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Published in: Journal of Neurology 8/2021

01-08-2021 | Frontotemporal Dementia | Original Communication

Heterogeneity of behavioural and language deficits in FTD–MND

Authors: Zhe Long, Muireann Irish, David Foxe, John R. Hodges, Olivier Piguet, James R. Burrell

Published in: Journal of Neurology | Issue 8/2021

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Abstract

Objective

To comprehensively examine the clinical presentation of patients diagnosed with frontotemporal dementia–motor neuron disease (FTD–MND) compared to FTD subtypes. To clarify the heterogeneity of behavioural and language deficits in FTD–MND using a data-driven approach.

Methods

Patients with FTD–MND (n = 31), behavioural variant FTD (n = 119), non-fluent variant primary progressive aphasia (n = 47), semantic variant primary progressive aphasia (n = 42), and controls (n = 127) underwent comprehensive clinical, cognitive and behavioural assessments. Two-step cluster analysis examined patterns of behavioural and language impairment. Voxel-based morphometry and tract-based spatial statistics were used to investigate differences across the subgroups that emerged from cluster analysis.

Results

More than half of FTD–MND patients initially presented with variable combinations of deficits (e.g., mixed behaviour/cognitive, mixed behaviour/cognitive/motor deficits), with 74% of them meeting criteria for FTD–MND within 24 months with a median of 12 months. The frequency and severity of behavioural and language abnormalities in FTD–MND lie between that seen in the three FTD phenotypes. Cluster analysis identified three patterns of behavioural and language impairment in FTD–MND. The three FTD–MND subgroups demonstrated different profiles of white matter tract disruption, but did not differ in age at onset, disease duration or patterns of cortical atrophy.

