Cognitive decline and brain pathology in aging--need for a dimensional, lifespan and systems vulnerability view.

Changes in brain structure and activity as well as cognitive function are commonly seen in aging. However, it is not known when aging of brain and cognition starts, and how much of the changes observed in seemingly healthy older adults that can be ascribed to incipient neurodegenerative disease. Recent research has yielded evidence that the borders between development and aging sometimes can be fuzzy, as can the borders between dementing disease and normal age changes. In this review, we argue that many factors affecting cognitive decline and dementia represents quantitative rather than qualitative differences in characteristics that commonly exist in the population. Further, factors known to affect brain and cognition in aging will often do so through a life-long accumulation of impact, and does not need to be specific to aging. And finally, a host of environmental and genetic factors and their interplay determine optimal aging, leaving room for potential for environmental interventions to affect the outcome of the aging process. Together, we argue that these factors call for a dimensional rather than categorical, lifespan rather than aging, and multidimensional systems-vulnerability rather than simple "hypothetical biomarker" model of age-associated cognitive decline and dementia. This has implications for how we should view lifespan trajectories of change in brain and cognitive function, and how we can study, prevent, diagnose and treat age-associated cognitive deficits.

[1]  Anatol C. Kreitzer,et al.  Plasticity in gray and white: neuroimaging changes in brain structure during learning , 2012, Nature Neuroscience.

[2]  A. Fagan,et al.  APOE predicts amyloid‐beta but not tau Alzheimer pathology in cognitively normal aging , 2010, Annals of neurology.

[3]  N. Jahanshad,et al.  Common Alzheimer's Disease Risk Variant Within the CLU Gene Affects White Matter Microstructure in Young Adults , 2011, The Journal of Neuroscience.

[4]  Lars T Westlye,et al.  Accelerated age-related cortical thinning in healthy carriers of apolipoprotein E epsilon 4. , 2008, Neurobiology of aging.

[5]  H. Braak,et al.  On areas of transition between entorhinal allocortex and temporal isocortex in the human brain. Normal morphology and lamina-specific pathology in Alzheimer's disease , 2004, Acta Neuropathologica.

[6]  Andreas Engvig,et al.  Effects of memory training on cortical thickness in the elderly , 2010, NeuroImage.

[7]  N. Robakis Are Aβ and Its Derivatives Causative Agents or Innocent Bystanders in AD? , 2010, Neurodegenerative Diseases.

[8]  R. Parasuraman,et al.  Interactive effects of APOE and CHRNA4 on attention and white matter volume in healthy middle-aged and older adults , 2006, Cognitive, affective & behavioral neuroscience.

[9]  S. Rapoport,et al.  Biomarkers and evolution in Alzheimer disease , 2011, Progress in Neurobiology.

[10]  Y. Stern,et al.  Diabetes mellitus and the risk of dementia , 1999, Neurology.

[11]  P. Thompson,et al.  TREM2 and neurodegenerative disease. , 2013, The New England journal of medicine.

[12]  Guillén Fernández,et al.  CR1 genotype is associated with entorhinal cortex volume in young healthy adults , 2011, Neurobiology of Aging.

[13]  Jelle Jolles,et al.  The prevalence of cortical gray matter atrophy may be overestimated in the healthy aging brain. , 2009, Neuropsychology.

[14]  Vincent Frouin,et al.  FTO, obesity and the adolescent brain. , 2013, Human molecular genetics.

[15]  F. Gage,et al.  Adult neurogenesis: integrating theories and separating functions , 2010, Trends in Cognitive Sciences.

[16]  A. Dale,et al.  Alzheimer disease: quantitative structural neuroimaging for detection and prediction of clinical and structural changes in mild cognitive impairment. , 2009, Radiology.

[17]  A. Dale,et al.  CSF Biomarkers in Prediction of Cerebral and Clinical Change in Mild Cognitive Impairment and Alzheimer's Disease , 2010, The Journal of Neuroscience.

[18]  C. Rowe,et al.  Plasma apolipoprotein E and Alzheimer disease risk , 2011, Neurology.

[19]  R. Mayeux,et al.  Genetic Variants in the Fat and Obesity Associated (FTO) Gene and Risk of Alzheimer's Disease , 2012, PloS one.

