1
|
Lapenta OM, Rêgo GG, Boggio PS. Transcranial electrical stimulation for procedural learning and rehabilitation. Neurobiol Learn Mem 2024; 213:107958. [PMID: 38971460 DOI: 10.1016/j.nlm.2024.107958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 06/26/2024] [Accepted: 07/01/2024] [Indexed: 07/08/2024]
Abstract
Procedural learning is the acquisition of motor and non-motor skills through a gradual process that increases with practice. Impairments in procedural learning have been consistently demonstrated in neurodevelopmental, neurodegenerative, and neuropsychiatric disorders. Considering that noninvasive brain stimulation modulates brain activity and boosts neuroplastic mechanisms, we reviewed the effects of coupling transcranial direct current stimulation (tDCS) with training methods for motor and non-motor procedural learning to explore tDCS potential use as a tool for enhancing implicit learning in healthy and clinical populations. The review covers tDCS effects over i. motor procedural learning, from basic to complex activities; ii. non-motor procedural learning; iii. procedural rehabilitation in several clinical populations. We conclude that targeting the primary motor cortex and prefrontal areas seems the most promising for motor and non-motor procedural learning, respectively. For procedural rehabilitation, the use of tDCS is yet at an early stage but some effectiveness has been reported for implicit motor and memory learning. Still, systematic comparisons of stimulation parameters and target areas are recommended for maximising the effectiveness of tDCS and its robustness for procedural rehabilitation.
Collapse
Affiliation(s)
- Olivia Morgan Lapenta
- Psychological Neuroscience Laboratory, Psychology Research Center, School of Psychology, University of Minho - Rua da Universidade, 4710-057 Braga, Portugal.
| | - Gabriel Gaudencio Rêgo
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University - Rua Piauí, 181, 01241-001 São Paulo, Brazil; National Institute of Science and Technology on Social and Affective Neuroscience (INCT-SANI), São Paulo, Brazil
| | - Paulo Sérgio Boggio
- Social and Cognitive Neuroscience Laboratory, Mackenzie Presbyterian University - Rua Piauí, 181, 01241-001 São Paulo, Brazil; National Institute of Science and Technology on Social and Affective Neuroscience (INCT-SANI), São Paulo, Brazil
| |
Collapse
|
2
|
Damme KSF, Han YC, Han Z, Reber PJ, Mittal VA. Motor precision deficits in clinical high risk for psychosis. Eur Arch Psychiatry Clin Neurosci 2024; 274:1427-1435. [PMID: 37458819 PMCID: PMC10792107 DOI: 10.1007/s00406-023-01645-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Accepted: 06/25/2023] [Indexed: 08/02/2023]
Abstract
Motor deficits appear prior to psychosis onset, provide insight into vulnerability as well as mechanisms that give rise to emerging illness, and are predictive of conversion. However, to date, the extant literature has often targeted a complex abnormality (e.g., gesture dysfunction, dyskinesia), or a single fundamental domain (e.g., accuracy) but rarely provided critical information about several of the individual components that make up more complex behaviors (or deficits). This preliminary study applies a novel implicit motor task to assess domains of motor accuracy, speed, recognition, and precision in individuals at clinical high risk for psychosis (CHR-p). Sixty participants (29 CHR-p; 31 healthy volunteers) completed clinical symptom interviews and a novel Serial Interception Sequence Learning (SISL) task that assessed implicit motor sequence accuracy, speed, precision, and explicit sequence recognition. These metrics were examined in multilevel models that enabled the examination of overall effects and changes in motor domains over blocks of trials and by positive/negative symptom severity. Implicit motor sequence accuracy, speed, and explicit sequence recognition were not detected as impacted in CHR-p. When compared to healthy controls, individuals at CHR-p were less precise in motor responses both overall (d = 0.91) and particularly in early blocks which normalized over later blocks. Within the CHR-p group, these effects were related to positive symptom levels (t = - 2.22, p = 0.036), such that individuals with higher symptom levels did not improve in motor precision over time (r's = 0.01-0.05, p's > 0.54). CHR-p individuals showed preliminary evidence of motor precision deficits but no other motor domain deficits, particularly in early performance that normalized with practice.
Collapse
Affiliation(s)
- Katherine S F Damme
- Department of Psychology, Northwestern University, 2029 Sheridan Rd, Evanston, IL, 60208, USA.
- Institute for Innovations in Developmental Sciences (DevSci), Northwestern University, Evanston and Chicago, IL, USA.
| | - Y Catherine Han
- Department of Psychology, Northwestern University, 2029 Sheridan Rd, Evanston, IL, 60208, USA
| | - Ziyan Han
- Department of Psychology, Northwestern University, 2029 Sheridan Rd, Evanston, IL, 60208, USA
| | - Paul J Reber
- Department of Psychology, Northwestern University, 2029 Sheridan Rd, Evanston, IL, 60208, USA
| | - Vijay A Mittal
- Department of Psychology, Northwestern University, 2029 Sheridan Rd, Evanston, IL, 60208, USA
- Institute for Innovations in Developmental Sciences (DevSci), Northwestern University, Evanston and Chicago, IL, USA
- Department of Psychiatry, Northwestern University, Chicago, IL, USA
- Medical Social Sciences, Northwestern University, Chicago, IL, USA
- Institute for Policy Research (IPR), Northwestern University, Chicago, IL, USA
| |
Collapse
|
3
|
Fattal J, Giljen M, Vargas T, Damme KSF, Calkins ME, Pinkham AE, Mittal VA. A Developmental Perspective on Early and Current Motor Abnormalities and Psychotic-Like Symptoms. Schizophr Bull 2024:sbae062. [PMID: 38728386 DOI: 10.1093/schbul/sbae062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/12/2024]
Abstract
BACKGROUND AND HYPOTHESIS Psychotic-like experiences (PLEs) are prevalent in the general population and, because they represent a lower end of the psychosis vulnerability spectrum, may be useful in informing mechanistic understanding. Although it is well-understood that motor signs characterize formal psychotic disorders, the developmental trajectory of these features and their relationships with PLEs are less well-understood. STUDY DESIGN Data from 7559 adolescents and young adults (age 11-21) in the Philadelphia Neurodevelopmental Cohort were used to investigate whether early-life milestone-attainment delays relate to current adolescent sensorimotor functioning and positive and negative PLEs. Current sensorimotor functioning was assessed using the Computerized Finger Tapping task (assessing motor slowing) and Mouse Practice task (assessing sensorimotor planning). STUDY RESULTS Early developmental abnormalities were related to current adolescent-aged motor slowing (t(7415.3) = -7.74, corrected-P < .001) and impaired sensorimotor planning (t(7502.5) = 5.57, corrected-P < .001). There was a significant interaction between developmental delays and current sensorimotor functioning on positive and negative PLEs (t = 1.67-4.51), such that individuals with early developmental delays had a stronger positive relationship between sensorimotor dysfunction and PLEs. Importantly, interaction models were significantly better at explaining current PLEs than those treating early and current sensorimotor dysfunction independently (χ2 = 4.89-20.34). CONCLUSIONS These findings suggest a relationship between early developmental delays and current sensorimotor functioning in psychosis proneness and inform an understanding of heterotypic continuity as well as a neurodevelopmental perspective of motor circuits. Furthermore, results indicate that motor signs are a clear factor in the psychosis continuum, suggesting that they may represent a core feature of psychosis vulnerability.
