2
|
Martersteck A, Sridhar J, Rader B, Coventry C, Parrish T, Mesulam MM, Rogalski E. Differential neurocognitive network perturbation in amnestic and aphasic Alzheimer disease. Neurology 2020; 94:e699-e704. [PMID: 31969462 DOI: 10.1212/wnl.0000000000008960] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2019] [Accepted: 08/20/2019] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To determine if Alzheimer disease (AD) is associated with aphasic rather than amnestic dementias in certain circumstances related in part to perturbations in different networks. METHODS Three groups were investigated: 14 participants suspected of having the neuropathology of AD based on clinically diagnosed amnestic dementia of the Alzheimer type (DAT), 26 individuals with primary progressive aphasia (PPA) with either a positive 18F-florbetapir amyloid PET scan or confirmed AD at autopsy, and 26 neurologically intact controls. The groups were compared using rs-fMRI. Seeds included the left hemisphere inferior frontal gyrus (IFG) for the language network, the left hippocampus for the episodic memory network, and the left posterior cingulate for the default mode network (DMN). RESULTS Greater connectivity perturbations were found from the hippocampus for the DAT group and from the IFG for the PPA group. Furthermore, connectivity alterations in the PPA group were more asymmetric and favored the language-dominant left hemisphere. Loss of connectivity from the DMN seed was of a similar magnitude in the PPA and DAT groups. CONCLUSIONS Despite the presumptive common underlying neuropathology of amyloid plaques and neurofibrillary tangles, the 2 groups displayed 2 different patterns of network perturbation, each concordant with the clinical presentation and the anatomy of neurodegeneration.
Collapse
Affiliation(s)
- Adam Martersteck
- From the Mesulam Center for Cognitive Neurology and Alzheimer's Disease (A.M., J.S., B.R., C.C., M.-M.M., E.R.) and Departments of Radiology (A.M., T.P.), Neurology (M.-M.M.), and Psychiatry and Behavioral Sciences (E.R.), Northwestern University Feinberg School of Medicine, Chicago, IL.
| | - Jaiashre Sridhar
- From the Mesulam Center for Cognitive Neurology and Alzheimer's Disease (A.M., J.S., B.R., C.C., M.-M.M., E.R.) and Departments of Radiology (A.M., T.P.), Neurology (M.-M.M.), and Psychiatry and Behavioral Sciences (E.R.), Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Benjamin Rader
- From the Mesulam Center for Cognitive Neurology and Alzheimer's Disease (A.M., J.S., B.R., C.C., M.-M.M., E.R.) and Departments of Radiology (A.M., T.P.), Neurology (M.-M.M.), and Psychiatry and Behavioral Sciences (E.R.), Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Christina Coventry
- From the Mesulam Center for Cognitive Neurology and Alzheimer's Disease (A.M., J.S., B.R., C.C., M.-M.M., E.R.) and Departments of Radiology (A.M., T.P.), Neurology (M.-M.M.), and Psychiatry and Behavioral Sciences (E.R.), Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Todd Parrish
- From the Mesulam Center for Cognitive Neurology and Alzheimer's Disease (A.M., J.S., B.R., C.C., M.-M.M., E.R.) and Departments of Radiology (A.M., T.P.), Neurology (M.-M.M.), and Psychiatry and Behavioral Sciences (E.R.), Northwestern University Feinberg School of Medicine, Chicago, IL
| | - M-Marsel Mesulam
- From the Mesulam Center for Cognitive Neurology and Alzheimer's Disease (A.M., J.S., B.R., C.C., M.-M.M., E.R.) and Departments of Radiology (A.M., T.P.), Neurology (M.-M.M.), and Psychiatry and Behavioral Sciences (E.R.), Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Emily Rogalski
- From the Mesulam Center for Cognitive Neurology and Alzheimer's Disease (A.M., J.S., B.R., C.C., M.-M.M., E.R.) and Departments of Radiology (A.M., T.P.), Neurology (M.-M.M.), and Psychiatry and Behavioral Sciences (E.R.), Northwestern University Feinberg School of Medicine, Chicago, IL
| |
Collapse
|
3
|
Fritsch V, Da Mota B, Loth E, Varoquaux G, Banaschewski T, Barker GJ, Bokde ALW, Brühl R, Butzek B, Conrod P, Flor H, Garavan H, Lemaitre H, Mann K, Nees F, Paus T, Schad DJ, Schümann G, Frouin V, Poline JB, Thirion B. Robust regression for large-scale neuroimaging studies. Neuroimage 2015; 111:431-41. [PMID: 25731989 DOI: 10.1016/j.neuroimage.2015.02.048] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2014] [Revised: 02/09/2015] [Accepted: 02/19/2015] [Indexed: 02/06/2023] Open
Abstract
