The Natural History of Alzheimer's Disease: Description of Study Cohort and Accuracy of Diagnosis
Abstract
OBJECTIVE: We describe the sampling, initial evaluation, and final diagnostic classification of subjects enrolled in a natural history study of Alzheimer's disease (AD). DESIGN: Volunteer cohort study. SETTING: Multidisciplinary behavioral neurology research clinic. PATIENTS OR OTHER PARTICIPANTS: Three-hundred nineteen individuals were enrolled in the Alzheimer Research Program between March 1983 and March 1988. Of these, 204 were originally classified with AD, 102 were normal elderly control subjects, and 13 were considered special cases. MAIN OUTCOME MEASURES: Final consensus clinical diagnosis, final neuropathologic diagnosis, and death. RESULTS: Of the 204 patients enrolled in the study, re-review after as many as 5 years of follow-up resulted in a final clinical classification of 188 with probable AD. Seven patients were believed to have a significant vascular component to the dementia, three were found to have developed depression, and six were excluded on other clinical grounds. Neuropathologic examination of 50 brains indicated definite AD in 43. After removing these seven misdiagnosed patients, the final group of probable/definite AD totaled 181 individuals. Accuracy of the baseline clinical diagnosis relative to neuropathology was 86%, and when follow-up clinical data were considered, 91.4%. Detailed neuropsychological testing yielded high sensitivity (0.988) and specificity (0.983) to dementia. Analyses of survival time from study entry until death revealed that older patients were significantly more likely to die during follow-up, but neither sex, years of education, nor pattern of cognitive impairment were related to survival. CONCLUSIONS: These data provide the descriptive basis for future studies of this cohort. They indicate that longitudinal follow-up of demented cases increases accuracy of diagnosis, and that detailed cognitive testing aids in early classification.
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Cites
Folstein, M. F., Folstein, S. E., & McHugh, P. R. (1975) · Journal of Psychiatric Research · doi:10.1016/0022-3956(75)90026-6 · Cited by 88,282 · see citing works
McKhann, G., Drachman, D., Folstein, M., Katzman, R., Price, D., & Stadlan, E. M. (1984) · Neurology · doi:10.1212/wnl.34.7.939 · Cited by 27,915 · see citing works
VALIDITY OF THE TRAIL MAKING TEST AS AN INDICATOR OF ORGANIC BRAIN DAMAGE
Reitan, R. M. (1958) · Perceptual and Motor Skills · doi:10.2466/pms.1958.8.3.271 · Cited by 7,925 · see citing works
Blessed, G., Tomlinson, B. E., & Roth, M. (1968) · British Journal of Psychiatry · doi:10.1192/bjp.114.512.797 · Cited by 4,117 · see citing works
The assessment of aphasia and related disorders
Goodglass, H., & Kaplan, E. (1972) · Medical Entomology and Zoology · Cited by 3,258 · see citing works
. Cerebral blood flow in dementia.
Hachinski, V. C., Iliff, L. D., Zilhka, E., Du Boulay, G. H., McAllister, V. L., Marshall, J., Russell, R. W. R., & Symon, L. (1975) · Archives of Neurology · doi:10.1001/archneur.1975.00490510088009 · Cited by 3,186 · see citing works
A Standardized Memory Scale for Clinical Use
Wechsler, D. (1945) · The Journal of Psychology · doi:10.1080/00223980.1945.9917223 · Cited by 2,960 · see citing works
BMPD statistical software manual
Dixon, W. (1988) · University of California Press eBooks · Cited by 2,536 · see citing works
Diagnosis of Alzheimer's Disease
Khachaturian, Z. S. (1985) · Archives of Neurology · doi:10.1001/archneur.1985.04060100083029 · Cited by 2,499 · see citing works
THE TOKEN TEST: A SENSITIVE TEST TO DETECT RECEPTIVE DISTURBANCES IN APHASICS
Renzi, E. D., & Vignolo, L. A. (1962) · Brain · doi:10.1093/brain/85.4.665 · Cited by 1,868 · see citing works
Le test de copie d'une figure complexe
Osterrieth, P. M. (1944) · Medical Entomology and Zoology · Cited by 1,617 · see citing works
Differential behavioral effects in frontal lobe disease
Benton, A. (1968) · Neuropsychologia · doi:10.1016/0028-3932(68)90038-9 · Cited by 1,575 · see citing works
Zhang, M., Katzman, R., Salmon, D. P., Jin, H., Cai, G., Wang, Z., Qu, G.-Y., Grant, I., Yu, E. S. H., Levy, P. S., et al. (1990) · Annals of Neurology · doi:10.1002/ana.410270412 · Cited by 1,057 · see citing works
(2012) · SpringerReference · doi:10.1007/springerreference_183701 · Cited by 595 · see citing works
Heterogeneity in dementia of the Alzheimer type
Mayeux, R. P., Stern, Y., & Spanton, S. (1985) · Neurology · doi:10.1212/wnl.35.4.453 · Cited by 510 · see citing works
Morris, J. C., McKeel, D. W., Storandt, M., Rubin, E. H., Price, J. L., Grant, E. A., Ball, M. J., & Berg, L. (1991) · Neurology · doi:10.1212/wnl.41.4.469 · Cited by 473 · see citing works
Dementia of the Alzheimer Type
Heston, L. L. (1981) · Archives of General Psychiatry · doi:10.1001/archpsyc.1981.01780350019001 · Cited by 450 · see citing works
Go–no go learning after frontal lobe lesions in humans
Drewe, E. A. (1975) · Cortex · doi:10.1016/s0010-9452(75)80015-3 · Cited by 369 · see citing works
A Comparison of Clinical Features in Early- and Late-Onset Primary Degenerative Dementia
Seltzer, B. (1983) · Archives of Neurology · doi:10.1001/archneur.1983.04050030037006 · Cited by 365 · see citing works
Computerized EEG spectral analysis in elderly normal, demented and depressed subjects
Brenner, R. P., Ulrich, R. F., Spiker, D. G., Sclabassi, R. J., Reynolds, C. F., Marin, R. S., & Boller, F. (1986) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(86)90184-7 · Cited by 299 · see citing works
Clinical subtypes of dementia of the Alzheimer type
Chui, H. C., Teng, E. L., Henderson, V. W., & Moy, A. C. (1985) · Neurology · doi:10.1212/wnl.35.11.1544 · Cited by 296 · see citing works
Epidemiology of clinically diagnosed Alzheimer's disease
Rocca, W. A., Amaducci, L. A., & Schoenberg, B. S. (1986) · Annals of Neurology · doi:10.1002/ana.410190502 · Cited by 287 · see citing works
On the psychology of so-called processes of abstraction.