Collapse
Affiliation(s)
- Jessica Fattal
- Department of Psychology, Northwestern University, Evanston, IL, USA
| | - Maksim Giljen
- Department of Psychological Science, University of California, Irvine, Irvine, CA, USA
| | - Teresa Vargas
- Department of Psychology, Harvard University, Cambridge, MA, USA
| | | | - Monica E Calkins
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Amy E Pinkham
- Department of Psychology, University of Texas at Dallas, Richardson, TX, USA
| | - Vijay A Mittal
- Department of Psychology, Northwestern University, Evanston, IL, USA
| |
Collapse
|
4
|
Schmitter CV, Straube B. Facilitation of sensorimotor temporal recalibration mechanisms by cerebellar tDCS in patients with schizophrenia spectrum disorders and healthy individuals. Sci Rep 2024; 14:2627. [PMID: 38297015 PMCID: PMC10830570 DOI: 10.1038/s41598-024-53148-3] [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: 10/30/2023] [Accepted: 01/29/2024] [Indexed: 02/02/2024] Open
Abstract
Core symptoms in patients with schizophrenia spectrum disorders (SSD), like hallucinations or ego-disturbances, have been associated with a failure of internal forward models to predict the sensory outcomes of self-generated actions. Importantly, forward model predictions must also be able to flexibly recalibrate to changing environmental conditions, for example to account for additional delays between action and outcome. We investigated whether transcranial direct current stimulation (tDCS) can be used to improve these sensorimotor temporal recalibration mechanisms in patients and healthy individuals. While receiving tDCS on the cerebellum, temporo-parietal junction, supplementary motor area, or sham stimulation, patients with SSD and healthy control participants were repeatedly exposed to delays between actively or passively elicited button presses and auditory outcomes. Effects of this procedure on temporal perception were assessed with a delay detection task. Similar recalibration outcomes and faciliatory effects of cerebellar tDCS on recalibration were observed in SSD and healthy individuals. Our findings indicate that sensorimotor recalibration mechanisms may be preserved in SSD and highlight the importance of the cerebellum in both patients and healthy individuals for this process. They further suggest that cerebellar tDCS could be a promising tool for addressing deficits in action-outcome monitoring and related adaptive sensorimotor processes in SSD.
Collapse
Affiliation(s)
- Christina V Schmitter
- Department of Psychiatry and Psychotherapy, University of Marburg, Rudolf-Bultmann-Strasse 8, 35039, Marburg, Germany.
- Center for Mind, Brain and Behavior (CMBB), University of Marburg and Justus Liebig University Giessen, Hans-Meerwein-Strasse 6, 35032, Marburg, Germany.
| | - Benjamin Straube
- Department of Psychiatry and Psychotherapy, University of Marburg, Rudolf-Bultmann-Strasse 8, 35039, Marburg, Germany
- Center for Mind, Brain and Behavior (CMBB), University of Marburg and Justus Liebig University Giessen, Hans-Meerwein-Strasse 6, 35032, Marburg, Germany
| |
Collapse
|
5
|
Abstract
This Viewpoint describes a new conception of brain regions that may be associated with abnormal psychomotor behaviors in psychotic and mood disorders.
Collapse
Affiliation(s)
- Sebastian Walther
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, Tennessee
- Translational Research Center, University Hospital of Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
| | - Stephan Heckers
- Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, Tennessee
| |
Collapse
|
6
|
Frosch IR, Damme KSF, Bernard JA, Mittal VA. Cerebellar correlates of social dysfunction among individuals at clinical high risk for psychosis. Front Psychiatry 2022; 13:1027470. [PMID: 36532176 PMCID: PMC9752902 DOI: 10.3389/fpsyt.2022.1027470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 11/01/2022] [Indexed: 12/03/2022] Open
Abstract
Introduction Social deficits are a significant feature among both individuals with psychosis and those at clinical high-risk (CHR) for developing psychosis. Critically, the psychosis risk syndrome emerges in adolescence and young adulthood, when social skill development is being fine-tuned. Yet, the underlying pathophysiology of social deficits in individuals at CHR for psychosis remains unclear. Literature suggests the cerebellum plays a critical role in social functioning. Cerebellar dysfunction in psychosis and CHR individuals is well-established, yet limited research has examined links between the cerebellum and social functioning deficits in this critical population. Method In the current study, 68 individuals at CHR for developing psychosis and 66 healthy controls (HCs) completed social processing measures (examining social interaction, social cognition, and global social functioning) and resting-state MRI scans. Seed-to-voxel resting-state connectivity analyses were employed to examine the relationship between social deficits and lobular cerebellar network connectivity. Results Analyses indicated that within the CHR group, each social domain variable was linked to reduced connectivity between social cerebellar subregions (e.g., Crus II, lobules VIIIa and VIIIb) and cortical regions (e.g., frontal pole and frontal gyrus), but a control cerebellar subregion (e.g., lobule X) and was unrelated to these social variables. Discussion These results indicate an association between several cerebellar lobules and specific deficits in social processing. The cerebellum, therefore, may be particularly salient to the social domain and future research is need to examine the role of the cerebellum in psychosis.
Collapse
Affiliation(s)
- Isabelle R. Frosch
- Department of Psychology, Northwestern University, Evanston, IL, United States
| | - Katherine S. F. Damme
- Department of Psychology, Northwestern University, Evanston, IL, United States
- Institute for Innovations in Developmental Sciences, Northwestern University, Evanston, IL, United States
| | - Jessica A. Bernard
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX, United States
- Texas A&M Institute for Neuroscience, Texas A&M University, College Station, TX, United States
| | - Vijay A. Mittal
- Department of Psychology, Northwestern University, Evanston, IL, United States
- Institute for Innovations in Developmental Sciences, Northwestern University, Evanston, IL, United States
- Department of Psychiatry, Northwestern University, Chicago, IL, United States
- Department of Medical Social Sciences, Northwestern University, Chicago, IL, United States
- Institute for Policy Research, Northwestern University, Chicago, IL, United States
| |
Collapse
|
7
|
Schmitter CV, Straube B. The impact of cerebellar transcranial direct current stimulation (tDCS) on sensorimotor and inter-sensory temporal recalibration. Front Hum Neurosci 2022; 16:998843. [PMID: 36111210 PMCID: PMC9468227 DOI: 10.3389/fnhum.2022.998843] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 08/12/2022] [Indexed: 12/02/2022] Open
Abstract
The characteristic temporal relationship between actions and their sensory outcomes allows us to distinguish self- from externally generated sensory events. However, the complex sensory environment can cause transient delays between action and outcome calling for flexible recalibration of predicted sensorimotor timing. Since the neural underpinnings of this process are largely unknown this study investigated the involvement of the cerebellum by means of cerebellar transcranial direct current stimulation (ctDCS). While receiving anodal, cathodal, dual-hemisphere or sham ctDCS, in an adaptation phase, participants were exposed to constant delays of 150 ms between actively or passively generated button presses and visual sensory outcomes. Recalibration in the same (visual outcome) and in another sensory modality (auditory outcome) was assessed in a subsequent test phase during which variable delays between button press and visual or auditory outcome had to be detected. Results indicated that temporal recalibration occurred in audition after anodal ctDCS while it was absent in vision. As the adaptation modality was visual, effects in audition suggest that recalibration occurred on a supra-modal level. In active conditions, anodal ctDCS improved sensorimotor recalibration at the delay level closest to the adaptation delay, suggesting a precise cerebellar-dependent temporal recalibration mechanism. In passive conditions, the facilitation of inter-sensory recalibration by anodal ctDCS was overall stronger and tuned to larger delays. These findings point to a role of the cerebellum in supra-modal temporal recalibration across sensorimotor and perceptual domains, but the differential manifestation of the effect across delay levels in active and passive conditions points to differences in the underlying mechanisms depending on the availability of action-based predictions. Furthermore, these results suggest that anodal ctDCS can be a promising tool for facilitating effects of temporal recalibration in sensorimotor and inter-sensory contexts.
