1
|
Gouveia FV, Diwan M, Martinez RCR, Giacobbe P, Lipsman N, Hamani C. Reduction of aggressive behaviour following hypothalamic deep brain stimulation: Involvement of 5-HT 1A and testosterone. Neurobiol Dis 2023:106179. [PMID: 37276987 DOI: 10.1016/j.nbd.2023.106179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 05/23/2023] [Accepted: 05/30/2023] [Indexed: 06/07/2023] Open
Abstract
BACKGROUND Aggressive behaviour (AB) may occur in patients with different neuropsychiatric disorders. Although most patients respond to conventional treatments, a small percentage continue to experience AB despite optimized pharmacological management and are considered to be treatment-refractory. For these patients, hypothalamic deep brain stimulation (pHyp-DBS) has been investigated. The hypothalamus is a key structure in the neurocircuitry of AB. An imbalance between serotonin (5-HT) and steroid hormones seems to exacerbate AB. OBJECTIVES To test whether pHyp-DBS reduces aggressive behaviour in mice through mechanisms involving testosterone and 5-HT. METHODS Male mice were housed with females for two weeks. These resident animals tend to become territorial and aggressive towards intruder mice placed in their cages. Residents had electrodes implanted in the pHyp. DBS was administered for 5 h/day for 8 consecutive days prior to daily encounters with the intruder. After testing, blood and brains were recovered for measuring testosterone and 5-HT receptor density, respectively. In a second experiment, residents received WAY-100635 (5-HT1A antagonist) or saline injections prior to pHyp-DBS. After the first 4 encounters, the injection allocation was crossed, and animals received the alternative treatment during the next 4 days. RESULTS DBS-treated mice showed reduced AB that was correlated with testosterone levels and an increase in 5-HT1A receptor density in the orbitofrontal cortex and amygdala. Pre-treatment with WAY-100635 blocked the anti-aggressive effect of pHyp-DBS. CONCLUSIONS This study shows that pHyp-DBS reduces AB in mice via changes in testosterone and 5-HT1A mechanisms.
Collapse
Affiliation(s)
- Flavia Venetucci Gouveia
- Biological Sciences Platform, Sunnybrook Research Institute, Toronto, Canada; Neurosciences and Mental Health, The Hospital for Sick Children, Toronto, Canada.
| | - Mustansir Diwan
- Biological Sciences Platform, Sunnybrook Research Institute, Toronto, Canada
| | - Raquel C R Martinez
- Division of Neuroscience, Hospital Sírio-Libanês, São Paulo, Brazil; LIM/23, Institute of Psychiatry, University of Sao Paulo School of Medicine, São Paulo, Brazil
| | - Peter Giacobbe
- Department of Psychiatry, Sunnybrook Health Sciences Centre, Toronto, ON M4N 3M5, Canada; Harquail Centre for Neuromodulation, Sunnybrook Health Sciences Centre, Toronto, Canada
| | - Nir Lipsman
- Biological Sciences Platform, Sunnybrook Research Institute, Toronto, Canada; Harquail Centre for Neuromodulation, Sunnybrook Health Sciences Centre, Toronto, Canada; Hurvitz Brain Sciences Program, Sunnybrook Health Sciences Centre, Toronto, Canada; Division of Neurosurgery, University of Toronto, Toronto, Canada
| | - Clement Hamani
- Biological Sciences Platform, Sunnybrook Research Institute, Toronto, Canada; Harquail Centre for Neuromodulation, Sunnybrook Health Sciences Centre, Toronto, Canada; Hurvitz Brain Sciences Program, Sunnybrook Health Sciences Centre, Toronto, Canada; Division of Neurosurgery, University of Toronto, Toronto, Canada.
