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1.
Brain Commun ; 6(2): fcae081, 2024.
Article En | MEDLINE | ID: mdl-38505230

Alzheimer's disease biomarkers are crucial to understanding disease pathophysiology, aiding accurate diagnosis and identifying target treatments. Although the number of biomarkers continues to grow, the relative utility and uniqueness of each is poorly understood as prior work has typically calculated serial pairwise relationships on only a handful of markers at a time. The present study assessed the cross-sectional relationships among 27 Alzheimer's disease biomarkers simultaneously and determined their ability to predict meaningful clinical outcomes using machine learning. Data were obtained from 527 community-dwelling volunteers enrolled in studies at the Charles F. and Joanne Knight Alzheimer Disease Research Center at Washington University in St Louis. We used hierarchical clustering to group 27 imaging, CSF and plasma measures of amyloid beta, tau [phosphorylated tau (p-tau), total tau t-tau)], neuronal injury and inflammation drawn from MRI, PET, mass-spectrometry assays and immunoassays. Neuropsychological and genetic measures were also included. Random forest-based feature selection identified the strongest predictors of amyloid PET positivity across the entire cohort. Models also predicted cognitive impairment across the entire cohort and in amyloid PET-positive individuals. Four clusters emerged reflecting: core Alzheimer's disease pathology (amyloid and tau), neurodegeneration, AT8 antibody-associated phosphorylated tau sites and neuronal dysfunction. In the entire cohort, CSF p-tau181/Aß40lumi and Aß42/Aß40lumi and mass spectrometry measurements for CSF pT217/T217, pT111/T111, pT231/T231 were the strongest predictors of amyloid PET status. Given their ability to denote individuals on an Alzheimer's disease pathological trajectory, these same markers (CSF pT217/T217, pT111/T111, p-tau/Aß40lumi and t-tau/Aß40lumi) were largely the best predictors of worse cognition in the entire cohort. When restricting analyses to amyloid-positive individuals, the strongest predictors of impaired cognition were tau PET, CSF t-tau/Aß40lumi, p-tau181/Aß40lumi, CSF pT217/217 and pT205/T205. Non-specific CSF measures of neuronal dysfunction and inflammation were poor predictors of amyloid PET and cognitive status. The current work utilized machine learning to understand the interrelationship structure and utility of a large number of biomarkers. The results demonstrate that, although the number of biomarkers has rapidly expanded, many are interrelated and few strongly predict clinical outcomes. Examining the entire corpus of available biomarkers simultaneously provides a meaningful framework to understand Alzheimer's disease pathobiological change as well as insight into which biomarkers may be most useful in Alzheimer's disease clinical practice and trials.

2.
Ann Neurol ; 95(5): 951-965, 2024 May.
Article En | MEDLINE | ID: mdl-38400792

OBJECTIVE: A clock relating amyloid positron emission tomography (PET) to time was used to estimate the timing of biomarker changes in sporadic Alzheimer disease (AD). METHODS: Research participants were included who underwent cerebrospinal fluid (CSF) collection within 2 years of amyloid PET. The ages at amyloid onset and AD symptom onset were estimated for each individual. The timing of change for plasma, CSF, imaging, and cognitive measures was calculated by comparing restricted cubic splines of cross-sectional data from the amyloid PET positive and negative groups. RESULTS: The amyloid PET positive sub-cohort (n = 118) had an average age of 70.4 ± 7.4 years (mean ± standard deviation) and 16% were cognitively impaired. The amyloid PET negative sub-cohort (n = 277) included individuals with low levels of amyloid plaque burden at all scans who were cognitively unimpaired at the time of the scans. Biomarker changes were detected 15-19 years before estimated symptom onset for CSF Aß42/Aß40, plasma Aß42/Aß40, CSF pT217/T217, and amyloid PET; 12-14 years before estimated symptom onset for plasma pT217/T217, CSF neurogranin, CSF SNAP-25, CSF sTREM2, plasma GFAP, and plasma NfL; and 7-9 years before estimated symptom onset for CSF pT205/T205, CSF YKL-40, hippocampal volumes, and cognitive measures. INTERPRETATION: The use of an amyloid clock enabled visualization and analysis of biomarker changes as a function of estimated years from symptom onset in sporadic AD. This study demonstrates that estimated years from symptom onset based on an amyloid clock can be used as a continuous staging measure for sporadic AD and aligns with findings in autosomal dominant AD. ANN NEUROL 2024;95:951-965.


