Literature DB >> 32963336

Individual deviations from normative models of brain structure in a large cross-sectional schizophrenia cohort.

Jinglei Lv1,2,3, Maria Di Biase1,4, Robin F H Cash1,2, Luca Cocchi5, Vanessa L Cropley1, Paul Klauser1,6, Ye Tian1, Johanna Bayer7,8, Lianne Schmaal7,8, Suheyla Cetin-Karayumak4,9, Yogesh Rathi4,9, Ofer Pasternak4,9, Chad Bousman1,10, Christos Pantelis1, Fernando Calamante3, Andrew Zalesky11,12.   

Abstract

The heterogeneity of schizophrenia has defied efforts to derive reproducible and definitive anatomical maps of structural brain changes associated with the disorder. We aimed to map deviations from normative ranges of brain structure for individual patients and evaluate whether the loci of individual deviations recapitulated group-average brain maps of schizophrenia pathology. For each of 48 white matter tracts and 68 cortical regions, normative percentiles of variation in fractional anisotropy (FA) and cortical thickness (CT) were established using diffusion-weighted and structural MRI from healthy adults (n = 195). Individuals with schizophrenia (n = 322) were classified as either within the normative range for healthy individuals of the same age and sex (5-95% percentiles), infra-normal (<5% percentile) or supra-normal (>95% percentile). Repeating this classification for each tract and region yielded a deviation map for each individual. Compared to the healthy comparison group, the schizophrenia group showed widespread reductions in FA and CT, involving virtually all white matter tracts and cortical regions. Paradoxically, however, no more than 15-20% of patients deviated from the normative range for any single tract or region. Furthermore, 79% of patients showed infra-normal deviations for at least one locus (healthy individuals: 59 ± 2%, p < 0.001). Thus, while infra-normal deviations were common among patients, their anatomical loci were highly inconsistent between individuals. Higher polygenic risk for schizophrenia associated with a greater number of regions with infra-normal deviations in CT (r = -0.17, p = 0.006). We conclude that anatomical loci of schizophrenia-related changes are highly heterogeneous across individuals to the extent that group-consensus pathological maps are not representative of most individual patients. Normative modeling can aid in parsing schizophrenia heterogeneity and guiding personalized interventions.
© 2020. The Author(s), under exclusive licence to Springer Nature Limited.

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Year:  2020        PMID: 32963336      PMCID: PMC8329928          DOI: 10.1038/s41380-020-00882-5

Source DB:  PubMed          Journal:  Mol Psychiatry        ISSN: 1359-4184            Impact factor:   13.437


  44 in total

Review 1.  Structural brain imaging evidence for multiple pathological processes at different stages of brain development in schizophrenia.

Authors:  Christos Pantelis; Murat Yücel; Stephen J Wood; Dennis Velakoulis; Daqiang Sun; Gregor Berger; Geoff W Stuart; Alison Yung; Lisa Phillips; Patrick D McGorry
Journal:  Schizophr Bull       Date:  2005-07-14       Impact factor: 9.306

2.  Meta-analysis of diffusion tensor imaging studies in schizophrenia.

Authors:  Ian Ellison-Wright; Ed Bullmore
Journal:  Schizophr Res       Date:  2009-01-06       Impact factor: 4.939

3.  Linking Cortical and Connectional Pathology in Schizophrenia.

Authors:  Maria Angelique Di Biase; Vanessa L Cropley; Luca Cocchi; Alexander Fornito; Fernando Calamante; Eleni P Ganella; Christos Pantelis; Andrew Zalesky
Journal:  Schizophr Bull       Date:  2019-06-18       Impact factor: 9.306

4.  Evidence for Network-Based Cortical Thickness Reductions in Schizophrenia.

Authors:  Cassandra M J Wannan; Vanessa L Cropley; M Mallar Chakravarty; Chad Bousman; Eleni P Ganella; Jason M Bruggemann; Thomas W Weickert; Cynthia Shannon Weickert; Ian Everall; Patrick McGorry; Dennis Velakoulis; Stephen J Wood; Cali F Bartholomeusz; Christos Pantelis; Andrew Zalesky
Journal:  Am J Psychiatry       Date:  2019-06-05       Impact factor: 18.112