Conclusions

While highly heterogeneous, in terms of behavioural and language deficits, and disease severity, the presentation of FTD–MND may be distinct to that of FTD. Distinct white matter degeneration patterns may underpin heterogeneous clinical profiles in FTD–MND. FTD presenting with mixed behavioural-language disturbances should be monitored closely for at least 12–24 months for the emergence of MND symptoms/signs.
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Literature
1.
go back to reference Ahmed RM, Devenney EM, Strikwerda-Brown C, Hodges JR, Piguet O, Kiernan MC (2020) Phenotypic variability in ALS–FTD and effect on survival. Neurology 94:e2005–e2013PubMedCrossRef Ahmed RM, Devenney EM, Strikwerda-Brown C, Hodges JR, Piguet O, Kiernan MC (2020) Phenotypic variability in ALS–FTD and effect on survival. Neurology 94:e2005–e2013PubMedCrossRef
2.
go back to reference Andersson JL, Jenkinson M, Smith S (2007) Non-linear registration, aka spatial normalisation FMRIB technical report TR07JA2. FMRIB Anal Group Univ Oxf 2:1–21 Andersson JL, Jenkinson M, Smith S (2007) Non-linear registration, aka spatial normalisation FMRIB technical report TR07JA2. FMRIB Anal Group Univ Oxf 2:1–21
3.
go back to reference Benton AL, Hamsher KD (1983) Multilingual aphasia examination: manual of instructions. In: Department of Neurology and Psychology, University of Iowa, Iowa City Benton AL, Hamsher KD (1983) Multilingual aphasia examination: manual of instructions. In: Department of Neurology and Psychology, University of Iowa, Iowa City
4.
go back to reference Bowie CR, Harvey PD (2006) Administration and interpretation of the Trail Making Test. Nat Protoc 1:2277–2281PubMedCrossRef Bowie CR, Harvey PD (2006) Administration and interpretation of the Trail Making Test. Nat Protoc 1:2277–2281PubMedCrossRef
5.
go back to reference Brooks BR, Miller RG, Swash M, Munsat TL (2000) El Escorial revisited: revised criteria for the diagnosis of amyotrophic lateral sclerosis. Amyotroph Lateral Scler Other Motor Neuron Disord 1:293–299PubMedCrossRef Brooks BR, Miller RG, Swash M, Munsat TL (2000) El Escorial revisited: revised criteria for the diagnosis of amyotrophic lateral sclerosis. Amyotroph Lateral Scler Other Motor Neuron Disord 1:293–299PubMedCrossRef
6.
go back to reference Burrell JR, Halliday GM, Kril JJ, Ittner LM, Götz J, Kiernan MC, Hodges JR (2016) The frontotemporal dementia–motor neuron disease continuum. Lancet 388:919–931PubMedCrossRef Burrell JR, Halliday GM, Kril JJ, Ittner LM, Götz J, Kiernan MC, Hodges JR (2016) The frontotemporal dementia–motor neuron disease continuum. Lancet 388:919–931PubMedCrossRef
7.
go back to reference Burrell JR, Kiernan MC, Vucic S, Hodges JR (2011) Motor neuron dysfunction in frontotemporal dementia. Brain 134:2582PubMedCrossRef Burrell JR, Kiernan MC, Vucic S, Hodges JR (2011) Motor neuron dysfunction in frontotemporal dementia. Brain 134:2582PubMedCrossRef
8.
go back to reference Chare L, Hodges JR, Leyton CE, McGinley C, Tan RH, Kril JJ, Halliday GM (2014) New criteria for frontotemporal dementia syndromes: clinical and pathological diagnostic implications. J Neurol Neurosurg Psychiatry 85:865–870PubMedCrossRef Chare L, Hodges JR, Leyton CE, McGinley C, Tan RH, Kril JJ, Halliday GM (2014) New criteria for frontotemporal dementia syndromes: clinical and pathological diagnostic implications. J Neurol Neurosurg Psychiatry 85:865–870PubMedCrossRef
9.
go back to reference Coon E, Sorenson E, Whitwell J, Knopman D, Josephs K (2011) Predicting survival in frontotemporal dementia with motor neuron disease. Neurology 76:1886–1892PubMedPubMedCentralCrossRef Coon E, Sorenson E, Whitwell J, Knopman D, Josephs K (2011) Predicting survival in frontotemporal dementia with motor neuron disease. Neurology 76:1886–1892PubMedPubMedCentralCrossRef
10.
go back to reference Croot K, Hodges JR, Patterson K (1999) Evidence for impaired sentence comprehension in early Alzheimer’s disease. J Int Neuropsychol Soc 5:393–404PubMedCrossRef Croot K, Hodges JR, Patterson K (1999) Evidence for impaired sentence comprehension in early Alzheimer’s disease. J Int Neuropsychol Soc 5:393–404PubMedCrossRef
