Detecting schizophrenia at the level of the individual: relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics

Du Lei; Walter H L Pinaya; Therese van Amelsvoort; Machteld Marcelis; Gary Donohoe; David O Mothersill; Aiden Corvin; Michael Gill; Sandra Vieira; Xiaoqi Huang; Su Lui; Cristina Scarpazza; Jonathan Young; Celso Arango; Edward Bullmore; Gong Qiyong; Philip McGuire; Andrea Mechelli

doi:10.1017/S0033291719001934

Detecting schizophrenia at the level of the individual: relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics

Du Lei, Walter H L Pinaya, Therese van Amelsvoort, Machteld Marcelis, Gary Donohoe, David O Mothersill, Aiden Corvin, Michael Gill, Sandra Vieira, Xiaoqi Huang, Su Lui, Cristina Scarpazza, Jonathan Young, Celso Arango, Edward Bullmore, Gong Qiyong^*, Philip McGuire, Andrea Mechelli

^*Corresponding author for this work

Research output: Contribution to journal › Article › Academic › peer-review

Original language	English
Article number	0033291719001934
Pages (from-to)	1852-1861
Number of pages	10
Journal	Psychological Medicine
Volume	50
Issue number	11
Early online date	8 Aug 2019
DOIs	https://doi.org/10.1017/S0033291719001934
Publication status	Published - Aug 2020

Keywords

functional connectivity
graph theoretical analysis
machine learning
neuroimaging
schizophrenia
RESTING-STATE FMRI
NEURAL-NETWORK
MACHINE
CLASSIFICATION
DYSCONNECTIVITY
DISABILITY
PSYCHOSIS
PATTERNS
DISORDER
DISEASE

Access to Document

10.1017/S0033291719001934Licence: CC BY

Cite this

Lei, D., Pinaya, W. H. L., van Amelsvoort, T., Marcelis, M., Donohoe, G., Mothersill, D. O., Corvin, A., Gill, M., Vieira, S., Huang, X., Lui, S., Scarpazza, C., Young, J., Arango, C., Bullmore, E., Qiyong, G., McGuire, P., & Mechelli, A. (2020). Detecting schizophrenia at the level of the individual: relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics. Psychological Medicine, 50(11), 1852-1861. [0033291719001934]. https://doi.org/10.1017/S0033291719001934

Lei, Du ; Pinaya, Walter H L ; van Amelsvoort, Therese ; Marcelis, Machteld ; Donohoe, Gary ; Mothersill, David O ; Corvin, Aiden ; Gill, Michael ; Vieira, Sandra ; Huang, Xiaoqi ; Lui, Su ; Scarpazza, Cristina ; Young, Jonathan ; Arango, Celso ; Bullmore, Edward ; Qiyong, Gong ; McGuire, Philip ; Mechelli, Andrea. / Detecting schizophrenia at the level of the individual : relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics. In: Psychological Medicine. 2020 ; Vol. 50, No. 11. pp. 1852-1861.

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title = "Detecting schizophrenia at the level of the individual: relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics",

keywords = "functional connectivity, graph theoretical analysis, machine learning, neuroimaging, schizophrenia, RESTING-STATE FMRI, NEURAL-NETWORK, MACHINE, CLASSIFICATION, DYSCONNECTIVITY, DISABILITY, PSYCHOSIS, PATTERNS, DISORDER, DISEASE",

author = "Du Lei and Pinaya, {Walter H L} and {van Amelsvoort}, Therese and Machteld Marcelis and Gary Donohoe and Mothersill, {David O} and Aiden Corvin and Michael Gill and Sandra Vieira and Xiaoqi Huang and Su Lui and Cristina Scarpazza and Jonathan Young and Celso Arango and Edward Bullmore and Gong Qiyong and Philip McGuire and Andrea Mechelli",

year = "2020",

month = aug,

doi = "10.1017/S0033291719001934",

language = "English",

volume = "50",

pages = "1852--1861",

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Lei, D, Pinaya, WHL, van Amelsvoort, T , Marcelis, M, Donohoe, G, Mothersill, DO, Corvin, A, Gill, M, Vieira, S, Huang, X, Lui, S, Scarpazza, C, Young, J, Arango, C, Bullmore, E, Qiyong, G, McGuire, P & Mechelli, A 2020, 'Detecting schizophrenia at the level of the individual: relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics', Psychological Medicine, vol. 50, no. 11, 0033291719001934, pp. 1852-1861. https://doi.org/10.1017/S0033291719001934

Detecting schizophrenia at the level of the individual : relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics. / Lei, Du; Pinaya, Walter H L; van Amelsvoort, Therese ; Marcelis, Machteld; Donohoe, Gary; Mothersill, David O; Corvin, Aiden; Gill, Michael; Vieira, Sandra; Huang, Xiaoqi; Lui, Su; Scarpazza, Cristina; Young, Jonathan; Arango, Celso; Bullmore, Edward; Qiyong, Gong; McGuire, Philip; Mechelli, Andrea.

In: Psychological Medicine, Vol. 50, No. 11, 0033291719001934, 08.2020, p. 1852-1861.

Research output: Contribution to journal › Article › Academic › peer-review

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AU - Marcelis, Machteld

AU - Donohoe, Gary

AU - Mothersill, David O

AU - Corvin, Aiden

AU - Gill, Michael

AU - Vieira, Sandra

AU - Huang, Xiaoqi

AU - Lui, Su

AU - Scarpazza, Cristina

AU - Young, Jonathan

AU - Arango, Celso

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AU - Qiyong, Gong

AU - McGuire, Philip

AU - Mechelli, Andrea

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KW - graph theoretical analysis

KW - machine learning

KW - neuroimaging

KW - schizophrenia

KW - RESTING-STATE FMRI

KW - NEURAL-NETWORK

KW - MACHINE

KW - CLASSIFICATION

KW - DYSCONNECTIVITY

KW - DISABILITY

KW - PSYCHOSIS

KW - PATTERNS

KW - DISORDER

KW - DISEASE

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DO - 10.1017/S0033291719001934

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