Weigl, E. (1941) · Journal of Abnormal & Social Psychology · doi:10.1037/h0055544 · Cited by 270 · see citing works
Depression and Alzheimer's disease
Rovner, B. W., Broadhead, J., Spencer, M., Carson, K. A., & Folstein, M. (1989) · American Journal of Psychiatry · doi:10.1176/ajp.146.3.350 · Cited by 244 · see citing works
Early‐onset Alzheimer's disease
Heyman, A., Wilkinson, W. E., Hurwitz, B. J., Helms, M. J., Haynes, C. S., Utley, C. M., & Gwyther, L. P. (1987) · Neurology · doi:10.1212/wnl.37.6.980 · Cited by 233 · see citing works
van den Berg, L., Hughes, C. P., Coben, L. A., Danziger, W. L., Martin, R. L., & Knesevich, J. W. (1982) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.45.11.962 · Cited by 233 · see citing works
Neuropsychological Function in Alzheimer's Disease
Becker, J. T. (1988) · Archives of Neurology · doi:10.1001/archneur.1988.00520270037018 · Cited by 229 · see citing works
Self-citationAlbert, M. L. (1970) · Neuropsychologia · doi:10.1016/0028-3932(70)90088-6 · Cited by 214 · see citing works
Mild senile dementia of the alzheimer type: 2. Longitudinal assessment
Berg, L., Miller, J. P., Storandt, M., Duchek, J. M., Morris, J. C., Rubin, E. H., Burke, W. J., & Coben, L. A. (1988) · Annals of Neurology · doi:10.1002/ana.410230509 · Cited by 187 · see citing works
Boiler, F., López, O. L., & Moossy, J. J. (1989) · Neurology · doi:10.1212/wnl.39.1.76 · Cited by 158 · see citing works
Predictive features in mild senile dementia of the Alzheimer type
Berg, L., Danziger, W. L., Storandt, M., Coben, L. A., Gado, M. H., Hughes, C. P., Knesevich, J. W., & Botwinick, J. (1984) · Neurology · doi:10.1212/wnl.34.5.563 · Cited by 153 · see citing works
Alzheimer's disease with delusions and hallucinations
López, O. L., Becker, J. T., Brenner, R., Rosen, J., Bajulaiye, O., & Reynolds, C. F. (1991) · Neurology · doi:10.1212/wnl.41.6.906 · Cited by 152 · see citing works
Self-citationNeurologic Signs in Alzheimer's Disease
Förstl, H. (1992) · Archives of Neurology · doi:10.1001/archneur.1992.00530340054018 · Cited by 147 · see citing works
Cognitive deficits and clinical diagnosis of Alzheimer's disease
Huff, F. J., Becker, J. T., Belle, S. H., Nebes, R. D., Holland, A. L., & Boller, F. (1987) · Neurology · doi:10.1212/wnl.37.7.1119 · Cited by 144 · see citing works
Self-citationBrenner, R. P., Reynolds, C. F., & Ulrich, R. F. (1988) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(88)90206-4 · Cited by 133 · see citing works
Normal Rates of Forgetting of Verbal and Non-Verbal Material in Alzheimer's Disease
Becker, J. T., Boller, F., Saxton, J. A., & McGonigle-Gibson, K. L. (1987) · Cortex · doi:10.1016/s0010-9452(87)80019-9 · Cited by 126 · see citing works
Self-citationWorking memory and secondary memory deficits in Alzheimer's disease
Becker, J. T. (1988) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/01688638808402811 · Cited by 125 · see citing works
Self-citationChen, J.-Y., Stern, Y., Sano, M., & Mayeux, R. P. (1991) · Archives of Neurology · doi:10.1001/archneur.1991.00530230049020 · Cited by 120 · see citing works
A Longitudinal, Behavioral Study of Senile Dementia of the Alzheimer Type
Botwinick, J., Storandt, M., & Berg, L. (1986) · Archives of Neurology · doi:10.1001/archneur.1986.00520110024008 · Cited by 101 · see citing works
The Neurologic Examination in Patients With Probable Alzheimer's Disease
Huff, F. J., Boller, F., Lucchelli, F., Querriera, R., Beyer, J., & Belle, S. (1987) · Archives of Neurology · doi:10.1001/archneur.1987.00520210031015 · Cited by 98 · see citing works
Alzheimer's disease and depression: neuropsychological impairment and progression of the illness
López, O. L., Boller, F., Becker, J. T., Miller, M., & Reynolds, C. F. (1990) · American Journal of Psychiatry · doi:10.1176/ajp.147.7.855 · Cited by 86 · see citing works
Self-citationNeurological Findings in Alzheimer's Disease and Normal Aging
Galasko, D., Kwo-On-Yuen, P. F., Klauber, M. R., & Thal, L. J. (1990) · Archives of Neurology · doi:10.1001/archneur.1990.00530060033012 · Cited by 85 · see citing works
A comparison of lexical-semantic impairments in left hemisphere stroke and Alzheimer's disease