Collapse
Affiliation(s)
- Christina V. Schmitter
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
- Center for Mind, Brain and Behavior, University of Marburg and Justus Liebig University Giessen, Marburg, Germany
- *Correspondence: Christina V. Schmitter,
| | - Benjamin Straube
- Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
- Center for Mind, Brain and Behavior, University of Marburg and Justus Liebig University Giessen, Marburg, Germany
| |
Collapse
|
8
|
Lien YR, Lin YC, Lin SHN, Lin CP, Chang LH. Frequency-Dependent Effects of Cerebellar Repetitive Transcranial Magnetic Stimulation on Visuomotor Accuracy. Front Neurosci 2022; 16:804027. [PMID: 35368261 PMCID: PMC8971901 DOI: 10.3389/fnins.2022.804027] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Accepted: 02/14/2022] [Indexed: 12/11/2022] Open
Abstract
The cerebellum plays a critical role in acquiring visuomotor skills. Visuomotor task mastery requires improving both visuomotor accuracy and stability; however, the cerebellum’s contribution to these processes remains unclear. We hypothesized that repetitive transcranial magnetic stimulation (rTMS) of the cerebellum exerts frequency-dependent modulatory effects on both accuracy and stability in subjects performing a visuomotor coordination task (i.e., pursuit rotor task). We recruited 43 healthy volunteers and randomly assigned them to the high-frequency (HF), low-frequency (LF), and sham rTMS groups. We calculated changes in performance of the pursuit rotor task at the highest rotation speed and the minimum distance from target as indices of accuracy. We also calculated the intertrial variability (standard deviations) of time on target and distance from target as indices of stability. Visuomotor accuracy was significantly enhanced in the HF group and disrupted in the LF group compared to the sham group, indicating frequency-dependent effects of rTMS. In contrast, both HF and LF rTMS demonstrated no significant change in visuomotor stability. Surprisingly, our findings demonstrated that the accuracy and stability of visuomotor performance may be differentially influenced by cerebellar rTMS. This suggests that visuomotor accuracy and stability have different underlying neural mechanisms and revealed the possibility of training strategies based on cerebellar neuromodulation.
Collapse
Affiliation(s)
- Yun R. Lien
- Institute of Neuroscience, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Yi-Cheng Lin
- Institute of Neuroscience, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Taipei Municipal Gan-Dau Hospital, Taipei, Taiwan
| | - Shang-Hua N. Lin
- Institute of Neuroscience, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Ching-Po Lin
- Institute of Neuroscience, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Li-Hung Chang
- Institute of Neuroscience, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Education Center for Humanities and Social Sciences, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Institute of Philosophy of Mind and Cognition, National Yang Ming Chiao Tung University, Taipei, Taiwan
- *Correspondence: Li-Hung Chang,
| |
Collapse
|
9
|
Walther S, Mittal VA. Motor Behavior is Relevant for Understanding Mechanism, Bolstering Prediction, And Improving Treatment: A Transdiagnostic Perspective. Schizophr Bull 2022; 48:741-748. [PMID: 35137227 PMCID: PMC9212099 DOI: 10.1093/schbul/sbac003] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Sebastian Walther
- To whom the correspondence should be addressed; Murtenstrasse 21, 3008 Bern, Switzerland; tel: +41 31 632 8979, fax: +41 31 632 8950, e-mail:
| | - Vijay A Mittal
- Departments of Psychology, Psychiatry, and Medical Social Sciences, Institute for Policy Research and Institute for Innovations in Developmental Sciences, Northwestern University, Evanston and Chicago, IL,USA
| |
Collapse
|
10
|
Walther S, Vladimirova I, Alexaki D, Schäppi L, Damme KSF, Mittal VA, Shankman SA, Stegmayer K. Low physical activity is associated with two hypokinetic motor abnormalities in psychosis. J Psychiatr Res 2022; 146:258-263. [PMID: 34785041 PMCID: PMC8792361 DOI: 10.1016/j.jpsychires.2021.11.014] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Revised: 10/20/2021] [Accepted: 11/05/2021] [Indexed: 02/03/2023]
Abstract
Individuals with schizophrenia engage in more sedentary behavior than healthy controls, which is thought to contribute to multiple health adversities. Age, medication side effects and environment are critical determinants of physical activity in psychosis. While motor abnormalities are frequently observed in psychosis, their association with low physical activity has received little interest. Here, we aimed to explore the association of actigraphy as an objective measure of physical activity with clinician assessed hypokinetic movement disorders such as parkinsonism and catatonia. Furthermore, we studied whether patients with current catatonia would differ on motor rating scales and actigraphy from patients without catatonia. In 52 patients with schizophrenia spectrum disorders, we cross-sectionally assessed physical activity using wrist actigraphy and ratings of catatonia, parkinsonism, and negative syndrome. The sample was enriched with subjects with severe psychomotor slowing. Lower activity levels correlated with increased age and severity of catatonia and parkinsonism. The 22 patients with catatonia had lower activity as well as higher scores on parkinsonism, involuntary movements, and negative symptoms compared to the 30 patients without catatonia. Collectively, these results suggest that various hypokinetic motor abnormalities are linked to lower physical activity. Therefore, future research should determine the direction of the associations between hypokinetic motor abnormalities and physical activity using longitudinal assessments and interventional trials.
Collapse
Affiliation(s)
- Sebastian Walther
- Translational Research Center, University Hospital of Psychiatry and Psychotherapy, University of Bern, Switzerland.
| | - Irena Vladimirova
- Translational Research Center, University Hospital of Psychiatry and Psychotherapy, University of Bern, Switzerland
| | - Danai Alexaki
- Translational Research Center, University Hospital of Psychiatry and Psychotherapy, University of Bern, Switzerland
| | - Lea Schäppi
- Translational Research Center, University Hospital of Psychiatry and Psychotherapy, University of Bern, Switzerland
| | | | - Vijay A Mittal
- Department of Psychology, Northwestern University, Evanston, IL, USA; Department of Psychiatry and Behavioral Sciences, Northwestern University, Chicago, IL, USA
| | - Stewart A Shankman
- Department of Psychology, Northwestern University, Evanston, IL, USA; Department of Psychiatry and Behavioral Sciences, Northwestern University, Chicago, IL, USA
| | - Katharina Stegmayer
- Translational Research Center, University Hospital of Psychiatry and Psychotherapy, University of Bern, Switzerland
| |
Collapse
|
11
|
Osborne KJ, Mittal VA. Postural sway and neurocognition in individuals meeting criteria for a clinical high-risk syndrome. Eur Arch Psychiatry Clin Neurosci 2022; 272:155-160. [PMID: 33606092 PMCID: PMC8373991 DOI: 10.1007/s00406-021-01234-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Accepted: 01/23/2021] [Indexed: 02/03/2023]
Abstract
Neurocognitive deficits are implicated in individuals that meet criteria for a clinical high-risk (CHR) syndrome. Evidence in patients with schizophrenia suggests that cerebellar dysfunction may underlie neurocognitive deficits. However, little research has examined if similar associations are present in those meeting CHR criteria. This study examined associations between the MATRICS cognitive battery, postural sway (an index of cerebellar functioning), and SIPS-RC psychosis risk scores in a CHR sample (N = 66). Poorer working memory and processing speed were associated with less postural control. Consistent with the cognitive dysmetria theory of schizophrenia, neurocognitive deficits are associated with cerebellar dysfunction in this critical population.
