229
Views
9
CrossRef citations to date
0
Altmetric
COGNITION

Classification of primary progressive aphasia: Do unsupervised data mining methods support a logopenic variant?

, , , &
Pages 147-159 | Received 13 Jun 2014, Accepted 08 Feb 2015, Published online: 14 Apr 2015

References

  • Mesulam M. Primary progressive aphasia. Ann Neurol. 2001;49:425–32.
  • Mesulam M. Primary progressive aphasia: a language-based dementia. N Engl J Med. 2003;348:1535–42.
  • Wicklund AH, Johnson N, Weintraub S. Preservation of reasoning in primary progressive aphasia: further differentiation from Alzheimer's disease and the behavioural presentation of frontotemporal dementia. J Clin Exp Neuropsychol. 2004;26:347–55.
  • Gorno-Tempini ML, Dronkers NF, Rankin KP, Ogar JM, Phengrasamy L, Rosen HJ, et al. Cognition and anatomy in three variants of primary progressive aphasia. Ann Neurol. 2004;55:335–46.
  • Snowden J, Neary D, Mann D. Frontotemporal lobar degeneration: clinical and pathological relationships. Acta Neuropathol. 2007;114:31–8.
  • Grossman M, Mickanin J, Onishi K, et al*. Progressive non-fluent aphasia: language, cognitive and PET measures contrasted with probable Alzheimer's disease. J Cogn Neurosci. 1996;8:135–54.
  • Neary D, Snowden JS, Gustafson L, Passant U, Stuss D, Black S, et al. Frontotemporal lobar degeneration: a consensus on clinical diagnostic criteria. Neurology. 1998;51: 1546–54.
  • Ash S, Moore P, Antani S, McCawley G, Work M, Grossman M. Trying to tell a tale: discourse impairments in progressive aphasia and frontotemporal dementia. Neurology. 2006;66:1405–13.
  • Ash S, Moore P, Vesely L, Gunawardena D, McMillian C, Anderson C, et al. Non-fluent speech in fronto- temporal lobar degeneration. J Neurolinguistics. 2009;22: 370–83.
  • Snowden JS, Goulding PJ, Neary D. Semantic dementia: a form of circumscribed cerebral atrophy. Behav Neurol. 1989;2:167–82.
  • Hodges JR, Patterson K. Non-fluent progressive aphasia and semantic dementia: a comparative neuropsychological study. J Int Neuropsychol Soc. 1996;2:511–24.
  • Hodges JR, Patterson K, Oxbury S, Funnell E. Semantic dementia: progressive fluent aphasia with temporal lobe atrophy. Brain. 1992;115:1783–806.
  • Warrington EK. The selective impairment of semantic memory. Q J Exp Psychol. 1975;27:635–57.
  • Omar R, Mahoney CJ, Buckley AH, Warren JD. Flavour identification in frontotemporal lobar degeneration. J Neurol Neurosurg Psychiatry. 2013;84:88–93.
  • Bozeat S, Lambon Ralph MA, Patterson K, Garrard P, Hodges JR. Non-verbal semantic impairment in semantic dementia. Neuropsychologia. 2000;38:1207–15.
  • Henry ML, Gorno-Tempini ML. The logopenic variant of primary progressive aphasia. Curr Opin Neurol. 2010; 23:633–7.
  • Gorno-Tempini ML, Brambati SM, Ginex V, Ogar J, Dronkers NF, Marcone A, et al. The logopenic/phonological variant of primary progressive aphasia. Neurology. 2008;71:1227–34.
  • Gorno-Tempini ML, Hillis AE, Weintraub S, Kertesz A, Mendez M, Cappa SF, et al. Classification of primary progressive aphasia and its variants. Neurology. 2011;76(11): 1006–14.
  • Gil-Navarro S, Lladó A, Rami L, Castellví M, Bosch B, Bargalló N, et al. Neuroimaging and biochemical markers in the three variants of primary progressive aphasia. Dement Geriatr Cogn Disord. 2013;35:106–17.
  • Magnin E, Cattin F, Vandel P, Galmiche J, Moulin T, Rumbach L. Fractional anisotropy in three variants of primary progressive aphasia. Eur Neurol. 2012;68:229–33.
  • Leyton CE, Villemagne VL, Savage S, Pike KE, Ballard KJ, Piguet O, et al. Subtypes of progressive aphasia: application of the International Consensus Criteria and validation using β-amyloid imaging. Brain. 2011;134:3030–43.
  • Rohrer JD, Rossor MN, Warren JD. Alzheimer's pathology in primary progressive aphasia. Neurobiol Aging. 2012;33:744–52.
  • Galimberti D, Scarpini E. Clinical phenotypes and genetic biomarkers of FTLD. J Neural Transm. 2012;119:851–60.
  • Rohrer JD, Schott JM. Primary progressive aphasia: defining genetic and pathological subtypes. Curr Alzheimer Res. 2011;8:266–72.
  • Mesulam M-M, Wieneke C, Thompson CK, Rogalski EJ, Weintraub S. Quantitative classification of primary progressive aphasia at early and mild impairment stages. Brain. 2012;135:1537–53.
  • Sajjadi SA, Patterson K, Arnold RJ, Watson PC, Nestor PJ. Primary progressive aphasia: a tale of two syndromes and the rest. Neurology. 2012;78:1670–7.
  • Harris JM, Gall C, Thompson JC, Richardson AMT, Neary D, du Plessis D, et al. Classification and pathology of primary progressive aphasia. Neurology. 2013;81:1832–9.
  • Wicklund MR, Duffy JR, Strand EA, Machulda MM, Whitwell JL, Josephs KA. Quantitative application of the primary progressive aphasia consensus criteria. Neurology. 2014;82:1119–26.