Alzheimer Disease , Amyloid beta-Peptides , Biomarkers , Positron-Emission Tomography , Humans , Alzheimer Disease/blood , Alzheimer Disease/cerebrospinal fluid , Alzheimer Disease/diagnostic imaging , Alzheimer Disease/diagnosis , Female , Male , Biomarkers/cerebrospinal fluid , Biomarkers/blood , Aged , Amyloid beta-Peptides/cerebrospinal fluid , Amyloid beta-Peptides/blood , Middle Aged , Peptide Fragments/cerebrospinal fluid , Peptide Fragments/blood , Aged, 80 and over , Cross-Sectional Studies , Time Factors , Age of Onset , Cohort Studies , Disease Progression , Chitinase-3-Like Protein 1/cerebrospinal fluid , Chitinase-3-Like Protein 1/blood , Cognitive Dysfunction/cerebrospinal fluid , Cognitive Dysfunction/blood , Plaque, Amyloid/diagnostic imaging , Plaque, Amyloid/pathology
3.
Neurology ; 96(20): e2546-e2557, 2021 05 18.
Article En | MEDLINE | ID: mdl-33795390

OBJECTIVE: To determine whether neuronal and neuroaxonal injury, neuroinflammation, and synaptic dysfunction associate with clinical course and outcomes in antibody-mediated encephalitis (AME), we measured biomarkers of these processes in CSF from patients presenting with AME and cognitively normal individuals. METHODS: Biomarkers of neuronal (total tau, VILIP-1) and neuroaxonal damage (neurofilament light chain [NfL]), inflammation (YKL-40), and synaptic function (neurogranin, SNAP-25) were measured in CSF obtained from 45 patients at the time of diagnosis of NMDA receptor (n = 34) or LGI1/CASPR2 (n = 11) AME and 39 age- and sex-similar cognitively normal individuals. The association between biomarkers and modified Rankin Scale (mRS) scores were evaluated in a subset (n = 20) of longitudinally followed patients. RESULTS: Biomarkers of neuroaxonal injury (NfL) and neuroinflammation (YKL-40) were elevated in AME cases at presentation, whereas markers of neuronal injury and synaptic function were stable (total tau) or decreased (VILIP-1, SNAP-25, neurogranin). The log-transformed ratio of YKL-40/SNAP-25 optimally discriminated patients from cognitively normal individuals (area under the receiver operating characteristic curve 0.99; 95% confidence interval 0.97, >0.99). Younger age (ρ = -0.56; p = 0.01), lower VILIP-1 (ρ = -0.60; p < 0.01) and SNAP-25 (ρ = -0.54; p = 0.01), and higher log10(YKL-40/SNAP-25) (ρ = 0.48; p = 0.04) associated with greater disease severity (higher mRS score) in prospectively followed patients. Higher YKL-40 (ρ = 0.60; p = 0.02) and neurogranin (ρ = 0.55; p = 0.03) at presentation were associated with higher mRS scores 12 months following hospital discharge. CONCLUSIONS: CSF biomarkers suggest that neuronal integrity is acutely maintained in AME, despite neuroaxonal compromise. Low levels of biomarkers of synaptic function may reflect antibody-mediated internalization of cell surface receptors and may represent an acute correlate of antibody-mediated synaptic dysfunction, with the potential to inform disease severity and outcomes.


Anti-N-Methyl-D-Aspartate Receptor Encephalitis/cerebrospinal fluid , Chitinase-3-Like Protein 1/cerebrospinal fluid , Neurocalcin/cerebrospinal fluid , Neurofilament Proteins/cerebrospinal fluid , tau Proteins/cerebrospinal fluid , Adolescent , Adult , Aged , Aged, 80 and over , Autoantibodies/immunology , Autoimmune Diseases of the Nervous System/cerebrospinal fluid , Autoimmune Diseases of the Nervous System/immunology , Biomarkers/cerebrospinal fluid , Case-Control Studies , Child , Child, Preschool , Encephalitis/cerebrospinal fluid , Encephalitis/immunology , Female , Humans , Intracellular Signaling Peptides and Proteins/immunology , Male , Membrane Proteins/immunology , Middle Aged , Nerve Tissue Proteins/immunology , Neurogranin/cerebrospinal fluid , Synaptosomal-Associated Protein 25/cerebrospinal fluid , Young Adult
4.
Alzheimers Dement ; 15(5): 655-665, 2019 05.
Article En | MEDLINE | ID: mdl-30846386