Collapse
Affiliation(s)
- K. Juston Osborne
- Northwestern University, Department of Psychology, Evanston, IL, USA
| | - Vijay A. Mittal
- Northwestern University, Department of Psychology, Department of Psychiatry, Institute for Policy Research, Department of Medical Social Sciences, Institute for Innovations in Developmental Sciences (DevSci), Evanston, Chicago, IL, USA
| |
Collapse
|
12
|
Haroche A, Giraud N, Vinckier F, Amad A, Rogers J, Moyal M, Canivet L, Berkovitch L, Gaillard R, Attali D, Plaze M. Efficacy of Transcranial Direct-Current Stimulation in Catatonia: A Review and Case Series. Front Psychiatry 2022; 13:876834. [PMID: 35573356 PMCID: PMC9093033 DOI: 10.3389/fpsyt.2022.876834] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Accepted: 04/04/2022] [Indexed: 11/13/2022] Open
Abstract
Catatonia is a severe neuropsychiatric syndrome, usually treated by benzodiazepines and electroconvulsive therapy. However, therapeutic alternatives are limited, which is particularly critical in situations of treatment resistance or when electroconvulsive therapy is not available. Transcranial direct-current stimulation (tDCS) is a promising non-invasive neuromodulatory technique that has shown efficacy in other psychiatric conditions. We present the largest case series of tDCS use in catatonia, consisting of eight patients in whom tDCS targeting the left dorsolateral prefrontal cortex and temporoparietal junction was employed. We used a General Linear Mixed Model to isolate the effect of tDCS from other confounding factors such as time (spontaneous evolution) or co-prescriptions. The results indicate that tDCS, in addition to symptomatic pharmacotherapies such as lorazepam, seems to effectively reduce catatonic symptoms. These results corroborate a synthesis of five previous case reports of catatonia treated by tDCS in the literature. However, the specific efficacy of tDCS in catatonia remains to be demonstrated in a randomized controlled trial. The development of therapeutic alternatives in catatonia is of paramount importance.
Collapse
Affiliation(s)
- Alexandre Haroche
- GHU PARIS Psychiatrie and Neurosciences, site Sainte-Anne, Service Hospitalo-Universitaire, Pôle Hospitalo-Universitaire Paris 15, Paris, France.,Université de Paris, Paris, France
| | - Nolwenn Giraud
- GHU PARIS Psychiatrie and Neurosciences, site Sainte-Anne, Service Hospitalo-Universitaire, Pôle Hospitalo-Universitaire Paris 15, Paris, France.,Université de Paris, Paris, France
| | - Fabien Vinckier
- GHU PARIS Psychiatrie and Neurosciences, site Sainte-Anne, Service Hospitalo-Universitaire, Pôle Hospitalo-Universitaire Paris 15, Paris, France.,Université de Paris, Paris, France
| | - Ali Amad
- Department of Neuroimaging, King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, United Kingdom.,Univ. Lille, Inserm, CHU Lille, U1172 - LilNCog - Lille Neuroscience and Cognition, Lille, France
| | - Jonathan Rogers
- Division of Psychiatry, University College London, London, United Kingdom.,South London and Maudsley National Health Service (NHS) Foundation Trust, London, United Kingdom
| | - Mylène Moyal
- GHU PARIS Psychiatrie and Neurosciences, site Sainte-Anne, Service Hospitalo-Universitaire, Pôle Hospitalo-Universitaire Paris 15, Paris, France.,Université de Paris, Paris, France
| | - Laetitia Canivet
- GHU PARIS Psychiatrie and Neurosciences, site Sainte-Anne, Service Hospitalo-Universitaire, Pôle Hospitalo-Universitaire Paris 15, Paris, France
| | - Lucie Berkovitch
- GHU PARIS Psychiatrie and Neurosciences, site Sainte-Anne, Service Hospitalo-Universitaire, Pôle Hospitalo-Universitaire Paris 15, Paris, France.,Université de Paris, Paris, France
| | - Raphaël Gaillard
- GHU PARIS Psychiatrie and Neurosciences, site Sainte-Anne, Service Hospitalo-Universitaire, Pôle Hospitalo-Universitaire Paris 15, Paris, France.,Université de Paris, Paris, France
| | - David Attali
- GHU PARIS Psychiatrie and Neurosciences, site Sainte-Anne, Service Hospitalo-Universitaire, Pôle Hospitalo-Universitaire Paris 15, Paris, France.,Université de Paris, Paris, France.,Physics for Medicine Paris, Inserm U1273, CNRS UMR 8063, ESPCI Paris, PSL University, Paris, France
| | - Marion Plaze
- GHU PARIS Psychiatrie and Neurosciences, site Sainte-Anne, Service Hospitalo-Universitaire, Pôle Hospitalo-Universitaire Paris 15, Paris, France.,Université de Paris, Paris, France
| |
Collapse
|
13
|
Hua JPY, Abram SV, Ford JM. Cerebellar stimulation in schizophrenia: A systematic review of the evidence and an overview of the methods. Front Psychiatry 2022; 13:1069488. [PMID: 36620688 PMCID: PMC9815121 DOI: 10.3389/fpsyt.2022.1069488] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 12/07/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Cerebellar structural and functional abnormalities underlie widespread deficits in clinical, cognitive, and motor functioning that are observed in schizophrenia. Consequently, the cerebellum is a promising target for novel schizophrenia treatments. Here we conducted an updated systematic review examining the literature on cerebellar stimulation efficacy and tolerability for mitigating symptoms of schizophrenia. We discuss the purported mechanisms of cerebellar stimulation, current methods for implementing stimulation, and future directions of cerebellar stimulation for intervention development with this population. METHODS Two independent authors identified 20 published studies (7 randomized controlled trials, 7 open-label studies, 1 pilot study, 4 case reports, 1 preclinical study) that describe the effects of cerebellar circuitry modulation in patients with schizophrenia or animal models of psychosis. Published studies up to October 11, 2022 were identified from a search within PubMed, Scopus, and PsycInfo. RESULTS Most studies stimulating the cerebellum used transcranial magnetic stimulation or transcranial direct-current stimulation, specifically targeting the cerebellar vermis/midline. Accounting for levels of methodological rigor across studies, these studies detected post-cerebellar modulation in schizophrenia as indicated by the alleviation of certain clinical symptoms (mainly negative and depressive symptoms), as well as increased frontal-cerebellar connectivity and augmentation of canonical neuro-oscillations known to be abnormal in schizophrenia. In contrast to a prior review, we did not find consistent evidence for cognitive improvements following cerebellar modulation stimulation. Modern cerebellar stimulation methods appear tolerable for individuals with schizophrenia, with only mild and temporary side effects. CONCLUSION Cerebellar stimulation is a promising intervention for individuals with schizophrenia that may be more relevant to some symptom domains than others. Initial results highlight the need for continued research using more methodologically rigorous designs, such as additional longitudinal and randomized controlled trials. SYSTEMATIC REVIEW REGISTRATION [https://www.crd.york.ac.uk/prospero/], identifier [CRD42022346667].
