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1.
Ann Neurol ; 2024 May 15.
Article in English | MEDLINE | ID: mdl-38747315

ABSTRACT

OBJECTIVE: Cross-sectional definitions of successful cognitive aging have been widely utilized, but longitudinal measurements can identify people who do not decline. We performed this study to contrast maintenance with declining trajectories, including clinical conversion. METHODS: We included baseline cognitively unimpaired Alzheimer's Disease Neuroimaging Initiative participants with 3 or more cognitive testing sessions (n = 539, follow-up 6.1 ± 3.5 years) and calculated slopes of an episodic memory composite (MEM) to classify them into two groups: maintainers (slope ≥ 0) and decliners (slope < 0). Within decliners, we examined a subgroup of individuals who became clinically impaired during follow-up. These groups were compared on baseline characteristics and cognitive performance, as well as both cross-sectional and longitudinal Alzheimer disease (AD) biomarker measures (beta-amyloid [Aß], tau, and hippocampal volume). RESULTS: Forty-one percent (n = 221) of the cohort were MEM maintainers, and 33% (n = 105) of decliners converted to clinical impairment during follow-up. Compared to those with superior baseline scores, maintainers had lower education and were more likely to be male. Maintainers and decliners did not differ on baseline MEM scores, but maintainers did have higher non-MEM cognitive scores. Maintainers had lower baseline global Aß, lower tau pathology, and larger hippocampal volumes than decliners, even after removing converters. There were no differences in rates of change of any AD biomarkers between any cognitive trajectory groups except for a higher rate of hippocampal atrophy in clinical converters compared to maintainers. INTERPRETATION: Using longitudinal data to define cognitive trajectory groups reduces education and sex bias and reveals the prognostic importance of early onset of accumulation of AD pathology. ANN NEUROL 2024.

2.
J Sci Med Sport ; 2024 Apr 03.
Article in English | MEDLINE | ID: mdl-38664148

ABSTRACT

OBJECTIVES: To investigate if higher baseline physical activity levels are associated with less ß-amyloid burden and whether the ApoE4 genotype moderates this association cross-sectionally and longitudinally. DESIGN: Prospective cohort study. METHODS: 204 cognitively normal older adults (74.5 ±â€¯6.6 years; 26 % ApoE4-carrier) were analyzed. Baseline physical activity was measured using the Minnesota Physical Activity Questionnaire. Brain ß-amyloid burden was measured with positron emission tomography using 11C-labeled Pittsburgh compound. A subsample of 128 participants underwent longitudinal positron emission tomography (2.0 ±â€¯0.9 scans over 5 ±â€¯3 years). Statistical analysis was run according to physical activity (high/low group) and the ApoE4 genotype (carrier/noncarrier). RESULTS: The ApoE4 genotype moderated the relationship between physical activity and ß-amyloid, such that low physical activity had a greater impact on ß-amyloid deposition in ApoE4-carriers than noncarriers. This ApoE4 × physical activity effect on brain ß-amyloid deposition was also observed when all available ß-amyloid scan timepoints were included in the model. ß-amyloid deposition increased over time (p < 0.001), and ApoE4-carriers had disproportionately greater ß-amyloid accumulation than ApoE4-noncarriers. The lower physical activity group had marginally greater ß-amyloid accumulation than the higher physical activity group (p = 0.099), but there was no significant ApoE4 effect on ß-amyloid accumulation. CONCLUSIONS: Low physical activity in combination with the ApoE4-carrier genotype is associated with increased ß-amyloid burden, suggesting that ApoE4 moderates the effect of physical activity on ß-amyloid load. However, this effect was insufficient for baseline physical activity to modulate the change in ß-amyloid accumulation over time.

