ArticleAlzheimer's research & therapy2018
The EMIF-AD Multimodal Biomarker Discovery study: design, methods and cohort characteristics.
Article in Alzheimer's research & therapy, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 52 papers, 2 of them syntheses that pooled it.
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Who cites it
52 citing papers in PubMed, 2 syntheses or guidelines pooled it, 133 citations in OpenAlex.
- GWAS meta-analysis of cerebrospinal fluid Alzheimer's biomarkers reveals loci regulating lipids, brain volume and autophagy.Nature communications · 2026Pooled it
- Biomarkers of endothelial dysfunction and cognition: A two-step IPD meta-analysis.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024Pooled it
- CSF proteomic quantitative trait loci mapping reveals genetic insights into Alzheimer's disease.Molecular neurodegeneration advances · 2026Article
- A benchmark of text embedding models for semantic harmonization of Alzheimer's disease cohorts.The journal of prevention of Alzheimer's disease · 2025Article
- Cerebrospinal fluid proteome alterations related to depressive symptoms in cognitive decline and Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Article
- Cerebrospinal fluid proteomic associations of APOE genotypes reveal distinct protective and risk mechanisms for Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Article
- The association of diabetes with Alzheimer's disease biomarkers and vascular burden across European aging and memory clinic cohorts.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Article
- Artificial intelligence-driven multi-omics approaches in Alzheimer's disease: Progress, challenges, and future directions.Acta pharmaceutica Sinica. B · 2025Review
- Cerebrospinal fluid proteome profiling across the Alzheimer's disease continuum: a step towards solving the equation for 'X'.Molecular neurodegeneration · 2025Article
- Synaptic protein CSF levels relate to memory scores in individuals without dementia.Alzheimer's research & therapy · 2025Article
- Cerebrospinal fluid proteomic profiling of cognitively unimpaired individuals with suspected non-Alzheimer's disease pathophysiology.Brain communications · 2025Article
- Blood DNA methylomic signatures associated with CSF biomarkers of Alzheimer's disease in the EMIF-AD study.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024Article
- Blood-based multivariate methylation risk score for cognitive impairment and dementia.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024Article
- CSF proteomic profiles of neurodegeneration biomarkers in Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024Article
- Understanding machine learning applications in dementia research and clinical practice: a review for biomedical scientists and clinicians.Alzheimer's research & therapy · 2024Review
- Synaptic protein CSF levels relate to memory scores in individuals without dementia.Research square · 2024Article
- Involvement of the choroid plexus in Alzheimer's disease pathophysiology: findings from mouse and human proteomic studies.Fluids and barriers of the CNS · 2024Article
- Semantic Harmonization of Alzheimer's Disease Datasets Using AD-Mapper.Journal of Alzheimer's disease : JAD · 2024Article
- Data-Driven Thresholding Statistically Biases ATN Profiling across Cohort Datasets.The journal of prevention of Alzheimer's disease · 2024Article
- Multivariate GWAS of Alzheimer's disease CSF biomarker profiles implies GRIN2D in synaptic functioning.Genome medicine · 2023Article
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Authors and funding
23 authors at 15 institutions in 9 countries.
Funding
Abstract
backgroundThere is an urgent need for novel, noninvasive biomarkers to diagnose Alzheimer's disease (AD) in the predementia stages and to predict the rate of decline. Therefore, we set up the European Medical Information Framework for Alzheimer's Disease Multimodal Biomarker Discovery (EMIF-AD MBD) study. In this report we describe the design of the study, the methods used and the characteristics of the participants.
methodsParticipants were selected from existing prospective multicenter and single-center European studies. Inclusion criteria were having normal cognition (NC) or a diagnosis of mild cognitive impairment (MCI) or AD-type dementia at baseline, age above 50 years, known amyloid-beta (Aβ) status, availability of cognitive test results and at least two of the following materials: plasma, DNA, magnetic resonance imaging (MRI) or cerebrospinal fluid (CSF). Targeted and untargeted metabolomic and proteomic analyses were performed in plasma, and targeted and untargeted proteomics were performed in CSF. Genome-wide SNP genotyping, next-generation sequencing and methylation profiling were conducted in DNA. Visual rating and volumetric measures were assessed on MRI. Baseline characteristics were analyzed using ANOVA or chi-square, rate of decline analyzed by linear mixed modeling.
resultsWe included 1221 individuals (NC n = 492, MCI n = 527, AD-type dementia n = 202) with a mean age of 67.9 (SD 8.3) years. The percentage Aβ+ was 26% in the NC, 58% in the MCI, and 87% in the AD-type dementia groups. Plasma samples were available for 1189 (97%) subjects, DNA samples for 929 (76%) subjects, MRI scans for 862 (71%) subjects and CSF samples for 767 (63%) subjects. For 759 (62%) individuals, clinical follow-up data were available. In each diagnostic group, the APOE ε4 allele was more frequent amongst Aβ+ individuals (p < 0.001). Only in MCI was there a difference in baseline Mini Mental State Examination (MMSE) score between the A groups (p < 0.001). Aβ+ had a faster rate of decline on the MMSE during follow-up in the NC (p < 0.001) and MCI (p < 0.001) groups.
conclusionsThe characteristics of this large cohort of elderly subjects at various cognitive stages confirm the central roles of Aβ and APOE ε4 in AD pathogenesis. The results of the multimodal analyses will provide new insights into underlying mechanisms and facilitate the discovery of new diagnostic and prognostic AD biomarkers. All researchers can apply for access to the EMIF-AD MBD data by submitting a research proposal via the EMIF-AD Catalog.
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