Collapse
Affiliation(s)
- Jessica P Y Hua
- Sierra Pacific Mental Illness Research Education and Clinical Centers, San Francisco Veterans Affairs Medical Center, University of California, San Francisco, San Francisco, CA, United States.,San Francisco Veterans Affairs Medical Center, San Francisco, CA, United States.,Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Samantha V Abram
- San Francisco Veterans Affairs Medical Center, San Francisco, CA, United States.,Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Judith M Ford
- San Francisco Veterans Affairs Medical Center, San Francisco, CA, United States.,Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| |
Collapse
|
14
|
Cerebellar Transcranial Direct Current Stimulation in Children with Autism Spectrum Disorder: A Pilot Study on Efficacy, Feasibility, Safety, and Unexpected Outcomes in Tic Disorder and Epilepsy. J Clin Med 2021; 11:jcm11010143. [PMID: 35011884 PMCID: PMC8745597 DOI: 10.3390/jcm11010143] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2021] [Revised: 12/21/2021] [Accepted: 12/25/2021] [Indexed: 12/15/2022] Open
Abstract
Patients with autism spectrum disorder (ASD) display distinctive neurophysiological characteristics associated with significant cognitive, emotional, and behavioral symptoms. Transcranial direct current stimulation (tDCS) applied to the frontal or temporoparietal lobes has demonstrated potential to reduce the severity of ASD-related symptoms. Recently, the cerebellum has been identified as a brain area involved in ASD pathophysiology. In this open-label pilot study, seven ASD patients aged between 9 and 13 years underwent 20 daily sessions of 20 min cathodal stimulation of the right cerebellar lobe. At the end of the treatment, the Aberrant Behavior Checklist (ABC) scores showed a 25% mean reduction in global severity of symptoms, with a more pronounced reduction in the “social withdrawal and lethargy” (−35%), “hyperactivity and noncompliance” (−26%), and “irritability, agitation, and crying” (−25%) subscales. Minor and no improvement were observed in the “stereotypic behavior” (−18%) and “inappropriate speech” (−0%) subscales, respectively. Improvements were not detected in the two patients who were taking psychotropic drugs during the study. Clinical response showed a symptom-specific time course. Quality of sleep and mood improved earlier than hyperactivity and social withdrawal. The treatment was generally accepted by patients and well tolerated. No serious adverse events were reported. Stimulation also appeared to markedly reduce the severity of tics in a patient with comorbid tic disorder and led to the disappearance of a frontal epileptogenic focus in another patient with a history of seizures. In conclusion, cerebellar tDCS is safe, feasible, and potentially effective in the treatment of ASD symptoms among children. Strategies to improve recruitment and retention are discussed.
Collapse
|
15
|
Damme KSF, Schiffman J, Ellman LM, Mittal VA. Sensorimotor and Activity Psychosis-Risk (SMAP-R) Scale: An Exploration of Scale Structure With Replication and Validation. Schizophr Bull 2021; 47:332-343. [PMID: 33047134 PMCID: PMC7965079 DOI: 10.1093/schbul/sbaa138] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
BACKGROUND Sensorimotor abnormalities precede and predict the onset of psychosis. Despite the practical utility of sensorimotor abnormalities for early identification, prediction, and individualized medicine applications, there is currently no dedicated self-report instrument designed to capture these important behaviors. The current study assessed and validated a questionnaire designed for use in individuals at clinical high-risk for psychosis (CHR). METHODS The current study included both exploratory (n = 3009) and validation (n = 439) analytic datasets-that included individuals identified as meeting criteria for a CHR syndrome (n = 84)-who completed the novel Sensorimotor Abnormalities and Psychosis-Risk (SMAP-R) Scale, clinical interviews and a finger-tapping task. The structure of the scale and reliability of items were consistent across 2 analytic datasets. The resulting scales were assessed for discriminant validity across CHR, community sample non-psychiatric volunteer, and clinical groups. RESULTS The scale showed a consistent structure across 2 analytic datasets subscale structure. The resultant subscale structure was consistent with conceptual models of sensorimotor pathology in psychosis (coordination and dyskinesia) in both the exploratory and the validation analytic dataset. Further, these subscales showed discriminant, predictive, and convergent validity. The sensorimotor abnormality scales discriminated CHR from community sample non-psychiatric controls and clinical samples. Finally, these subscales predicted to risk calculator scores and showed convergent validity with sensorimotor performance on a finger-tapping task. CONCLUSION The SMAP-R scale demonstrated good internal, discriminant, predictive, and convergent validity, and subscales mapped on to conceptually relevant sensorimotor circuits. Features of the scale may facilitate widespread incorporation of sensorimotor screening into psychosis-risk research and practice.
Collapse
Affiliation(s)
- Katherine S F Damme
- Department of Psychology, Northwestern University, Evanston, IL
- Institute for Innovations in Developmental Sciences (DevSci), Northwestern University, Evanston and Chicago, IL
| | | | - Lauren M Ellman
- Department of Psychology, Temple University, Philadelphia, PA
| | - Vijay A Mittal
- Department of Psychology, Northwestern University, Evanston, IL
- Institute for Innovations in Developmental Sciences (DevSci), Northwestern University, Evanston and Chicago, IL
- Department of Psychiatry, Northwestern University, Chicago, IL
- Medical Social Sciences, Northwestern University, Chicago, IL
- Institute for Policy Research (IPR), Northwestern University, Chicago, IL
| |
Collapse
|
16
|
Walther S, van Harten PN, Waddington JL, Cuesta MJ, Peralta V, Dupin L, Foucher JR, Sambataro F, Morrens M, Kubera KM, Pieters LE, Stegmayer K, Strik W, Wolf RC, Hirjak D. Movement disorder and sensorimotor abnormalities in schizophrenia and other psychoses - European consensus on assessment and perspectives. Eur Neuropsychopharmacol 2020; 38:25-39. [PMID: 32713718 DOI: 10.1016/j.euroneuro.2020.07.003] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Revised: 06/06/2020] [Accepted: 07/06/2020] [Indexed: 02/06/2023]
Abstract
Over the last three decades, movement disorder as well as sensorimotor and psychomotor functioning in schizophrenia (SZ) and other psychoses has gained greater scientific and clinical relevance as an intrinsic component of the disease process of psychotic illness; this extends to early psychosis prediction, early detection of motor side effects of antipsychotic medication, clinical outcome monitoring, treatment of psychomotor syndromes (e.g. catatonia), and identification of new targets for non-invasive brain stimulation. In 2017, a systematic cooperation between working groups interested in movement disorder and sensorimotor/psychomotor functioning in psychoses was initiated across European universities. As a first step, the members of this group would like to introduce and define the theoretical aspects of the sensorimotor domain in SZ and other psychoses. This consensus paper is based on a synthesis of scientific evidence, good clinical practice and expert opinions that were discussed during recent conferences hosted by national and international psychiatric associations. While reviewing and discussing the recent theoretical and experimental work on neural mechanisms and clinical implications of sensorimotor behavior, we here seek to define the key principles and elements of research on movement disorder and sensorimotor/psychomotor functioning in psychotic illness. Finally, the members of this European group anticipate that this consensus paper will stimulate further multimodal and prospective studies on hypo- and hyperkinetic movement disorders and sensorimotor/psychomotor functioning in SZ and other psychotic disorders.
