Using Machine Learning to Predict Dementia from Neuropsychiatric Symptom and Neuroimaging Data

Mild behavioral impairment is associated with β-amyloid but not tau or neurodegeneration in cognitively intact elderly individuals

(2020) Firoza Z. Lussier et al.   Alzheimers & Dementia

Dementia clinical trial implications of mild behavioral impairment

(2018) Moyra E. Mortby et al.   INTERNATIONAL PSYCHOGERIATRICS

Assessing mild behavioral impairment with the mild behavioral impairment checklist in people with subjective cognitive decline

(2018) Sabela C. Mallo et al.   INTERNATIONAL PSYCHOGERIATRICS

A Clinically-Translatable Machine Learning Algorithm for the Prediction of Alzheimer’s Disease Conversion in Individuals with Mild and Premild Cognitive Impairment

(2018) Massimiliano Grassi et al.   JOURNAL OF ALZHEIMERS DISEASE

Assessing Mild Behavioral Impairment with the Mild Behavioral Impairment-Checklist in People with Mild Cognitive Impairment

(2018) Sabela C. Mallo et al.   JOURNAL OF ALZHEIMERS DISEASE

Prevalence estimates of mild behavioral impairment in a population-based sample of pre-dementia states and cognitively healthy older adults

(2017) Moyra E. Mortby et al.   INTERNATIONAL PSYCHOGERIATRICS

Prevalence of mild behavioral impairment in mild cognitive impairment and subjective cognitive decline, and its association with caregiver burden

(2017) Faisal Sheikh et al.   INTERNATIONAL PSYCHOGERIATRICS

Affective and emotional dysregulation as pre-dementia risk markers: exploring the mild behavioral impairment symptoms of depression, anxiety, irritability, and euphoria

(2017) Zahinoor Ismail et al.   INTERNATIONAL PSYCHOGERIATRICS

The Mild Behavioral Impairment Checklist (MBI-C): A Rating Scale for Neuropsychiatric Symptoms in Pre-Dementia Populations

(2017) Zahinoor Ismail et al.   JOURNAL OF ALZHEIMERS DISEASE

A review on neuroimaging-based classification studies and associated feature extraction methods for Alzheimer's disease and its prodromal stages

(2017) Saima Rathore et al.   NEUROIMAGE

Neuropsychiatric symptoms predict hypometabolism in preclinical Alzheimer disease

(2017) Kok Pin Ng et al.   NEUROLOGY

Prevalence of Depression in Patients With Mild Cognitive Impairment

(2017) Zahinoor Ismail et al.   JAMA Psychiatry

Neuropsychiatric symptoms as early manifestations of emergent dementia: Provisional diagnostic criteria for mild behavioral impairment

(2016) Zahinoor Ismail et al.   Alzheimers & Dementia

Combining anatomical, diffusion, and resting state functional magnetic resonance imaging for individual classification of mild and moderate Alzheimer's disease

(2016) Tijn M. Schouten et al.   NeuroImage-Clinical

Predicting Progression from Mild Cognitive Impairment to Alzheimer's Dementia Using Clinical, MRI, and Plasma Biomarkers via Probabilistic Pattern Classification

(2016) Igor O. Korolev et al.   PLoS One

Predicting Prodromal Alzheimer's Disease in Subjects with Mild Cognitive Impairment Using Machine Learning Classification of Multimodal Multicenter Diffusion-Tensor and Magnetic Resonance Imaging Data

(2015) Martin Dyrba et al.   JOURNAL OF NEUROIMAGING

Neuropsychiatric symptoms in Alzheimer's disease: What might be associated brain circuits?

(2015) Paul B. Rosenberg et al.   MOLECULAR ASPECTS OF MEDICINE

Neuropsychiatric symptoms, APOE  4, and the risk of incident dementia: A population-based study

(2015) A. Pink et al.   NEUROLOGY

Magnetic resonance imaging biomarkers for the early diagnosis of Alzheimer's disease: a machine learning approach

(2015) Christian Salvatore et al.   Frontiers in Neuroscience

Baseline Neuropsychiatric Symptoms and the Risk of Incident Mild Cognitive Impairment: A Population-Based Study

(2014) Yonas E. Geda et al.   AMERICAN JOURNAL OF PSYCHIATRY

Neuropsychiatric Symptoms as Risk Factors for Progression From CIND to Dementia: The Cache County Study

(2013) M.E. Peters et al.   AMERICAN JOURNAL OF GERIATRIC PSYCHIATRY

The Association of Neuropsychiatric Symptoms in MCI with Incident Dementia and Alzheimer Disease

(2013) Paul B. Rosenberg et al.   AMERICAN JOURNAL OF GERIATRIC PSYCHIATRY

Frontolimbic atrophy is associated with agitation and aggression in mild cognitive impairment and Alzheimer's disease

(2012) Paula T. Trzepacz et al.   Alzheimers & Dementia

Delusions Increase Functional Impairment in Alzheimer’s Disease

(2012) Corinne E. Fischer et al.   DEMENTIA AND GERIATRIC COGNITIVE DISORDERS

FreeSurfer

(2012) Bruce Fischl   NEUROIMAGE

Predicting Future Clinical Changes of MCI Patients Using Longitudinal and Multimodal Biomarkers

(2012) Daoqiang Zhang et al.   PLoS One

Toward defining the preclinical stages of Alzheimer’s disease: Recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease

(2011) Reisa A. Sperling et al.   Alzheimers & Dementia

The diagnosis of dementia due to Alzheimer’s disease: Recommendations from the National Institute on Aging-Alzheimer’s Association workgroups on diagnostic guidelines for Alzheimer's disease

(2011) Guy M. McKhann et al.   Alzheimers & Dementia

Multimodal classification of Alzheimer's disease and mild cognitive impairment

(2011) Daoqiang Zhang et al.   NEUROIMAGE

Neuroimaging markers for the prediction and early diagnosis of Alzheimer's disease dementia

(2011) Michael Ewers et al.   TRENDS IN NEUROSCIENCES

Core candidate neurochemical and imaging biomarkers of Alzheimer’s disease

(2007) Harald Hampel et al.   Alzheimers & Dementia