A disease-specific metabolic imaging marker for diagnosis and progression evaluation of semantic variant primary progressive aphasia
Jiaying Lu
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Formal analysis (lead), Investigation (equal), Methodology (lead), Writing - original draft (lead)
Search for more papers by this authorLin Huang
Department of Gerontology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, China
Contribution: Data curation (lead), Investigation (equal), Writing - original draft (lead)
Search for more papers by this authorYingru Lv
Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Data curation (supporting), Investigation (supporting), Writing - review & editing (equal)
Search for more papers by this authorShichun Peng
Center for Neurosciences, Institute of Molecular Medicine, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, New York, USA
Contribution: Methodology (equal), Software (equal), Writing - review & editing (equal)
Search for more papers by this authorQian Xu
Department of Nuclear Medicine, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Formal analysis (supporting), Investigation (equal), Writing - review & editing (equal)
Search for more papers by this authorLing Li
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Formal analysis (supporting), Investigation (equal), Methodology (supporting), Writing - review & editing (equal)
Search for more papers by this authorJingjie Ge
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Funding acquisition (equal), Investigation (equal), Methodology (supporting), Writing - review & editing (equal)
Search for more papers by this authorHuiwei Zhang
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Data curation (equal), Formal analysis (supporting), Investigation (equal), Writing - review & editing (equal)
Search for more papers by this authorYihui Guan
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Project administration (supporting), Writing - review & editing (supporting)
Search for more papers by this authorQianhua Zhao
Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Conceptualization (supporting), Investigation (supporting), Writing - review & editing (supporting)
Search for more papers by this authorQihao Guo
Department of Gerontology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, China
Contribution: Conceptualization (equal), Funding acquisition (equal), Project administration (equal), Writing - review & editing (equal)
Search for more papers by this authorCorresponding Author
Keliang Chen
Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China
Correspondence
Ping Wu, PET Center, Huashan Hospital, Fudan University, No. 518 East Wuzhong Road, Shanghai 200035, China.
Email: [email protected]
Keliang Chen, Department of Neurology, Huashan Hospital, Fudan University, No. 12 Middle Wulumuqi Road, Shanghai 200040, China.
Email: [email protected]
Contribution: Conceptualization (equal), Data curation (equal), Project administration (equal), Supervision (equal), Writing - review & editing (lead)
Search for more papers by this authorCorresponding Author
Ping Wu
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Correspondence
Ping Wu, PET Center, Huashan Hospital, Fudan University, No. 518 East Wuzhong Road, Shanghai 200035, China.
Email: [email protected]
Keliang Chen, Department of Neurology, Huashan Hospital, Fudan University, No. 12 Middle Wulumuqi Road, Shanghai 200040, China.
Email: [email protected]
Contribution: Conceptualization (equal), Funding acquisition (equal), Project administration (equal), Supervision (lead), Writing - review & editing (lead)
Search for more papers by this authorYilong Ma
Center for Neurosciences, Institute of Molecular Medicine, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, New York, USA
Contribution: Methodology (equal), Software (equal), Writing - review & editing (equal)
Search for more papers by this authorChuantao Zuo
PET Center, Huashan Hospital, Fudan University, Shanghai, China
National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, China
Human Phenome Institute, Fudan University, Shanghai, China
Institute of Functional and Molecular Medicine Imaging, Fudan University, Shanghai, China
Contribution: Conceptualization (equal), Funding acquisition (supporting), Project administration (equal), Supervision (equal), Writing - review & editing (equal)
Search for more papers by this authorJiaying Lu
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Formal analysis (lead), Investigation (equal), Methodology (lead), Writing - original draft (lead)
Search for more papers by this authorLin Huang
Department of Gerontology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, China
Contribution: Data curation (lead), Investigation (equal), Writing - original draft (lead)
Search for more papers by this authorYingru Lv
Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Data curation (supporting), Investigation (supporting), Writing - review & editing (equal)
Search for more papers by this authorShichun Peng
Center for Neurosciences, Institute of Molecular Medicine, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, New York, USA
Contribution: Methodology (equal), Software (equal), Writing - review & editing (equal)
Search for more papers by this authorQian Xu
Department of Nuclear Medicine, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Formal analysis (supporting), Investigation (equal), Writing - review & editing (equal)
Search for more papers by this authorLing Li
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Formal analysis (supporting), Investigation (equal), Methodology (supporting), Writing - review & editing (equal)
Search for more papers by this authorJingjie Ge
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Funding acquisition (equal), Investigation (equal), Methodology (supporting), Writing - review & editing (equal)
Search for more papers by this authorHuiwei Zhang
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Data curation (equal), Formal analysis (supporting), Investigation (equal), Writing - review & editing (equal)
Search for more papers by this authorYihui Guan
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Project administration (supporting), Writing - review & editing (supporting)
Search for more papers by this authorQianhua Zhao
Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China
Contribution: Conceptualization (supporting), Investigation (supporting), Writing - review & editing (supporting)
Search for more papers by this authorQihao Guo
Department of Gerontology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, China
Contribution: Conceptualization (equal), Funding acquisition (equal), Project administration (equal), Writing - review & editing (equal)
Search for more papers by this authorCorresponding Author
Keliang Chen
Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China
Correspondence
Ping Wu, PET Center, Huashan Hospital, Fudan University, No. 518 East Wuzhong Road, Shanghai 200035, China.