Huff, F. J., Mack, L. M., Mahlmann, J., & Greenberg, S. (1988) · Brain and Language · doi:10.1016/0093-934x(88)90138-1 · Cited by 80 · see citing works
Reliability of NINCDS‐ADRDA clinical criteria for the diagnosis of Alzheimer's disease
López, O. L., Swihart, A. A., Becker, J. T., REINMUTH, O. M., Reynolds, C. F., Rezek, D. L., & Daly, F. (1990) · Neurology · doi:10.1212/wnl.40.10.1517 · Cited by 79 · see citing works
Self-citationEquivalent forms of the boston naming test
Huff, F. J. (1986) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/01688638608405175 · Cited by 75 · see citing works
Predictors of Decline in Alzheimer's Disease
Boller, F., Becker, J. T., Holland, A. L., Forbes, M., Hood, P. C., & McGonigle-Gibson, K. L. (1991) · Cortex · doi:10.1016/s0010-9452(13)80264-x · Cited by 74 · see citing works
Self-citationNeuropsychiatric Correlates of Cerebral White-Matter Radiolucencies in Probable Alzheimer's Disease
López, O. L., Becker, J. T., Rezek, D. L., Wess, J., Boiler, F., Reynolds, C. F., & Panisset, M. (1992) · Archives of Neurology · doi:10.1001/archneur.1992.00530320052012 · Cited by 60 · see citing works
Self-citationInteractive Effects of Age and Brain Disease on Reaction Time
Benton, A. L. (1977) · Archives of Neurology · doi:10.1001/archneur.1977.00500180063013 · Cited by 60 · see citing works
Quantitative Computer Tomography in Alzheimer's Disease: A Re-Evaluation
Koslow, S. A., Swihart, A. A., Latchaw, R. E., Hirsch, W. L., Belle, S. H., Shim, Y. K., & Boller, F. (2009) · Gerontology · doi:10.1159/000213325 · Cited by 5 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Linguistic Features Identify Alzheimer’s Disease in Narrative Speech
Fraser, K. C., Meltzer, J. A., & Rudzicz, F. (2015) · Journal of Alzheimer's Disease · doi:10.3233/jad-150520 · Cited by 797 · see citing works
FDG-PET improves accuracy in distinguishing frontotemporal dementia and Alzheimer's disease
Foster, N. L., Heidebrink, J. L., Clark, C. M., Jagust, W. J., Arnold, S. E., Barbas, N. R., DeCarli, C. S., Scott Turner, R., Koeppe, R. A., Higdon, R., et al. (2007) · Brain · doi:10.1093/brain/awm177 · Cited by 608 · see citing works
A Review of Machine Learning and Deep Learning Approaches on Mental Health Diagnosis
Iyortsuun, N. K., Kim, S.-H., Jhon, M., Yang, H.-J., & Pant, S. (2023) · Healthcare · doi:10.3390/healthcare11030285 · Cited by 272 · see citing works
Lopez, O. L., Becker, J. T., Wahed, A. S., Saxton, J., Sweet, R. A., Wolk, D. A., Klunk, W., & DeKosky, S. T. (2009) · Journal of Neurology, Neurosurgery & Psychiatry · doi:10.1136/jnnp.2008.158964 · Cited by 266 · see citing works
Self-citationGarcía, S. D. L. F., Ritchie, C. W., & Luz, S. F. (2020) · arXiv (Cornell University) · doi:10.48550/arxiv.2010.06047 · Cited by 265 · see citing works
Deep learning for depression recognition with audiovisual cues: A review
He, L., Niu, M., Tiwari, P., Marttinen, P., Su, R., Jiang, J., Guo, C., Wang, H., Ding, S., Wang, Z., et al. (2021) · Information Fusion · doi:10.1016/j.inffus.2021.10.012 · Cited by 270 · see citing works
Haider, F., García, S. D. L. F., & Luz, S. F. (2019) · IEEE Journal of Selected Topics in Signal Processing · doi:10.1109/jstsp.2019.2955022 · Cited by 191 · see citing works
Holthoff, V. A., Beuthien-Baumann, B., Kalbe, E., Lüdecke, S., Lenz, O., Zündorf, G., Spirling, S., Schierz, K., Winiecki, P., Sorbi, S., et al. (2005) · Biological Psychiatry · doi:10.1016/j.biopsych.2004.11.035 · Cited by 190 · see citing works
Research evaluation and diagnosis of possible Alzheimer’s disease over the last two decades: II
López, O. L., Becker, J. T., Klunk, W. E., Saxton, J. A., Hamilton, R. L., Kaufer, D., Sweet, R. A., MELTZER, C. C., Wisniewski, S. R., Kamboh, M. I., et al. (2000) · Neurology · doi:10.1212/wnl.55.12.1863 · Cited by 187 · see citing works
Self-citationLópez, O. L., Wisniewski, S. R., Becker, J. T., Boller, F., & DeKosky, S. T. (1999) · Archives of Neurology · doi:10.1001/archneur.56.10.1266 · Cited by 183 · see citing works
Self-citationGait Disturbance in Alzheimer's Disease: A Clinical Study
O’Keeffe, S. T., Kazeem, H. M., Philpott, R. M., Playfer, J. R., Gosney, M., & Lye, M. (1996) · Age and Ageing · doi:10.1093/ageing/25.4.313 · Cited by 168 · see citing works
Dopamine Receptor Genetic Variation, Psychosis, and Aggression in Alzheimer Disease