[20]  Andreas Engvig,et al.  Memory training impacts short‐term changes in aging white matter: A Longitudinal Diffusion Tensor Imaging Study , 2012, Human brain mapping.

[21]  Thomas Espeseth,et al.  Neuroscience and Biobehavioral Reviews Apoe-related Biomarker Profiles in Non-pathological Aging and Early Phases of Alzheimer's Disease , 2022 .

[22]  William J. Jagust,et al.  Lifespan brain activity, β-amyloid, and Alzheimer's disease , 2011, Trends in Cognitive Sciences.

[23]  A. Dekaban,et al.  Changes in brain weights during the span of human life: Relation of brain weights to body heights and body weights , 1978, Annals of neurology.

[24]  R. Petersen,et al.  The influence of apolipoprotein E genotype on visuospatial attention dissipates after age 80. , 2009, Neuropsychology.

[25]  M. Laakso,et al.  Prevalence of age-associated memory impairment in a randomly selected population from eastern Finland , 1995, Neurology.

[26]  R. Tanzi,et al.  TREM2 and neurodegenerative disease. , 2013, The New England journal of medicine.

[27]  Cheryl L. Dahle,et al.  Regional brain changes in aging healthy adults: general trends, individual differences and modifiers. , 2005, Cerebral cortex.

[28]  Thomas W. Mühleisen,et al.  Hippocampal Function in Healthy Carriers of the CLU Alzheimer's Disease Risk Variant , 2011, The Journal of Neuroscience.

[29]  A. Dale,et al.  APOE interacts with age to modify rate of decline in cognitive and brain changes in Alzheimer's disease , 2014, Alzheimer's & Dementia.

[30]  Thomas W. Mühleisen,et al.  Genome-wide association study identifies variants at CLU and PICALM associated with Alzheimer's disease , 2013, Nature Genetics.

[31]  Anders M. Fjell,et al.  Apolipoprotein E ε4-related thickening of the cerebral cortex modulates selective attention , 2012, Neurobiology of Aging.

[32]  B T Hyman,et al.  Entorhinal cortex pathology in Alzheimer's disease , 1991, Hippocampus.

[33]  C. Jack,et al.  Hypothetical model of dynamic biomarkers of the Alzheimer's pathological cascade , 2010, The Lancet Neurology.

[34]  A. Dale,et al.  Brain Changes in Older Adults at Very Low Risk for Alzheimer's Disease , 2013, The Journal of Neuroscience.

[35]  D. Neill Should Alzheimer's disease be equated with human brain ageing?: A maladaptive interaction between brain evolution and senescence , 2012, Ageing Research Reviews.

[36]  S. Resnick,et al.  Longitudinal Magnetic Resonance Imaging Studies of Older Adults: A Shrinking Brain , 2003, The Journal of Neuroscience.

[37]  Guojun Bu,et al.  Apolipoprotein E and apolipoprotein E receptors: normal biology and roles in Alzheimer disease. , 2012, Cold Spring Harbor perspectives in medicine.

[38]  J. Haines,et al.  Effects of age, sex, and ethnicity on the association between apolipoprotein E genotype and Alzheimer disease. A meta-analysis. APOE and Alzheimer Disease Meta Analysis Consortium. , 1997, JAMA.

[39]  Xue Hua,et al.  Brain differences in infants at differential genetic risk for late-onset Alzheimer disease: a cross-sectional imaging study. , 2014, JAMA neurology.

[40]  Frank J. Yuk,et al.  Evidence for Reduced Experience-Dependent Dendritic Spine Plasticity in the Aging Prefrontal Cortex , 2011, The Journal of Neuroscience.

[41]  Ian J. Deary,et al.  The Stability of Intelligence From Age 11 to Age 90 Years , 2013, Psychological science.

[42]  R. Mahley,et al.  Reactivity of apolipoprotein E4 and amyloid beta peptide: lysosomal stability and neurodegeneration. , 2006, The Journal of biological chemistry.

[43]  Anders M. Fjell,et al.  Accelerated age-related cortical thinning in healthy carriers of apolipoprotein E ɛ4 , 2008, Neurobiology of Aging.

[44]  Roberta F. White,et al.  The preclinical phase of alzheimer disease: A 22-year prospective study of the Framingham Cohort. , 2000, Archives of neurology.

