baseline (age = 56.1, range = 51-60). Our previously published thickness/volume signature derived from independent data, a novel mean diffusivity signature using the same regions and weights as the thickness/volume signature, age, and an Alzheimer's disease polygenic risk score were used to predict incident mild cognitive impairment an average of 12 years after baseline (follow-up age = 67.2, range = 61-71). Additional analyses adjusted for predicted brain age difference scores (chronological age minus predicted brain age) to determine if signatures were Alzheimer-related and not simply ageing-related. In concurrent analyses, individuals with mild cognitive impairment had higher (worse) mean diffusivity signature scores than cognitively normal participants, but thickness/volume signature scores did not differ between groups. In predictive analyses, age and polygenic risk score yielded an area under the curve of 0.74 (sensitivity = 80.00%; specificity = 65.10%). Prediction was significantly improved with addition of the mean diffusivity signature (area under the curve = 0.83; sensitivity = 85.00%; specificity = 77.85%; P = 0.007), but not with addition of the thickness/volume signature. A model including both signatures did not improve prediction over a model with only the mean diffusivity signature. Results held up after adjusting for predicted brain age difference scores. The novel mean diffusivity signature was limited by being yoked to the thickness/volume signature weightings. An independently derived mean diffusivity signature may thus provide even stronger prediction. The young age of the sample at baseline is particularly notable. Given that the brain signatures were examined when participants were only in their 50 s, our results suggest a promising step towards improving very early identification of Alzheimer's disease risk and the potential value of mean diffusivity and/or multimodal brain signatures.
© The Author(s) (2021). Published by Oxford University Press on behalf of the Guarantors of Brain.

Entities:  

Keywords:  Alzheimer’s disease; cortical thickness; early prediction; mean diffusivity; mild cognitive impairment

Year:  2021        PMID: 34396116      PMCID: PMC8361427          DOI: 10.1093/braincomms/fcab167

Source DB:  PubMed          Journal:  Brain Commun        ISSN: 2632-1297


  85 in total

Review 1.  Neuropsychological contributions to the early identification of Alzheimer's disease.

Authors:  Mark W Bondi; Amy J Jak; Lisa Delano-Wood; Mark W Jacobson; Dean C Delis; David P Salmon
Journal:  Neuropsychol Rev       Date:  2008-03-18       Impact factor: 7.444

2.  Cortical microstructural changes along the Alzheimer's disease continuum.

Authors:  Victor Montal; Eduard Vilaplana; Daniel Alcolea; Jordi Pegueroles; Ofer Pasternak; Sofia González-Ortiz; Jordi Clarimón; María Carmona-Iragui; Ignacio Illán-Gala; Estrella Morenas-Rodríguez; Roser Ribosa-Nogué; Isabel Sala; María-Belén Sánchez-Saudinós; Maite García-Sebastian; Jorge Villanúa; Andrea Izagirre; Ainara Estanga; Mirian Ecay-Torres; Ane Iriondo; Montserrat Clerigue; Mikel Tainta; Ana Pozueta; Andrea González; Eloy Martínez-Heras; Sara Llufriu; Rafael Blesa; Pascual Sanchez-Juan; Pablo Martínez-Lage; Alberto Lleó; Juan Fortea
Journal:  Alzheimers Dement       Date:  2017-10-31       Impact factor: 21.566

3.  MR diffusion tensor spectroscopy and imaging.

Authors:  P J Basser; J Mattiello; D LeBihan
Journal:  Biophys J       Date:  1994-01       Impact factor: 4.033

4.  Mild cognitive impairment: apparent diffusion coefficient in regional gray matter and white matter structures.

Authors:  Kimberly M Ray; Huali Wang; Yong Chu; Ya-Fang Chen; Alberto Bert; Anton N Hasso; Min-Ying Su
Journal:  Radiology       Date:  2006-10       Impact factor: 11.105