Sweet, R. A., Nimgaonkar, V. L., Kamboh, M. I., López, O. L., Zhang, F., & DeKosky, S. T. (1998) · Archives of Neurology · doi:10.1001/archneur.55.10.1335 · Cited by 164 · see citing works
Natural history of behavioural changes and psychiatric symptoms in Alzheimer's disease
Hope, T., Keene, J., Fairburn, C. G., Jacoby, R. J., & McShane, R. H. (1999) · The British Journal of Psychiatry · doi:10.1192/bjp.174.1.39 · Cited by 155 · see citing works
Artificial Intelligence for Alzheimer’s Disease: Promise or Challenge?
Fabrizio, C., Termine, A., Caltagirone, C., & Sancesario, G. M. (2021) · Diagnostics · doi:10.3390/diagnostics11081473 · Cited by 156 · see citing works
Frisoni, G. B., Govoni, S., Geroldi, C., Bianchetti, A., Calabresi, L., Franceschini, G., & Trabucchi, M. (1995) · Annals of Neurology · doi:10.1002/ana.410370509 · Cited by 149 · see citing works
Predicting dementia from spontaneous speech using large language models
Agbavor, F., & Liang, H. (2022) · PLOS Digital Health · doi:10.1371/journal.pdig.0000168 · Cited by 147 · see citing works
Predictors of mortality in patients with Alzheimer's disease living in nursing homes
Gambassi, G., Landi, F., Lapane, K. L., Sgadari, A., Mor, V., & Bernabei, R. (1999) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.67.1.59 · Cited by 138 · see citing works
Incorrect Diagnosis of Alzheimer's Disease: A Clinicopathologic Study
Klatka, L. A. (1996) · Archives of Neurology · doi:10.1001/archneur.1996.00550010045015 · Cited by 136 · see citing works
Roshanzamir, A., Aghajan, H. K., & Baghshah, M. S. (2021) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-021-01456-3 · Cited by 135 · see citing works
Phonological and Articulatory Impairment in Alzheimer's Disease: A Case Series
Croot, K., Hodges, J. R., Xuereb, J. H., & Patterson, K. E. (2000) · Brain and Language · doi:10.1006/brln.2000.2357 · Cited by 133 · see citing works
Fallacies in the pathological confirmation of the diagnosis of Alzheimer’s disease
Bowler, J., Muñoz, D., Merskey, H., & Hachinski, V. (1998) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.64.1.18 · Cited by 148 · see citing works
Balagopalan, A., Eyre, B., Rudzicz, F., & Novikova, J. (2020) · Interspeech (USB) · doi:10.21437/interspeech.2020-2557 · Cited by 144 · see citing works
Impairment of Neocortical Metabolism Predicts Progression in Alzheimer’s Disease
Herholz, K., Nordberg, A. K., Salmon, É., Perani, D., Kessler, J., Mielke, R., Halber, M., Jelić, V., Almkvist, O., Collette, F., et al. (1999) · Dementia and Geriatric Cognitive Disorders · doi:10.1159/000017196 · Cited by 129 · see citing works
Clinical Features of Alzheimer Disease With and Without Lewy Bodies
Chung, E. J., Babulal, G. M., Monsell, S. E., Cairns, N. J., Roe, C. M., & Morris, J. C. (2015) · JAMA Neurology · doi:10.1001/jamaneurol.2015.0606 · Cited by 126 · see citing works
Extrapyramidal Signs in Patients With Probable Alzheimer Disease
López, O. L., Wisnieski, S. R., Becker, J. T., Boiler, F., & DeKosky, S. T. (1997) · Archives of Neurology · doi:10.1001/archneur.1997.00550200033007 · Cited by 124 · see citing works
Self-citationThe Natural History of Alzheimer's Disease: A Brain Bank Study
Jost, B. C., & Grossberg, G. T. (1995) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.1995.tb07401.x · Cited by 123 · see citing works
Differential diagnosis of Alzheimer's disease
Geldmacher, D. S., & Whitehouse, P. J. (1997) · Neurology · doi:10.1212/wnl.48.5_suppl_6.2s · Cited by 122 · see citing works
Hernández-Domínguez, L., Ratté, S., Sierra, G., & Roche-Bergua, A. (2018) · Alzheimer s & Dementia Diagnosis Assessment & Disease Monitoring · doi:10.1016/j.dadm.2018.02.004 · Cited by 113 · see citing works
Describing the Cookie Theft picture
Cummings, L. (2019) · Pragmatics and Society · doi:10.1075/ps.17011.cum · Cited by 112 · see citing works
CERAD test performances in amnestic mild cognitive impairment and Alzheimer's disease
Karrasch, M., Sinervä, E., Gronholm, P. C., Rinne, J. O., & Laine, M. (2005) · Acta Neurologica Scandinavica · doi:10.1111/j.1600-0404.2005.00380.x · Cited by 111 · see citing works