INTRODUCTION: Four less well-studied but promising "emerging" cerebrospinal fluid (CSF) biomarkers are elevated in late-onset Alzheimer disease (AD): neurogranin, synaptosomal-associated protein-25 (SNAP-25), visinin-like protein 1 (VILIP-1), and chitinase-3-like protein 1 (YKL-40). METHODS: CSF neurogranin, SNAP-25, VILIP-1, and YKL-40 were measured in families carrying autosomal-dominant AD mutations. RESULTS: The four emerging CSF biomarkers were significantly elevated in the mutation carriers (n = 235) versus noncarriers (n = 145). CSF SNAP-25, VILIP-1, and YKL-40 were altered very early in the AD time course, approximately 15-19 years before estimated symptom onset. All CSF biomarkers predicted important AD-related outcomes including performance on a cognitive composite, brain amyloid burden as measured by amyloid positron emission tomography, and the estimated years from symptom onset. DISCUSSION: Early abnormalities in CSF tTau, pTau, SNAP-25, VILIP-1, and YKL-40 suggest that synaptic damage, neuronal injury, and neuroinflammation begin shortly after the commencement of brain amyloid accumulation.


Alzheimer Disease/cerebrospinal fluid , Alzheimer Disease/genetics , Biomarkers/cerebrospinal fluid , Disease Progression , Mutation/genetics , Aged , Amyloid beta-Peptides/cerebrospinal fluid , Chitinase-3-Like Protein 1/cerebrospinal fluid , Female , Humans , Inflammation , Male , Middle Aged , Neurocalcin/cerebrospinal fluid , Neurogranin/cerebrospinal fluid , Positron-Emission Tomography , Synaptosomal-Associated Protein 25/cerebrospinal fluid
5.
Clin Chem ; 64(6): 927-937, 2018 06.
Article En | MEDLINE | ID: mdl-29523639

BACKGROUND: Neurogranin in cerebrospinal fluid (CSF) correlates with cognitive decline and is a potential novel biomarker for Alzheimer disease (AD) dementia. We investigated the analytical and diagnostic performance of 3 commonly used neurogranin assays in the same cohort of patients to improve the interpretability of CSF neurogranin test results. METHODS: The neurogranin Erenna® assay from Washington University, St. Louis, MO (WashU); ELISA from ADx Neurosciences; and ELISA from Gothenburg University, Mölndal, Sweden (UGot), were compared using silver staining and Western blot after gel electrophoresis. Clinical performance of the 3 assays was compared in samples from individuals diagnosed with subjective cognitive decline (n = 22), and in patients with AD (n = 22), frontotemporal dementia (n = 22), dementia with Lewy bodies (n = 22), or vascular dementia (n = 20), adjusted for sex and age. RESULTS: The assays detected different epitopes of neurogranin: the WashU assay detected the N-terminal part of neurogranin (S10-D23) and a C-terminal part (G49-G60), the ADx assay detected C-terminal neurogranin truncated at P75, and the UGot assay detected the C-terminal neurogranin with intact ending (D78). Spearman ρ was 0.95 between ADx and WashU, 0.87 between UGot and WashU, and 0.81 between UGot and ADx. ANCOVA (analysis of covariance) showed group differences for ranked neurogranin concentrations in each assay (all P < 0.05), with specific increases in AD. CONCLUSIONS: Although the 3 assays target different epitopes on neurogranin and have different calibrators, the high correlations and the similar group differences suggest that the different forms of neurogranin in CSF carry similar diagnostic information, at least in the context of neurodegenerative diseases.


Alzheimer Disease/metabolism , Biomarkers/metabolism , Cerebrospinal Fluid/metabolism , Neurogranin/metabolism , Antibodies/analysis , Cohort Studies , Electrophoresis, Polyacrylamide Gel , Enzyme-Linked Immunosorbent Assay , Epitopes/immunology , Humans , Neurogranin/immunology
6.
Alzheimers Dement ; 14(7): 869-879, 2018 07.
Article En | MEDLINE | ID: mdl-29580670