5.  White Matter Disruptions in Schizophrenia Are Spatially Widespread and Topologically Converge on Brain Network Hubs.

Authors:  Paul Klauser; Simon T Baker; Vanessa L Cropley; Chad Bousman; Alex Fornito; Luca Cocchi; Janice M Fullerton; Paul Rasser; Ulrich Schall; Frans Henskens; Patricia T Michie; Carmel Loughland; Stanley V Catts; Bryan Mowry; Thomas W Weickert; Cynthia Shannon Weickert; Vaughan Carr; Rhoshel Lenroot; Christos Pantelis; Andrew Zalesky
Journal:  Schizophr Bull       Date:  2017-03-01       Impact factor: 9.306

Review 6.  A review of diffusion tensor imaging studies in schizophrenia.

Authors:  Marek Kubicki; Robert McCarley; Carl-Fredrik Westin; Hae-Jeong Park; Stephan Maier; Ron Kikinis; Ferenc A Jolesz; Martha E Shenton
Journal:  J Psychiatr Res       Date:  2005-07-14       Impact factor: 4.791

7.  Regionally localized thinning of the cerebral cortex in schizophrenia.

Authors:  Gina R Kuperberg; Matthew R Broome; Philip K McGuire; Anthony S David; Marianna Eddy; Fujiro Ozawa; Donald Goff; W Caroline West; Steven C R Williams; Andre J W van der Kouwe; David H Salat; Anders M Dale; Bruce Fischl
Journal:  Arch Gen Psychiatry       Date:  2003-09

8.  Subcortical brain volume abnormalities in 2028 individuals with schizophrenia and 2540 healthy controls via the ENIGMA consortium.

Authors:  T G M van Erp; D P Hibar; J M Rasmussen; D C Glahn; G D Pearlson; O A Andreassen; I Agartz; L T Westlye; U K Haukvik; A M Dale; I Melle; C B Hartberg; O Gruber; B Kraemer; D Zilles; G Donohoe; S Kelly; C McDonald; D W Morris; D M Cannon; A Corvin; M W J Machielsen; L Koenders; L de Haan; D J Veltman; T D Satterthwaite; D H Wolf; R C Gur; R E Gur; S G Potkin; D H Mathalon; B A Mueller; A Preda; F Macciardi; S Ehrlich; E Walton; J Hass; V D Calhoun; H J Bockholt; S R Sponheim; J M Shoemaker; N E M van Haren; H E Hulshoff Pol; H E H Pol; R A Ophoff; R S Kahn; R Roiz-Santiañez; B Crespo-Facorro; L Wang; K I Alpert; E G Jönsson; R Dimitrova; C Bois; H C Whalley; A M McIntosh; S M Lawrie; R Hashimoto; P M Thompson; J A Turner
Journal:  Mol Psychiatry       Date:  2015-06-02       Impact factor: 15.992

9.  Widespread white matter microstructural differences in schizophrenia across 4322 individuals: results from the ENIGMA Schizophrenia DTI Working Group.