Email: [email protected]
Keliang Chen, Department of Neurology, Huashan Hospital, Fudan University, No. 12 Middle Wulumuqi Road, Shanghai 200040, China.
Email: [email protected]
Contribution: Conceptualization (equal), Data curation (equal), Project administration (equal), Supervision (equal), Writing - review & editing (lead)
Search for more papers by this authorCorresponding Author
Ping Wu
PET Center, Huashan Hospital, Fudan University, Shanghai, China
Correspondence
Ping Wu, PET Center, Huashan Hospital, Fudan University, No. 518 East Wuzhong Road, Shanghai 200035, China.
Email: [email protected]
Keliang Chen, Department of Neurology, Huashan Hospital, Fudan University, No. 12 Middle Wulumuqi Road, Shanghai 200040, China.
Email: [email protected]
Contribution: Conceptualization (equal), Funding acquisition (equal), Project administration (equal), Supervision (lead), Writing - review & editing (lead)
Search for more papers by this authorYilong Ma
Center for Neurosciences, Institute of Molecular Medicine, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, New York, USA
Contribution: Methodology (equal), Software (equal), Writing - review & editing (equal)
Search for more papers by this authorChuantao Zuo
PET Center, Huashan Hospital, Fudan University, Shanghai, China
National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, China
Human Phenome Institute, Fudan University, Shanghai, China
Institute of Functional and Molecular Medicine Imaging, Fudan University, Shanghai, China
Contribution: Conceptualization (equal), Funding acquisition (supporting), Project administration (equal), Supervision (equal), Writing - review & editing (equal)
Search for more papers by this authorJiaying Lu and Lin Huang contributed equally to this work.
Keliang Chen and Ping Wu jointly supervised the work.
Abstract
Background and purpose
The diagnosis and monitoring of semantic variant primary progressive aphasia (sv-PPA) are clinically challenging. We aimed to establish a distinctive metabolic pattern in sv-PPA for diagnosis and severity evaluation.
Methods
Fifteen sv-PPA patients and 15 controls were enrolled to identify sv-PPA-related pattern (sv-PPARP) by principal component analysis of 18F-fluorodeoxyglucose positron emission tomography. Eighteen Alzheimer disease dementia (AD) and 14 behavioral variant frontotemporal dementia (bv-FTD) patients were enrolled to test the discriminatory power. Correspondingly, regional metabolic activities extracted from the voxelwise analysis were evaluated for the discriminatory power.
Results
The sv-PPARP was characterized as decreased metabolic activity mainly in the bilateral temporal lobe (left predominance), middle orbitofrontal gyrus, left hippocampus/parahippocampus gyrus, fusiform gyrus, insula, inferior orbitofrontal gyrus, and striatum, with increased activity in the bilateral lingual gyrus, cuneus, calcarine gyrus, and right precentral and postcentral gyrus. The pattern expression had significant discriminatory power (area under the curve [AUC] = 0.98, sensitivity = 100%, specificity = 94.4%) in distinguishing sv-PPA from AD, and the asymmetry index offered complementary discriminatory power (AUC = 0.91, sensitivity = 86.7%, specificity = 92.9%) in distinguishing sv-PPA from bv-FTD. In sv-PPA patients, the pattern expression correlated with Boston Naming Test scores at baseline and showed significant increase in the subset of patients with follow-up. The voxelwise analysis showed similar topography, and the regional metabolic activities had equivalent or better discriminatory power and clinical correlations with Boston Naming Test scores. The ability to reflect disease progression in longitudinal follow-up seemed to be inferior to the pattern expression.
Conclusions
The sv-PPARP might serve as an objective biomarker for diagnosis and progression evaluation.
CONFLICT OF INTEREST
The authors declare no conflicts of interest.
Open Research
DATA AVAILABILITY STATEMENT
Data that support the findings of this study are available from the corresponding authors upon reasonable request.