[45]  U. Lindenberger,et al.  Only time will tell: cross-sectional studies offer no solution to the age-brain-cognition triangle: comment on Salthouse (2011). , 2011, Psychological bulletin.

[46]  MM Esiri,et al.  Ageing and the brain , 2007, The Journal of pathology.

[47]  S. Resnick,et al.  Longitudinal progression of Alzheimer's-like patterns of atrophy in normal older adults: the SPARE-AD index. , 2009, Brain : a journal of neurology.

[48]  Mark W. Bondi,et al.  Revision of the apolipoprotein E compensatory mechanism recruitment hypothesis , 2008, Alzheimer's & Dementia.

[49]  Steven Mennerick,et al.  Synaptic Activity Regulates Interstitial Fluid Amyloid-β Levels In Vivo , 2005, Neuron.

[50]  P. Rakic Neuroscience: Immigration denied , 2004, Nature.

[51]  Susan M Resnick,et al.  Longitudinal patterns of β-amyloid deposition in nondemented older adults. , 2011, Archives of neurology.

[52]  Richard J. Caselli,et al.  Gray matter network associated with risk for Alzheimer's disease in young to middle-aged adults , 2012, Neurobiology of Aging.

[53]  D. Blacker,et al.  Systematic meta-analyses of Alzheimer disease genetic association studies: the AlzGene database , 2007, Nature Genetics.

[54]  Christian Büchel,et al.  Training-Induced Brain Structure Changes in the Elderly , 2008, The Journal of Neuroscience.

[55]  Bruce J Aronow,et al.  ApoE and Clusterin Cooperatively Suppress Aβ Levels and Deposition Evidence that ApoE Regulates Extracellular Aβ Metabolism In Vivo , 2004, Neuron.

[56]  Y. Stern Cognitive Reserve and Alzheimer Disease , 2006, Alzheimer disease and associated disorders.

[57]  Torsten Rohlfing,et al.  Variation in longitudinal trajectories of regional brain volumes of healthy men and women (ages 10 to 85years) measured with atlas-based parcellation of MRI , 2013, NeuroImage.

[58]  Denise C. Park,et al.  The adaptive brain: aging and neurocognitive scaffolding. , 2009, Annual review of psychology.

[59]  Rafael Yuste,et al.  Age-based comparison of human dendritic spine structure using complete three-dimensional reconstructions. , 2013, Cerebral cortex.

[60]  Huaxi Xu,et al.  Apolipoprotein E and Alzheimer disease: risk, mechanisms and therapy , 2013, Nature Reviews Neurology.

[61]  Clare E. Mackay,et al.  The effects of APOE on the functional architecture of the resting brain , 2012, NeuroImage.

[62]  S. Thibodeau,et al.  Preclinical evidence of Alzheimer's disease in persons homozygous for the epsilon 4 allele for apolipoprotein E. , 1996, The New England journal of medicine.

[63]  Lars Bäckman,et al.  Apolipoprotein E and cognitive performance: a meta-analysis. , 2004, Psychology and aging.

[64]  L. Westlye,et al.  Effects of APOE on brain white matter microstructure in healthy adults , 2012, Neurology.

[65]  C. Jack,et al.  Brain injury biomarkers are not dependent on β‐amyloid in normal elderly , 2013, Annals of neurology.

[66]  H. Buschke,et al.  Cross-sectional and longitudinal relationships among age, cognition, and processing speed. , 1999, Psychology and aging.

[67]  Johanna Huttenlocher-Moser Variant of TREM2 Associated with the Risk of Alzheimer's Disease , 2013 .

[68]  R. Guerrant,et al.  APOE4 Protects the Cognitive Development in Children with Heavy Diarrhea Burdens in Northeast Brazil , 2005, Pediatric Research.

[69]  R. Blesa,et al.  Alzheimer's disease: an evolutionary approach. , 2013, Journal of anthropological sciences = Rivista di antropologia : JASS.

[70]  B. Jacobs,et al.  Life‐span dendritic and spine changes in areas 10 and 18 of human cortex: A quantitative golgi study , 1997, The Journal of comparative neurology.

[71]  E. Carbonell,et al.  [Are symbolic behaviour and neuroplasticity an example of gene-culture coevolution?]. , 2004, Revista de neurologia.

[72]  Randy L. Buckner,et al.  The serendipitous discovery of the brain's default network , 2012, NeuroImage.

