Background
The utility of combining early markers to predict conversion from mild cognitive impairment
(MCI) to Alzheimer's Disease (AD) remains uncertain.
Methods
Included in the study were 148 outpatients with MCI, broadly defined, followed at
6-month intervals. Hypothesized baseline predictors for follow-up conversion to AD
(entire sample: 39/148 converters) were cognitive test performance, informant report
of functional impairment, apolipoprotein E genotype, olfactory identification deficit,
and magnetic resonance imaging (MRI) hippocampal and entorhinal cortex volumes.
Results
In the 3-year follow-up patient sample (33/126 converters), five of eight hypothesized
predictors were selected by backward and stepwise logistic regression: Pfeffer Functional
Activities Questionnaire (FAQ; informant report of functioning), University of Pennsylvania
Smell Identification Test (UPSIT; olfactory identification), Selective Reminding Test
(SRT) immediate recall (verbal memory), MRI hippocampal volume, and MRI entorhinal
cortex volume. For 10% false positives (90% specificity), this five-predictor combination
showed 85.2% sensitivity, combining age and Mini-Mental State Examination (MMSE) showed
39.4% sensitivity; combining age, MMSE, and the three clinical predictors (SRT immediate
recall, FAQ, and UPSIT) showed 81.3% sensitivity. Area under ROC curve was greater
for the five-predictor combination (.948) than age plus MMSE (.821; p = .0009) and remained high in subsamples with MMSE ≥ 27/30 and amnestic MCI.
Conclusions
The five-predictor combination strongly predicted conversion to AD and was markedly
superior to combining age and MMSE. Combining the clinically administered measures
also led to strong predictive accuracy. If independently replicated, the findings
have potential utility for early detection of AD.
Key Words
To read this article in full you will need to make a payment
Purchase one-time access:
Academic & Personal: 24 hour online accessCorporate R&D Professionals: 24 hour online accessOne-time access price info
- For academic or personal research use, select 'Academic and Personal'
- For corporate R&D use, select 'Corporate R&D Professionals'
Subscribe:
Subscribe to Biological PsychiatryAlready a print subscriber? Claim online access
Already an online subscriber? Sign in
Register: Create an account
Institutional Access: Sign in to ScienceDirect
References
- CIND and MCI in the Italian elderly: Frequency, vascular risk factors, progression to dementia.Neurology. 2007; 68: 1909-1916
- Incidence and outcome of mild cognitive impairment in a population-based prospective cohort.Neurology. 2002; 59: 1594-1599
- Mild cognitive impairment: Current research and clinical implications.Semin Neurol. 2007; 27: 22-31
- Prevalence and classification of mild cognitive impairment in the Cardiovascular Health Study Cognition Study.Arch Neurol. 2003; 60: 1385-1389
- Mild cognitive impairment—beyond controversies, towards a consensus: Report of the International Working Group on Mild Cognitive Impairment.J Intern Med. 2004; 256: 240-246
- Olfactory deficits in patients with mild cognitive impairment predict Alzheimer's disease at follow-up.Am J Psychiatry. 2000; 157: 1399-1405
- A 10-item smell identification scale related to risk for Alzheimer's disease.Ann Neurol. 2005; 58: 155-160
- Functional deficits in patients with mild cognitive impairment: Prediction of AD.Neurology. 2002; 58: 758-764
- Impaired olfaction as a marker for cognitive decline: Interaction with apolipoprotein E epsilon4 status.Neurology. 1999; 53: 1480-1487
- Mild cognitive impairment (MCI) in medical practice: A critical review of the concept and new diagnostic procedure.J Neurol Neurosurg Psychiatry. 2006; 77: 714-718
- Neuropsychological prediction of conversion to Alzheimer's disease in patients with mild cognitive impairment.Arch Gen Psychiatry. 2006; 63: 916-924