Supporting Information
Filename | Description |
---|---|
ene14919-sup-0001-AppS1.docxWord document, 11.6 MB | App S1 |
Please note: The publisher is not responsible for the content or functionality of any supporting information supplied by the authors. Any queries (other than missing content) should be directed to the corresponding author for the article.
REFERENCES
- 1Bang J, Spina S, Miller BL. Frontotemporal dementia. Lancet. 2015; 386: 1672-1682.
- 2Coyle-Gilchrist IT, Dick KM, Patterson K, et al. Prevalence, characteristics, and survival of frontotemporal lobar degeneration syndromes. Neurology. 2016; 86: 1736-1743.
- 3Moodley KK, Perani D, Minati L, et al. Simultaneous PET-MRI studies of the concordance of atrophy and hypometabolism in syndromic variants of Alzheimer's disease and frontotemporal dementia: an extended case series. J Alzheimers Dis. 2015; 46: 639-653.
- 4Acosta-Cabronero J, Patterson K, Fryer TD, et al. Atrophy, hypometabolism and white matter abnormalities in semantic dementia tell a coherent story. Brain. 2011; 134: 2025-2035.
- 5Gorno-Tempini ML, Hillis AE, Weintraub S, et al. Classification of primary progressive aphasia and its variants. Neurology. 2011; 76: 1006-1014.
- 6Desgranges B, Matuszewski V, Piolino P, et al. Anatomical and functional alterations in semantic dementia: a voxel-based MRI and PET study. Neurobiol Aging. 2007; 28: 1904-1913.
- 7Jack CR Jr, Knopman DS, Jagust WJ, et al. Hypothetical model of dynamic biomarkers of the Alzheimer's pathological cascade. Lancet Neurol. 2010; 9: 119-128.
- 8Morbelli S, Ferrara M, Fiz F, et al. Mapping brain morphological and functional conversion patterns in predementia late-onset bvFTD. Eur J Nucl Med Mol Imaging. 2016; 43: 1337-1347.
- 9Dukart J, Mueller K, Horstmann A, et al. Combined evaluation of FDG-PET and MRI improves detection and differentiation of dementia. PLoS ONE. 2011; 6:e18111.
- 10Gorno-Tempini ML, Dronkers NF, Rankin KP, et al. Cognition and anatomy in three variants of primary progressive aphasia. Ann Neurol. 2004; 55: 335-346.
- 11Mesulam M. Defining neurocognitive networks in the BOLD new world of computed connectivity. Neuron. 2009; 62: 1-3.
- 12Ranasinghe KG, Hinkley LB, Beagle AJ, et al. Distinct spatiotemporal patterns of neuronal functional connectivity in primary progressive aphasia variants. Brain. 2017; 140: 2737-2751.
- 13Cerami C, Dodich A, Greco L, et al. The role of single-subject brain metabolic patterns in the early differential diagnosis of primary progressive aphasias and in prediction of progression to dementia. J Alzheimers Dis. 2017; 55: 183-197.
- 14Cerami C, Dodich A, Lettieri G, et al. Different FDG-PET metabolic patterns at single-subject level in the behavioral variant of fronto-temporal dementia. Cortex. 2016; 83: 101-112.
- 15Bejanin A, Tammewar G, Marx G, et al. Longitudinal structural and metabolic changes in frontotemporal dementia. Neurology. 2020; 95: e140-e154.
- 16Eidelberg D. Metabolic brain networks in neurodegenerative disorders: a functional imaging approach. Trends Neurosci. 2009; 32: 548-557.
- 17Blazhenets G, Ma Y, Sörensen A, et al. Principal components analysis of brain metabolism predicts development of Alzheimer dementia. J Nucl Med. 2019; 60: 837-843.
- 18Ma Y, Tang C, Spetsieris PG, Dhawan V, Eidelberg D. Abnormal metabolic network activity in Parkinson's disease: test-retest reproducibility. J Cereb Blood Flow Metab. 2007; 27: 597-605.
- 19Wu P, Wang J, Peng S, et al. Metabolic brain network in the Chinese patients with Parkinson's disease based on 18F-FDG PET imaging. Parkinsonism Relat Disord. 2013; 19: 622-627.
- 20Ge J, Wu J, Peng S, et al. Reproducible network and regional topographies of abnormal glucose metabolism associated with progressive supranuclear palsy: Multivariate and univariate analyses in American and Chinese patient cohorts. Hum Brain Mapp. 2018; 39: 2842-2858.
- 21Niethammer M, Eidelberg D. Metabolic brain networks in translational neurology: concepts and applications. Ann Neurol. 2012; 72: 635-647.
- 22Nazem A, Tang C, Spetsieris P, et al. A multivariate metabolic imaging marker for behavioral variant frontotemporal dementia. Alzheimers Dement (Amst). 2018; 10: 583-594.