Collapse
Affiliation(s)
- Sebastian Walther
- Translational Research Center, University Hospital of Psychiatry, University of Bern, Switzerland
| | - Peter N van Harten
- Psychiatric Center GGz Centraal, Amersfoort, The Netherlands; Department of Psychiatry, School for Mental Health and Neuroscience, Maastricht University Medical Center, Maastricht, the Netherlands
| | - John L Waddington
- School of Pharmacy and Biomolecular Sciences, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Manuel J Cuesta
- Department of Psychiatry, Complejo Hospitalario de Navarra, Spain. Instituto de Investigación Sanitaria de Navarra (IdisNa), Spain
| | - Victor Peralta
- Mental Health Department, Servicio Navarro de Salud, Pamplona, Spain, Navarra Institute for Health Research, IdiSNA, Pamplona, Spain
| | - Lucile Dupin
- Institut de Psychiatrie et Neurosciences de Paris, INSERM U1266, Université de Paris, Paris, France
| | - Jack R Foucher
- ICube - CNRS UMR 7357, Neurophysiology, FMTS, University of Strasbourg, Strasbourg, France; CEMNIS - Noninvasive Neuromodulation Center, University Hospital Strasbourg, Strasbourg, France
| | - Fabio Sambataro
- Department of Neuroscience (DNS), University of Padova, Padova, Italy; Padova Neuroscience Center, University of Padova, Padua, Italy
| | - Manuel Morrens
- Department of Psychiatry, University Psychiatric Center Duffel, Duffel, Belgium; Department of Psychiatry, Collaborative Antwerp Psychiatric Research Institute (CAPRI), Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium
| | - Katharina M Kubera
- Center for Psychosocial Medicine, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany
| | - Lydia E Pieters
- Psychiatric Center GGz Centraal, Amersfoort, The Netherlands; Department of Psychiatry, School for Mental Health and Neuroscience, Maastricht University Medical Center, Maastricht, the Netherlands
| | - Katharina Stegmayer
- Translational Research Center, University Hospital of Psychiatry, University of Bern, Switzerland
| | - Werner Strik
- Translational Research Center, University Hospital of Psychiatry, University of Bern, Switzerland
| | - R Christian Wolf
- Center for Psychosocial Medicine, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany
| | - Dusan Hirjak
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
| |
Collapse
|
17
|
Dean DJ, Bernard JA, Damme KSF, O’Reilly R, Orr JM, Mittal VA. Longitudinal Assessment and Functional Neuroimaging of Movement Variability Reveal Novel Insights Into Motor Dysfunction in Clinical High Risk for Psychosis. Schizophr Bull 2020; 46:1567-1576. [PMID: 32662507 PMCID: PMC7707079 DOI: 10.1093/schbul/sbaa072] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Motor dysfunction in youth at clinical high risk (CHR) for psychosis is thought to reflect abnormal neurodevelopment within cortical-subcortical motor circuits and may be important for understanding clinical trajectories of CHR individuals. However, to date, our perspective of brain-behavior relationships has been informed solely by cross-sectional correlational studies linking behavior in the lab to brain structure or respective resting-state network connectivity. Here, we assess movement dysfunction from 2 perspectives: study 1 investigates the longitudinal progression of handwriting variability and positive symptoms in a sample of 91 CHR and healthy controls during a 12-month follow-up and study 2 involves a multiband functional magnetic resonance imaging task exploring the relationship between power grip force stability and motor network brain activation in a subset of participants. In study 1, we found that greater handwriting variability was a stable feature of CHR participants who experienced worse symptom progression. Study 2 results showed that CHR individuals had greater variability in their grip force and greater variability was related to decreased activation in the associative cortico-striatal network compared to controls. Motor variability may be a stable marker of vulnerability for psychosis risk and possible indicator of a vulnerable cortico-striatal brain network functioning in CHR participants, although the effects of antipsychotic medication should be considered.
Collapse
Affiliation(s)
- Derek J Dean
- Department of Psychology, Vanderbilt University, Nashville, TN
- To whom correspondence should be addressed; Department of Psychology, Vanderbilt University, 2301 Vanderbilt Place, Nashville, TN 37240; tel: 615-322-8768, fax: 615-343-8449, e-mail:
| | - Jessica A Bernard
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX
- Institute for Neuroscience, Texas A&M University, College Station, TX
| | | | - Randall O’Reilly
- Departments of Psychology, Computer Science, and Center for Neuroscience, University of California Davis, Davis, CA
| | - Joseph M Orr
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX
- Institute for Neuroscience, Texas A&M University, College Station, TX
| | - Vijay A Mittal
- Department of Psychology, Northwestern University, Evanston, IL
- Department of Psychiatry, Northwestern University, Chicago IL
- Institute for Policy Research, Northwestern University, Evanston, IL
- Department of Medical Social Sciences, Northwestern University, Chicago, IL
- Institute for Innovations in Developmental Sciences, Northwestern University, Evanston/Chicago, IL
| |
Collapse
|
18
|
Lefebvre S, Pavlidou A, Walther S. What is the potential of neurostimulation in the treatment of motor symptoms in schizophrenia? Expert Rev Neurother 2020; 20:697-706. [DOI: 10.1080/14737175.2020.1775586] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Stephanie Lefebvre
- Translational Research Centre, University Hospital of Psychiatry, University of Bern, Bern, Switzerland
| | - Anastasia Pavlidou
- Translational Research Centre, University Hospital of Psychiatry, University of Bern, Bern, Switzerland
| | - Sebastian Walther
- Translational Research Centre, University Hospital of Psychiatry, University of Bern, Bern, Switzerland
| |
Collapse
|
19
|
Adolescent trajectories of fine motor and coordination skills and risk for schizophrenia. Schizophr Res 2020; 215:263-269. [PMID: 31672386 DOI: 10.1016/j.schres.2019.10.018] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Revised: 08/09/2019] [Accepted: 10/03/2019] [Indexed: 12/31/2022]
Abstract
Premorbid motor dysfunction is one of the earliest of developmental antecedents identified among individuals who develop schizophrenia in adulthood. However, among individuals with schizophrenia, premorbid motor dysfunction is not apparent at all stages of childhood development and may reduce with increasing age. Currently, little is known about the trajectories of motor development during adolescence among youth at-risk for the disorder. One hundred and one participants were assessed repeatedly, at approximately 24-month intervals (time 1, aged 9-12 years; time 2, 11-14 years; and time 3, 13-16 years), on the Purdue Pegboard assessment, comprising four subtests: Dominant Hand (DH), Non-Dominant Hand (NDH), Both Hands (BH), and Assembly. Fine motor and coordination skills development between ages 9-16 years was compared between youth characterised by a triad of developmental antecedents of schizophrenia (ASz, N = 32); youth with at least one affected relative with schizophrenia/schizoaffective disorder (FHx; N = 26); and typically developing youth without antecedents or family history (TD, N = 43). Longitudinal mixed models for repeated measures indicated significant motor skills improvements with age in TD youth on the Assembly subtest only. Relative to TD youth, we found evidence for developmental deficits (i.e., dysfunction that emerged early and remained stable) among ASz youth on DH and BH subtests, and among FHx youth on the Assembly subtest. ASz youth were characterised by a developmental delay on the Assembly subtest (i.e., initial performance decrement in middle childhood that caught up with peers' performance during adolescence). These divergences from normative motor development may reflect differences in structural and functional neural correlates.
Collapse
|
20
|
Ristanovic I, Juston Osborne K, Vargas T, Gupta T, Mittal VA. Postural Control and Verbal and Visual Working Memory Correlates in Nonclinical Psychosis. Neuropsychobiology 2020; 79:293-300. [PMID: 30909277 PMCID: PMC6761054 DOI: 10.1159/000498921] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/02/2019] [Accepted: 02/13/2019] [Indexed: 11/19/2022]
Abstract
INTRODUCTION Motor and cognitive abnormalities are well documented in psychosis spectrum disorders. Evidence suggests these deficits could be pronounced because of disruptions in the cerebellar-thalamic-cortical-cerebellar (CTCC) circuit, a network thought to be heavily implicated in motor and higher cognitive functioning. Although significant research has been done on this topic in individuals with schizophrenia and those at a clinical high risk for psychosis, much less is known about deficits at the lower end of the spectrum. METHODS In this study, we extended the understanding of motor abnormalities across the psychosis continuum by examining postural sway deficits in the nonclinical psychosis (NCP) population. Furthermore, we linked these deficits to verbal and visual working memory. High-NCP (n = 37) and low-NCP control (n = 31) participants completed an instrumental balance task, highly sensitive to subtle variations in postural sway, along with a brief working memory battery. RESULTS We found that high-NCP participants presented with increased postural sway area (i.e., worse postural control) relative to low-NCP controls on a difficult condition (with limited proprioceptive cues), but not on an easier condition. Furthermore, results indicated that the sway area was correlated with poorer performance on working memory tasks in the high-NCP group. CONCLUSION These findings suggest that CTCC circuit abnormalities are present across the lower end of the psychosis spectrum and that they may be contributing to a range of motor and cognitive behaviors seen in the population. However, evidence suggests that the signs are subtle, and that sensitive assessment devices and challenging conditions may be necessary for detection.