5.  Genetic and environmental influences on cortical mean diffusivity.

Authors:  Jeremy A Elman; Matthew S Panizzon; Donald J Hagler; Christine Fennema-Notestine; Lisa T Eyler; Nathan A Gillespie; Michael C Neale; Michael J Lyons; Carol E Franz; Linda K McEvoy; Anders M Dale; William S Kremen
Journal:  Neuroimage       Date:  2016-11-15       Impact factor: 6.556

6.  The cortical signature of prodromal AD: regional thinning predicts mild AD dementia.

Authors:  Akram Bakkour; John C Morris; Bradford C Dickerson
Journal:  Neurology       Date:  2008-12-24       Impact factor: 9.910

7.  Prevalence and Outcomes of Amyloid Positivity Among Persons Without Dementia in a Longitudinal, Population-Based Setting.

Authors:  Rosebud O Roberts; Jeremiah A Aakre; Walter K Kremers; Maria Vassilaki; David S Knopman; Michelle M Mielke; Rabe Alhurani; Yonas E Geda; Mary M Machulda; Preciosa Coloma; Barbara Schauble; Val J Lowe; Clifford R Jack; Ronald C Petersen
Journal:  JAMA Neurol       Date:  2018-08-01       Impact factor: 18.302

8.  Use of an Alzheimer's disease polygenic risk score to identify mild cognitive impairment in adults in their 50s.

Authors:  Mark W Logue; Matthew S Panizzon; William S Kremen; Jeremy A Elman; Nathan A Gillespie; Sean N Hatton; Daniel E Gustavson; Ole A Andreassen; Anders M Dale; Carol E Franz; Michael J Lyons; Michael C Neale; Chandra A Reynolds; Xin Tu
Journal:  Mol Psychiatry       Date:  2018-02-27       Impact factor: 15.992

9.  Meta-analysis of 74,046 individuals identifies 11 new susceptibility loci for Alzheimer's disease.

Authors:  J C Lambert; C A Ibrahim-Verbaas; D Harold; A C Naj; R Sims; C Bellenguez; A L DeStafano; J C Bis; G W Beecham; B Grenier-Boley; G Russo; T A Thorton-Wells; N Jones; A V Smith; V Chouraki; C Thomas; M A Ikram; D Zelenika; B N Vardarajan; Y Kamatani; C F Lin; A Gerrish; H Schmidt; B Kunkle; M L Dunstan; A Ruiz; M T Bihoreau; S H Choi; C Reitz; F Pasquier; C Cruchaga; D Craig; N Amin; C Berr; O L Lopez; P L De Jager; V Deramecourt; J A Johnston; D Evans; S Lovestone; L Letenneur; F J Morón; D C Rubinsztein; G Eiriksdottir; K Sleegers; A M Goate; N Fiévet; M W Huentelman; M Gill; K Brown; M I Kamboh; L Keller; P Barberger-Gateau; B McGuiness; E B Larson; R Green; A J Myers; C Dufouil; S Todd; D Wallon; S Love; E Rogaeva; J Gallacher; P St George-Hyslop; J Clarimon; A Lleo; A Bayer; D W Tsuang; L Yu; M Tsolaki; P Bossù; G Spalletta; P Proitsi; J Collinge; S Sorbi; F Sanchez-Garcia; N C Fox; J Hardy; M C Deniz Naranjo; P Bosco; R Clarke; C Brayne; D Galimberti; M Mancuso; F Matthews; S Moebus; P Mecocci; M Del Zompo; W Maier; H Hampel; A Pilotto; M Bullido; F Panza; P Caffarra; B Nacmias; J R Gilbert; M Mayhaus; L Lannefelt; H Hakonarson; S Pichler; M M Carrasquillo; M Ingelsson; D Beekly; V Alvarez; F Zou; O Valladares; S G Younkin; E Coto; K L Hamilton-Nelson; W Gu; C Razquin; P Pastor; I Mateo; M J Owen; K M Faber; P V Jonsson; O Combarros; M C O'Donovan; L B Cantwell; H Soininen; D Blacker; S Mead; T H Mosley; D A Bennett; T B Harris; L Fratiglioni; C Holmes; R F de Bruijn; P Passmore; T J Montine; K Bettens; J I Rotter; A Brice; K Morgan; T M Foroud; W A Kukull; D Hannequin; J F Powell; M A Nalls; K Ritchie; K L Lunetta; J S Kauwe; E Boerwinkle; M Riemenschneider; M Boada; M Hiltuenen; E R Martin; R Schmidt; D Rujescu; L S Wang; J F Dartigues; R Mayeux; C Tzourio; A Hofman; M M Nöthen; C Graff; B M Psaty; L Jones; J L Haines; P A Holmans; M Lathrop; M A Pericak-Vance; L J Launer; L A Farrer; C M van Duijn; C Van Broeckhoven; V Moskvina; S Seshadri; J Williams; G D Schellenberg; P Amouyel
Journal:  Nat Genet       Date:  2013-10-27       Impact factor: 38.330