3.
Alzheimers Dement ; 20(3): 2113-2127, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38241084

ABSTRACT

INTRODUCTION: Abnormal amyloid-beta (Aß) and tau deposition define Alzheimer's Disease (AD), but non-elevated tau is relatively frequent in patients on the AD pathway. METHODS: We examined characteristics and regional patterns of 397 Aß+ unimpaired and impaired individuals with low tau (A+T-) in relation to their higher tau counterparts (A+T+). RESULTS: Seventy-one percent of Aß+ unimpaired and 42% of impaired Aß+ individuals were categorized as A+T- based on global tau. In impaired individuals only, A+T- status was associated with older age, male sex, and greater cardiovascular risk. α-synuclein was linked to poorer cognition, particularly when tau was low. Tau burden was most frequently elevated in a common set of temporal regions regardless of T+/T- status. DISCUSSION: Low tau is relatively common in patients on the AD pathway and is linked to comorbidities that contribute to impairment. These findings have implications for the selection of individuals for Aß- and tau-modifying therapies.


Subject(s)
Alzheimer Disease , Cognitive Dysfunction , Humans , Male , Alzheimer Disease/metabolism , Amyloid beta-Peptides/metabolism , Cognition , Positron-Emission Tomography , tau Proteins/metabolism , Female
4.
Int Psychogeriatr ; : 1-12, 2024 Jan 25.
Article in English | MEDLINE | ID: mdl-38268483

ABSTRACT

OBJECTIVES: Late-life depression (LLD) is common and frequently co-occurs with neurodegenerative diseases of aging. Little is known about how heterogeneity within LLD relates to factors typically associated with neurodegeneration. Varying levels of anxiety are one source of heterogeneity in LLD. We examined associations between anxiety symptom severity and factors associated with neurodegeneration, including regional brain volumes, amyloid beta (Aß) deposition, white matter disease, cognitive dysfunction, and functional ability in LLD. PARTICIPANTS AND MEASUREMENTS: Older adults with major depression (N = 121, Ages 65-91) were evaluated for anxiety severity and the following: brain volume (orbitofrontal cortex [OFC], insula), cortical Aß standardized uptake value ratio (SUVR), white matter hyperintensity (WMH) volume, global cognition, and functional ability. Separate linear regression analyses adjusting for age, sex, and concurrent depression severity were conducted to examine associations between anxiety and each of these factors. A global regression analysis was then conducted to examine the relative associations of these variables with anxiety severity. RESULTS: Greater anxiety severity was associated with lower OFC volume (ß = -68.25, t = -2.18, p = .031) and greater cognitive dysfunction (ß = 0.23, t = 2.46, p = .016). Anxiety severity was not associated with insula volume, Aß SUVR, WMH, or functional ability. When examining the relative associations of cognitive functioning and OFC volume with anxiety in a global model, cognitive dysfunction (ß = 0.24, t = 2.62, p = .010), but not OFC volume, remained significantly associated with anxiety. CONCLUSIONS: Among multiple factors typically associated with neurodegeneration, cognitive dysfunction stands out as a key factor associated with anxiety severity in LLD which has implications for cognitive and psychiatric interventions.

5.
Alzheimers Dement ; 20(1): 652-694, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37698424

ABSTRACT

The Alzheimer's Disease Neuroimaging Initiative (ADNI) aims to improve Alzheimer's disease (AD) clinical trials. Since 2006, ADNI has shared clinical, neuroimaging, and cognitive data, and biofluid samples. We used conventional search methods to identify 1459 publications from 2021 to 2022 using ADNI data/samples and reviewed 291 impactful studies. This review details how ADNI studies improved disease progression understanding and clinical trial efficiency. Advances in subject selection, detection of treatment effects, harmonization, and modeling improved clinical trials and plasma biomarkers like phosphorylated tau showed promise for clinical use. Biomarkers of amyloid beta, tau, neurodegeneration, inflammation, and others were prognostic with individualized prediction algorithms available online. Studies supported the amyloid cascade, emphasized the importance of neuroinflammation, and detailed widespread heterogeneity in disease, linked to genetic and vascular risk, co-pathologies, sex, and resilience. Biological subtypes were consistently observed. Generalizability of ADNI results is limited by lack of cohort diversity, an issue ADNI-4 aims to address by enrolling a diverse cohort.


