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Hacker C, Mocchi M, Xiao J, Metzger B, Adkinson J, Pascuzzi B, Mathura R, Oswalt D, Watrous A, Bartoli E, Allawala A, Pirtle V, Fan X, Danstrom I, Shofty B, Banks G, Zhang Y, Armenta-Salas M, Mirpour K, Provenza N, Mathew S, Cohn J, Borton D, Goodman W, Pouratian N, Sheth S, Bijanki K. Aperiodic neural activity is a biomarker for depression severity. medRxiv 2023:2023.11.07.23298040. [PMID: 37986996 PMCID: PMC10659509 DOI: 10.1101/2023.11.07.23298040] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2023]
Abstract
A reliable physiological biomarker for Major Depressive Disorder (MDD) is necessary to improve treatment success rates by shoring up variability in outcome measures. In this study, we establish a passive biomarker that tracks with changes in mood on the order of minutes to hours. We record from intracranial electrodes implanted deep in the brain - a surgical setting providing exquisite temporal and spatial sensitivity to detect this relationship in a difficult-to-measure brain area, the ventromedial prefrontal cortex (VMPFC). The aperiodic slope of the power spectral density captures the balance of activity across all frequency bands and is construed as a putative proxy for excitatory/inhibitory balance in the brain. This study demonstrates how shifts in aperiodic slope correlate with depression severity in a clinical trial of deep brain stimulation for treatment-resistant depression (TRD). The correlation between depression severity scores and aperiodic slope is significant in N=5 subjects, indicating that flatter (less negative) slopes correspond to reduced depression severity, especially in the ventromedial prefrontal cortex. This biomarker offers a new way to track patient response to MDD treatment, facilitating individualized therapies in both intracranial and non-invasive monitoring scenarios.
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Affiliation(s)
- C. Hacker
- Baylor College of Medicine Department of Neurosurgery
- Washington University in St. Louis Department of Neurosurgery
| | - M.M Mocchi
- Baylor College of Medicine Department of Neurosurgery
| | - J. Xiao
- Baylor College of Medicine Department of Neurosurgery
| | - B.A. Metzger
- Baylor College of Medicine Department of Neurosurgery
| | - J.A. Adkinson
- Baylor College of Medicine Department of Neurosurgery
| | - B.R. Pascuzzi
- Baylor College of Medicine Department of Neurosurgery
| | - R.C. Mathura
- Baylor College of Medicine Department of Neurosurgery
| | - D. Oswalt
- University of Pennsylvania Department of Neurosurgery
| | - A. Watrous
- Baylor College of Medicine Department of Neurosurgery
| | - E. Bartoli
- Baylor College of Medicine Department of Neurosurgery
| | - A. Allawala
- Brown University Department of Biomedical Engineering and Carney Institute for Brain Science
| | - V. Pirtle
- Baylor College of Medicine Department of Neurosurgery
| | - X. Fan
- Baylor College of Medicine Department of Neurosurgery
| | - I. Danstrom
- Baylor College of Medicine Department of Neurosurgery
| | - B. Shofty
- Baylor College of Medicine Department of Neurosurgery
| | - G. Banks
- Baylor College of Medicine Department of Neurosurgery
| | - Y. Zhang
- Baylor College of Medicine Department of Neurosurgery
| | | | - K. Mirpour
- University of Texas Southwestern, Department of Neurosurgery
| | - N. Provenza
- Baylor College of Medicine Department of Neurosurgery
| | - S. Mathew
- Baylor College of Medicine Department of Psychiatry
| | - J. Cohn
- University of Pittsburgh Department of Psychology
| | - D. Borton
- Brown University Department of Biomedical Engineering and Carney Institute for Brain Science
- Brown University Department of Veterans Affairs Center for Neurorestoration and Neurotechnology
| | - W. Goodman
- Baylor College of Medicine Department of Psychiatry
| | - N. Pouratian
- University of Texas Southwestern, Department of Neurosurgery
| | - S.A. Sheth
- Baylor College of Medicine Department of Neurosurgery
| | - K.R. Bijanki
- Baylor College of Medicine Department of Neurosurgery