Multi-subject datasets used in neuroimaging group studies have a complex structure, as they exhibit non-stationary statistical properties across regions and display various artifacts. While studies with small sample sizes can rarely be shown to deviate from standard hypotheses (such as the normality of the residuals) due to the poor sensitivity of normality tests with low degrees of freedom, large-scale studies (e.g. >100 subjects) exhibit more obvious deviations from these hypotheses and call for more refined models for statistical inference. Here, we demonstrate the benefits of robust regression as a tool for analyzing large neuroimaging cohorts. First, we use an analytic test based on robust parameter estimates; based on simulations, this procedure is shown to provide an accurate statistical control without resorting to permutations. Second, we show that robust regression yields more detections than standard algorithms using as an example an imaging genetics study with 392 subjects. Third, we show that robust regression can avoid false positives in a large-scale analysis of brain-behavior relationships with over 1500 subjects. Finally we embed robust regression in the Randomized Parcellation Based Inference (RPBI) method and demonstrate that this combination further improves the sensitivity of tests carried out across the whole brain. Altogether, our results show that robust procedures provide important advantages in large-scale neuroimaging group studies.
Collapse
Affiliation(s)
- Virgile Fritsch
- Parietal Team, INRIA Saclay-Île-de-France, Saclay, France; CEA, DSV, I2BM, Neurospin bât 145, 91191 Gif-Sur-Yvette, France; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany.
| | - Benoit Da Mota
- Parietal Team, INRIA Saclay-Île-de-France, Saclay, France; CEA, DSV, I2BM, Neurospin bât 145, 91191 Gif-Sur-Yvette, France; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Eva Loth
- Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, King's College London, London, United Kingdom; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Gaël Varoquaux
- Parietal Team, INRIA Saclay-Île-de-France, Saclay, France; CEA, DSV, I2BM, Neurospin bât 145, 91191 Gif-Sur-Yvette, France; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Gareth J Barker
- MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, United Kingdom; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Arun L W Bokde
- Trinity College Institute of Neuroscience and Discipline of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Rüdiger Brühl
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt (PTB), Braunschweig, Berlin, Germany; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Brigitte Butzek
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité Universitätsmedizin Berlin, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Patricia Conrod
- MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, United Kingdom; Department of Psychiatry, Universite de Montreal, CHU Ste Justine Hospital, Canada; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Herta Flor
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; Central Institute of Mental Health, Mannheim, Germany; Medical Faculty Mannheim, University of Heidelberg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Hugh Garavan
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Department of Psychiatry, University of VT, USA; Department of Psychology, University of VT, USA; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Hervé Lemaitre
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging & Psychiatry", University Paris Sud, Orsay, France; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Karl Mann
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Department of Addictive Behaviour and Addiction Medicine, Germany; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Frauke Nees
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; Central Institute of Mental Health, Mannheim, Germany; Medical Faculty Mannheim, University of Heidelberg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Tomas Paus
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; Rotman Research Institute, University of Toronto, Toronto, Canada; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; School of Psychology, University of Nottingham, United Kingdom; Montreal Neurological Institute, McGill University, Canada; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Daniel J Schad
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité Universitätsmedizin Berlin, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Gunter Schümann
- MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, United Kingdom; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Vincent Frouin
- CEA, DSV, I2BM, Neurospin bât 145, 91191 Gif-Sur-Yvette, France; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Jean-Baptiste Poline
- Helen Wills Neuroscience Institute, Henry H. Wheeler Jr. Brain Imaging Center, University of California at Berkeley, USA; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Bertrand Thirion
- Parietal Team, INRIA Saclay-Île-de-France, Saclay, France; CEA, DSV, I2BM, Neurospin bât 145, 91191 Gif-Sur-Yvette, France; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | | |
Collapse
|