Subject(s)
Alzheimer Disease , Cognitive Dysfunction , Humans , Alzheimer Disease/diagnostic imaging , Alzheimer Disease/therapy , Amyloid beta-Peptides , Neuroimaging/methods , Biomarkers , Disease Progression , tau Proteins , Cognitive Dysfunction/diagnostic imaging
6.
Neurobiol Aging ; 133: 115-124, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37948982

ABSTRACT

Previous work has associated polymorphisms in the dopamine transporter gene (rs6347 in DAT1/SLC6A3) and brain derived neurotrophic factor gene (Val66Met in BDNF) with atrophy and memory decline. However, it is unclear whether these polymorphisms relate to atrophy and cognition through associations with Alzheimer's disease pathology. We tested for effects of DAT1 and BDNF polymorphisms on cross-sectional and longitudinal ß-amyloid (Aß) and tau pathology (measured with positron emission tomography (PET)), hippocampal volume, and cognition. We analyzed a sample of cognitively normal older adults (cross-sectional n = 321) from the Alzheimer's Disease Neuroimaging Initiative (ADNI). DAT1 and BDNF interacted to predict Aß-PET, tau-PET, and hippocampal atrophy. Carriers of both "non-boptimal" DAT1 C and BDNF Met alleles demonstrated greater pathology and atrophy. Our findings provide novel links between dopamine and neurotrophic factor genes and AD pathology, consistent with previous research implicating these variants in greater risk for developing AD.


Subject(s)
Alzheimer Disease , Cognitive Dysfunction , Humans , Aged , Alzheimer Disease/genetics , Alzheimer Disease/pathology , Brain-Derived Neurotrophic Factor/genetics , Cross-Sectional Studies , Amyloid beta-Peptides , Positron-Emission Tomography , Atrophy , tau Proteins/genetics , Cognitive Dysfunction/genetics , Biomarkers
7.
bioRxiv ; 2023 Sep 13.
Article in English | MEDLINE | ID: mdl-37745434

ABSTRACT

Amyloid-ß (Aß) and tau deposition constitute Alzheimer's disease (AD) neuropathology. Cortical tau deposits first in the entorhinal cortex and hippocampus and then propagates to neocortex in an Aß-dependent manner. Tau also tends to accumulate earlier in higher-order association cortex than in lower-order primary sensory-motor cortex. While previous research has examined the production and spread of tau, little attention has been paid to its clearance. Low-frequency (<0.1 Hz) global brain activity during the resting state is coupled with cerebrospinal fluid (CSF) flow and potentially reflects glymphatic clearance. Here we report that tau deposition in subjects with evaluated Aß, accompanied by cortical thinning and cognitive decline, is strongly associated with decreased coupling between CSF flow and global brain activity. Substantial modulation of global brain activity is also manifested as propagating waves of brain activation between higher- and lower-order regions, resembling tau spreading. Together, the findings suggest an important role of resting-state global brain activity in AD tau pathology.

8.
JAMA Neurol ; 80(10): 1025-1027, 2023 Oct 01.
Article in English | MEDLINE | ID: mdl-37578768
9.
Alzheimers Dement (Amst) ; 15(3): e12453, 2023.
Article in English | MEDLINE | ID: mdl-37502020

ABSTRACT

INTRODUCTION: Although many cognitive measures have been developed to assess cognitive decline due to Alzheimer's disease (AD), there is little consensus on optimal measures, leading to varied assessments across research cohorts and clinical trials making it difficult to pool cognitive measures across studies. METHODS: We used a two-stage approach to harmonize cognitive data across cohorts and derive a cross-cohort score of cognitive impairment due to AD. First, we pool and harmonize cognitive data from international cohorts of varying size and ethnic diversity. Next, we derived cognitive composites that leverage maximal data from the harmonized dataset. RESULTS: We show that our cognitive composites are robust across cohorts and achieve greater or comparable sensitivity to AD-related cognitive decline compared to the Mini-Mental State Examination and Preclinical Alzheimer Cognitive Composite. Finally, we used an independent cohort validating both our harmonization approach and composite measures. DISCUSSION: Our easy to implement and readily available pipeline offers an approach for researchers to harmonize their cognitive data with large publicly available cohorts, providing a simple way to pool data for the development or validation of findings related to cognitive decline due to AD.