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Sheth SA, Shofty B, Allawala A, Xiao J, Adkinson JA, Mathura RK, Pirtle V, Myers J, Oswalt D, Provenza NR, Giridharan N, Noecker AM, Banks GP, Gadot R, Najera RA, Anand A, Devara E, Dang H, Bartoli E, Watrous A, Cohn J, Borton D, Mathew SJ, McIntyre CC, Goodman W, Bijanki K, Pouratian N. Stereo-EEG-guided network modulation for psychiatric disorders: Surgical considerations. Brain Stimul 2023; 16:1792-1798. [PMID: 38135358 PMCID: PMC10787578 DOI: 10.1016/j.brs.2023.07.057] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 07/30/2023] [Accepted: 07/30/2023] [Indexed: 12/24/2023] Open
Abstract
BACKGROUND Deep brain stimulation (DBS) and other neuromodulatory techniques are being increasingly utilized to treat refractory neurologic and psychiatric disorders. OBJECTIVE /Hypothesis: To better understand the circuit-level pathophysiology of treatment-resistant depression (TRD) and treat the network-level dysfunction inherent to this challenging disorder, we adopted an approach of inpatient intracranial monitoring borrowed from the epilepsy surgery field. METHODS We implanted 3 patients with 4 DBS leads (bilateral pair in both the ventral capsule/ventral striatum and subcallosal cingulate) and 10 stereo-electroencephalography (sEEG) electrodes targeting depression-relevant network regions. For surgical planning, we used an interactive, holographic visualization platform to appreciate the 3D anatomy and connectivity. In the initial surgery, we placed the DBS leads and sEEG electrodes using robotic stereotaxy. Subjects were then admitted to an inpatient monitoring unit for depression-specific neurophysiological assessments. Following these investigations, subjects returned to the OR to remove the sEEG electrodes and internalize the DBS leads to implanted pulse generators. RESULTS Intraoperative testing revealed positive valence responses in all 3 subjects that helped verify targeting. Given the importance of the network-based hypotheses we were testing, we required accurate adherence to the surgical plan (to engage DBS and sEEG targets) and stability of DBS lead rotational position (to ensure that stimulation field estimates of the directional leads used during inpatient monitoring were relevant chronically), both of which we confirmed (mean radial error 1.2±0.9 mm; mean rotation 3.6±2.6°). CONCLUSION This novel hybrid sEEG-DBS approach allows detailed study of the neurophysiological substrates of complex neuropsychiatric disorders.
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Affiliation(s)
- Sameer A Sheth
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA.
| | - Ben Shofty
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Anusha Allawala
- Department of Engineering, Brown University, Providence, RI, USA
| | - Jiayang Xiao
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Joshua A Adkinson
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Raissa K Mathura
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Victoria Pirtle
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - John Myers
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Denise Oswalt
- Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA
| | - Nicole R Provenza
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Nisha Giridharan
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Angela M Noecker
- Departments of Biomedical Engineering and Neurosurgery, Duke University, Durham, NC, USA
| | - Garrett P Banks
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Ron Gadot
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Ricardo A Najera
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Adrish Anand
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Ethan Devara
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Huy Dang
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Eleonora Bartoli
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Andrew Watrous
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Jeffrey Cohn
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA, USA
| | - David Borton
- Department of Engineering, Brown University, Providence, RI, USA
| | - Sanjay J Mathew
- Department of Psychiatry, Baylor College of Medicine, Houston, TX, USA
| | | | - Wayne Goodman
- Department of Psychiatry, Baylor College of Medicine, Houston, TX, USA
| | - Kelly Bijanki
- Department of Neurosurgery, Baylor College of Medicine, Houston, TX, USA
| | - Nader Pouratian
- Department of Neurological Surgery, UT Southwestern Medical Center, Dallas, TX, USA
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