11.
go back to reference de Carvalho M, Dengler R, Eisen A, England JD, Kaji R, Kimura J, Mills K, Mitsumoto H, Nodera H, Shefner J, Swash M (2008) Electrodiagnostic criteria for diagnosis of ALS. Clin Neurophysiol 119:497–503PubMedCrossRef de Carvalho M, Dengler R, Eisen A, England JD, Kaji R, Kimura J, Mills K, Mitsumoto H, Nodera H, Shefner J, Swash M (2008) Electrodiagnostic criteria for diagnosis of ALS. Clin Neurophysiol 119:497–503PubMedCrossRef
12.
go back to reference Elamin M, Bede P, Byrne S, Jordan N, Gallagher L, Wynne B, O’Brien C, Phukan J, Lynch C, Pender N (2013) Cognitive changes predict functional decline in ALS a population-based longitudinal study. Neurology 80:1590–1597PubMedCrossRef Elamin M, Bede P, Byrne S, Jordan N, Gallagher L, Wynne B, O’Brien C, Phukan J, Lynch C, Pender N (2013) Cognitive changes predict functional decline in ALS a population-based longitudinal study. Neurology 80:1590–1597PubMedCrossRef
13.
go back to reference Gorno-Tempini ML, Hillis AE, Weintraub S, Kertesz A, Mendez M, Cappa SF, Ogar JM, Rohrer JD, Black S, Boeve BF, Manes F (2011) Classification of primary progressive aphasia and its variants. Neurology 76:1006–1014PubMedPubMedCentralCrossRef Gorno-Tempini ML, Hillis AE, Weintraub S, Kertesz A, Mendez M, Cappa SF, Ogar JM, Rohrer JD, Black S, Boeve BF, Manes F (2011) Classification of primary progressive aphasia and its variants. Neurology 76:1006–1014PubMedPubMedCentralCrossRef
14.
go back to reference Harris JM, Jones M, Gall C, Richardson AM, Neary D, du Plessis D, Pal P, Mann DM, Snowden JS, Thompson JC (2016) Co-occurrence of language and behavioural change in frontotemporal lobar degeneration. Dementia Geriatr Cogn Disord Extra 6:205–213CrossRef Harris JM, Jones M, Gall C, Richardson AM, Neary D, du Plessis D, Pal P, Mann DM, Snowden JS, Thompson JC (2016) Co-occurrence of language and behavioural change in frontotemporal lobar degeneration. Dementia Geriatr Cogn Disord Extra 6:205–213CrossRef
15.
go back to reference Hodges JR (2007) Cognitive assessment for clinicians. Oxford University Press, Oxford Hodges JR (2007) Cognitive assessment for clinicians. Oxford University Press, Oxford
16.
go back to reference Hodges JR (2017) Cognitive assessment for clinicians, 3rd edn. Oxford University Press, OxfordCrossRef Hodges JR (2017) Cognitive assessment for clinicians, 3rd edn. Oxford University Press, OxfordCrossRef
17.
go back to reference Hodges JR, Davies R, Xuereb J, Kril J, Halliday G (2003) Survival in frontotemporal dementia. Neurology 61:349–354PubMedCrossRef Hodges JR, Davies R, Xuereb J, Kril J, Halliday G (2003) Survival in frontotemporal dementia. Neurology 61:349–354PubMedCrossRef
18.
go back to reference Hsieh S, Caga J, Leslie FV, Shibata M, Daveson N, Foxe D, Ramsey E, Lillo P, Ahmed RM, Devenney E (2016) Cognitive and behavioral symptoms in ALSFTD: detection, differentiation, and progression. J Geriatr Psychiatry Neurol 29:3–10PubMedCrossRef Hsieh S, Caga J, Leslie FV, Shibata M, Daveson N, Foxe D, Ramsey E, Lillo P, Ahmed RM, Devenney E (2016) Cognitive and behavioral symptoms in ALSFTD: detection, differentiation, and progression. J Geriatr Psychiatry Neurol 29:3–10PubMedCrossRef
19.
go back to reference Hsieh S, Schubert S, Hoon C, Mioshi E, Hodges JR (2013) Validation of the Addenbrooke’s Cognitive Examination III in frontotemporal dementia and Alzheimer’s disease. Dement Geriatr Cogn Disord 36:242–250PubMedCrossRef Hsieh S, Schubert S, Hoon C, Mioshi E, Hodges JR (2013) Validation of the Addenbrooke’s Cognitive Examination III in frontotemporal dementia and Alzheimer’s disease. Dement Geriatr Cogn Disord 36:242–250PubMedCrossRef
20.
go back to reference Hu WT, Seelaar H, Josephs KA, Knopman DS, Boeve BF, Sorenson EJ, McCluskey L, Elman L, Schelhaas HJ, Parisi JE (2009) Survival profiles of patients with frontotemporal dementia and motor neuron disease. Arch Neurol 66:1359–1364PubMedPubMedCentralCrossRef Hu WT, Seelaar H, Josephs KA, Knopman DS, Boeve BF, Sorenson EJ, McCluskey L, Elman L, Schelhaas HJ, Parisi JE (2009) Survival profiles of patients with frontotemporal dementia and motor neuron disease. Arch Neurol 66:1359–1364PubMedPubMedCentralCrossRef