López, O. L., Becker, J. T., Jungreis, C. A., Rezek, D. L., Estol, C. J., Boiler, F., & DeKosky, S. T. (1995) · Archives of Neurology · doi:10.1001/archneur.1995.00540310029012 · Cited by 109 · see citing works
Self-citationLavretsky, H., Siddarth, P., Kepe, V., Ercoli, L. M., Miller, K. J., Burggren, A. C., Bookheimer, S. Y., Huang, S., Barrio, J. R., & Small, G. W. (2009) · American Journal of Geriatric Psychiatry · doi:10.1097/jgp.0b013e3181953b82 · Cited by 108 · see citing works
DementiaBank: Theoretical Rationale, Protocol, and Illustrative Analyses
Lanzi, A. M., Saylor, A. K., Fromm, D., Liu, H., MacWhinney, B., & Cohen, M. L. (2023) · American Journal of Speech-Language Pathology · doi:10.1044/2022_ajslp-22-00281 · Cited by 110 · see citing works
Deep learning-based speech analysis for Alzheimer’s disease detection: a literature review
Yang, Q., Li, X., Ding, X., Xu, F., & Ling, Z.-H. (2022) · Alzheimer s Research & Therapy · doi:10.1186/s13195-022-01131-3 · Cited by 106 · see citing works
Neuropathologic Correlates of Late-Onset Major Depression
Sweet, R. A., Hamilton, R. L., Butters, M. A., Mulsant, B. H., Pollock, B. G., Lewis, D. A., López, O. L., DeKosky, S. T., & Reynolds, C. F. (2004) · Neuropsychopharmacology · doi:10.1038/sj.npp.1300554 · Cited by 105 · see citing works
Editorial: Alzheimer's Dementia Recognition through Spontaneous Speech
Luz, S., Haider, F., de la Fuente Garcia, S., Fromm, D., & MacWhinney, B. (2021) · Frontiers in Computer Science · doi:10.3389/fcomp.2021.780169 · Cited by 104 · see citing works
Classifying Alzheimer's Disease Using Audio and Text-Based Representations of Speech
Haulcy, R., & Glass, J. R. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.624137 · Cited by 105 · see citing works
Dementia Detection from Speech Using Machine Learning and Deep Learning Architectures
Kumar, M. R., Vekkot, S., Lalitha, S., Gupta, D., Govindraj, V. J., Shaukat, K., Alotaibi, Y. A., & Zakariah, M. (2022) · Sensors · doi:10.3390/s22239311 · Cited by 101 · see citing works
Comparing Pre-trained and Feature-Based Models for Prediction of Alzheimer's Disease Based on Speech
Balagopalan, A., Eyre, B., Robin, J., Rudzicz, F., & Novikova, J. (2021) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2021.635945 · Cited by 97 · see citing works
Non-cognitive symptoms in mild cognitive impairment subjects
López, O. L., Becker, J. T., & Sweet, R. A. (2005) · Neurocase · doi:10.1080/13554790490896893 · Cited by 98 · see citing works
Self-citationBoada, M., Anaya, F., Ortiz, P., Olazarán, J., Shua-Haim, J. R., Obisesan, T. O., Hernández, I., Muñoz, J., Buendia, M., Alegret, M., et al. (2017) · Journal of Alzheimer’s Disease · doi:10.3233/jad-160565 · Cited by 94 · see citing works
SpeechFormer++: A Hierarchical Efficient Framework for Paralinguistic Speech Processing
Chen, W., Xing, X., Xu, X., Pang, J., & Du, L. (2023) · IEEE/ACM Transactions on Audio Speech and Language Processing · doi:10.1109/taslp.2023.3235194 · Cited by 96 · see citing works
Mild cognitive impairment: Conceptual issues and structural and functional brain correlates
Saykin, A. J., & Wishart, H. A. (2003) · Seminars in Clinical Neuropsychiatry · doi:10.1053/scnp.2003.50002 · Cited by 92 · see citing works
Yeung, A., Iaboni, A., Rochon, E. A., Lavoie, M., Santiago, C., Yancheva, M., Novikova, J., Xu, M., Robin, J., Kaufman, L. D., et al. (2021) · Alzheimer s Research & Therapy · doi:10.1186/s13195-021-00848-x · Cited by 90 · see citing works
Mahajan, P., & Baths, V. (2021) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2021.623607 · Cited by 89 · see citing works
The Diagnosis of Alzheimer's Disease
Villareal, D. T., & Morris, J. C. (1999) · Journal of Alzheimer s Disease · doi:10.3233/jad-1999-14-506 · Cited by 87 · see citing works
Pennisi, G., Ferri, R., Lanza, G., Cantone, M., Pennisi, M., Puglisi, V., Malaguarnera, G., & Bella, R. (2011) · Journal of Neural Transmission · doi:10.1007/s00702-010-0554-9 · Cited by 85 · see citing works
Speech- and language-based classification of Alzheimer's disease: a systematic review
Vigo, I., Coelho, L., & Reis, S. (2022) · Bioengineering · doi:10.3390/bioengineering9010027 · Cited by 83 · see citing works
Speech based detection of Alzheimer's disease: a survey of AI techniques, datasets and challenges