10.
J Neurotrauma ; 40(11-12): 1086-1097, 2023 06.
Article in English | MEDLINE | ID: mdl-36855333

ABSTRACT

Traumatic brain injury (TBI) is common among military veterans and has been associated with an increased risk of dementia. It is unclear if this is due to increased risk for Alzheimer's disease (AD) or other mechanisms. This case control study sought evidence for AD, as defined by the 2018 National Institute on Aging - Alzheimer's Association (NIA-AA) research framework, by measuring tau, ß-amyloid, and glucose metabolism using positron emission tomography (PET) in veterans with service-related TBI. Seventy male Vietnam war veterans-40 with TBI (age 68.0 ± 2.5 years) and 30 controls (age 70.1 ± 5.3 years)-with no prior diagnosis of dementia or mild cognitive impairment underwent ß-amyloid (18F-Florbetaben), tau (18F-Flortaucipir), and fluorodeoxyglucose (18F-FDG) PET. The TBI cohort included 15 participants with mild, 16 with moderate, and nine with severe injury. ß-Amyloid level was calculated using the Centiloid (CL) method and tau was measured by standardized uptake value ratios (SUVRs) using the cerebellar cortex as reference region. Analyses were adjusted for age and APOE-e4. The findings were validated in an independent cohort from the Department of Defense-Alzheimer's Disease Neuroimaging Initiative (DOD ADNI) study. There were no significant nor trending differences in ß-amyloid or tau levels or 18F-FDG uptake between the TBI and control groups before and after controlling for covariates. The ß-amyloid and tau findings were replicated in the DOD ADNI validation cohort and persisted when the Australian Imaging Biomarkers and Lifestyle study of aging-Veterans study (AIBL-VETS) and DOD ADNI cohorts were combined (114 TBI vs. 87 controls in total). In conclusion, no increase in the later life accumulation of the neuropathological markers of AD in veterans with a remote history of TBI was identified.


Subject(s)
Alzheimer Disease , Amyloid beta-Peptides , Brain Injuries, Traumatic , Cognitive Dysfunction , Veterans , tau Proteins , Aged , Humans , Male , Middle Aged , Aging , Alzheimer Disease/metabolism , Amyloid beta-Peptides/metabolism , Australia/epidemiology , Biomarkers , Brain Injuries, Traumatic/diagnostic imaging , Case-Control Studies , Cognitive Dysfunction/diagnostic imaging , Cognitive Dysfunction/etiology , Cognitive Dysfunction/metabolism , Fluorodeoxyglucose F18/metabolism , Glucose , Life Style , Positron-Emission Tomography , tau Proteins/metabolism , Vietnam
11.
medRxiv ; 2023 Mar 22.
Article in English | MEDLINE | ID: mdl-36993271

ABSTRACT

Determining the genetic architecture of Alzheimer's disease (AD) pathologies can enhance mechanistic understanding and inform precision medicine strategies. Here, we performed a genome-wide association study of cortical tau quantified by positron emission tomography in 3,136 participants from 12 independent studies. The CYP1B1-RMDN2 locus was associated with tau deposition. The most significant signal was at rs2113389, which explained 4.3% of the variation in cortical tau, while APOE4 rs429358 accounted for 3.6%. rs2113389 was associated with higher tau and faster cognitive decline. Additive effects, but no interactions, were observed between rs2113389 and diagnosis, APOE4 , and Aß positivity. CYP1B1 expression was upregulated in AD. rs2113389 was associated with higher CYP1B1 expression and methylation levels. Mouse model studies provided additional functional evidence for a relationship between CYP1B1 and tau deposition but not Aß. These results may provide insight into the genetic basis of cerebral tau and novel pathways for therapeutic development in AD.