Authors:  S Kelly; N Jahanshad; A Zalesky; P Kochunov; I Agartz; C Alloza; O A Andreassen; C Arango; N Banaj; S Bouix; C A Bousman; R M Brouwer; J Bruggemann; J Bustillo; W Cahn; V Calhoun; D Cannon; V Carr; S Catts; J Chen; J-X Chen; X Chen; C Chiapponi; Kl K Cho; V Ciullo; A S Corvin; B Crespo-Facorro; V Cropley; P De Rossi; C M Diaz-Caneja; E W Dickie; S Ehrlich; F-M Fan; J Faskowitz; H Fatouros-Bergman; L Flyckt; J M Ford; J-P Fouche; M Fukunaga; M Gill; D C Glahn; R Gollub; E D Goudzwaard; H Guo; R E Gur; R C Gur; T P Gurholt; R Hashimoto; S N Hatton; F A Henskens; D P Hibar; I B Hickie; L E Hong; J Horacek; F M Howells; H E Hulshoff Pol; C L Hyde; D Isaev; A Jablensky; P R Jansen; J Janssen; E G Jönsson; L A Jung; R S Kahn; Z Kikinis; K Liu; P Klauser; C Knöchel; M Kubicki; J Lagopoulos; C Langen; S Lawrie; R K Lenroot; K O Lim; C Lopez-Jaramillo; A Lyall; V Magnotta; R C W Mandl; D H Mathalon; R W McCarley; S McCarthy-Jones; C McDonald; S McEwen; A McIntosh; T Melicher; R I Mesholam-Gately; P T Michie; B Mowry; B A Mueller; D T Newell; P O'Donnell; V Oertel-Knöchel; L Oestreich; S A Paciga; C Pantelis; O Pasternak; G Pearlson; G R Pellicano; A Pereira; J Pineda Zapata; F Piras; S G Potkin; A Preda; P E Rasser; D R Roalf; R Roiz; A Roos; D Rotenberg; T D Satterthwaite; P Savadjiev; U Schall; R J Scott; M L Seal; L J Seidman; C Shannon Weickert; C D Whelan; M E Shenton; J S Kwon; G Spalletta; F Spaniel; E Sprooten; M Stäblein; D J Stein; S Sundram; Y Tan; S Tan; S Tang; H S Temmingh; L T Westlye; S Tønnesen; D Tordesillas-Gutierrez; N T Doan; J Vaidya; N E M van Haren; C D Vargas; D Vecchio; D Velakoulis; A Voineskos; J Q Voyvodic; Z Wang; P Wan; D Wei; T W Weickert; H Whalley; T White; T J Whitford; J D Wojcik; H Xiang; Z Xie; H Yamamori; F Yang; N Yao; G Zhang; J Zhao; T G M van Erp; J Turner; P M Thompson; G Donohoe
Journal:  Mol Psychiatry       Date:  2017-10-17       Impact factor: 15.992

10.  Cortical Brain Abnormalities in 4474 Individuals With Schizophrenia and 5098 Control Subjects via the Enhancing Neuro Imaging Genetics Through Meta Analysis (ENIGMA) Consortium.