| |
Collapse
|
2
|
Albazron FM, Trapp NT, Tranel D, Howard MA, Boes AD. Amygdala lesions are associated with improved mood after epilepsy surgery. Brain Struct Funct 2023; 228:1033-1038. [PMID: 36826513 PMCID: PMC10637769 DOI: 10.1007/s00429-023-02621-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 02/10/2023] [Indexed: 02/25/2023]
Abstract
Neuroimaging studies in healthy and clinical populations strongly associate the amygdala with emotion, especially negative emotions. The consequences of surgical resection of the amygdala on mood are not well characterized. We tested the hypothesis that amygdala resection would result in mood improvement. In this study, we evaluated a cohort of 52 individuals with medial temporal lobectomy for intractable epilepsy who had resections variably involving the amygdala. All individuals achieved good post-surgical seizure control and had pre- and post-surgery mood assessment with the Beck Depression Inventory (BDI) ratings. We manually segmented the surgical resection cavities and performed multivariate lesion-symptom mapping of change in BDI. Our results showed a significant improvement in average mood ratings from pre- to post-surgery across all patients. In partial support of our hypothesis, resection of the right amygdala was significantly associated with mood improvement (r = 0.5, p = 0.008). The lesion-symptom map also showed that resection of the right hippocampus and para-hippocampal gyrus was associated with worsened post-surgical mood. Future studies could evaluate this finding prospectively in larger samples while including other neuropsychological outcome measures.
Collapse
Affiliation(s)
- Fatimah M Albazron
- Department of Pediatrics, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
| | - Nicholas T Trapp
- Department of Psychiatry, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
- Iowa Neuroscience Institute, University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
| | - Daniel Tranel
- Department of Neurology, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
- Department of Psychological and Brain Sciences, University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
| | - Matthew A Howard
- Department of Neurosurgery, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA
| | - Aaron D Boes
- Department of Pediatrics, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA.
- Department of Psychiatry, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA.
- Iowa Neuroscience Institute, University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA.
- Department of Neurology, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242, USA.
- Departments of Pediatrics, Neurology, & Psychiatry, University of Iowa Hospitals and Clinics, W218 GH, 200 Hawkins Drive, Iowa City, IA, 52242, USA.
| |
Collapse
|
3
|
Gouveia FV, Lea‐Banks H, Aubert I, Lipsman N, Hynynen K, Hamani C. Anesthetic-loaded nanodroplets with focused ultrasound reduces agitation in Alzheimer's mice. Ann Clin Transl Neurol 2023; 10:507-519. [PMID: 36715553 PMCID: PMC10109287 DOI: 10.1002/acn3.51737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 01/03/2023] [Accepted: 01/16/2023] [Indexed: 01/31/2023] Open
Abstract
OBJECTIVE Alzheimer's disease (AD) is often associated with neuropsychiatric symptoms, including agitation and aggressive behavior. These symptoms increase with disease severity, ranging from 10% in mild cognitive impairment to 50% in patients with moderate-to-severe AD, pose a great risk for self-injury and injury to caregivers, result in high rates of institutionalization and great suffering for patients and families. Current pharmacological therapies have limited efficacy and a high potential for severe side effects. Thus, there is a growing need to develop novel therapeutics tailored to safely and effectively reduce agitation and aggressive behavior in AD. Here, we investigate for the first time the use of focused ultrasound combined with anesthetic-loaded nanodroplets (nanoFUS) targeting the amygdala (key structure in the neurocircuitry of agitation) as a novel minimally invasive tool to modulate local neural activity and reduce agitation and aggressive behavior in the TgCRND8 AD transgenic mice. METHODS Male and female animals were tested in the resident-intruder (i.e., aggressive behavior) and open-field tests (i.e., motor agitation) for baseline measures, followed by treatment with active- or sham-nanoFUS. Behavioral testing was then repeated after treatment. RESULTS Active-nanoFUS neuromodulation reduced aggressive behavior and agitation in male mice, as compared to sham-treated controls. Treatment with active-nanoFUS increased the time male mice spent in social-non-aggressive behaviors. INTERPRETATION Our results show that neuromodulation with active-nanoFUS may be a potential therapeutic tool for the treatment of neuropsychiatric symptoms, with special focus on agitation and aggressive behaviors. Further studies are necessary to establish cellular, molecular and long-term behavioral changes following treatment with nanoFUS.
Collapse
Affiliation(s)
- Flavia Venetucci Gouveia
- Biological Sciences PlatformSunnybrook Research InstituteTorontoOntarioM4N 3M5Canada
- Neurosciences and Mental HealthThe Hospital for Sick ChildrenTorontoOntarioM5G 1X8Canada
| | - Harriet Lea‐Banks
- Physical Sciences PlatformSunnybrook Research InstituteTorontoOntarioM4N 3M5Canada
| | - Isabelle Aubert
- Biological Sciences PlatformSunnybrook Research InstituteTorontoOntarioM4N 3M5Canada
- Laboratory Medicine & PathobiologyUniversity of TorontoTorontoOntarioM5S 1A1Canada
- Hurvitz Brain Sciences Program, Sunnybrook Health Sciences CentreTorontoOntarioM4N 3M5Canada
| | - Nir Lipsman
- Biological Sciences PlatformSunnybrook Research InstituteTorontoOntarioM4N 3M5Canada
- Hurvitz Brain Sciences Program, Sunnybrook Health Sciences CentreTorontoOntarioM4N 3M5Canada
- Harquail Centre for Neuromodulation, Sunnybrook Health Sciences CentreTorontoOntarioM4N 3M5Canada
- Division of NeurosurgeryUniversity of TorontoTorontoOntarioM5T 1P5Canada
| | - Kullervo Hynynen
- Physical Sciences PlatformSunnybrook Research InstituteTorontoOntarioM4N 3M5Canada
- Hurvitz Brain Sciences Program, Sunnybrook Health Sciences CentreTorontoOntarioM4N 3M5Canada
- Department of Medical BiophysicsUniversity of TorontoTorontoOntarioM5S 1A1Canada
- Institute of Biomedical Engineering, University of TorontoTorontoOntarioM5S 1A1Canada
| | - Clement Hamani
- Biological Sciences PlatformSunnybrook Research InstituteTorontoOntarioM4N 3M5Canada
- Hurvitz Brain Sciences Program, Sunnybrook Health Sciences CentreTorontoOntarioM4N 3M5Canada
- Harquail Centre for Neuromodulation, Sunnybrook Health Sciences CentreTorontoOntarioM4N 3M5Canada
- Division of NeurosurgeryUniversity of TorontoTorontoOntarioM5T 1P5Canada
| |
Collapse
|
4
|
Wu Y, Meng YJ, Shi YF, Li JM, Xu YY, Zhang SX, Tian R, He JJ, Ding Y, Wang W. Stereotactic neurosurgery as a symptomatic treatment for autism spectrum disorders: A systematic review. Asian J Psychiatr 2023; 83:103541. [PMID: 36958138 DOI: 10.1016/j.ajp.2023.103541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 02/16/2023] [Accepted: 03/13/2023] [Indexed: 03/25/2023]
Abstract
Stereotactic neurosurgery has been employed in autism spectrum disorders (ASD). However, its safety and effectiveness remain unclear owing to limited sample size and other methodological limitations. We aimed to systematically investigate the safety and efficacy of stereotactic neurosurgery for ASD. Eleven studies with 36 patients were included. Stereotactic neurosurgery alleviated the obsessive-compulsive disorder and aggressive behavior symptoms in ASD, with a mean improvement of 42.74% and 59.59% in the Yale-Brown Obsessive Compulsive Scale and Overt Aggression Scale scores, respectively. Systematic studies are necessary to explore the role of deep brain stimulation for social and communication difficulties in ASD.
Collapse
Affiliation(s)
- Yang Wu
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Alley, Chengdu, Sichuan Province, China
| | - Ya-Jing Meng
- Mental Health Center, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Yi-Feng Shi
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Alley, Chengdu, Sichuan Province, China
| | - Jia-Ming Li
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Alley, Chengdu, Sichuan Province, China
| | - Yang-Yang Xu
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Alley, Chengdu, Sichuan Province, China
| | - Shu-Xin Zhang
- Department of Histoembryology and Neurobiology, West China College of Basic Medicine and Forensic Medicine, Sichuan University, Chengdu, Sichuan Province, China
| | - Rui Tian
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Alley, Chengdu, Sichuan Province, China
| | - Jiao-Jiang He
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Alley, Chengdu, Sichuan Province, China
| | - Yi Ding
- University of Electronic Science and Technology, Chengdu, Sichuan Province, China
| | - Wei Wang
- Department of Neurosurgery, West China Hospital, Sichuan University, 37 Guoxue Alley, Chengdu, Sichuan Province, China.
| |
Collapse
|
5
|
Yan H, Elkaim LM, Venetucci Gouveia F, Huber JF, Germann J, Loh A, Benedetti-Isaac JC, Doshi PK, Torres CV, Segar DJ, Elias GJB, Boutet A, Cosgrove GR, Fasano A, Lozano AM, Kulkarni AV, Ibrahim GM. Deep brain stimulation for extreme behaviors associated with autism spectrum disorder converges on a common pathway: a systematic review and connectomic analysis. J Neurosurg 2022; 137:699-708. [PMID: 35061980 DOI: 10.3171/2021.11.jns21928] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Accepted: 11/16/2021] [Indexed: 12/18/2022]
Abstract
OBJECTIVE Individuals with autism spectrum disorder (ASD) may display extreme behaviors such as self-injury or aggression that often become refractory to psychopharmacology or behavioral intervention. Deep brain stimulation (DBS) is a surgical alternative that modulates brain circuits that have yet to be clearly elucidated. In the current study the authors performed a connectomic analysis to identify brain circuitry engaged by DBS for extreme behaviors associated with ASD. METHODS A systematic review was performed to identify prior reports of DBS as a treatment for extreme behaviors in patients with ASD. Individual patients' perioperative imaging was collected from corresponding authors. DBS electrode localization and volume of tissue activated modeling were performed. Volumes of tissue activated were used as seed points in high-resolution normative functional and structural imaging templates. The resulting individual functional and structural connectivity maps were pooled to identify networks and pathways that are commonly engaged by all targets. RESULTS Nine patients with ASD who were receiving DBS for symptoms of aggression or self-injurious behavior were identified. All patients had some clinical improvement with DBS. Connectomic analysis of 8 patients (from the systematic review and unpublished clinical data) demonstrated a common anatomical area of shared circuitry within the anterior limb of the internal capsule. Functional analysis of 4 patients identified a common network of distant brain areas including the amygdala, insula, and anterior cingulate engaged by DBS. CONCLUSIONS This study presents a comprehensive synopsis of the evidence for DBS in the treatment of extreme behaviors associated with ASD. Using network mapping, the authors identified key circuitry common to DBS targets.
Collapse
Affiliation(s)
- Han Yan
- 1Division of Neurosurgery, Department of Surgery, University of Toronto
- 2Division of Neurosurgery, The Hospital for Sick Children, Toronto
- 3Institute of Health Policy, Management and Evaluation, University of Toronto, Ontario
| | - Lior M Elkaim
- 4Division of Neurosurgery, McGill University, Montreal, Quebec
| | | | - Joelene F Huber
- 6Divisions of Paediatric Medicine and Developmental Paediatrics, Department of Paediatrics, The Hospital for Sick Children, Toronto
| | | | - Aaron Loh
- 7University Health Network, Toronto, Ontario, Canada
| | - Juan Carlos Benedetti-Isaac
- 8Stereotactic and Functional Neurosurgery Division, International Misericordia Clinic, Barranquilla, Colombia
| | - Paresh K Doshi
- 9Department of Stereotactic and Functional Neurosurgery, Jaslok Hospital and Research Centre, Mumbai, India
| | - Cristina V Torres
- 10Department of Neurosurgery, University Hospital La Princesa, Madrid, Spain
| | - David J Segar
- 11Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | | | - Alexandre Boutet
- 7University Health Network, Toronto, Ontario, Canada
- 12Joint Department of Medical Imaging, University of Toronto
| | - G Rees Cosgrove
- 11Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Alfonso Fasano
- 13Edmond J. Safra Program in Parkinson's Disease, Morton and Gloria Shulman Movement Disorders Clinic, Toronto Western Hospital, University Health Network, Toronto
- 14Division of Neurology, University of Toronto
- 15Krembil Brain Institute, Toronto
| | - Andres M Lozano
- 7University Health Network, Toronto, Ontario, Canada
- 12Joint Department of Medical Imaging, University of Toronto
| | - Abhaya V Kulkarni
- 1Division of Neurosurgery, Department of Surgery, University of Toronto
- 2Division of Neurosurgery, The Hospital for Sick Children, Toronto
- 3Institute of Health Policy, Management and Evaluation, University of Toronto, Ontario
| | - George M Ibrahim
- 1Division of Neurosurgery, Department of Surgery, University of Toronto
- 2Division of Neurosurgery, The Hospital for Sick Children, Toronto
- 16Institute of Biomedical Engineering, University of Toronto; and
- 17Institute of Medical Science, University of Toronto, Ontario, Canada
| |
Collapse
|
6
|
Gouveia FV, Ibrahim GM. Habenula as a Neural Substrate for Aggressive Behavior. Front Psychiatry 2022; 13:817302. [PMID: 35250669 PMCID: PMC8891498 DOI: 10.3389/fpsyt.2022.817302] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 01/25/2022] [Indexed: 11/17/2022] Open
Abstract
Over the past decades, an ever growing body of literature has explored the anatomy, connections, and functions of the habenula (Hb). It has been postulated that the Hb plays a central role in the control of the monoaminergic system, thus influencing a wide range of behavioral responses, and participating in the pathophysiology of a number of psychiatric disorders and neuropsychiatric symptoms, such as aggressive behaviors. Aggressive behaviors are frequently accompanied by restlessness and agitation, and are commonly observed in patients with psychiatric disorders, intellectual disabilities, and neurodegenerative diseases of aging. Recently, the Hb has been explored as a new target for neuromodulation therapies, such as deep brain stimulation, with promising results. Here we review the anatomical organization of the habenula and discuss several distinct mechanisms by which the Hb is involved in the modulation of aggressive behaviors, and propose new investigations for the development of novel treatments targeting the habenula to reduce aggressive behaviors.
Collapse
Affiliation(s)
- Flavia Venetucci Gouveia
- Neuroscience and Mental Health, Hospital for Sick Children Research Institute, Toronto, ON, Canada
| | - George M Ibrahim
- Neuroscience and Mental Health, Hospital for Sick Children Research Institute, Toronto, ON, Canada.,Division of Neurosurgery, The Hospital for Sick Children, Toronto, ON, Canada.,Division of Neurosurgery, Department of Surgery, University of Toronto, Toronto, ON, Canada.,Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada.,Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| |
Collapse
|
7
|
Gouveia FV, Germann J, Elias GJ, Hamani C, Fonoff ET, Martinez RCR. Case report: 5 Years follow-up on posterior hypothalamus deep brain stimulation for intractable aggressive behaviour associated with drug-resistant epilepsy. Brain Stimul 2021; 14:1201-1204. [PMID: 34371210 DOI: 10.1016/j.brs.2021.07.062] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Revised: 07/15/2021] [Accepted: 07/31/2021] [Indexed: 12/17/2022] Open
Affiliation(s)
- Flavia Venetucci Gouveia
- Biological Sciences Platform, Sunnybrook Research Institute, Toronto, Canada; Division of Neuroscience, Sírio-Libanês Hospital, São Paulo, Brazil.
| | - Jürgen Germann
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, Canada
| | - Gavin Jb Elias
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, Canada
| | - Clement Hamani
- Biological Sciences Platform, Sunnybrook Research Institute, Toronto, Canada; Harquail Centre for Neuromodulation, Sunnybrook Health Sciences Centre, Toronto, Canada; Division of Neurosurgery, University of Toronto, Toronto, Canada
| | - Erich Talamoni Fonoff
- Department of Neurology, University of São Paulo School of Medicine and Integrated Clinic of Neuroscience, São Paulo, Brazil
| | - Raquel Chacon Ruiz Martinez
- Division of Neuroscience, Sírio-Libanês Hospital, São Paulo, Brazil; LIM 23, Institute of Psychiatry, University of Sao Paulo, School of Medicine, São Paulo, Brazil.
| |
Collapse
|
8
|
Elias GJB, Germann J, Boutet A, Pancholi A, Beyn ME, Bhatia K, Neudorfer C, Loh A, Rizvi SJ, Bhat V, Giacobbe P, Woodside DB, Kennedy SH, Lozano AM. Structuro-functional surrogates of response to subcallosal cingulate deep brain stimulation for depression. Brain 2021; 145:362-377. [PMID: 34324658 DOI: 10.1093/brain/awab284] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Revised: 06/01/2021] [Accepted: 07/07/2021] [Indexed: 11/14/2022] Open
Abstract
Subcallosal cingulate deep brain stimulation (SCC-DBS) produces long-term clinical improvement in approximately half of patients with severe treatment-resistant depression (TRD). We hypothesized that both structural and functional brain attributes may be important in determining responsiveness to this therapy. In a TRD SCC-DBS cohort, we retrospectively examined baseline and longitudinal differences in MRI-derived brain volume (n = 65) and 18F-fluorodeoxyglucose-PET glucose metabolism (n = 21) between responders and non-responders. Support-vector machines (SVMs) were subsequently trained to classify patients' response status based on extracted baseline imaging features. A machine learning model incorporating pre-operative frontopolar, precentral/frontal opercular, and orbitofrontal local volume values classified binary response status (12 months) with 83% accuracy (leave-one-out cross-validation (LOOCV): 80% accuracy) and explained 32% of the variance in continuous clinical improvement. It was also predictive in an out-of-sample SCC-DBS cohort (n = 21) with differing primary indications (bipolar disorder/anorexia nervosa) (76% accuracy). Adding pre-operative glucose metabolism information from rostral anterior cingulate cortex and temporal pole improved model performance, enabling it to predict response status in the TRD cohort with 86% accuracy (LOOCV: 81% accuracy) and explain 67% of clinical variance. Response-related patterns of metabolic and structural post-DBS change were also observed, especially in anterior cingulate cortex and neighbouring white matter. Areas where responders differed from non-responders - both at baseline and longitudinally - largely overlapped with depression-implicated white matter tracts, namely uncinate fasciculus, cingulum bundle, and forceps minor/rostrum of corpus callosum. The extent of patient-specific engagement of these same tracts (according to electrode location and stimulation parameters) also served as a predictor of TRD response status (72% accuracy; LOOCV: 70% accuracy) and augmented performance of the volume-based (88% accuracy; LOOCV: 82% accuracy) and combined volume/metabolism-based SVMs (100% accuracy; LOOCV: 94% accuracy). Taken together, these results indicate that responders and non-responders to SCC-DBS exhibit differences in brain volume and metabolism, both pre- and post-surgery. Baseline imaging features moreover predict response to treatment (particularly when combined with information about local tract engagement) and could inform future patient selection and other clinical decisions.
Collapse
Affiliation(s)
- Gavin J B Elias
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada.,Krembil Research Institute, University of Toronto, Toronto, M5T 0S8, Canada
| | - Jürgen Germann
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada.,Krembil Research Institute, University of Toronto, Toronto, M5T 0S8, Canada
| | - Alexandre Boutet
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada.,Krembil Research Institute, University of Toronto, Toronto, M5T 0S8, Canada.,Joint Department of Medical Imaging, University of Toronto, Toronto, M5T 1W7, Canada
| | - Aditya Pancholi
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada
| | - Michelle E Beyn
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada
| | - Kartik Bhatia
- Joint Department of Medical Imaging, University of Toronto, Toronto, M5T 1W7, Canada
| | - Clemens Neudorfer
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada
| | - Aaron Loh
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada.,Krembil Research Institute, University of Toronto, Toronto, M5T 0S8, Canada
| | - Sakina J Rizvi
- ASR Suicide and Depression Studies Unit, St. Michael's Hospital, University of Toronto, M5B 1M8, Canada.,Department of Psychiatry, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada
| | - Venkat Bhat
- ASR Suicide and Depression Studies Unit, St. Michael's Hospital, University of Toronto, M5B 1M8, Canada.,Department of Psychiatry, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada
| | - Peter Giacobbe
- Department of Psychiatry, Sunnybrook Health Sciences Centre and University of Toronto, Toronto, M4N 3M5, Canada
| | - D Blake Woodside
- ASR Suicide and Depression Studies Unit, St. Michael's Hospital, University of Toronto, M5B 1M8, Canada
| | - Sidney H Kennedy
- Krembil Research Institute, University of Toronto, Toronto, M5T 0S8, Canada.,ASR Suicide and Depression Studies Unit, St. Michael's Hospital, University of Toronto, M5B 1M8, Canada.,Department of Psychiatry, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada
| | - Andres M Lozano
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, M5T 2S8, Canada.,Krembil Research Institute, University of Toronto, Toronto, M5T 0S8, Canada
| |
Collapse
|
9
|
Gouveia FV, Germann J, Devenyi GA, Fonoff ET, Morais RMCB, Brentani H, Chakravarty MM, Martinez RCR. Bilateral Amygdala Radio-Frequency Ablation for Refractory Aggressive Behavior Alters Local Cortical Thickness to a Pattern Found in Non-refractory Patients. Front Hum Neurosci 2021; 15:653631. [PMID: 34177490 PMCID: PMC8219880 DOI: 10.3389/fnhum.2021.653631] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 05/03/2021] [Indexed: 12/02/2022] Open
Abstract
Aggressive behaviors comprise verbal and/or physical aggression directed toward oneself, others, or objects and are highly prevalent among psychiatric patients, especially patients diagnosed with autism spectrum disorder and severe intellectual disabilities. Some of these patients are considered refractory to treatment, and functional neurosurgery targeting the amygdala can result in widespread plastic brain changes that might reflect ceasing of some abnormal brain function, offering symptom alleviation. This study investigated cortical thickness changes in refractory aggressive behavior patients that were treated with bilateral amygdala ablation and compared to control patients presenting non-refractory aggressive behavior [three refractory and seven non-refractory patients, all males diagnosed with autism spectrum disorder (ASD) and intellectual disabilities]. The Overt Aggression Scale (OAS) was used to quantify behavior and magnetic resonance imaging was performed to investigate cortical thickness. Before surgery, both groups presented similar total OAS score, however refractory patients presented higher physical aggression against others. After surgery the refractory group showed 88% average reduction of aggressive behavior. Imaging analysis showed that while refractory patients present an overall reduction in cortical thickness compared to non-refractory patients across both timepoints, the local pattern of thickness difference found in areas of the neurocircuitry of aggressive behavior present before surgery is diminished and no longer detected after surgery. These results corroborate the hypotheses on induction of widespread neuronal plasticity following functional neurosurgical procedures resulting in modifications in brain morphology and improvement in behavior. Further studies are necessary to determine the underlying cause of these morphological changes and to better understand and improve treatment options.
Collapse
Affiliation(s)
- Flavia Venetucci Gouveia
- Biological Sciences Platform, Sunnybrook Research Institute, Toronto, ON, Canada.,Division of Neuroscience, Sirio-Libanês Hospital, São Paulo, Brazil
| | - Jürgen Germann
- Division of Neurosurgery, Department of Surgery, University Health Network and University of Toronto, Toronto, ON, Canada.,Cerebral Imaging Centre, Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada
| | - Gabriel A Devenyi
- Cerebral Imaging Centre, Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada.,Department of Psychiatry, McGill University, Montreal, QC, Canada
| | - Erich T Fonoff
- Department of Neurology, Division of Functional Neurosurgery of the Institute of Psychiatry, University of São Paulo, Medical School, São Paulo, Brazil
| | - Rosa M C B Morais
- Division of Neuroscience, Sirio-Libanês Hospital, São Paulo, Brazil.,LIM/23, Department of Psychiatry, University of São Paulo, Medical School, São Paulo, Brazil
| | - Helena Brentani
- LIM/23, Department of Psychiatry, University of São Paulo, Medical School, São Paulo, Brazil
| | - M Mallar Chakravarty
- Cerebral Imaging Centre, Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada.,Department of Psychiatry, McGill University, Montreal, QC, Canada.,Department of Biological and Biomedical Engineering, McGill University, Montreal, QC, Canada
| | - Raquel C R Martinez
- Division of Neuroscience, Sirio-Libanês Hospital, São Paulo, Brazil.,LIM/23, Department of Psychiatry, University of São Paulo, Medical School, São Paulo, Brazil
| |
Collapse
|
10
|
Gouveia FV, Germann J, Devenyi GA, Morais RMCB, Santos APM, Fonoff ET, Hamani C, Brentani H, Chakravarty MM, Martinez RCR. Refractoriness of aggressive behaviour to pharmacological treatment: cortical thickness analysis in autism spectrum disorder. BJPsych Open 2020; 6:e85. [PMID: 32762791 PMCID: PMC7453794 DOI: 10.1192/bjo.2020.71] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Revised: 06/23/2020] [Accepted: 07/12/2020] [Indexed: 01/22/2023] Open
Abstract
Aggressive behaviour is a highly prevalent and devastating condition in autism spectrum disorder resulting in impoverished quality of life. Gold-standard therapies are ineffective in about 30% of patients leading to greater suffering. We investigated cortical thickness in individuals with autism spectrum disorder with pharmacological-treatment-refractory aggressive behaviour compared with those with non-refractory aggressive behaviour and observed a brain-wide pattern of local increased thickness in key areas related to emotional control and overall decreased cortical thickness in those with refractory aggressive behaviour, suggesting refractoriness could be related to specific morphological patterns. Elucidating the neurobiology of refractory aggressive behaviour is crucial to provide insights and potential avenues for new interventions.
Collapse
Affiliation(s)
| | - Jürgen Germann
- University Health Network; and CIC, Douglas Mental Health University Institute, McGill University, Canada
| | - Gabriel A. Devenyi
- CIC, Douglas Mental Health University Institute, McGill University; and Department of Psychiatry, McGill University, Canada
| | - Rosa M. C. B. Morais
- Hospital Sirio-Libanes; and Department of Psychiatry, University of Sao Paulo, Medical School, Brazil
| | | | - Erich T. Fonoff
- Department of Neurology, Division of Functional Neurosurgery of the Institute of Psychiatry, University of Sao Paulo, Medical School, Brazil
| | - Clement Hamani
- Sunnybrook Research Institute; Harquail Centre for Neuromodulation, Sunnybrook Health Sciences Centre; and Division of Neurosurgery, Sunnybrook Health Sciences Centre, University of Toronto, Canada
| | - Helena Brentani
- Department of Psychiatry, University of Sao Paulo, Medical School, Brazil
| | - M. Mallar Chakravarty
- CIC, Douglas Mental Health University Institute, McGill University, Canada; Department of Psychiatry, McGill University, Canada; and Department of Biological and Biomedical Engineering, McGill University, Canada
| | - Raquel C. R. Martinez
- Hospital Sirio-Libanes; and Department of Psychiatry, University of Sao Paulo, Medical School, Brazil
| |
Collapse
|