Ding, K., Chetty, M., Noori Hoshyar, A., Bhattacharya, T., & Klein, B. (2024) · Artificial Intelligence Review · doi:10.1007/s10462-024-10961-6 · Cited by 82 · see citing works
Ford, E. M., Milne, R., & Curlewis, K. (2023) · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · doi:10.1002/widm.1492 · Cited by 80 · see citing works
Comparative Evolution of Alzheimer Disease, Vascular Dementia, and Mixed Dementia
Bowler, J. V., Eliasziw, M., Steenhuis, R., Munoz, D. G., Fry, R., Merskey, H., & Hachinski, V. C. (1997) · Archives of Neurology · doi:10.1001/archneur.1997.00550180021007 · Cited by 75 · see citing works
Multimodal Inductive Transfer Learning for Detection of Alzheimer’s Dementia and its Severity
Sarawgi, U., Zulfikar, W. D., Soliman, N., & Maes, P. (2020) · Interspeech (USB) · doi:10.21437/interspeech.2020-3137 · Cited by 72 · see citing works
Vliet, E. C.-V., Manly, J. J., Tang, M., Marder, K. S., Bell, K. L., & Stern, Y. (2003) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617703950053 · Cited by 72 · see citing works
Psychotic Symptoms in Alzheimer Disease: Evidence for Subtypes
Cook, S. E., Miyahara, S., Bacanu, S., Perez-Madriñan, G., López, O. L., Kaufer, D., Nimgaonkar, V. L., Wisniewski, S. R., DeKosky, S. T., & Sweet, R. A. (2003) · American Journal of Geriatric Psychiatry · doi:10.1097/00019442-200307000-00003 · Cited by 72 · see citing works
Predictors of progression in patients with AD and Lewy bodies
López, O. L., Wisniewski, S. R., Hamilton, R. L., Becker, J. T., Kaufer, D., & DeKosky, S. T. (2000) · Neurology · doi:10.1212/wnl.54.9.1774 · Cited by 71 · see citing works
Self-citationA Cross-modal Review of Indicators for Depression Detection Systems
Morales, M. R., Scherer, S. J., & Levitan, R. (2017) · Workshop on Computational Linguistics and Clinical Psychology (CLPsych) · doi:10.18653/v1/w17-3101 · Cited by 71 · see citing works
Zhang, J., Wu, J., Qiu, Y., Song, A., Li, W., Li, X., & Liu, Y. (2023) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2022.106517 · Cited by 69 · see citing works
Severity of cognitive impairment and the clinical diagnosis of AD with Lewy bodies
López, O. L., Hamilton, R. L., Becker, J. T., Wisniewski, S. R., Kaufer, D., & DeKosky, S. T. (2000) · Neurology · doi:10.1212/wnl.54.9.1780 · Cited by 69 · see citing works
Self-citationClarke, N., Foltz, P. W., & Garrard, P. (2020) · Cortex · doi:10.1016/j.cortex.2020.05.001 · Cited by 68 · see citing works
Alcohol, Dementia, and Alzheimer's Disease: Comparison of Neuropsychological Profiles
Saxton, J. A., Munro, C. A., Butters, M. A., Schramke, C. J., & McNeil, M. (2000) · Journal of Geriatric Psychiatry and Neurology · doi:10.1177/089198870001300308 · Cited by 68 · see citing works
Automatic Diagnosis of Alzheimer’s Disease Using Neural Network Language Models
Fritsch, J., Wankerl, S., & Nöth, E. (2019) · IEEE International Conference on Acoustics Speech and Signal Processing · doi:10.1109/icassp.2019.8682690 · Cited by 67 · see citing works
Reported practices of primary care physicians in the diagnosis and management of dementia
Cody, M., Beck, C., Shue, V. M., & Pope, S. K. (2002) · Aging & Mental Health · doi:10.1080/13607860120101158 · Cited by 67 · see citing works
An automatic Alzheimer’s disease classifier based on spontaneous spoken English
Bertini, F., Allevi, D., Lutero, G., Calzà, L., & Montesi, D. (2022) · Computer Speech & Language · doi:10.1016/j.csl.2021.101298 · Cited by 66 · see citing works
Clinical symptoms in Alzheimer's disease
López, O. L., & DeKosky, S. T. (2008) · Handbook of clinical neurology · doi:10.1016/s0072-9752(07)01219-5 · Cited by 66 · see citing works
Liu, N., Luo, K., Yuan, Z., & Chen, Y. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.772592 · Cited by 66 · see citing works
The Framingham Brain Donation Program: Neuropathology Along the Cognitive Continuum
Au, R., Seshadri, S., Knox, K., Beiser, A., J. Himali, J., J. Cabral, H., Auerbach, S., C. Green, R., A. Wolf, P., & C. McKee, A. (2012) · Current Alzheimer Research · doi:10.2174/156720512801322609 · Cited by 65 · see citing works
Detecting Signs of Dementia Using Word Vector Representations
Mirheidari, B., Blackburn, D. J., Walker, T., Venneri, A., Reuber, M., & Christensen, H. (2018) · Interspeech (USB) · doi:10.21437/interspeech.2018-1764 · Cited by 65 · see citing works