INTRODUCTION: Individuals in early stages of Alzheimer's disease are a targeted population for secondary prevention trials aimed at preserving normal cognition. Understanding within-person biomarker(s) change over time is critical for trial enrollment and design. METHODS: Longitudinal cerebrospinal fluid samples from the Alzheimer's Disease Neuroimaging Initiative were assayed for novel markers of neuronal/synaptic injury (visinin-like protein 1, Ng, and SNAP-25) and neuroinflammation (YKL-40) and compared with ß amyloid 42, tau, and phospho-tau181. General linear mixed models were used to compare within-person rates of change in three clinical groups (cognitively normal, mild cognitive impairment, and Alzheimer's disease) further defined by ß amyloid status. RESULTS: Levels of injury markers were highly positively correlated. Despite elevated baseline levels as a function of clinical status and amyloid-positivity, within-person decreases in these measures were observed in the early symptomatic, amyloid-positive Alzheimer's disease group. DISCUSSION: Knowledge of within-person biomarker change will impact interpretation of biomarker outcomes in clinical trials that are dependent on disease stage.


Age of Onset , Alzheimer Disease/cerebrospinal fluid , Alzheimer Disease/diagnosis , Amyloid beta-Peptides/cerebrospinal fluid , Biomarkers/cerebrospinal fluid , Aged , Cognition , Cognitive Dysfunction/cerebrospinal fluid , Cognitive Dysfunction/diagnosis , Female , Humans , Longitudinal Studies , Male , Neurocalcin/cerebrospinal fluid , Synaptosomal-Associated Protein 25/cerebrospinal fluid , tau Proteins/cerebrospinal fluid
8.
Ann Neurol ; 80(1): 154-9, 2016 07.
Article En | MEDLINE | ID: mdl-27129429

We hypothesized that one mechanism underlying the association between obstructive sleep apnea (OSA) and Alzheimer's disease is OSA leading to decreased slow wave activity (SWA), increased synaptic activity, decreased glymphatic clearance, and increased amyloid-ß. Polysomnography and lumbar puncture were performed in OSA and control groups. SWA negatively correlated with cerebrospinal fluid (CSF) amyloid-ß-40 among controls and was decreased in the OSA group. Unexpectedly, amyloid-ß-40 was decreased in the OSA group. Other neuronally derived proteins, but not total protein, were also decreased in the OSA group, suggesting that OSA may affect the interaction between interstitial and cerebrospinal fluid. Ann Neurol 2016;80:154-159.


Amyloid beta-Peptides/cerebrospinal fluid , Central Nervous System/metabolism , Nerve Tissue Proteins/cerebrospinal fluid , Peptide Fragments/cerebrospinal fluid , Sleep Apnea, Obstructive/cerebrospinal fluid , Aged , Case-Control Studies , Female , Humans , Male , Middle Aged , Polysomnography
9.
Alzheimers Res Ther ; 7(1): 59, 2015 Sep 17.
Article En | MEDLINE | ID: mdl-26383836

INTRODUCTION: We examined the utility of cerebrospinal fluid (CSF) proteins, Chitinase-3-like protein 1 (CHI3L1 or YKL-40), a putative marker of inflammation, and Visinin-like protein-1 (VILIP-1), a marker for neuronal injury, for diagnostic classification and monitoring of disease progression in a memory clinic cohort. METHODS: CSF levels of YKL-40 and VILIP-1 were measured in 37 cognitively normal, 61 Mild Cognitive Impairment (MCI) and 65 Alzheimer's disease (AD) patients from the memory clinic-based Amsterdam Dementia Cohort who underwent two lumbar punctures, with minimum interval of 6 months and a mean (SE) interval of 2.0(0.1) years. Mean(SE) cognitive follow-up was 3.8 (0.2) years. ANOVA was used to compare baseline differences of log-transformed CSF measures. Cox proportional hazard models were used to evaluate disease progression as a function of CSF tertiles. Linear mixed models were used to evaluate longitudinal change over time. All analyses were sex and age adjusted. RESULTS: Baseline levels of YKL-40, but not VILIP-1, were higher in MCI and AD patients compared to cognitively normal individuals (mean (SE) pg/mL, 304 (16) and 288 (12) vs. 231 (16), p = 0.03 and p = 0.006). Baseline levels of both YKL-40 and VILIP-1 in MCI predicted progression to AD (HR 95% CI = 3.0 (1.1-7.9) and 4.4 (1.5-13.0), respectively, for highest vs. lowest tertile). YKL-40 increased longitudinally in patients with MCI and AD (mean (SE) pg/mL per year, 8.9 (3.0) and 7.1 (3.1), respectively), but not in cognitively normal individuals, whereas levels of VILIP-1 increased only in MCI (mean (SE), 10.7 (2.6) pg/mL per year). CONCLUSIONS: CSF levels of YKL-40 may have utility for discriminating between cognitively normal individuals and patients with MCI or AD. Increased levels of both YKL-40 and VILIP-1 may be associated with disease progression. These CSF biomarkers should be considered for future evaluation in the characterization of the natural history of AD.


