Normative Modeling of Brain Morphometry in Clinical High Risk for Psychosis

Author:

,Allen Paul1,Baldwin Helen1,Bartholomeusz Cali F1,Chee Michael WL1,Chen Xiaogang1,Cooper Rebecca E1,de Haan Lieuwe1,Hamilton Holly K1,He Ying1,Hegelstad Wenche ten Velden1,Horton Leslie E1,Hubl Daniela1,Klaunig Mallory J1,Koppel Alex1,Kwak Yoo Bin1,León-Ortiz Pablo1,Loewy Rachel L1,McGorry Patrick1,Ouyang Lijun1,Rasser Paul E1,Resch Franz1,Schiffman Jason1,Sørensen Mikkel E1,Tang Jinsong1,Velakoulis Dennis1,Vinogradov Sophia1,Yamasue Hidenori1,Yuan Liu1,Yung Alison R1,Haas Shalaila S.2,Ge Ruiyang34,Agartz Ingrid5678,Amminger G. Paul910,Andreassen Ole A.711,Bachman Peter12,Baeza Inmaculada13141516,Choi Sunah17,Colibazzi Tiziano1819,Cropley Vanessa L.20,de la Fuente-Sandoval Camilo21,Ebdrup Bjørn H.2223,Fortea Adriana1314162425,Fusar-Poli Paolo2627,Glenthøj Birte Yding2223,Glenthøj Louise Birkedal28,Haut Kristen M.29,Hayes Rebecca A.12,Heekeren Karsten3031,Hooker Christine I.29,Hwang Wu Jeong1732,Jahanshad Neda33,Kaess Michael3435,Kasai Kiyoto363738,Katagiri Naoyuki39,Kim Minah4041,Kindler Jochen35,Koike Shinsuke3742,Kristensen Tina D.43,Kwon Jun Soo4041,Lawrie Stephen M.44,Lebedeva Irina45,Lee Jimmy4647,Lemmers-Jansen Imke L. J.4849,Lin Ashleigh50,Ma Xiaoqian51,Mathalon Daniel H.5253,McGuire Philip54,Michel Chantal35,Mizrahi Romina5556,Mizuno Masafumi57,Møller Paul58,Mora-Durán Ricardo59,Nelson Barnaby910,Nemoto Takahiro39,Nordentoft Merete28,Nordholm Dorte28,Omelchenko Maria A.60,Pantelis Christos2061,Pariente Jose C.62,Raghava Jayachandra M.2263,Reyes-Madrigal Francisco21,Røssberg Jan I.64,Rössler Wulf6566,Salisbury Dean F.67,Sasabayashi Daiki6869,Schall Ulrich7071,Smigielski Lukasz3172,Sugranyes Gisela13141516,Suzuki Michio6869,Takahashi Tsutomu6869,Tamnes Christian K.5873,Theodoridou Anastasia31,Thomopoulos Sophia I.33,Thompson Paul M.33,Tomyshev Alexander S.45,Uhlhaas Peter J.7475,Værnes Tor G.876,van Amelsvoort Therese A. M. J.77,van Erp Theo G. M.7879,Waltz James A.80,Wenneberg Christina28,Westlye Lars T.71181,Wood Stephen J.91082,Zhou Juan H.8384,Hernaus Dennis77,Jalbrzikowski Maria1285,Kahn René S.2,Corcoran Cheryl M.286,Frangou Sophia234

Affiliation:

1. ENIGMA Clinical High Risk for Psychosis Working Group

2. Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York

3. Djavad Mowafaghian Centre for Brain Health, Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada

4. Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada

5. Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway

6. Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet and Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden

7. KG Jebsen Center for Neurodevelopmental Disorders, University of Oslo, Oslo, Norway

8. Norwegian Centre for Mental Disorders Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway

9. Centre for Youth Mental Health, University of Melbourne, Melbourne, Victoria, Australia

10. Orygen, Melbourne, Victoria, Australia

11. NORMENT, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway

12. Department of Psychiatry and Behavioral Sciences, Boston Children’s Hospital, Boston, Massachusetts

13. Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM)-ISCIII, Madrid Spain

14. Institut d’Investigacions Biomèdiques August Pi i Sunyer (FCRB-IDIBAPS), Barcelona, Spain

15. Child and Adolescent Psychiatry and Psychology Department, 2021SGR01319, Institute of Neuroscience, Hospital Clínic de Barcelona, Barcelona, Spain