- Hippocampal and entorhinal atrophy in the prediction of MCI conversion to Alzheimer's disease.Neurology. 2007; 68: 828-836
- Alzheimer's Disease Cooperative Study.Neurology. 2007; 68: 1588-1595
- MRI predictors of risk of incident Alzheimer disease: A longitudinal study.Neurology. 2005; 64: 1520-1524
- Mini-mental state.J Psychiatr Res. 1975; 12: 189-198
- Measurement and prediction of functional capacity in Alzheimer's disease.Neurology. 1990; 40: 8-14
- Mild cognitive impairment: Clinical characterization and outcome.Arch Neurol. 1999; 56: 303-308
- Clinical diagnosis of Alzheimer disease: Report of the NINCDS-ADRDA Work Group under the auspices of Department of Health and Human Services Task Force on Alzheimer Disease.Neurology. 1984; 34: 939-944
- Predictive utility of apolipoprotein E genotype for Alzheimer disease in outpatients with mild cognitive impairment.Arch Neurol. 2005; 62: 975-980
- Development of the University of Pennsylvania Smell Identification Test: A standardized microencapsulated test of olfactory function.Physiol Behav. 1984; 32: 489-502
- Measurement of functional activities in older adults in the community.J Gerontol. 1982; 37: 323-329
- Hippocampal formation glucose metabolism and volume losses in MCI and AD.Neurobiol Aging. 2001; 22: 529-539
- MRI measures of entorhinal cortex vs hippocampus in preclinical AD.Neurology. 2002; 58: 1188-1196
- Dose-related effects of cigarette smoking on olfactory function.JAMA. 1990; 263: 1233-1236
- The Elements of Statistical Learning.Springer Publishing Company, New York2001
- A prospective study of the clinical utility of ApoE genotype in the prediction of outcome in patients with memory impairment.Neurology. 1996; 46: 149-154
- Diagnostic accuracy of the Preclinical AD Scale (PAS) in cognitively mildly impaired subjects.J Neurol. 2002; 249: 312-319
- Utility of the apolipoprotein E genotype in the diagnosis of Alzheimer's disease.N Engl J Med. 1998; 338: 506-511
- Incidence and risk factors for mild cognitive impairment: A population-based three-year follow-up study of cognitively healthy elderly subjects.Dement Geriatr Cogn Disord. 2004; 17: 196-203
- Neuropsychological measures in normal individuals that predict subsequent cognitive decline.Arch Neurol. 2007; 64: 862-871
- Transitions to mild cognitive impairments, dementia, and death: Findings from the Nun Study.Am J Epidemiol. 2007; 165: 1231-1238
- National Institute on Aging Biological Markers Working Group.Neurobiol Aging. 2003; 24: 521-536
- Smell identification ability: Changes with age.Science. 1984; 226: 1441-1443
- Neuropathological staging of Alzheimer-related changes.Acta Neuropathol (Berl). 1991; 82: 239-259
- Magnetic resonance imaging predictors of cognition in mild cognitive impairment.Arch Neurol. 2007; 64: 1023-1028
- Positron emission tomography in evaluation of dementia: Regional brain metabolism and long-term outcome.JAMA. 2001; 286: 2120-2127
- PET of brain amyloid and tau in mild cognitive impairment.N Engl J Med. 2006; 355: 2652-2663
- Imaging brain amyloid in Alzheimer's disease with Pittsburgh Compound-B.Ann Neurol. 2004; 55: 306-319
- Two-year follow-up of amyloid deposition in patients with Alzheimer's disease.Brain. 2006; 129: 2856-2866
- Association between CSF biomarkers and incipient Alzheimer's disease in patients with mild cognitive impairment: a follow-up study.Lancet Neurology. 2006; 5: 228-234
- Classification and prediction of clinical Alzheimer's diagnosis based on plasma signaling proteins.Nat Med. 2007; 13: 1359-1362
Article info
Publication history
Published online: August 26, 2008
Accepted:
June 29,
2008
Received in revised form:
June 24,
2008
Received:
May 8,
2008
Identification
Copyright
© 2008 Society of Biological Psychiatry. Published by Elsevier Inc. All rights reserved.