Adipokines/cerebrospinal fluid , Alzheimer Disease/cerebrospinal fluid , Cognitive Dysfunction/cerebrospinal fluid , Lectins/cerebrospinal fluid , Neurocalcin/cerebrospinal fluid , Aged , Alzheimer Disease/diagnosis , Analysis of Variance , Biomarkers/cerebrospinal fluid , Chitinase-3-Like Protein 1 , Cognitive Dysfunction/diagnosis , Cross-Sectional Studies , Disease Progression , Female , Follow-Up Studies , Humans , Kaplan-Meier Estimate , Linear Models , Longitudinal Studies , Male , Middle Aged , Neuropsychological Tests , Proportional Hazards Models , Spinal Puncture
10.
JAMA Neurol ; 72(11): 1275-80, 2015 Nov.
Article En | MEDLINE | ID: mdl-26366630

IMPORTANCE: Neurogranin (NGRN) seems to be a promising novel cerebrospinal fluid (CSF) biomarker for synaptic loss; however, clinical, and especially longitudinal, data are sparse. OBJECTIVE: To examine the utility of NGRN, with repeated CSF sampling, for diagnosis, prognosis, and monitoring of Alzheimer disease (AD). DESIGN, SETTING, AND PARTICIPANTS: Longitudinal study of consecutive patients who underwent 2 lumbar punctures between the beginning of 1995 and the end of 2010 within the memory clinic-based Amsterdam Dementia Cohort. The study included 163 patients: 37 cognitively normal participants (mean [SE] age, 64 [2] years; 38% female; and mean [SE] Mini-Mental State Examination [MMSE] score, 28 [0.3]), 61 patients with mild cognitive impairment (MCI) (mean [SE] age, 68 [1] years; 38% female; and mean [SE] MMSE score, 27 [0.3]), and 65 patients with AD (mean [SE] age, 65 [1] years; 45% female; and mean [SE] MMSE score, 22 [0.7]). The mean (SE) interval between lumbar punctures was 2.0 (0.1) years, and the mean (SE) duration of cognitive follow-up was 3.8 (0.2) years. Measurements of CSF NGRN levels were obtained in January and February 2014. MAIN OUTCOME AND MEASURE: Levels of NGRN in CSF samples. RESULTS: Baseline CSF levels of NGRN in patients with AD (median level, 2381 pg/mL [interquartile range, 1651-3416 pg/mL]) were higher than in cognitively normal participants (median level, 1712 pg/mL [interquartile range, 1206-2724 pg/mL]) (P = .04). Baseline NGRN levels were highly correlated with total tau and tau phosphorylated at threonine 181 in all patient groups (all P < .001), but not with Aß42. Baseline CSF levels of NGRN were also higher in patients with MCI who progressed to AD (median level, 2842 pg/mL [interquartile range, 1882-3950 pg/mL]) compared with those with stable MCI (median level, 1752 pg/mL [interquartile range, 1024-2438 pg/mL]) (P = .004), and they were predictive of progression from MCI to AD (hazard ratio, 1.8 [95% CI, 1.1-2.9]; stratified by tertiles). Linear mixed-model analyses demonstrated that within-person levels of NGRN increased over time in cognitively normal participants (mean [SE] level, 90 [45] pg/mL per year; P < .05) but not in patients with MCI or AD. CONCLUSIONS AND RELEVANCE: Neurogranin is a promising biomarker for AD because levels were elevated in patients with AD compared with cognitively normal participants and predicted progression from MCI to AD. Within-person levels of NGRN increased in cognitively normal participants but not in patients with later stage MCI or AD, which suggests that NGRN may reflect presymptomatic synaptic dysfunction or loss.


Alzheimer Disease/cerebrospinal fluid , Cognitive Dysfunction/cerebrospinal fluid , Disease Progression , Neurogranin/cerebrospinal fluid , Synapses/metabolism , Aged , Biomarkers/cerebrospinal fluid , Female , Humans , Longitudinal Studies , Male , Middle Aged
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