12.
Neuroimage ; 265: 119761, 2023 01.
Article in English | MEDLINE | ID: mdl-36455762

ABSTRACT

Accurate measurement of Alzheimer's disease (AD) pathology in older adults without significant clinical impairment is critical to assessing intervention strategies aimed at slowing AD-related cognitive decline. The U.S. Study to Protect Brain Health Through Lifestyle Intervention to Reduce Risk (POINTER) is a 2-year randomized controlled trial to evaluate the effect of multicomponent risk reduction strategies in older adults (60-79 years) who are cognitively unimpaired but at increased risk for cognitive decline/dementia due to factors such as cardiovascular disease and family history. The POINTER Imaging ancillary study is collecting tau-PET ([18F]MK6240), beta-amyloid (Aß)-PET ([18F]florbetaben [FBB]) and MRI data to evaluate neuroimaging biomarkers of AD and cerebrovascular pathophysiology in this at-risk sample. Here 481 participants (70.0±5.0; 66% F) with baseline MK6240, FBB and structural MRI scans were included. PET scans were coregistered to the structural MRI which was used to create FreeSurfer-defined reference regions and target regions of interest (ROIs). We also created off-target signal (OTS) ROIs to examine the magnitude and distribution of MK6240 OTS across the brain as well as relationships between OTS and age, sex, and race. OTS was unimodally distributed, highly correlated across OTS ROIs and related to younger age and sex but not race. Aiming to identify an optimal processing approach for MK6240 that would reduce the influence of OTS, we compared our previously validated MRI-guided standard PET processing and 6 alternative approaches. The alternate approaches included combinations of reference region erosion and meningeal OTS masking before spatial smoothing as well as partial volume correction. To compare processing approaches we examined relationships between target ROIs (entorhinal cortex (ERC), hippocampus or a temporal meta-ROI (MetaROI)) SUVR and age, sex, race, Aß and a general cognitive status measure, the Modified Telephone Interview for Cognitive Status (TICSm). Overall, the processing approaches performed similarly, and none showed a meaningful improvement over standard processing. Across processing approaches we observed previously reported relationships with MK6240 target ROIs including positive associations with age, an Aß+> Aß- effect and negative associations with cognition. In sum, we demonstrated that different methods for minimizing effects of OTS, which is highly correlated across the brain within subject, produced no substantive change in our performance metrics. This is likely because OTS contaminates both reference and target regions and this contamination largely cancels out in SUVR data. Caution should be used when efforts to reduce OTS focus on target or reference regions in isolation as this may exacerbate OTS contamination in SUVR data.


Subject(s)
Alzheimer Disease , Cognitive Dysfunction , Aged , Humans , Alzheimer Disease/pathology , Amyloid beta-Peptides/metabolism , Brain/metabolism , Cognitive Dysfunction/diagnostic imaging , Cognitive Dysfunction/pathology , Positron-Emission Tomography/methods , tau Proteins/metabolism , Middle Aged
13.
Alzheimers Dement ; 19(2): 444-455, 2023 02.
Article in English | MEDLINE | ID: mdl-35429219

ABSTRACT

INTRODUCTION: Relying on magnetic resonance imaging (MRI) for quantification of positron emission tomography (PET) images may limit generalizability of the results. We evaluated several MRI-free approaches for amyloid beta (Aß) and tau PET quantification relative to MRI-dependent quantification cross-sectionally and longitudinally. METHODS: We compared baseline MRI-free and MRI-dependent measurements of Aß PET ([18F]florbetapir [FBP], N = 1290, [18F]florbetaben [FBB], N = 290) and tau PET ([18F]flortaucipir [FTP], N = 768) images with respect to continuous and dichotomous agreement, effect sizes of Aß+ impaired versus Aß- unimpaired groups, and longitudinal standardized uptake value ratio (SUVR) slopes in a subset of individuals. RESULTS: The best-performing MRI-free approaches had high continuous and dichotomous agreement with MRI-dependent SUVRs for Aß PET and temporal flortaucipir (R2 ≥0.95; ± agreement ≥92%) and for Alzheimer's disease-related effect sizes; agreement was slightly lower for entorhinal flortaucipir and longitudinal slopes. DISCUSSION: There is no consistent loss of baseline or longitudinal AD-related signal with MRI-free Aß and tau PET image quantification.