[73]  S. Leurgans,et al.  Disentangling the effects of age and APOE on neuropathology and late life cognitive decline , 2014, Neurobiology of Aging.

[74]  L. Fratiglioni,et al.  Role of genes and environments for explaining Alzheimer disease. , 2006, Archives of general psychiatry.

[75]  Ulman Lindenberger,et al.  News of cognitive cure for age-related brain shrinkage is premature: a comment on Burgmans et al. (2009). , 2010, Neuropsychology.

[76]  Martin Styner,et al.  Common variants in psychiatric risk genes predict brain structure at birth. , 2014, Cerebral cortex.

[77]  Matthew H. Bailey,et al.  GWAS of Cerebrospinal Fluid Tau Levels Identifies Risk Variants for Alzheimer’s Disease , 2013, Neuron.

[78]  J. Haines,et al.  Gene dose of apolipoprotein E type 4 allele and the risk of Alzheimer's disease in late onset families. , 1993, Science.

[79]  R. Mahley,et al.  Apolipoprotein E4: a causative factor and therapeutic target in neuropathology, including Alzheimer's disease. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[80]  H. Braak,et al.  Neuropathological stageing of Alzheimer-related changes , 2004, Acta Neuropathologica.

[81]  T. Bird TREM2 and neurodegenerative disease. , 2013, The New England journal of medicine.

[82]  K. Abromeit Music Received , 2023, Notes.

[83]  R. Honea,et al.  Impact of APOE on the healthy aging brain: a voxel-based MRI and DTI study. , 2009, Journal of Alzheimer's disease : JAD.

[84]  Nicolas Cherbuin,et al.  Neuroimaging and APOE Genotype: A Systematic Qualitative Review , 2007, Dementia and Geriatric Cognitive Disorders.

[85]  Jee Hoon Roh,et al.  Neuronal activity regulates the regional vulnerability to amyloid-β deposition , 2011, Nature Neuroscience.

[86]  L Nyberg,et al.  Altered brain white matter integrity in healthy carriers of the APOE ε4 allele , 2006, Neurology.

[87]  David M Holtzman,et al.  Synaptic activity regulates interstitial fluid amyloid-beta levels in vivo. , 2005, Neuron.

[88]  William Jagust,et al.  Vulnerable Neural Systems and the Borderland of Brain Aging and Neurodegeneration , 2013, Neuron.

[89]  Christoph Lange,et al.  Genome-wide association analysis reveals putative Alzheimer's disease susceptibility loci in addition to APOE. , 2008, American journal of human genetics.

[90]  Y. Stern Cognitive reserve in ageing and Alzheimer's disease , 2012, The Lancet Neurology.

[91]  C. Grady The cognitive neuroscience of ageing , 2012, Nature Reviews Neuroscience.

[92]  Deanna Greenstein,et al.  Cortical morphology in children and adolescents with different apolipoprotein E gene polymorphisms: an observational study , 2007, The Lancet Neurology.

[93]  Klaus P. Ebmeier,et al.  The APOE ɛ4 allele modulates brain white matter integrity in healthy adults , 2011, Molecular Psychiatry.

[94]  A. Dale,et al.  Regional rates of neocortical atrophy from normal aging to early Alzheimer disease , 2009, Neurology.

[95]  C. Göritz,et al.  CNS synaptogenesis promoted by glia-derived cholesterol. , 2001, Science.

[96]  Matthias Kliegel,et al.  APOE ε4 and cognitive function in early life: a meta-analysis. , 2012, Neuropsychology.

[97]  Nick C Fox,et al.  Letter abstract - Genome-wide association study identifies variants at CLU and PICALM associated with Alzheimer's Disease , 2009 .

[98]  Miao‐kun Sun,et al.  Trends in cognitive sciences , 2012 .

[99]  W. Jagust,et al.  Association of lifetime cognitive engagement and low β-amyloid deposition. , 2012, Archives of neurology.

[100]  Anders M. Fjell,et al.  CSF biomarker pathology correlates with a medial temporo-parietal network affected by very mild to moderate Alzheimer's disease but not a fronto-striatal network affected by healthy aging , 2010, NeuroImage.

[101]  J. Haines,et al.  Effects of Age, Sex, and Ethnicity on the Association Between Apolipoprotein E Genotype and Alzheimer Disease: A Meta-analysis , 1997 .