Authors:  Theo G M van Erp; Esther Walton; Derrek P Hibar; Lianne Schmaal; Wenhao Jiang; David C Glahn; Godfrey D Pearlson; Nailin Yao; Masaki Fukunaga; Ryota Hashimoto; Naohiro Okada; Hidenaga Yamamori; Juan R Bustillo; Vincent P Clark; Ingrid Agartz; Bryon A Mueller; Wiepke Cahn; Sonja M C de Zwarte; Hilleke E Hulshoff Pol; René S Kahn; Roel A Ophoff; Neeltje E M van Haren; Ole A Andreassen; Anders M Dale; Nhat Trung Doan; Tiril P Gurholt; Cecilie B Hartberg; Unn K Haukvik; Kjetil N Jørgensen; Trine V Lagerberg; Ingrid Melle; Lars T Westlye; Oliver Gruber; Bernd Kraemer; Anja Richter; David Zilles; Vince D Calhoun; Benedicto Crespo-Facorro; Roberto Roiz-Santiañez; Diana Tordesillas-Gutiérrez; Carmel Loughland; Vaughan J Carr; Stanley Catts; Vanessa L Cropley; Janice M Fullerton; Melissa J Green; Frans A Henskens; Assen Jablensky; Rhoshel K Lenroot; Bryan J Mowry; Patricia T Michie; Christos Pantelis; Yann Quidé; Ulrich Schall; Rodney J Scott; Murray J Cairns; Marc Seal; Paul A Tooney; Paul E Rasser; Gavin Cooper; Cynthia Shannon Weickert; Thomas W Weickert; Derek W Morris; Elliot Hong; Peter Kochunov; Lauren M Beard; Raquel E Gur; Ruben C Gur; Theodore D Satterthwaite; Daniel H Wolf; Aysenil Belger; Gregory G Brown; Judith M Ford; Fabio Macciardi; Daniel H Mathalon; Daniel S O'Leary; Steven G Potkin; Adrian Preda; James Voyvodic; Kelvin O Lim; Sarah McEwen; Fude Yang; Yunlong Tan; Shuping Tan; Zhiren Wang; Fengmei Fan; Jingxu Chen; Hong Xiang; Shiyou Tang; Hua Guo; Ping Wan; Dong Wei; Henry J Bockholt; Stefan Ehrlich; Rick P F Wolthusen; Margaret D King; Jody M Shoemaker; Scott R Sponheim; Lieuwe De Haan; Laura Koenders; Marise W Machielsen; Therese van Amelsvoort; Dick J Veltman; Francesca Assogna; Nerisa Banaj; Pietro de Rossi; Mariangela Iorio; Fabrizio Piras; Gianfranco Spalletta; Peter J McKenna; Edith Pomarol-Clotet; Raymond Salvador; Aiden Corvin; Gary Donohoe; Sinead Kelly; Christopher D Whelan; Erin W Dickie; David Rotenberg; Aristotle N Voineskos; Simone Ciufolini; Joaquim Radua; Paola Dazzan; Robin Murray; Tiago Reis Marques; Andrew Simmons; Stefan Borgwardt; Laura Egloff; Fabienne Harrisberger; Anita Riecher-Rössler; Renata Smieskova; Kathryn I Alpert; Lei Wang; Erik G Jönsson; Sanne Koops; Iris E C Sommer; Alessandro Bertolino; Aurora Bonvino; Annabella Di Giorgio; Emma Neilson; Andrew R Mayer; Julia M Stephen; Jun Soo Kwon; Je-Yeon Yun; Dara M Cannon; Colm McDonald; Irina Lebedeva; Alexander S Tomyshev; Tolibjohn Akhadov; Vasily Kaleda; Helena Fatouros-Bergman; Lena Flyckt; Geraldo F Busatto; Pedro G P Rosa; Mauricio H Serpa; Marcus V Zanetti; Cyril Hoschl; Antonin Skoch; Filip Spaniel; David Tomecek; Saskia P Hagenaars; Andrew M McIntosh; Heather C Whalley; Stephen M Lawrie; Christian Knöchel; Viola Oertel-Knöchel; Michael Stäblein; Fleur M Howells; Dan J Stein; Henk S Temmingh; Anne Uhlmann; Carlos Lopez-Jaramillo; Danai Dima; Agnes McMahon; Joshua I Faskowitz; Boris A Gutman; Neda Jahanshad; Paul M Thompson; Jessica A Turner
Journal:  Biol Psychiatry       Date:  2018-05-14       Impact factor: 12.810

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  14 in total

1.  Reconsidering brain tissue changes as a mechanistic focus for early intervention in psychiatry.

Authors:  Lena Palaniyappan; Niron Sukumar
Journal:  J Psychiatry Neurosci       Date:  2020-11       Impact factor: 6.186

Review 2.  Schizophrenia and psychedelic state: Dysconnection versus hyper-connection. A perspective on two different models of psychosis stemming from dysfunctional integration processes.

Authors:  Jacopo Sapienza; Marta Bosia; Marco Spangaro; Francesca Martini; Giulia Agostoni; Federica Cuoco; Federica Cocchi; Roberto Cavallaro
Journal:  Mol Psychiatry       Date:  2022-08-05       Impact factor: 13.437

3.  Detecting microstructural deviations in individuals with deep diffusion MRI tractometry.

Authors:  Maxime Chamberland; Sila Genc; Chantal M W Tax; Dmitri Shastin; Kristin Koller; Erika P Raven; Adam Cunningham; Joanne Doherty; Marianne B M van den Bree; Greg D Parker; Khalid Hamandi; William P Gray; Derek K Jones
Journal:  Nat Comput Sci       Date:  2021-09-22

Review 4.  The normative modeling framework for computational psychiatry.