  • Josephs KA, Duffy JR, Strand EA, Machulda MM, Senjem ML, Lowe VJ, et al. Syndromes dominated by apraxia of speech show distinct characteristics from agrammatic PPA. Neurology. 2013;81:337–45.
  • Machulda MM, Whitwell JL, Duffy JR, Strand EA, Dean PM, Senjem ML, et al. Identification of an atypical variant of logopenic progressive aphasia. Brain Lang. 2013
  • Mesulam M-M, Wieneke C, Rogalski EJ, Cobia D, Thompson CK, Weintraub S. Quantitative template for subtyping primary progressive aphasia. Arch Neurol. 2009;66:1545–51.
  • Sajjadi SA, Patterson K, Nestor PJ. Logopenic, mixed, or Alzheimer’s-related aphasia? Neurology. 2014;82:1127–31.
  • Hu WT, McMillian C, Libon DJ, Al. E. Multimodal predictors for Alzheimer’s disease in non-fluent primary progressive aphasia. Neurology. 2010;75:595–602.
  • Leyton CE, Villemagne VL, Savage S, Pike KE, Ballard KJ, Piguet O, et al. Subtypes of progressive aphasia: application of the International Consensus Criteria and validation using β-amyloid imaging. Brain. 2011;134:3030–43.
  • Casanova R, Hsu F-C, Sink KM, Rapp SR, Williamson JD, Resnick SM, et al. Alzheimer's disease risk assessment using large-scale machine learning methods. PLoS One. 2013;8:e77949.
  • Maroco J, Silva D, Rodrigues A, Guerreiro M, Santana I, de Mendonça A. Data mining methods in the prediction of dementia: a real-data comparison of the accuracy, sensitivity and specificity of linear discriminant analysis, logistic regression, neural networks, support vector machines, classification trees and random forests. BMC Res Notes. 2011;4:229.
  • Lemos L, Silva D, Guerreiro M, Santana I, de Mendonça A, Tomás P, et al. Discriminating Alzheimer's disease from mild cognitive impairment using neuropsychological data. HI-KDD. 2012;
  • Diagnostic and statistical manual of mental disorders. 4th - Text. American Psychiatric Association; 2001.
  • Blessed G, Tomlison BE, Roth M. The association between quantitative measures of dementia and of senile changes in the cerebral grey matter of elderly subjects. Br J Psychiatry. 1968;114:797–811.
  • Ribeiro F, de Mendonça A, Guerreiro M. Mild cognitive impairment: deficits in cognitive domains other than memory. Dement Geriatr Cogn Disord. 2006;21:284–90.
  • Damásio A. Neurology of language. Faculty of Medicine of Lisbon; 1973.
  • Castro-Caldas A. Diagnostic and evolution of vascular aphasias. Faculty of Medicine of Lisbon; 1979.
  • Ferro J. Behaviour neurology. Study of the correlation with computerized axial tomography. Faculty of Medicine of Lisbon; 1986.
  • Snodgrass JG, Vanderwart M. A standardized set of 260 pictures: norms for name agreement, image agreement, familiarity, and visual complexity. J Exp Psychol Hum Learn. 1980;6:174–215.
  • de Renzi E, Vignolo LA. The Token Test: a sensitive test to detect receptive disturbances in aphasics. Brain. 1962;85:665–78.
  • Lezak M, Howieson D, Bigler E, Tranel D. Neuropsychological assessment. Oxford: University Press; 2012.
  • Wechsler D. Manual for the Wechsler Adult Intelligence Scale. New York: The Psychological Corporation; 1955.
  • Garcia C. Alzheimer's disease: problems of clinical diagnosis. Univeristy of Lisbon; 1984.
  • Reitan R. Validity of the Trail Making Test as an indicator of organic brain damage. Percept Mot Skills. 1958;8:271–6.
  • Guerreiro M. Contribution of neuropsychology for the study of dementia. Faculty of Medicine of Lisbon; 1998.
  • Mirkin B. Clustering: A Data Recovery Approach. 2nd edn. Taylor & Francis; 2013.
  • Vercellis C. Business Intelligence: Data Mining and Optimization for Decision Making. 1st Edn. Italy: John Wiley & Sons Ltd.; 2009.
  • Han J, Kamber M. Data mining: Concepts and Techniques. 2nd edn. Morgan Kaufmann; 2006.
  • Pelleg D, More AW. X-means: Extending K-means with Efficient Estimation of the Number of Clusters. ICML ’00 Proceedings of the Seventeenth International Conference on Machine Learning. 2000. p. 727–34.
  • Pons SV, Shulcloper JR. A survey of clustering ensemble algorithms. Int J Pattern Recognit Artif Intell. 2011;25:337–72.
  • Mesulam M. Slowly progressive aphasia without generalized dementia. Ann Neurol. 1982;11:592–8.
  • Rascovsky K, Grossman M. Clinical diagnostic criteria and classification controversies in frontotemporal lobar degeneration. Int Rev Psychiatry. 2013;25:145–58.
  • Harciarek M, Kertesz A. Primary progressive aphasias and their contribution to the contemporary knowledge about the brain-language relationship. Neuropsychol Rev. 2011; 21:271–87.
  • Mesulam M-M, Weintraub S. Is it time to revisit the classification guidelines for primary progressive aphasia? Neurology. 2014;82:1108–9.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.