- 23McKhann GM, Knopman DS, Chertkow H, et al. 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. Alzheimers Dement. 2011; 7: 263-269.
- 24Rascovsky K, Hodges JR, Knopman D, et al. Sensitivity of revised diagnostic criteria for the behavioural variant of frontotemporal dementia. Brain. 2011; 134: 2456-2477.
- 25Chen K, Ding J, Lin B, et al. The neuropsychological profiles and semantic-critical regions of right semantic dementia. Neuroimage Clin. 2018; 19: 767-774.
- 26Guo Q, Hong Z. Neuropsychological Assessment, 1st edn. Shanghai: Shanghai Scientific & Technical Publishers; 2013.
- 27Zuo C, Ma Y, Sun B, et al. Metabolic imaging of bilateral anterior capsulotomy in refractory obsessive compulsive disorder: an FDG PET study. J Cereb Blood Flow Metab. 2013; 33: 880-887.
- 28Lu J, Bao W, Li M, et al. Associations of [(18)F]-APN-1607 Tau PET binding in the brain of Alzheimer's disease patients with cognition and glucose metabolism. Front Neurosci. 2020; 14: 604.
- 29Spetsieris P, Ma Y, Peng S, et al. Identification of disease-related spatial covariance patterns using neuroimaging data. J Vis Exp. 2013; 76: 50319.
- 30Niethammer M, Tang CC, Feigin A, et al. A disease-specific metabolic brain network associated with corticobasal degeneration. Brain. 2014; 137: 3036-3046.
- 31Youden WJ. Index for rating diagnostic tests. Cancer. 1950; 3: 32-35.
10.1002/1097-0142(1950)3:1<32::AID-CNCR2820030106>3.0.CO;2-3 CAS PubMed Web of Science® Google Scholar
- 32Meeter LH, Kaat LD, Rohrer JD, van Swieten JC. Imaging and fluid biomarkers in frontotemporal dementia. Nat Rev Neurol. 2017; 13: 406-419.
- 33Thompson SA, Patterson K, Hodges JR. Left/right asymmetry of atrophy in semantic dementia: behavioral-cognitive implications. Neurology. 2003; 61: 1196-1203.
- 34Kumfor F, Landin-Romero R, Devenney E, et al. On the right side? A longitudinal study of left- versus right-lateralized semantic dementia. Brain. 2016; 139: 986-998.
- 35Ulugut Erkoyun H, Groot C, Heilbron R, et al. A clinical-radiological framework of the right temporal variant of frontotemporal dementia. Brain. 2020; 143: 2831-2843.
- 36Looi JC, Svensson L, Lindberg O, et al. Putaminal volume in frontotemporal lobar degeneration and Alzheimer disease: differential volumes in dementia subtypes and controls. AJNR Am J Neuroradiol. 2009; 30: 1552-1560.
- 37Halabi C, Halabi A, Dean DL, et al. Patterns of striatal degeneration in frontotemporal dementia. Alzheimer Dis Assoc Disord. 2013; 27: 74-83.
- 38Agosta F, Henry RG, Migliaccio R, et al. Language networks in semantic dementia. Brain. 2010; 133: 286-299.
- 39Rascovsky K, Salmon DP, Hansen LA, Galasko D. Distinct cognitive profiles and rates of decline on the Mattis Dementia Rating Scale in autopsy-confirmed frontotemporal dementia and Alzheimer's disease. J Int Neuropsychol Soc. 2008; 14: 373-383.
- 40Diehl J, Grimmer T, Drzezga A, Riemenschneider M, Förstl H, Kurz A. Cerebral metabolic patterns at early stages of frontotemporal dementia and semantic dementia. A PET study. Neurobiol Aging. 2004; 25: 1051-1056.
- 41Zhang Y, Tartaglia MC, Schuff N, et al. MRI signatures of brain macrostructural atrophy and microstructural degradation in frontotemporal lobar degeneration subtypes. J Alzheimers Dis. 2013; 33: 431-444.
- 42Wu P, Yu H, Peng S, et al. Consistent abnormalities in metabolic network activity in idiopathic rapid eye movement sleep behaviour disorder. Brain. 2014; 137: 3122-3128.
- 43Lucas JA, Ivnik RJ, Smith GE, et al. Mayo's older African Americans normative studies: norms for Boston naming test, controlled oral word association, category fluency, animal naming, token test, WRAT-3 reading, trail making test, stroop test, and judgment of line orientation. Clin Neuropsychol. 2005; 19: 243-269.
- 44Yassa MA, Stark CE. A quantitative evaluation of cross-participant registration techniques for MRI studies of the medial temporal lobe. NeuroImage. 2009; 44: 319-327.