Collapse
Affiliation(s)
- Ivanka Ristanovic
- Department of Psychology, Northwestern University, Evanston, Illinois, USA,
| | - K. Juston Osborne
- Northwestern University, Department of Psychology, Evanston, IL, 60208
| | - Teresa Vargas
- Northwestern University, Department of Psychology, Evanston, IL, 60208
| | - Tina Gupta
- Northwestern University, Department of Psychology, Evanston, IL, 60208
| | - Vijay A. Mittal
- Northwestern University, Department of Psychology, Evanston, IL, 60208,Northwestern University, Department of Psychiatry, Chicago, IL, 60611,Norhtwestern University, Institute for Policy Research, Evanston, IL, 60208
| |
Collapse
|
21
|
Laidi C, Levenes C, Suarez-Perez A, Février C, Durand F, Bouaziz N, Januel D. Cognitive Impact of Cerebellar Non-invasive Stimulation in a Patient With Schizophrenia. Front Psychiatry 2020; 11:174. [PMID: 32256404 PMCID: PMC7090138 DOI: 10.3389/fpsyt.2020.00174] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2019] [Accepted: 02/24/2020] [Indexed: 12/25/2022] Open
Abstract
Cerebellum plays a role in the regulation of cognitive processes. Cerebellar alterations could explain cognitive impairments in schizophrenia. We describe the case of a 50 years old patient with schizophrenia whom underwent cerebellar transcranial direct current stimulation (tDCS). In order to study the effect of cerebellar stimulation on cognitive functions, the patient underwent a neuropsychological assessment and an eyeblink conditioning (EBC) protocol. Although the effect of brain stimulation cannot be only assessed in a single-case study, our results suggest that cerebellar stimulation may have an effect on a broad range of cognitive functions typically impaired in patients with schizophrenia, including verbal episodic, short term, and working memory. In addition to neuropsychological tests, we evaluated the cerebellar function by performing EBC before and after tDCS. Our data suggest that tDCS can improve EBC. Further clinical trials are required for better understanding of how cerebellar stimulation can modulate cognitive processes in patients with schizophrenia and healthy controls.
Collapse
Affiliation(s)
- Charles Laidi
- Pôle de Psychiatrie, Assistance Publique-Hôpitaux de Paris (AP-HP), Faculté de Médecine de Créteil, DMU IMPACT, Hôpitaux Universitaires Mondor, Créteil, France.,Institut National de la Santé et de la Recherche Médicale (INSERM), U955, Institut Mondor de Recherche Biomédicale, Psychiatrie Translationnelle, Créteil, France.,UNIACT, Psychiatry Team, Neurospin Neuroimaging Platform, CEA Saclay, Gif-sur-Yvette, France.,Fondation Fondamental, Créteil, France
| | - Carole Levenes
- Integrative Neuroscience and Cognition Center (INCC UMR8002), Centre National de la Recherche Scientifique (CNRS), Institute for Neuroscience and Cognition, University of Paris, Paris, France
| | - Alex Suarez-Perez
- Integrative Neuroscience and Cognition Center (INCC UMR8002), Centre National de la Recherche Scientifique (CNRS), Institute for Neuroscience and Cognition, University of Paris, Paris, France
| | - Caroline Février
- Pôle de Psychiatrie, Assistance Publique-Hôpitaux de Paris (AP-HP), Faculté de Médecine de Créteil, DMU IMPACT, Hôpitaux Universitaires Mondor, Créteil, France
| | - Florence Durand
- Hôpital de Ville Evrard, Unité de Recherche Clinique, Neuilly-sur-Marne, France
| | - Noomane Bouaziz
- Hôpital de Ville Evrard, Unité de Recherche Clinique, Neuilly-sur-Marne, France
| | - Dominique Januel
- Hôpital de Ville Evrard, Unité de Recherche Clinique, Neuilly-sur-Marne, France
| |
Collapse
|
22
|
Sathyanesan A, Zhou J, Scafidi J, Heck DH, Sillitoe RV, Gallo V. Emerging connections between cerebellar development, behaviour and complex brain disorders. Nat Rev Neurosci 2019; 20:298-313. [PMID: 30923348 DOI: 10.1038/s41583-019-0152-2] [Citation(s) in RCA: 157] [Impact Index Per Article: 31.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The human cerebellum has a protracted developmental timeline compared with the neocortex, expanding the window of vulnerability to neurological disorders. As the cerebellum is critical for motor behaviour, it is not surprising that most neurodevelopmental disorders share motor deficits as a common sequela. However, evidence gathered since the late 1980s suggests that the cerebellum is involved in motor and non-motor function, including cognition and emotion. More recently, evidence indicates that major neurodevelopmental disorders such as intellectual disability, autism spectrum disorder, attention-deficit hyperactivity disorder and Down syndrome have potential links to abnormal cerebellar development. Out of recent findings from clinical and preclinical studies, the concept of the 'cerebellar connectome' has emerged that can be used as a framework to link the role of cerebellar development to human behaviour, disease states and the design of better therapeutic strategies.
Collapse
Affiliation(s)
- Aaron Sathyanesan
- Center for Neuroscience Research, Children's Research Institute, Children's National Health System, Washington, DC, USA.
| | - Joy Zhou
- Department of Pathology and Immunology, Baylor College of Medicine, Jan and Dan Duncan Neurological Research Institute of Texas Children's Hospital, Houston, TX, USA.,Department of Neuroscience, Baylor College of Medicine, Houston, TX, USA
| | - Joseph Scafidi
- Center for Neuroscience Research, Children's Research Institute, Children's National Health System, Washington, DC, USA.,George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Detlef H Heck
- Department of Anatomy and Neurobiology, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Roy V Sillitoe
- Department of Pathology and Immunology, Baylor College of Medicine, Jan and Dan Duncan Neurological Research Institute of Texas Children's Hospital, Houston, TX, USA.,Department of Neuroscience, Baylor College of Medicine, Houston, TX, USA.,Program in Developmental Biology, Baylor College of Medicine, Houston, TX, USA
| | - Vittorio Gallo
- Center for Neuroscience Research, Children's Research Institute, Children's National Health System, Washington, DC, USA. .,George Washington University School of Medicine and Health Sciences, Washington, DC, USA.
| |
Collapse
|
23
|
Abstract
The development of effective intervention and prevention strategies among individuals with psychosis risk syndromes may help to reduce symptomatology and conversion to a psychotic disorder. Although strides have been made in this area, more work is needed, particularly given the setbacks that remain (such as heterogeneity among this group). There has been a shift with the introduction of clinical staging models toward expanding current intervention and prevention efforts to a more developmental and transdiagnostic approach. With this, this article seeks to review treatments both recently and currently discussed in the staging literature, introduce advances in psychosis risk syndrome treatments that may be beneficial to consider in clinical staging heuristics, and pinpoint other promising options.