16. Department of Medicine, University of Barcelona, Barcelona, Spain

17. Department of Brain and Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul, Republic of Korea

18. Department of Psychiatry, Columbia University, New York, New York

19. New York State Psychiatric Institute, New York

20. Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne and Western Health, Carlton South, VIC, Australia

21. Laboratory of Experimental Psychiatry, Instituto Nacional de Neurología y Neurocirugía, Mexico City, Mexico

22. Centre for Neuropsychiatric Schizophrenia Research and Centre for Clinical Intervention and Neuropsychiatric Schizophrenia Research, Mental Health Centre Glostrup, University of Copenhagen, Glostrup, Denmark

23. Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark

24. Department of Psychiatry and Psychology, Hospital Clínic de Barcelona, Barcelona, Spain

25. Fundació Clínic Recerca Biomèdica, Universitat de Barcelona, Barcelona, Spain

26. Department of Psychosis Studies, Early Psychosis: Interventions and Clinical-Detection Lab, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom

27. Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy

28. Copenhagen Research Center for Mental Health, Mental Health Center Copenhagen, University of Copenhagen, Copenhagen, Denmark

29. Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, Illinois

30. Department of Psychiatry and Psychotherapy, LVR-Hospital Cologne, Cologne, Germany

31. Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland

32. Catholic Kwandong University College of Medicine, Gangneung, Republic of Korea

33. Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey

34. Department of Child and Adolescent Psychiatry, University of Heidelberg, Heidelberg, Germany

35. University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland

36. Department of Neuropsychiatry, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan

37. The University of Tokyo Institute for Diversity and Adaptation of Human Mind, The University of Tokyo, Tokyo, Japan

38. The International Research Center for Neurointelligence at The University of Tokyo Institutes for Advanced Study, The University of Tokyo, Tokyo, Japan

39. Department of Neuropsychiatry, Toho University School of Medicine, Tokyo, Japan

40. Department of Neuropsychiatry, Seoul National University Hospital, Seoul, Republic of Korea

41. Department of Psychiatry, Seoul National University College of Medicine, Seoul, Republic of Korea

42. Center for Evolutionary Cognitive Sciences, Graduate School of Art and Sciences, The University of Tokyo, Tokyo, Japan

43. Centre for Neuropsychiatric Schizophrenia Research, Mental Health Centre Glostrup, Copenhagen University Hospital, Glostrup, Denmark

44. Division of Psychiatry, University of Edinburgh, Edinburgh, United Kingdom

45. Laboratory of Neuroimaging and Multimodal Analysis, Mental Health Research Center, Moscow, Russian Federation

46. Department of Psychosis, Institute of Mental Health, Singapore

47. Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore

48. Faculty of Behavioural and Movement Sciences, Department of Clinical, Neuro and Developmental Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands

49. Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom

50. Telethon Kids Institute, The University of Western Australia, Perth, Western Australia, Australia

51. National Clinical Research Center for Mental Disorders and Department of Psychiatry, The Second Xiangya Hospital of Central South University, Changsha, China

52. Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco

53. San Francisco Veterans Affairs Health Care System, San Francisco, California

54. Department of Psychiatry, University of Oxford, Oxford, United Kingdom

55. Douglas Research Center, McGill Univesity, Montreal, Quebec, Canada

56. Department of Psychiatry, McGill University, Montreal, Quebec, Canada

57. Tokyo Metropolitan Matsuzawa Hospital, Tokyo, Japan

58. Department for Mental Health Research and Development, Division of Mental Health and Addiction, Vestre Viken Hospital Trust, Drammen, Norway

59. Emergency Department, Hospital Fray Bernardino Álvarez, Mexico City, Mexico

60. Department of Youth Psychiatry, Mental Health Research Center, Moscow, Russian Federation

61. Florey Institute of Neuroscience and Mental Health, Center for Mental Health, Parkville, Victoria, Australia

62. Magnetic Resonance Imaging Core Facility, Institut d’Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain

63. Functional Imaging Unit, Department of Clinical Physiology, Nuclear Medicine and PET, University of Copenhagen, Glostrup, Denmark

64. Oslo University Hospital and University of Oslo, Institute of Clinical Medicine, University of Oslo, Oslo, Norway

65. Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin, Berlin, Germany

66. Department of Psychiatry, Psychotherapy and Psychosomatics, University of Zurich, Zurich, Switzerland

67. Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania

68. Department of Neuropsychiatry, University of Toyama Graduate School of Medicine and Pharmaceutical Sciences, Toyama, Japan