Subject(s)
Alzheimer Disease , Cognitive Dysfunction , Humans , Amyloid beta-Peptides , Alzheimer Disease/diagnostic imaging , Alzheimer Disease/pathology , Positron-Emission Tomography/methods , Magnetic Resonance Imaging , tau Proteins , Cognitive Dysfunction/pathology
14.
Alzheimers Dement ; 19(1): 307-317, 2023 01.
Article in English | MEDLINE | ID: mdl-36209495

ABSTRACT

INTRODUCTION: The Alzheimer's Disease Neuroimaging Initiative (ADNI) aims to validate biomarkers for Alzheimer's disease (AD) clinical trials. To improve generalizability, ADNI4 aims to enroll 50-60% of its new participants from underrepresented populations (URPs) using new biofluid and digital technologies. ADNI4 has received funding from the National Institute on Aging beginning September 2022. METHODS: ADNI4 will recruit URPs using community-engaged approaches. An online portal will screen 20,000 participants, 4000 of whom (50-60% URPs) will be tested for plasma biomarkers and APOE. From this, 500 new participants will undergo in-clinic assessment joining 500 ADNI3 rollover participants. Remaining participants (∼3500) will undergo longitudinal plasma and digital cognitive testing. ADNI4 will add MRI sequences and new PET tracers. Project 1 will optimize biomarkers in AD clinical trials. RESULTS AND DISCUSSION: ADNI4 will improve generalizability of results, use remote digital and blood screening, and continue providing longitudinal clinical, biomarker, and autopsy data to investigators.


Subject(s)
Alzheimer Disease , Cognitive Dysfunction , Humans , Alzheimer Disease/diagnostic imaging , Community Participation , Stakeholder Participation , Neuroimaging/methods , Biomarkers , Cognitive Dysfunction/diagnostic imaging , Amyloid beta-Peptides
15.
Alzheimers Dement ; 2022 Jun 29.
Article in English | MEDLINE | ID: mdl-35768339

ABSTRACT

INTRODUCTION: Epidemiological studies report an association between traumatic brain injury (TBI) and post-traumatic stress disorder (PTSD) and clinically diagnosed Alzheimer's disease (AD). We examined the association between TBI/PTSD and biomarker-defined AD. METHODS: We identified 289 non-demented veterans with TBI and/or PTSD and controls who underwent clinical evaluation, cerebrospinal fluid (CSF) collection, magnetic resonance imaging (MRI), amyloid beta (Aß) and tau positron emission tomography, and apolipoprotein E testing. Participants were followed for up to 5.2 years. RESULTS: Exposure groups (TBI, PTSD, and TBI + PTSD) had higher prevalence of mild cognitive impairment (MCI: P < .0001) and worse Mini-Mental State Examination scores (PTSD: P = .008; TBI & PTSD: P = .009) than controls. There were no significant differences in other cognitive scores, MRI volumes, Aß or tau accumulation, or in most longitudinal measures. DISCUSSION: TBI and/or PTSD were not associated with elevated AD biomarkers. The poorer cognitive status of exposed veterans may be due to other comorbid pathologies.

16.
J Oncol ; 2022: 5899728, 2022.
Article in English | MEDLINE | ID: mdl-35469310

ABSTRACT

Background: While breast cancer and its treatments may affect cognition, the longitudinal trajectories of cognition among those receiving differing cancer treatment types remain poorly understood. Prior research suggests hippocampal-prefrontal cortex network integrity may influence cognition, although how this network predicts performance over time remains unclear. Methods: We conducted a prospective trial including 69 patients with early-stage breast cancer receiving adjuvant therapy and 12 controls. Longitudinal cognitive testing was conducted at four visits: pretreatment-baseline, 6-7 months, 14-15 months, and 23-24 months. Cognitive composite scores of episodic memory, executive functioning, and processing speed were assessed at each timepoint. Baseline structural MRI was obtained in a subset of these participants, and hippocampal and prefrontal cortex regional volumes were extracted. Results: Longitudinal linear mixed modeling revealed significant group by time interactions on memory performance, controlling for age and education. Post hoc analyses revealed this effect was driven by patients treated with chemotherapy or chemotherapy plus hormone therapy, who demonstrated the least improvement in memory scores over time. Treatment group did not significantly influence the relationship between time and processing speed or executive functioning. Neither pretreatment hippocampal nor prefrontal volume differed between groups, and there were no significant group by time by baseline regional volume effects on cognition. Conclusion: Patients with early-stage breast cancer treated with chemotherapy or chemotherapy plus hormone therapy benefit less from practice effects seen in healthy controls on memory tests. Loss of longitudinal practice effect may be a new and clinically relevant measure for capturing patients' experience of cognitive difficulties after treatment.