Explainable Identification of Dementia From Transcripts Using Transformer Networks
Ilias, L., & Askounis, D. (2022) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2022.3172479 · Cited by 67 · see citing works
Semantic Feature Extraction Using SBERT for Dementia Detection
Santander-Cruz, Y., Salazar-Colores, S., Paredes-García, W. J., Guendulain-Arenas, H., & Tovar‐Arriaga, S. (2022) · Brain Sciences · doi:10.3390/brainsci12020270 · Cited by 65 · see citing works
Perez-Madriñan, G., Cook, S. E., Saxton, J. A., Miyahara, S., López, O. L., Kaufer, D., Aizenstein, H. J., DeKosky, S. T., & Sweet, R. A. (2004) · American Journal of Geriatric Psychiatry · doi:10.1097/00019442-200409000-00003 · Cited by 65 · see citing works
Lindsay, H., Tröger, J., & König, A. (2021) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2021.642033 · Cited by 64 · see citing works
Speech Recognition in Alzheimer’s Disease and in its Assessment
Zhou, L., Fraser, K. C., & Rudzicz, F. (2016) · Interspeech 2016 · doi:10.21437/interspeech.2016-1228 · Cited by 62 · see citing works
Bryś, M., Glodzik, L., Mosconi, L., Switalski, R., Santi, S. D., Pirraglia, E., Rich, K. E., Kim, B. C., Mehta, P. D., Zinkowski, R., et al. (2009) · Journal of Alzheimer s Disease · doi:10.3233/jad-2009-0968 · Cited by 62 · see citing works
Chien, Y.-W., Hong, S.-Y., Cheah, W.-T., Yao, L.-H., Chang, Y., & Fu, L. (2019) · Scientific Reports · doi:10.1038/s41598-019-56020-x · Cited by 61 · see citing works
Weamer, E. A., Emanuel, J. E., Varón, D., Miyahara, S., Wilkosz, P. A., López, O. L., DeKosky, S. T., & Sweet, R. A. (2008) · International Psychogeriatrics · doi:10.1017/s1041610208007734 · Cited by 60 · see citing works
Neuroprotective Effects of Salidroside in a Mouse Model of Alzheimer’s Disease
Wang, H., Li, Q., Sun, S., & Chen, S. (2020) · Cellular and Molecular Neurobiology · doi:10.1007/s10571-020-00801-w · Cited by 59 · see citing works
Exploring Deep Transfer Learning Techniques for Alzheimer's Dementia Detection
Zhu, Y., Liang, X., Batsis, J. A., & Roth, R. M. (2021) · Frontiers in Computer Science · doi:10.3389/fcomp.2021.624683 · Cited by 58 · see citing works
Rhetorical structure and Alzheimer’s disease
Abdalla, M., Rudzicz, F., & Hirst, G. (2017) · Aphasiology · doi:10.1080/02687038.2017.1355439 · Cited by 56 · see citing works
Learning Language and Acoustic Models for Identifying Alzheimer’s Dementia From Speech
Shah, Z., Sawalha, J., Tasnim, M., Qi, S.-A., Stroulia, E., & Greiner, R. (2021) · Frontiers in Computer Science · doi:10.3389/fcomp.2021.624659 · Cited by 56 · see citing works
Evolution of the diagnostic criteria for degenerative and cognitive disorders
López, O. L., McDade, E., Riverol, M., & Becker, J. T. (2011) · Current Opinion in Neurology · doi:10.1097/wco.0b013e32834cd45b · Cited by 56 · see citing works
Self-citationMartinc, M., Haider, F., Pollak, S., & Luz, S. (2021) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2021.642647 · Cited by 55 · see citing works
Zimmerer, V. C., Newman, L., Thomson, R., Coleman, M., & Varley, R. A. (2018) · Aphasiology · doi:10.1080/02687038.2018.1497138 · Cited by 54 · see citing works
WavBERT: Exploiting Semantic and Non-Semantic Speech Using Wav2vec and BERT for Dementia Detection
Zhu, Y., Obyat, A., Liang, X., Batsis, J. A., & Roth, R. M. (2021) · Interspeech (USB) · doi:10.21437/interspeech.2021-332 · Cited by 55 · see citing works
Changing Patient Characteristics and Survival Experience in an Alzheimer’s Center Patient Cohort
Doody, R. S., Pavlik, V., Massman, P. J., Kenan, M., Yeh, S., Powell, S. Z.-E., Cooke, N., Dyer, C. B., Demirovic, J., Waring, S. C., et al. (2005) · Dementia and Geriatric Cognitive Disorders · doi:10.1159/000087300 · Cited by 55 · see citing works
Plasma Thiamine Deficiency Associated with Alzheimer's Disease but Not Parkinson's Disease
Gold, M., Hauser, R. A., & Chen, M. F. (1998) · Metabolic Brain Disease · doi:10.1023/a:1020678912330 · Cited by 55 · see citing works
Wilkosz, P. A., Miyahara, S., López, O. L., DeKosky, S. T., & Sweet, R. A. (2006) · American Journal of Geriatric Psychiatry · doi:10.1097/01.jgp.0000192500.25940.1b · Cited by 55 · see citing works