21.
go back to reference Kamminga J, Leslie FV, Hsieh S, Caga J, Mioshi E, Hornberger M, Ballard KJ, Kiernan MC, Hodges JR, Burrell JR (2016) Syntactic comprehension deficits across the FTD–ALS continuum. Neurobiol Aging 41:11–18PubMedCrossRef Kamminga J, Leslie FV, Hsieh S, Caga J, Mioshi E, Hornberger M, Ballard KJ, Kiernan MC, Hodges JR, Burrell JR (2016) Syntactic comprehension deficits across the FTD–ALS continuum. Neurobiol Aging 41:11–18PubMedCrossRef
22.
go back to reference Leslie FV, Hsieh S, Caga J, Savage SA, Mioshi E, Hornberger M, Kiernan MC, Hodges JR, Burrell JR (2015) Semantic deficits in amyotrophic lateral sclerosis. Amyotroph Lateral Scler Frontotemporal Degener 16:46–53PubMedCrossRef Leslie FV, Hsieh S, Caga J, Savage SA, Mioshi E, Hornberger M, Kiernan MC, Hodges JR, Burrell JR (2015) Semantic deficits in amyotrophic lateral sclerosis. Amyotroph Lateral Scler Frontotemporal Degener 16:46–53PubMedCrossRef
23.
go back to reference Lezak M, Howieson D, Bigler E, Tranel D (2012) Neuropsychological assessment, 5th edn. Oxford University Press, New York Lezak M, Howieson D, Bigler E, Tranel D (2012) Neuropsychological assessment, 5th edn. Oxford University Press, New York
24.
go back to reference Lillo P, Mioshi E, Burrell JR, Kiernan MC, Hodges JR, Hornberger M (2012) Grey and white matter changes across the amyotrophic lateral sclerosis-frontotemporal dementia continuum. PLoS ONE 7:e43993PubMedPubMedCentralCrossRef Lillo P, Mioshi E, Burrell JR, Kiernan MC, Hodges JR, Hornberger M (2012) Grey and white matter changes across the amyotrophic lateral sclerosis-frontotemporal dementia continuum. PLoS ONE 7:e43993PubMedPubMedCentralCrossRef
25.
go back to reference Mioshi E, Dawson K, Mitchell J, Arnold R, Hodges JR (2006) The Addenbrooke’s Cognitive Examination Revised (ACE-R): a brief cognitive test battery for dementia screening. Int J Geriatr Psychiatry 21:1078–1085PubMedCrossRef Mioshi E, Dawson K, Mitchell J, Arnold R, Hodges JR (2006) The Addenbrooke’s Cognitive Examination Revised (ACE-R): a brief cognitive test battery for dementia screening. Int J Geriatr Psychiatry 21:1078–1085PubMedCrossRef
26.
go back to reference Mioshi E, Hsieh S, Savage S, Hornberger M, Hodges JR (2010) Clinical staging and disease progression in frontotemporal dementia. Neurology 74:1591–1597PubMedCrossRef Mioshi E, Hsieh S, Savage S, Hornberger M, Hodges JR (2010) Clinical staging and disease progression in frontotemporal dementia. Neurology 74:1591–1597PubMedCrossRef
27.
go back to reference Montuschi A, Iazzolino B, Calvo A, Moglia C, Lopiano L, Restagno G, Brunetti M, Ossola I, Presti AL, Cammarosano S (2015) Cognitive correlates in amyotrophic lateral sclerosis: a population-based study in Italy. J Neurol Neurosurg Psychiatry 86:168–173PubMedCrossRef Montuschi A, Iazzolino B, Calvo A, Moglia C, Lopiano L, Restagno G, Brunetti M, Ossola I, Presti AL, Cammarosano S (2015) Cognitive correlates in amyotrophic lateral sclerosis: a population-based study in Italy. J Neurol Neurosurg Psychiatry 86:168–173PubMedCrossRef
28.
go back to reference Mooi E, Sarstedt M (2011) Cluster analysis. A concise guide to market research. Springer, BerlinCrossRef Mooi E, Sarstedt M (2011) Cluster analysis. A concise guide to market research. Springer, BerlinCrossRef
29.
go back to reference Neary D, Snowden JS, Gustafson L, Passant U, Stuss D, Black S, Freedman M, Kertesz A, Robert PH, Albert M, Boone K, Miller BL, Cummings J, Benson DF (1998) Frontotemporal lobar degeneration: a consensus on clinical diagnostic criteria. Neurology 51:1546–1554PubMedCrossRef Neary D, Snowden JS, Gustafson L, Passant U, Stuss D, Black S, Freedman M, Kertesz A, Robert PH, Albert M, Boone K, Miller BL, Cummings J, Benson DF (1998) Frontotemporal lobar degeneration: a consensus on clinical diagnostic criteria. Neurology 51:1546–1554PubMedCrossRef
30.
go back to reference Nichols TE, Holmes AP (2002) Nonparametric permutation tests for functional neuroimaging: a primer with examples. Hum Brain Mapp 15:1–25PubMedCrossRef Nichols TE, Holmes AP (2002) Nonparametric permutation tests for functional neuroimaging: a primer with examples. Hum Brain Mapp 15:1–25PubMedCrossRef
31.
go back to reference Ogar J, Slama H, Dronkers N, Amici S, Luisa Gorno-Tempini M (2005) Apraxia of speech: an overview. Neurocase 11:427–432PubMedCrossRef Ogar J, Slama H, Dronkers N, Amici S, Luisa Gorno-Tempini M (2005) Apraxia of speech: an overview. Neurocase 11:427–432PubMedCrossRef
32.
go back to reference Omer T, Finegan E, Hutchinson S, Doherty M, Vajda A, McLaughlin RL, Pender N, Hardiman O, Bede P (2017) Neuroimaging patterns along the ALS–FTD spectrum: a multiparametric imaging study. Amyotroph Lateral Scler Frontotemporal Degener 18:611–623PubMedCrossRef Omer T, Finegan E, Hutchinson S, Doherty M, Vajda A, McLaughlin RL, Pender N, Hardiman O, Bede P (2017) Neuroimaging patterns along the ALS–FTD spectrum: a multiparametric imaging study. Amyotroph Lateral Scler Frontotemporal Degener 18:611–623PubMedCrossRef
33.
go back to reference Osterrieth PA (1944) Le test de copie d'une figure complexe; contribution a l'etude de la perception et de la memoire. Archives de psychologie Osterrieth PA (1944) Le test de copie d'une figure complexe; contribution a l'etude de la perception et de la memoire. Archives de psychologie
34.
go back to reference Piguet O, Hornberger M, Mioshi E, Hodges JR (2011) Behavioural-variant frontotemporal dementia: diagnosis, clinical staging, and management. Lancet Neurol 10:162–172PubMedCrossRef Piguet O, Hornberger M, Mioshi E, Hodges JR (2011) Behavioural-variant frontotemporal dementia: diagnosis, clinical staging, and management. Lancet Neurol 10:162–172PubMedCrossRef
35.
go back to reference Rascovsky K, Hodges JR, Knopman D, Mendez MF, Kramer JH, Neuhaus J, Van Swieten JC, Seelaar H, Dopper EG, Onyike CU (2011) Sensitivity of revised diagnostic criteria for the behavioural variant of frontotemporal dementia. Brain 134:2456–2477PubMedPubMedCentralCrossRef Rascovsky K, Hodges JR, Knopman D, Mendez MF, Kramer JH, Neuhaus J, Van Swieten JC, Seelaar H, Dopper EG, Onyike CU (2011) Sensitivity of revised diagnostic criteria for the behavioural variant of frontotemporal dementia. Brain 134:2456–2477PubMedPubMedCentralCrossRef
36.
go back to reference Sarstedt M, Mooi E (2014) Cluster analysis. A concise guide to market research. Springer, HeidelbergCrossRef Sarstedt M, Mooi E (2014) Cluster analysis. A concise guide to market research. Springer, HeidelbergCrossRef
37.
go back to reference Savage S, Hsieh S, Leslie F, Foxe D, Piguet O, Hodges JR (2013) Distinguishing subtypes in primary progressive aphasia: application of the Sydney language battery. Dement Geriatr Cogn Disord 35:208–218PubMedCrossRef Savage S, Hsieh S, Leslie F, Foxe D, Piguet O, Hodges JR (2013) Distinguishing subtypes in primary progressive aphasia: application of the Sydney language battery. Dement Geriatr Cogn Disord 35:208–218PubMedCrossRef
38.
go back to reference Schmidt M (1996) Rey auditory verbal learning test: a handbook. Western Psychological Services, Los Angeles Schmidt M (1996) Rey auditory verbal learning test: a handbook. Western Psychological Services, Los Angeles
39.
go back to reference Scotter EL, Chen H-J, Shaw CE (2015) TDP-43 proteinopathy and ALS: insights into disease mechanisms and therapeutic targets. Neurotherapeutics 12:352–363PubMedPubMedCentralCrossRef Scotter EL, Chen H-J, Shaw CE (2015) TDP-43 proteinopathy and ALS: insights into disease mechanisms and therapeutic targets. Neurotherapeutics 12:352–363PubMedPubMedCentralCrossRef
41.
go back to reference Smith SM, Jenkinson M, Johansen-Berg H, Rueckert D, Nichols TE, Mackay CE, Watkins KE, Ciccarelli O, Cader MZ, Matthews PM (2006) Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data. Neuroimage 31:1487–1505PubMedCrossRef Smith SM, Jenkinson M, Johansen-Berg H, Rueckert D, Nichols TE, Mackay CE, Watkins KE, Ciccarelli O, Cader MZ, Matthews PM (2006) Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data. Neuroimage 31:1487–1505PubMedCrossRef