69. Research Center for Idling Brain Science, University of Toyama, Toyama, Japan

70. Priority Centre for Brain and Mental Health Research, The University of Newcastle, Newcastle, New South Wales, Australia

71. Priority Research Centre Grow Up Well, The University of Newcastle, Newcastle, New South Wales, Australia

72. Department of Child and Adolescent Psychiatry, Psychiatric University Hospital Zurich, University of Zurich, Zurich, Switzerland

73. PROMENTA Research Center, Department of Psychology, University of Oslo, Oslo, Norway

74. Department of Child and Adolescent Psychiatry, Charité Universitätsmedizin, Berlin, Germany

75. Institute of Neuroscience and Psychology, University of Glasgow, Glasgow, United Kingdom

76. Early Intervention in Psychosis Advisory Unit for South-East Norway, TIPS Sør-Øst, Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway

77. Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Faculty of Health Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands

78. Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine

79. Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine

80. Maryland Psychiatric Research Center, University of Maryland School of Medicine, Baltimore

81. Department of Psychology, University of Oslo, Oslo, Norway

82. School of Psychology, University of Birmingham, Birmingham, United Kingdom

83. Center for Sleep and Cognition, Yong Loo Lin School of Medicine, National University of Singapore, Singapore

84. Center for Translational Magnetic Resonance Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore

85. Department of Psychiatry, Harvard Medical School, Boston, Massachusetts

86. Mental Illness Research, Education and Clinical Center, James J. Peters VA Medical Center, New York, New York

Abstract

ImportanceThe lack of robust neuroanatomical markers of psychosis risk has been traditionally attributed to heterogeneity. A complementary hypothesis is that variation in neuroanatomical measures in individuals at psychosis risk may be nested within the range observed in healthy individuals.ObjectiveTo quantify deviations from the normative range of neuroanatomical variation in individuals at clinical high risk for psychosis (CHR-P) and evaluate their overlap with healthy variation and their association with positive symptoms, cognition, and conversion to a psychotic disorder.Design, Setting, and ParticipantsThis case-control study used clinical-, IQ-, and neuroimaging software (FreeSurfer)–derived regional measures of cortical thickness (CT), cortical surface area (SA), and subcortical volume (SV) from 1340 individuals with CHR-P and 1237 healthy individuals pooled from 29 international sites participating in the Enhancing Neuroimaging Genetics Through Meta-analysis (ENIGMA) Clinical High Risk for Psychosis Working Group. Healthy individuals and individuals with CHR-P were matched on age and sex within each recruitment site. Data were analyzed between September 1, 2021, and November 30, 2022.Main Outcomes and MeasuresFor each regional morphometric measure, deviation scores were computed as z scores indexing the degree of deviation from their normative means from a healthy reference population. Average deviation scores (ADS) were also calculated for regional CT, SA, and SV measures and globally across all measures. Regression analyses quantified the association of deviation scores with clinical severity and cognition, and 2-proportion z tests identified case-control differences in the proportion of individuals with infranormal (z < −1.96) or supranormal (z > 1.96) scores.ResultsAmong 1340 individuals with CHR-P, 709 (52.91%) were male, and the mean (SD) age was 20.75 (4.74) years. Among 1237 healthy individuals, 684 (55.30%) were male, and the mean (SD) age was 22.32 (4.95) years. Individuals with CHR-P and healthy individuals overlapped in the distributions of the observed values, regional z scores, and all ADS values. For any given region, the proportion of individuals with CHR-P who had infranormal or supranormal values was low (up to 153 individuals [<11.42%]) and similar to that of healthy individuals (<115 individuals [<9.30%]). Individuals with CHR-P who converted to a psychotic disorder had a higher percentage of infranormal values in temporal regions compared with those who did not convert (7.01% vs 1.38%) and healthy individuals (5.10% vs 0.89%). In the CHR-P group, only the ADS SA was associated with positive symptoms (β = −0.08; 95% CI, −0.13 to −0.02; P = .02 for false discovery rate) and IQ (β = 0.09; 95% CI, 0.02-0.15; P = .02 for false discovery rate).Conclusions and RelevanceIn this case-control study, findings suggest that macroscale neuromorphometric measures may not provide an adequate explanation of psychosis risk.

Publisher

American Medical Association (AMA)

Subject

Psychiatry and Mental health

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