An N-Gram Based Approach to the Automatic Diagnosis of Alzheimer’s Disease from Spoken Language
Wankerl, S., Nöth, E., & Evert, S. (2017) · Interspeech (USB) · doi:10.21437/interspeech.2017-1572 · Cited by 54 · see citing works
Martinc, M., & Pollak, S. (2020) · Interspeech (USB) · doi:10.21437/interspeech.2020-2202 · Cited by 52 · see citing works
Orimaye, S. O., Wong, J. S.-M., & Wong, C. P. (2018) · PLOS ONE · doi:10.1371/journal.pone.0205636 · Cited by 52 · see citing works
Predicting 10‐Year Care Requirements for Older People with Suspected Alzheimer's Disease
Kinosian, B. P., Stallard, E., Lee, J. H., Woodbury, M. A., Zbrozek, A. S., & Glick, H. A. (2000) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.2000.tb04720.x · Cited by 52 · see citing works
Aging and speech understanding
Lee, J. Y. (2015) · Journal of Audiology and Otology · doi:10.7874/jao.2015.19.1.7 · Cited by 51 · see citing works
Detecting dementia from speech and transcripts using transformers
Ilias, L., Askounis, D., & Psarras, J. E. (2023) · Computer Speech & Language · doi:10.1016/j.csl.2023.101485 · Cited by 51 · see citing works
Multilingual word embeddings for the assessment of narrative speech in mild cognitive impairment
Fraser, K., Fors, K. L., & Kokkinakis, D. (2018) · Computer Speech & Language · doi:10.1016/j.csl.2018.07.005 · Cited by 50 · see citing works
Detecting cognitive decline using speech only: The ADReSS O ChallengePreprint
Luz, S. F., Haider, F., García, S. D. L. F., Fromm, D., & MacWhinney, B. (2021) · medRxiv · doi:10.1101/2021.03.24.21254263 · Cited by 52 · see citing works
Speech Prosody in Mental Disorders
Ding, H., & Zhang, Y. (2022) · Annual Review of Linguistics · doi:10.1146/annurev-linguistics-030421-065139 · Cited by 50 · see citing works
Longitudinal Monitoring and Detection of Alzheimer's Type Dementia from Spontaneous Speech Data
Luz, S. F. (2017) · Proceedings - IEEE Symposium on Computer-Based Medical Systems · doi:10.1109/cbms.2017.41 · Cited by 50 · see citing works
Semantic coherence markers: The contribution of perplexity metrics
Colla, D., Delsanto, M., Agosto, M., Vitiello, B., & Radicioni, D. P. (2022) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2022.102393 · Cited by 48 · see citing works
Clinicopathologic study of Alzheimer’s disease: Alzheimer mimics
Shim, Y. S., Roe, C. M., Buckles, V. D., & Morris, J. C. (2013) · Journal of Alzheimer’s Disease · doi:10.3233/jad-121594 · Cited by 49 · see citing works
Agbavor, F., & Liang, H. (2022) · Brain Sciences · doi:10.3390/brainsci13010028 · Cited by 47 · see citing works
Geng, M., Xie, X., Ye, Z., Wang, T., Li, G., Hu, S., Liu, X., & Meng, H. (2022) · IEEE/ACM Transactions on Audio Speech and Language Processing · doi:10.1109/taslp.2022.3195113 · Cited by 48 · see citing works
- Authors
- Becker, J. T.
- Affiliations
- University of Pittsburgh Medical Center (US)
- Corresponding author
- Becker, James T.
- ORCID
- Becker, James T.
- Venue
- Archives of Neurology
- Publisher
- American Medical Association (AMA)
- Published
- 1994-06-01
- Volume
- 51
- Issue
- 6
- Pages
- 585
- ISSN
- 0003-9942 (ISSN-L)
- OpenAlex
- W2074037951
- Cited by
- 576
- References
- 49
- Citations by year
- 2026: 53 · 2025: 67 · 2024: 63 · 2023: 59 · 2022: 53 · 2021: 61 · 2020: 62 · 2019: 26 · 2018: 15 · 2017: 14 · 2016: 7 · 2015: 7 · 2014: 1 · 2013: 1 · 2012: 2
- FWCI
- 5.79
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Archives of Neurology (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health (5p01ag003705-04)
- National Institute on Aging (AG 05-133, P50AG005133, AG 03705)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Health Sciences › Medicine › Physiology › Alzheimer's disease research and treatments
- Life Sciences › Neuroscience › Neurology › Neurological Disease Mechanisms and Treatments
- Keywords
- Alzheimer's disease, natural history (disease), diagnosis, neuropathologic diagnosis, diagnostic accuracy, dementia, neuropsychological assessment, survival, death, vascular dementia, depression, cohort studies
- MeSH terms
- Aged, Alzheimer Disease, Mental Disorders, Female, Humans, Male, Middle Aged, Nervous System, Nervous System Diseases, Neuropsychological Tests, Cohort Studies
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