10.  Plasma tau, neurofilament light chain and amyloid-β levels and risk of dementia; a population-based cohort study.

Authors:  Frank de Wolf; Mohsen Ghanbari; Silvan Licher; Kevin McRae-McKee; Luuk Gras; Gerrit Jan Weverling; Paulien Wermeling; Sanaz Sedaghat; M Kamran Ikram; Reem Waziry; Wouter Koudstaal; Jaco Klap; Stefan Kostense; Albert Hofman; Roy Anderson; Jaap Goudsmit; M Arfan Ikram
Journal:  Brain       Date:  2020-04-01       Impact factor: 13.501

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1.  Lifestyle and the aging brain: interactive effects of modifiable lifestyle behaviors and cognitive ability in men from midlife to old age.

Authors:  Carol E Franz; Sean N Hatton; Jeremy A Elman; Teresa Warren; Nathan A Gillespie; Nathan A Whitsel; Olivia K Puckett; Anders M Dale; Lisa T Eyler; Christine Fennema-Notestine; Donald J Hagler; Richard L Hauger; Ruth McKenzie; Michael C Neale; Matthew S Panizzon; Rahul C Pearce; Chandra A Reynolds; Mark Sanderson-Cimino; Rosemary Toomey; Xin M Tu; McKenna Williams; Hong Xian; Michael J Lyons; William S Kremen
Journal:  Neurobiol Aging       Date:  2021-08-19       Impact factor: 4.673

2.  Associations between MRI-assessed locus coeruleus integrity and cortical gray matter microstructure.

Authors:  Jeremy A Elman; Olivia K Puckett; Donald J Hagler; Rahul C Pearce; Christine Fennema-Notestine; Sean N Hatton; Michael J Lyons; Linda K McEvoy; Matthew S Panizzon; Emilie T Reas; Anders M Dale; Carol E Franz; William S Kremen
Journal:  Cereb Cortex       Date:  2022-09-19       Impact factor: 4.861

3.  Hemispheric Cortical, Cerebellar and Caudate Atrophy Associated to Cognitive Impairment in Metropolitan Mexico City Young Adults Exposed to Fine Particulate Matter Air Pollution.

Authors:  Lilian Calderón-Garcidueñas; Jacqueline Hernández-Luna; Partha S Mukherjee; Martin Styner; Diana A Chávez-Franco; Samuel C Luévano-Castro; Celia Nohemí Crespo-Cortés; Elijah W Stommel; Ricardo Torres-Jardón
Journal:  Toxics       Date:  2022-03-25

Review 4.  Associations of Polygenic Risk Score for Late-Onset Alzheimer's Disease With Biomarkers.

Authors:  Qiaojun Li; Xingping Lv; Fei Jin; Kun Liao; Liyuan Gao; Jiayuan Xu
Journal:  Front Aging Neurosci       Date:  2022-04-14       Impact factor: 5.702

  4 in total

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