17.
Neurobiol Aging ; 115: 1-11, 2022 07.
Article in English | MEDLINE | ID: mdl-35447369

ABSTRACT

Amyloid plaque aggregation is a pathologic hallmark of Alzheimer's disease (AD) that occurs early in the disease. However, little is known about its progression throughout the brain. Using Pittsburgh Compound B (PIB)-PET imaging, we investigated the progression of regional amyloid accumulation in cognitively normal older adults. We found that all examined regions reached their peak accumulation rates 24-28 years after an estimated initiation corresponding to the mean baseline PIB-PET signal in amyloid-negative older adults. We also investigated the effect of increased genetic risk conferred by the apolipoprotein-E ɛ4 allele on rates of amyloid accumulation, as well as the relationship between regional amyloid accumulation and regional tau pathology, another hallmark of AD, measured with Flortaucipir-PET. Carriers of the ɛ4 allele had faster amyloid accumulation in all brain regions. Furthermore, in all regions excluding the temporal lobe, faster amyloid accumulation was associated with greater tau burden. These results indicate that amyloid accumulates near-simultaneously throughout the brain and is associated with higher AD pathology, and that genetic risk of AD is associated with faster amyloid accumulation.


Subject(s)
Alzheimer Disease , tau Proteins , Aged , Alzheimer Disease/diagnostic imaging , Alzheimer Disease/genetics , Alzheimer Disease/pathology , Amyloid/metabolism , Amyloid beta-Peptides/metabolism , Brain/metabolism , Humans , Magnetic Resonance Imaging , Positron-Emission Tomography/methods , tau Proteins/metabolism
18.
Nat Commun ; 13(1): 1887, 2022 04 07.
Article in English | MEDLINE | ID: mdl-35393421

ABSTRACT

The early stages of Alzheimer's disease (AD) involve interactions between multiple pathophysiological processes. Although these processes are well studied, we still lack robust tools to predict individualised trajectories of disease progression. Here, we employ a robust and interpretable machine learning approach to combine multimodal biological data and predict future pathological tau accumulation. In particular, we use machine learning to quantify interactions between key pathological markers (ß-amyloid, medial temporal lobe  atrophy, tau and APOE 4) at mildly impaired and asymptomatic stages of AD. Using baseline non-tau markers we derive a prognostic index that: (a) stratifies patients based on future pathological tau accumulation, (b) predicts individualised regional future rate of tau accumulation, and (c) translates predictions from deep phenotyping patient cohorts to cognitively normal individuals. Our results propose a robust approach for fine scale stratification and prognostication with translation impact for clinical trial design targeting the earliest stages of AD.


Subject(s)
Alzheimer Disease , Cognitive Dysfunction , Alzheimer Disease/pathology , Amyloid beta-Peptides , Apolipoprotein E4 , Biomarkers , Humans , Machine Learning , Magnetic Resonance Imaging/methods , Positron-Emission Tomography/methods , tau Proteins
19.
Eur J Hybrid Imaging ; 6(1): 2, 2022 Jan 18.
Article in English | MEDLINE | ID: mdl-35039928