[102]  L. Kiemeney,et al.  Corrigendum: Genetic variation in the prostate stem cell antigen gene PSCA confers susceptibility to urinary bladder cancer , 2009, Nature Genetics.

[103]  M. Pericak-Vance,et al.  Apolipoprotein E: high-avidity binding to beta-amyloid and increased frequency of type 4 allele in late-onset familial Alzheimer disease. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[104]  L. Peltonen,et al.  DAP12/TREM2 Deficiency Results in Impaired Osteoclast Differentiation and Osteoporotic Features , 2003, The Journal of experimental medicine.

[105]  Richard J. Kryscio,et al.  Alzheimer’s disease is not “brain aging”: neuropathological, genetic, and epidemiological human studies , 2011, Acta Neuropathologica.

[106]  R. Guerrant,et al.  Apolipoprotein E4 influences growth and cognitive responses to micronutrient supplementation in shantytown children from northeast Brazil , 2012, Clinics.

[107]  A. Dale,et al.  Accelerating cortical thinning: unique to dementia or universal in aging? , 2014, Cerebral cortex.

[108]  C. Jack,et al.  Effect of lifestyle activities on alzheimer disease biomarkers and cognition , 2012, Annals of neurology.

[109]  T. Hedden,et al.  Meta-analysis of amyloid-cognition relations in cognitively normal older adults , 2013, Neurology.

[110]  E. Bufill,et al.  Conducta simbÓlica y neuroplasticidad: ¿un ejemplo de coevoluciÓn gen-cultura? , 2004 .

[111]  J. Wesson Ashford,et al.  ApoE genotype accounts for the vast majority of AD risk and AD pathology , 2004, Neurobiology of Aging.

[112]  D. Holtzman,et al.  Apolipoprotein E in Alzheimer's disease and other neurological disorders , 2011, The Lancet Neurology.

[113]  Roberto Cabeza,et al.  Aging Gracefully: Compensatory Brain Activity in High-Performing Older Adults , 2002, NeuroImage.

[114]  J. Hardy,et al.  TREM2 and neurodegenerative disease. , 2013, The New England journal of medicine.

[115]  Michael W. Weiner,et al.  A commonly carried allele of the obesity-related FTO gene is associated with reduced brain volume in the healthy elderly , 2010, Proceedings of the National Academy of Sciences.

[116]  K. Hawkins,et al.  The effects of apolipoprotein E on non-impaired cognitive functioning: A meta-analysis , 2011, Neurobiology of Aging.

[117]  P. Bosco,et al.  Genome-wide association study identifies variants at CLU and CR1 associated with Alzheimer's disease , 2009, Nature Genetics.

[118]  Karl Herrup,et al.  Reimagining Alzheimer's Disease—An Age-Based Hypothesis , 2010, The Journal of Neuroscience.

[119]  Henry Brodaty,et al.  Lifespan Mental Activity Predicts Diminished Rate of Hippocampal Atrophy , 2008, Alzheimer's & Dementia.

[120]  Mark Mayford,et al.  Elimination of Dendritic Spines with Long-Term Memory Is Specific to Active Circuits , 2012, The Journal of Neuroscience.

[121]  D. Neill Alzheimer's disease: maladaptive synaptoplasticity hypothesis. , 1995, Neurodegeneration : a journal for neurodegenerative disorders, neuroprotection, and neuroregeneration.

[122]  Ulman Lindenberger,et al.  Trajectories of brain aging in middle-aged and older adults: Regional and individual differences , 2010, NeuroImage.

[123]  C. Jack,et al.  Tracking pathophysiological processes in Alzheimer's disease: an updated hypothetical model of dynamic biomarkers , 2013, The Lancet Neurology.

[124]  Carol Brayne,et al.  Education, the brain and dementia: neuroprotection or compensation? , 2010, Brain : a journal of neurology.

[125]  F. Gage,et al.  Adult hippocampal neurogenesis and its role in Alzheimer's disease , 2011, Molecular Neurodegeneration.

[126]  C. Jack,et al.  Medial temporal atrophy on MRI in normal aging and very mild Alzheimer's disease , 1997, Neurology.

[127]  Elizabeth C Mormino,et al.  Not quite PIB-positive, not quite PIB-negative: Slight PIB elevations in elderly normal control subjects are biologically relevant , 2012, NeuroImage.

