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Abstract

Objective:

Conceptual similarities between depressive and negative symptoms complicate biomarker and intervention development. This study employed a data-driven approach to delineate the neural circuitry underlying depressive and negative symptoms in schizophrenia spectrum disorders (SSDs).

Methods:

Data from three studies were analyzed (157 participants with SSDs) to assess brain-behavior relationships: two neuroimaging studies and a randomized trial of repetitive transcranial magnetic stimulation (rTMS). Partial least squares correlation (PLSC) was used to investigate associations between resting-state functional connectivity and depressive and negative symptoms. Secondary analyses of rTMS trial data (active, N=37; sham, N=33) were used to assess relationships between PLSC-derived symptom profiles and treatment outcomes.

Results:

PLSC identified three latent variables (LVs) relating functional brain circuitry with symptom profiles. LV1 related a general depressive symptom factor with positive associations between and within the default mode network (DMN), the frontoparietal network (FPN), and the cingulo-opercular network (CON). LV2 related negative symptoms (no depressive symptoms) via negative associations, especially between the FPN and the CON, but also between the DMN and the FPN and the CON. LV3 related a guilt and early wakening depression factor via negative rather than positive associations with the DMN, FPN, and CON. The secondary visual network had a positive association with general depressive symptoms and negative associations with guilt and negative symptoms. Active (but not sham) rTMS applied bilaterally to the dorsolateral prefrontal cortex (DLPFC) reduced general depressive but not guilt-related or negative symptoms.

Conclusions:

The results clearly differentiate the neural circuitry underlying depressive and negative symptoms, and segregated across the two-factor structure of depression in SSDs. These findings support divergent neurobiological pathways of depressive symptoms and negative symptoms in people with SSDs. As treatment options are currently limited, bilateral rTMS to the DLPFC is worth exploring further for general depressive symptoms in people with SSDs.

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Information & Authors

Information

Published In

Go to American Journal of Psychiatry
Go to American Journal of Psychiatry
American Journal of Psychiatry
Pages: 910 - 919

History

Received: 21 August 2023
Revision received: 22 December 2023
Revision received: 23 February 2024
Accepted: 6 March 2024
Published online: 1 October 2024
Published in print: October 01, 2024

Keywords

  1. Schizophrenia Spectrum and Other Psychotic Disorders
  2. Depressive Symptoms
  3. Negative Symptoms
  4. Neurocircuitry
  5. Neurostimulation
  6. Transcranial Magnetic Stimulation

Authors

Details

Julia Gallucci, M.Sc.
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).
Ju-Chi Yu, Ph.D.
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).
Lindsay D. Oliver, Ph.D.
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).
Hajer Nakua, Ph.D.
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).
Peter Zhukovsky, Ph.D.
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).
Erin W. Dickie, Ph.D.
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).
Zafiris J. Daskalakis, M.D., Ph.D.
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).
George Foussias, M.D., Ph.D.
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).
Daniel M. Blumberger, M.D., M.Sc.
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).
Colin Hawco, Ph.D.
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).
Aristotle N. Voineskos, M.D., Ph.D. [email protected]
Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto (Gallucci, Yu, Oliver, Nakua, Zhukovsky, Dickie, Foussias, Blumberger, Hawco, Voineskos); Institute of Medical Science, University of Toronto, Toronto (Gallucci, Nakua, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of Toronto, Toronto (Dickie, Foussias, Blumberger, Hawco, Voineskos); Department of Psychiatry, University of California San Diego School of Medicine, La Jolla (Daskalakis); Temerty Centre for Therapeutic Brain Intervention, Centre for Addiction and Mental Health, Toronto (Blumberger).

Notes

Send correspondence to Dr. Voineskos ([email protected]).
Presented in part at the University of Toronto Department of Psychiatry Research Day, June 15, 2023.

Author Contributions

Drs. Hawco and Voineskos contributed equally to this work.

Funding Information

Dr. Daskalakis has received research support and equipment in-kind support for an investigator-initiated study through BrainsWay and MagVenture, and he has served on the scientific advisory board for BrainsWay. Dr. Foussias has served on an advisory board for AbbVie. Dr. Blumberger has received research and in-kind equipment support for an investigator-initiated study from BrainsWay and served as the site principal investigator for three sponsor-initiated studies for BrainsWay; he has received in-kind equipment support from MagVenture for two investigator-initiated studies and medication supplies from Indivior for an investigator-initiated trial; and he has served as a scientific adviser for Sooma Medical. The other authors report no financial relationships with commercial interests.

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