ABSTRACT

PURPOSE: Positron emission tomography (PET) imaging with amyloid-beta (Aß) tracers and 2-[18F] fluoro-2-Deoxy-D-glucose (18F-FDG) is extensively employed in Alzheimer's disease (AD) studies as biomarkers of AD pathology and neurodegeneration. To reduce cost and additional burdens to the patient, early-frame uptake during Aß PET scanning has been proposed as a surrogate measure of regional glucose metabolism. Considering the disease state specific impact of AD on neurovascular coupling, we investigated to what extent the information captured in the early frames of an Aß-PET (18F-florbetapir or 18F-florbetaben) scan is comparable to that of a 18F-FDG PET scan, independent of disease state. METHOD: A partial correlation was performed on early-frame 18F-florbetapir and 18F-FDG regional data from 100 participants. In a secondary analysis, we compared 92 18F-florbetapir and 21 18F-florbetaben early-frame Aß scans from cognitively unimpaired and mild cognitive impairment participants to ascertain if regional early-frame information was similar across different Aß-PET radioligands. RESULTS: The partial correlation of early-frame 18F-florbetapir with 18F-FDG was significant in all 84 brain ROIs, with correlation values ranging from 0.61 to 0.94. There were no significant differences between early-frame 18F-florbetapir and 18F-florbetaben images. CONCLUSION: Overall, we find that the regional uptake measurements from early-frame 18F-florbetapir are strongly correlated with regional glucose metabolism as measured in ground-truth 18F-FDG PET scans, regardless of disease state. Future studies should focus on longitudinal early-frame amyloid PET imaging studies to further assess the value of early-frame imaging as a marker of brain metabolic decline.

20.
Brain ; 145(2): 713-728, 2022 04 18.
Article in English | MEDLINE | ID: mdl-34373896

ABSTRACT

Posterior cortical hypometabolism measured with 18F-fluorodeoxyglucose (FDG)-PET is a well-known marker of Alzheimer's disease-related neurodegeneration, but its associations with underlying neuropathological processes are unclear. We assessed cross-sectionally the relative contributions of three potential mechanisms causing hypometabolism in the retrosplenial and inferior parietal cortices: local molecular (amyloid and tau) pathology and atrophy, distant factors including contributions from the degenerating medial temporal lobe or molecular pathology in functionally connected regions, and the presence of the apolipoprotein E (APOE) ε4 allele. Two hundred and thirty-two amyloid-positive cognitively impaired patients from two cohorts [University of California, San Francisco (UCSF), and Alzheimer's Disease Neuroimaging Initiative (ADNI)] underwent MRI and PET with FDG, amyloid-PET using 11C-Pittsburgh Compound-B, 18F-florbetapir or 18F-florbetaben, and 18F-flortaucipir tau-PET in 1 year. Standard uptake value ratios (SUVRs) were calculated using tracer-specific reference regions. Regression analyses were run within cohorts to identify variables associated with retrosplenial or inferior parietal FDG standard uptake value ratios. On average, ADNI patients were older and were less impaired than the UCSF patients. Regional patterns of hypometabolism were similar between cohorts, although there were cohort differences in regional grey matter atrophy. Local cortical thickness and tau-PET (but not amyloid-PET) were independently associated with both retrosplenial and inferior parietal FDG SUVRs (ΔR2 = 0.09 to 0.21) across cohorts in models that also included age and disease severity (local model). Including medial temporal lobe volume improved the retrosplenial FDG model in the ADNI cohort (ΔR2 = 0.04, P = 0.008) but not for the UCSF (ΔR2 < 0.01, P = 0.52), and did not improve the inferior parietal models (ΔR2 < 0.01, P > 0.37). Interaction analyses revealed that medial temporal volume was more strongly associated with retrosplenial FDG SUVRs at earlier disease stages (P = 0.06 in UCSF, P = 0.046 in ADNI). Exploratory analyses across the cortex confirmed overall associations between hypometabolism and local tau pathology and thickness and revealed associations between medial temporal degeneration and hypometabolism in retrosplenial, orbitofrontal and anterior cingulate cortices. Finally, our data did not support hypotheses of a detrimental effect of pathology in connected regions or of an effect of the APOE ε4 allele in impaired participants. Overall, in two independent groups of patients at symptomatic stages of Alzheimer's disease, cortical hypometabolism mainly reflected structural neurodegeneration and tau, but not amyloid, pathology.


Subject(s)
Alzheimer Disease , Cognitive Dysfunction , Alzheimer Disease/diagnostic imaging , Alzheimer Disease/genetics , Amyloid/metabolism , Apolipoprotein E4/genetics , Atrophy , Brain/metabolism , Cognitive Dysfunction/diagnostic imaging , Cognitive Dysfunction/genetics , Fluorodeoxyglucose F18 , Humans , Magnetic Resonance Imaging , Positron-Emission Tomography/methods , tau Proteins/metabolism
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