SynthesisBrain and behavior2023
Amyloid-β PET in Alzheimer's disease: A systematic review and Bayesian meta-analysis.
Synthesis in Brain and behavior, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers, 6 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
47 citing papers in PubMed, 6 syntheses or guidelines pooled it, 63 citations in OpenAlex.
- Diagnostic utility of speech-based biomarkers in mild cognitive impairment: a systematic review and meta-analysis.Age and ageing · 2025Pooled it
- The application value of Rs-fMRI-based machine learning models for differentiating mild cognitive impairment from Alzheimer's disease: a systematic review and meta-analysis.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2025Pooled it
- Thai Guideline for Nuclear Medicine Investigations of Neurocognitive Disorders: Nuclear Medicine Society of Thailand, the Neurological Society of Thailand, and Thai Medical Physicist Society Collaboration.Diagnostics (Basel, Switzerland) · 2024Guideline
- Comparative Diagnostic Performance of Amyloid-β Positron Emission Tomography and Magnetic Resonance Imaging in Alzheimer's Disease: A Head-to-Head Meta-Analysis.Brain and behavior · 2024Pooled it
- Amyloid-β PET in Alzheimer's disease: A systematic review and Bayesian meta-analysis.Brain and behavior · 2023Pooled it
- Stage-stratified benefits of AI-radiomics PET in early Alzheimer's disease: a systematic review and meta-analysis.Frontiers in neurologyPooled it
- Pivotal trial of low-intensity pulsed ultrasound therapy for early Alzheimer's disease: Rationale and design.Journal of Alzheimer's disease reportsTrial
- Fluorescence spectroscopy and machine learning methods for detection of Alzheimer's disease from circulating white blood cells.Journal of Alzheimer's disease : JAD · 2026Article
- Radiomics-enhancedEuropean radiology experimental · 2026Article
- Differentiating Early Alzheimer's Disease from MCI Using Comprehensive Semiquantitative Parameters in Dual-Phase Amyloid PET: A Pilot Study.Medicina (Kaunas, Lithuania) · 2026Article
- Incidence of altered proteins in the aging brain: Implications for biological diagnostic markers.Journal of Alzheimer's disease : JAD · 2026Article
- Plasma miRNAs associated with cognitive impairment and brain hypometabolism in individuals with mild cognitive impairment.BMC neurology · 2026Article
- An Interactive Brain Atlas of Knowledge.bioRxiv : the preprint server for biology · 2026Article
- Tau burden across Braak stages is associated with regionally specific amyloid accumulation.Brain communications · 2026Article
- Early diagnosis of Alzheimer's Disease: Graph theoretical analysis of cerebellar network features based on 18F-AV45 PET.PloS one · 2026Article
- Uncovering pathology, subjective cognitive complaints, and sex in early Alzheimer's disease.Journal of Alzheimer's disease : JAD · 2026Article
- Comparative Study on Multimodal Imaging Applications in Dementia with Lewy Bodies: From Imaging Features to Clinical Practice Implications.Brain sciences · 2025Article
- Targeted serum metabolomic profiling and machine learning approach in Alzheimer's disease using the Alzheimer's disease diagnostics clinical study (ADDIA) cohort.Journal of Alzheimer's disease : JAD · 2025Article
- Complementary utility of plasma biomarkers and Aβ-PET for diagnosis, risk-stratification, and treatment monitoring in Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Review
- New insights into translational research in Alzheimer's disease guided by artificial intelligence, computational and systems biology.Acta pharmaceutica Sinica. B · 2025Review
Corrections and comments
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Authors and funding
2 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundIn recent years, longitudinal studies of Alzheimer's disease (AD) have been successively concluded. Our aim is to determine the efficacy of amyloid-β (Aβ) PET in diagnosing AD and early prediction of mild cognitive impairment (MCI) converting to AD. By pooling studies from different centers to explore in-depth whether diagnostic performance varies by population type, radiotracer type, and diagnostic approach, thus providing a more comprehensive theoretical basis for the subsequent widespread application of Aβ PET in the clinical setting.
methodsRelevant studies were searched through PubMed. The pooled sensitivities, specificities, DOR, and the summary ROC curve were obtained based on a Bayesian random-effects model.
resultsForty-eight studies, including 5967 patients, were included. Overall, the pooled sensitivity, specificity, DOR, and AUC of Aβ PET for diagnosing AD were 0.90, 0.80, 35.68, and 0.91, respectively. Subgroup analysis showed that Aβ PET had high sensitivity (0.91) and specificity (0.81) for differentiating AD from normal controls but very poor specificity (0.49) for determining AD from MCI. The pooled sensitivity and specificity were 0.84 and 0.62, respectively, for predicting the conversion of MCI to AD. The differences in diagnostic efficacy between visual assessment and quantitative analysis and between
conclusionsThe overall performance of Aβ PET in diagnosing AD is favorable, but the differentiation between MCI and AD patients should consider that some MCI may be at risk of conversion to AD and may be misdiagnosed. A multimodal diagnostic approach and machine learning analysis may be effective in improving diagnostic accuracy.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.