42.
go back to reference So M, Foxe D, Kumfor F, Murray C, Hsieh S, Savage G, Ahmed RM, Burrell JR, Hodges JR, Irish M, Piguet O (2018) Addenbrooke’s Cognitive Examination III: psychometric characteristics and relations to functional ability in dementia. J Int Neuropsychol Soc JINS 24:1–10CrossRef So M, Foxe D, Kumfor F, Murray C, Hsieh S, Savage G, Ahmed RM, Burrell JR, Hodges JR, Irish M, Piguet O (2018) Addenbrooke’s Cognitive Examination III: psychometric characteristics and relations to functional ability in dementia. J Int Neuropsychol Soc JINS 24:1–10CrossRef
43.
go back to reference Strauss E, Sherman EM, Spreen O (2006) A compendium of neuropsychological tests: administration, norms, and commentary. American Chemical Society, Washington, DC Strauss E, Sherman EM, Spreen O (2006) A compendium of neuropsychological tests: administration, norms, and commentary. American Chemical Society, Washington, DC
44.
go back to reference Strong MJ, Abrahams S, Goldstein LH, Woolley S, Mclaughlin P, Snowden J, Mioshi E, Roberts-South A, Benatar M, HortobáGyi T (2017) Amyotrophic lateral sclerosis-frontotemporal spectrum disorder (ALS–FTSD): revised diagnostic criteria. Amyotroph Lateral Scler Frontotemporal Degener 18:153–174PubMedPubMedCentralCrossRef Strong MJ, Abrahams S, Goldstein LH, Woolley S, Mclaughlin P, Snowden J, Mioshi E, Roberts-South A, Benatar M, HortobáGyi T (2017) Amyotrophic lateral sclerosis-frontotemporal spectrum disorder (ALS–FTSD): revised diagnostic criteria. Amyotroph Lateral Scler Frontotemporal Degener 18:153–174PubMedPubMedCentralCrossRef
46.
go back to reference Van Langenhove T, Piguet O, Burrell JR, Leyton C, Foxe D, Abela M, Bartley L, Kim WS, Jary E, Huang Y (2017) Predicting development of amyotrophic lateral sclerosis in frontotemporal dementia. J Alzheimer’s Dis 58:163–170CrossRef Van Langenhove T, Piguet O, Burrell JR, Leyton C, Foxe D, Abela M, Bartley L, Kim WS, Jary E, Huang Y (2017) Predicting development of amyotrophic lateral sclerosis in frontotemporal dementia. J Alzheimer’s Dis 58:163–170CrossRef
47.
go back to reference Wear HJ, Wedderburn CJ, Mioshi E, Williams-Gray CH, Mason SL, Barker RA, Hodges JR (2008) The Cambridge behavioural inventory revised. Dement Neuropsychol 2:102–107PubMedPubMedCentralCrossRef Wear HJ, Wedderburn CJ, Mioshi E, Williams-Gray CH, Mason SL, Barker RA, Hodges JR (2008) The Cambridge behavioural inventory revised. Dement Neuropsychol 2:102–107PubMedPubMedCentralCrossRef
48.
go back to reference Wedderburn C, Wear H, Brown J, Mason SJ, Barker RA, Hodges J, Williams-Gray C (2008) The utility of the Cambridge Behavioural Inventory in neurodegenerative disease. J Neurol Neurosurg Psychiatry 79:500–503PubMedCrossRef Wedderburn C, Wear H, Brown J, Mason SJ, Barker RA, Hodges J, Williams-Gray C (2008) The utility of the Cambridge Behavioural Inventory in neurodegenerative disease. J Neurol Neurosurg Psychiatry 79:500–503PubMedCrossRef
49.
go back to reference Yim O, Ramdeen KT (2015) Hierarchical cluster analysis: comparison of three linkage measures and application to psychological data. Quant Methods Psychol 11:8–21CrossRef Yim O, Ramdeen KT (2015) Hierarchical cluster analysis: comparison of three linkage measures and application to psychological data. Quant Methods Psychol 11:8–21CrossRef
50.
go back to reference Zhang Y, Brady M, Smith S (2001) Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm. IEEE Trans Med Imaging 20:45–57PubMedCrossRef Zhang Y, Brady M, Smith S (2001) Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm. IEEE Trans Med Imaging 20:45–57PubMedCrossRef
Metadata
Title
Heterogeneity of behavioural and language deficits in FTD–MND
Authors
Zhe Long
Muireann Irish
David Foxe
John R. Hodges
Olivier Piguet
James R. Burrell
Publication date
01-08-2021
Publisher
Springer Berlin Heidelberg
Published in
Journal of Neurology / Issue 8/2021
Print ISSN: 0340-5354
Electronic ISSN: 1432-1459
DOI
https://doi.org/10.1007/s00415-021-10451-7

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