Authors:  Henricus G Ruhe; Christian F Beckmann; Andre F Marquand; Saige Rutherford; Seyed Mostafa Kia; Thomas Wolfers; Charlotte Fraza; Mariam Zabihi; Richard Dinga; Pierre Berthet; Amanda Worker; Serena Verdi
Journal:  Nat Protoc       Date:  2022-06-01       Impact factor: 17.021

Review 5.  Cross disorder comparisons of brain structure in schizophrenia, bipolar disorder, major depressive disorder, and 22q11.2 deletion syndrome: A review of ENIGMA findings.

Authors:  Eun-Jin Cheon; Carrie E Bearden; Daqiang Sun; Christopher R K Ching; Ole A Andreassen; Lianne Schmaal; Dick J Veltman; Sophia I Thomopoulos; Peter Kochunov; Neda Jahanshad; Paul M Thompson; Jessica A Turner; Theo G M van Erp
Journal:  Psychiatry Clin Neurosci       Date:  2022-02-26       Impact factor: 12.145

6.  Warped Bayesian linear regression for normative modelling of big data.

Authors:  Charlotte J Fraza; Richard Dinga; Christian F Beckmann; Andre F Marquand
Journal:  Neuroimage       Date:  2021-11-17       Impact factor: 7.400

7.  Network Analysis of Symptom Comorbidity in Schizophrenia: Relationship to Illness Course and Brain White Matter Microstructure.

Authors:  Hua Ye; Andrew Zalesky; Jinglei Lv; Samantha M Loi; Suheyla Cetin-Karayumak; Yogesh Rathi; Ye Tian; Christos Pantelis; Maria A Di Biase
Journal:  Schizophr Bull       Date:  2021-07-08       Impact factor: 9.306

8.  A Systematic Review of Cognition-Brain Morphology Relationships on the Schizophrenia-Bipolar Disorder Spectrum.

Authors:  James A Karantonis; Sean P Carruthers; Susan L Rossell; Christos Pantelis; Matthew Hughes; Cassandra Wannan; Vanessa Cropley; Tamsyn E Van Rheenen
Journal:  Schizophr Bull       Date:  2021-10-21       Impact factor: 7.348

9.  The additive impact of cardio-metabolic disorders and psychiatric illnesses on accelerated brain aging.

Authors:  Meghann C Ryan; L Elliot Hong; Kathryn S Hatch; Si Gao; Shuo Chen; Krystl Haerian; Jingtao Wang; Eric L Goldwaser; Xiaoming Du; Bhim M Adhikari; Heather Bruce; Stephanie Hare; Mark D Kvarta; Neda Jahanshad; Thomas E Nichols; Paul M Thompson; Peter Kochunov
Journal:  Hum Brain Mapp       Date:  2022-02-03       Impact factor: 5.399

10.  Improving the predictive potential of diffusion MRI in schizophrenia using normative models-Towards subject-level classification.

Authors:  Doron Elad; Suheyla Cetin-Karayumak; Fan Zhang; Kang Ik K Cho; Amanda E Lyall; Johanna Seitz-Holland; Rami Ben-Ari; Godfrey D Pearlson; Carol A Tamminga; John A Sweeney; Brett A Clementz; David J Schretlen; Petra Verena Viher; Katharina Stegmayer; Sebastian Walther; Jungsun Lee; Tim J Crow; Anthony James; Aristotle N Voineskos; Robert W Buchanan; Philip R Szeszko; Anil K Malhotra; Matcheri S Keshavan; Martha E Shenton; Yogesh Rathi; Sylvain Bouix; Nir Sochen; Marek R Kubicki; Ofer Pasternak
Journal:  Hum Brain Mapp       Date:  2021-07-29       Impact factor: 5.038

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