[128]  D. Selkoe Alzheimer's disease. , 2011, Cold Spring Harbor perspectives in biology.

[129]  J. Hardy,et al.  Apolipoprotein E in Alzheimer's disease: an update. , 2014, Annual review of neuroscience.

[130]  A. Dale,et al.  One-Year Brain Atrophy Evident in Healthy Aging , 2009, The Journal of Neuroscience.

[131]  Thomas Espeseth,et al.  Working memory deficits in healthy APOE epsilon 4 carriers , 2010, Neuropsychologia.

[132]  A. Dale,et al.  Mild cognitive impairment: baseline and longitudinal structural MR imaging measures improve predictive prognosis. , 2011, Radiology.

[133]  L. Nyberg,et al.  Memory aging and brain maintenance , 2012, Trends in Cognitive Sciences.

[134]  John Hardy,et al.  TOMM40 association with Alzheimer disease: tales of APOE and linkage disequilibrium. , 2012, Archives of neurology.

[135]  S. Resnick,et al.  Longitudinal pattern of regional brain volume change differentiates normal aging from MCI , 2009, Neurology.

[136]  L Nyberg,et al.  Altered brain white matter integrity in healthy carriers of the APOE epsilon4 allele: a risk for AD? , 2006, Neurology.

[137]  David M Holtzman,et al.  Human Apoe Isoforms Differentially Regulate Brain Amyloid-β Peptide Clearance Nih Public Access , 2022 .

[138]  R. Guerrant,et al.  Semantic fluency: a sensitive marker for cognitive impairment in children with heavy diarrhea burdens? , 2009, Medical hypotheses.

[139]  J. Morris,et al.  Decreased Clearance of CNS β-Amyloid in Alzheimer’s Disease , 2010, Science.

[140]  F. Gage,et al.  New neurons and new memories: how does adult hippocampal neurogenesis affect learning and memory? , 2010, Nature Reviews Neuroscience.

[141]  R Brookmeyer,et al.  Age-specific incidence rates of Alzheimer’s disease , 2000, Neurology.

[142]  R. Parasuraman,et al.  Effects of apolipoprotein E genotype on spatial attention, working memory, and their interaction in healthy, middle-aged adults: results From the National Institute of Mental Health's BIOCARD study. , 2005, Neuropsychology.

[143]  A. Dale,et al.  Brain atrophy in healthy aging is related to CSF levels of Aβ1-42. , 2010, Cerebral cortex.

[144]  Linda Chang,et al.  Long-term influence of normal variation in neonatal characteristics on human brain development , 2012, Proceedings of the National Academy of Sciences.

[145]  A. Singleton,et al.  TREM2 variants in Alzheimer's disease. , 2013, The New England journal of medicine.

[146]  M. Andersson,et al.  Longitudinal evidence for diminished frontal cortex function in aging , 2010, Proceedings of the National Academy of Sciences.

[147]  B. Hyman,et al.  Preservation of Neuronal Number Despite Age-Related Cortical Brain Atrophy in Elderly Subjects Without Alzheimer Disease , 2008, Journal of neuropathology and experimental neurology.

[148]  P. Bosco,et al.  APOE and Alzheimer disease: a major gene with semi-dominant inheritance , 2011, Molecular Psychiatry.

[149]  M. Mesulam Neuroplasticity Failure in Alzheimer's Disease Bridging the Gap between Plaques and Tangles , 1999, Neuron.

[150]  G. Alexander,et al.  Functional brain abnormalities in young adults at genetic risk for late-onset Alzheimer's dementia , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[151]  T. Sunderland,et al.  Working memory and apolipoprotein E: What’s the connection? , 2002, Neuropsychologia.

[152]  Z. Khachaturian Revised criteria for diagnosis of Alzheimer’s disease: National Institute on Aging-Alzheimer's Association diagnostic guidelines for Alzheimer's disease , 2011, Alzheimer's & Dementia.

[153]  G. Alexander,et al.  Declining brain activity in cognitively normal apolipoprotein E ɛ4 heterozygotes: A foundation for using positron emission tomography to efficiently test treatments to prevent Alzheimer's disease , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[154]  Anders M. Dale,et al.  Consistent neuroanatomical age-related volume differences across multiple samples , 2011, Neurobiology of Aging.