Collapse
Affiliation(s)
- Tina Gupta
- Psychology, Northwestern University, 2029 Sheridan Road, Evanston, IL, 60208, USA
| | - Vijay A Mittal
- Psychology, Northwestern University, 2029 Sheridan Road, Evanston, IL, 60208, USA.,Department of Psychiatry, Northwestern University, 420 E. Superior Street, Chicago, IL, 60611, USA.,Institute for Policy Research, Northwestern University, 2040 Sheridan Road, Evanston, IL, 60208, USA.,Department of Medical Social Sciences, Northwestern University, 420 E. Superior Street, Chicago, IL, 60611, USA.,Institute for Innovations in Developmental Sciences, Northwestern University, 633 N. St. Claire Street, Chicago, IL, 60611, USA
| |
Collapse
|
24
|
Abstract
Structural and functional abnormalities of the cerebellum have been observed in schizophrenia since the first neuroimaging studies. More recently, the functions of the cerebellum have been extended beyond sensorimotor control to include participation in higher-level cognition and affective regulation. Consistently, the "cognitive dysmetria" theory posits that dysfunctions of cortical-subcortical-cerebellar circuitry may be crucial for the pathogenesis of different clinical features of schizophrenia. This conceptual framework offers a set of testable hypotheses, now that various tools to exert direct modulation of cerebellar activity are available. We conducted a systematic review of studies examining the effects of cerebellar modulation in schizophrenia. Two independent authors conducted a search within PubMed for articles published up to April 2019 and identified 10 studies (three randomized controlled trials, two open-label studies, two case reports, one preclinical study) describing the effects of cerebellar circuitry modulation in patients with schizophrenia or animal models. The majority of interventions were uncontrolled and used stimulation of the cerebellar vermis, using transcranial magnetic stimulation or transcranial direct-current stimulation. Most studies detected improvements after cerebellar modulation. Clinical changes mostly pertained the domains of negative symptoms, depressive symptoms and cognitive functions. In conclusion, few studies examined the effects of cerebellar modulation in schizophrenia but yielded promising results. This approach may hold therapeutic potential, pending further methodologically robust replication.
Collapse
|
25
|
Laidi C, Hajek T, Spaniel F, Kolenic M, d'Albis MA, Sarrazin S, Mangin JF, Duchesnay E, Brambilla P, Wessa M, Linke J, Polosan M, Favre P, Versace AL, Phillips ML, Manjon JV, Romero JE, Hozer F, Leboyer M, Coupe P, Houenou J. Cerebellar parcellation in schizophrenia and bipolar disorder. Acta Psychiatr Scand 2019; 140:468-476. [PMID: 31418816 DOI: 10.1111/acps.13087] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/12/2019] [Indexed: 12/11/2022]
Abstract
OBJECTIVE The cerebellum is involved in cognitive processing and emotion control. Cerebellar alterations could explain symptoms of schizophrenia spectrum disorder (SZ) and bipolar disorder (BD). In addition, literature suggests that lithium might influence cerebellar anatomy. Our aim was to study cerebellar anatomy in SZ and BD, and investigate the effect of lithium. METHODS Participants from 7 centers worldwide underwent a 3T MRI. We included 182 patients with SZ, 144 patients with BD, and 322 controls. We automatically segmented the cerebellum using the CERES pipeline. All outputs were visually inspected. RESULTS Patients with SZ showed a smaller global cerebellar gray matter volume compared to controls, with most of the changes located to the cognitive part of the cerebellum (Crus II and lobule VIIb). This decrease was present in the subgroup of patients with recent-onset SZ. We did not find any alterations in the cerebellum in patients with BD. However, patients medicated with lithium had a larger size of the anterior cerebellum, compared to patients not treated with lithium. CONCLUSION Our multicenter study supports a distinct pattern of cerebellar alterations in SZ and BD.
Collapse
Affiliation(s)
- C Laidi
- Institut National de la Santé et de la Recherche Médicale (INSERM), U955 - Translational Psychiatry, Institut Mondor de Recherche Biomédicale, Psychiatrie, Créteil, France.,Pôle de Psychiatrie, Assistance Publique-Hôpitaux de Paris (AP-HP), Faculté de Médecine de Créteil, DHU PePsy, Hôpitaux Universitaires Mondor, Créteil, France.,Fondation Fondamental, Créteil, France.,NeuroSpin, CEA, Paris Saclay University, Gif-sur-Yvette, France
| | - T Hajek
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada.,National Institute of Mental Health, Klecany, Czech Republic
| | - F Spaniel
- National Institute of Mental Health, Klecany, Czech Republic
| | - M Kolenic
- National Institute of Mental Health, Klecany, Czech Republic
| | - M-A d'Albis
- Institut National de la Santé et de la Recherche Médicale (INSERM), U955 - Translational Psychiatry, Institut Mondor de Recherche Biomédicale, Psychiatrie, Créteil, France.,Pôle de Psychiatrie, Assistance Publique-Hôpitaux de Paris (AP-HP), Faculté de Médecine de Créteil, DHU PePsy, Hôpitaux Universitaires Mondor, Créteil, France.,Fondation Fondamental, Créteil, France.,NeuroSpin, CEA, Paris Saclay University, Gif-sur-Yvette, France
| | - S Sarrazin
- Institut National de la Santé et de la Recherche Médicale (INSERM), U955 - Translational Psychiatry, Institut Mondor de Recherche Biomédicale, Psychiatrie, Créteil, France.,NeuroSpin, CEA, Paris Saclay University, Gif-sur-Yvette, France
| | - J-F Mangin
- NeuroSpin, CEA, Paris Saclay University, Gif-sur-Yvette, France
| | - E Duchesnay
- NeuroSpin, CEA, Paris Saclay University, Gif-sur-Yvette, France
| | - P Brambilla
- Department of Neurosciences and Mental Health, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - M Wessa
- Department of Clinical Psychology and Neuropsychology, Johannes Gutenberg-University, Mainz, Germany
| | - J Linke
- Department of Clinical Psychology and Neuropsychology, Johannes Gutenberg-University, Mainz, Germany
| | - M Polosan
- Grenoble Institute of Neuroscience, INSERM U1216, Hôpital Grenoble Alpes, Grenoble Alpes University, Grenoble, France
| | - P Favre
- Institut National de la Santé et de la Recherche Médicale (INSERM), U955 - Translational Psychiatry, Institut Mondor de Recherche Biomédicale, Psychiatrie, Créteil, France.,Fondation Fondamental, Créteil, France.,NeuroSpin, CEA, Paris Saclay University, Gif-sur-Yvette, France
| | - A L Versace
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh, Pittsburgh, PA, USA
| | - M L Phillips
- Department of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh, Pittsburgh, PA, USA
| | - J V Manjon
- Instituto Universitario de Tecnologías de la Información y Comunicaciones (ITACA), Universitat Politècnica de València, Valencia, España
| | - J E Romero
- Instituto Universitario de Tecnologías de la Información y Comunicaciones (ITACA), Universitat Politècnica de València, Valencia, España
| | - F Hozer
- Department of Psychiatry, Assistance Publique-Hôpitaux de Paris (AP-HP) - Hôpital Corentin Celton, Paris Descartes University, Près Sorbonne Paris Cité, Issy-les- Moulineaux, France
| | - M Leboyer
- Institut National de la Santé et de la Recherche Médicale (INSERM), U955 - Translational Psychiatry, Institut Mondor de Recherche Biomédicale, Psychiatrie, Créteil, France.,Pôle de Psychiatrie, Assistance Publique-Hôpitaux de Paris (AP-HP), Faculté de Médecine de Créteil, DHU PePsy, Hôpitaux Universitaires Mondor, Créteil, France.,Fondation Fondamental, Créteil, France.,NeuroSpin, CEA, Paris Saclay University, Gif-sur-Yvette, France
| | - P Coupe
- Pictura Research Group, Unité Mixte de Recherche Centre National de la Recherche Scientifique (UMR 5800), Laboratoire Bordelais de Recherche en Informatique, Centre National de la Recherche Scientifique, Talence, France.,Pictura Research Group, Unité Mixte de Recherche Centre National de la Recherche Scientifique (UMR 5800), Laboratoire Bordelais de Recherche en Informatique, University Bordeaux, Talence, France
| | - J Houenou
- Institut National de la Santé et de la Recherche Médicale (INSERM), U955 - Translational Psychiatry, Institut Mondor de Recherche Biomédicale, Psychiatrie, Créteil, France.,Pôle de Psychiatrie, Assistance Publique-Hôpitaux de Paris (AP-HP), Faculté de Médecine de Créteil, DHU PePsy, Hôpitaux Universitaires Mondor, