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Bankwitz A, Rüesch A, Adank A, Hörmann C, Villar de Araujo T, Schoretsanitis G, Kleim B, Olbrich S. EEG source functional connectivity in patients after a recent suicide attempt. Clin Neurophysiol 2023; 154:60-69. [PMID: 37562347 DOI: 10.1016/j.clinph.2023.06.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 06/03/2023] [Accepted: 06/30/2023] [Indexed: 08/12/2023]
Abstract
OBJECTIVE Electroencephalogram (EEG) based frequency measures within the alpha frequency range (AFR), including functional connectivity, show potential in assessing the underlying pathophysiology of depression and suicide-related outcomes. We investigated the association between AFR connectivity, suicidal thoughts and behaviors, and depression in a transdiagnostic sample of patients after a recent suicide attempt (SA). METHODS Lagged source-based measures of linear and nonlinear whole-brain connectivity within the standard AFR ([sAFR], 8-12 Hz) and the individually referenced AFR (iAFR) were applied to 70 15-minute resting-state EEGs from patients after a SA and 70 age- and gender-matched healthy controls (HC). Hypotheses were tested using network-based statistics and multiple regression models. RESULTS Results showed no significant differences between patients after a SA and HC in any of the assessed connectivity modalities. However, a subgroup analysis revealed significantly increased nonlinear connectivity within the sAFR for patients after a SA with a depressive disorder or episode ([DD], n = 53) compared to matched HC. Furthermore, a multiple regression model, including significant main effects for group and global nonlinear connectivity within the sAFR outperformed all other models in explaining variance in depressive symptom severity. CONCLUSIONS Our study further supports the importance of the AFR in pathomechanisms of suicidality and depression. The iAFR does not seem to improve validity of phase-based connectivity. SIGNIFICANCE Our results implicate distinct neurophysiological patterns in suicidal subgroups. Exploring the potential of these patterns for treatment stratification might advance targeted interventions for suicidal thoughts and behaviors.
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Affiliation(s)
- Anna Bankwitz
- University of Zurich, Department of Psychiatry, Psychotherapy and Psychosomatics, Lenggstrasse 31, 8032 Zurich, Switzerland; Psychiatric University Hospital Zurich, Lenggstrasse 31, 8032 Zurich, Switzerland.
| | - Annia Rüesch
- University of Zurich, Department of Psychiatry, Psychotherapy and Psychosomatics, Lenggstrasse 31, 8032 Zurich, Switzerland; Psychiatric University Hospital Zurich, Lenggstrasse 31, 8032 Zurich, Switzerland.
| | - Atalìa Adank
- University of Zurich, Department of Psychiatry, Psychotherapy and Psychosomatics, Lenggstrasse 31, 8032 Zurich, Switzerland; Psychiatric University Hospital Zurich, Lenggstrasse 31, 8032 Zurich, Switzerland.
| | - Christoph Hörmann
- University of Zurich, Department of Psychiatry, Psychotherapy and Psychosomatics, Lenggstrasse 31, 8032 Zurich, Switzerland; Psychiatric University Hospital Zurich, Lenggstrasse 31, 8032 Zurich, Switzerland.
| | - Tania Villar de Araujo
- University of Zurich, Department of Psychiatry, Psychotherapy and Psychosomatics, Lenggstrasse 31, 8032 Zurich, Switzerland; Psychiatric University Hospital Zurich, Lenggstrasse 31, 8032 Zurich, Switzerland.
| | - Georgios Schoretsanitis
- Psychiatric University Hospital Zurich, Lenggstrasse 31, 8032 Zurich, Switzerland; The Zucker Hillside Hospital, Psychiatry Research, Northwell Health, Glen Oaks, 75-59 263rd St, Queens, NY 11004, USA; Department of Psychiatry, Zucker School of Medicine at Northwell/Hofstra, Hempstead, 500 Hofstra Blvd, Hempstead, NY 11549, USA.
| | - Birgit Kleim
- University of Zurich, Department of Psychiatry, Psychotherapy and Psychosomatics, Lenggstrasse 31, 8032 Zurich, Switzerland; Psychiatric University Hospital Zurich, Lenggstrasse 31, 8032 Zurich, Switzerland; University of Zurich, Department of Psychology, Experimental Psychopathology and Psychotherapy, Binzmühlestrasse 14, 8050 Zurich, Switzerland.
| | - Sebastian Olbrich
- University of Zurich, Department of Psychiatry, Psychotherapy and Psychosomatics, Lenggstrasse 31, 8032 Zurich, Switzerland; Psychiatric University Hospital Zurich, Lenggstrasse 31, 8032 Zurich, Switzerland.
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Chowdhury NS, Skippen P, Si E, Chiang AKI, Millard SK, Furman AJ, Chen S, Schabrun SM, Seminowicz DA. The reliability of two prospective cortical biomarkers for pain: EEG peak alpha frequency and TMS corticomotor excitability. J Neurosci Methods 2023; 385:109766. [PMID: 36495945 PMCID: PMC9848447 DOI: 10.1016/j.jneumeth.2022.109766] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 11/10/2022] [Accepted: 12/03/2022] [Indexed: 12/12/2022]
Abstract
BACKGROUND Many pain biomarkers fail to move from discovery to clinical application, attributed to poor reliability and an inability to accurately classify at-risk individuals. Preliminary evidence has shown that high pain sensitivity is associated with slow peak alpha frequency (PAF), and depression of corticomotor excitability (CME), potentially due to impairments in ascending sensory and descending motor pathway signalling respectively NEW METHOD: The present study evaluated the reliability of PAF and CME responses during sustained pain. Specifically, we determined whether, over several days of pain, a) PAF remains stable and b) individuals show two stable and distinct CME responses: facilitation and depression. Participants were given an injection of nerve growth factor (NGF) into the right masseter muscle on Day 0 and Day 2, inducing sustained pain. Electroencephalography (EEG) to assess PAF and transcranial magnetic stimulation (TMS) to assess CME were recorded on Day 0, Day 2 and Day 5. RESULTS Using a weighted peak estimate, PAF reliability (n = 75) was in the excellent range even without standard pre-processing and ∼2 min recording length. Using a single peak estimate, PAF reliability was in the moderate-good range. For CME (n = 74), 80% of participants showed facilitation or depression of CME beyond an optimal cut-off point, with the stability of these changes in the good range. COMPARISON WITH EXISTING METHODS No study has assessed the reliability of PAF or feasibility of classifying individuals as facilitators/depressors, in response to sustained pain. PAF was reliable even in the presence of pain. The use of a weighted peak estimate for PAF is recommended, as excellent test-retest reliability can be obtained even when using minimal pre-processing and ∼2 min recording. We also showed that 80% of individuals exhibit either facilitation or depression of CME, with these changes being stable across sessions. CONCLUSIONS Our study provides support for the reliability of PAF and CME as prospective cortical biomarkers. As such, our paper adds important methodological advances to the rapidly growing field of pain biomarkers.
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Affiliation(s)
- Nahian S Chowdhury
- Center for Pain IMPACT, Neuroscience Research Australia, Sydney, New South Wales, Australia; University of New South Wales, Sydney, New South Wales, Australia.
| | - Patrick Skippen
- Center for Pain IMPACT, Neuroscience Research Australia, Sydney, New South Wales, Australia
| | - Emily Si
- Center for Pain IMPACT, Neuroscience Research Australia, Sydney, New South Wales, Australia
| | - Alan K I Chiang
- Center for Pain IMPACT, Neuroscience Research Australia, Sydney, New South Wales, Australia; University of New South Wales, Sydney, New South Wales, Australia
| | - Samantha K Millard
- Center for Pain IMPACT, Neuroscience Research Australia, Sydney, New South Wales, Australia; University of New South Wales, Sydney, New South Wales, Australia
| | - Andrew J Furman
- Department of Neural and Pain Sciences, University of Maryland School of Dentistry, Baltimore, USA; Center to Advance Chronic Pain Research, University of Maryland Baltimore, USA
| | - Shuo Chen
- Department of Neural and Pain Sciences, University of Maryland School of Dentistry, Baltimore, USA; Center to Advance Chronic Pain Research, University of Maryland Baltimore, USA
| | - Siobhan M Schabrun
- Center for Pain IMPACT, Neuroscience Research Australia, Sydney, New South Wales, Australia; School of Physical Therapy, University of Western Ontario, London, Canada
| | - David A Seminowicz
- Center for Pain IMPACT, Neuroscience Research Australia, Sydney, New South Wales, Australia; Department of Neural and Pain Sciences, University of Maryland School of Dentistry, Baltimore, USA; Center to Advance Chronic Pain Research, University of Maryland Baltimore, USA; Department of Medical Biophysics, University of Western Ontario, London, Canada
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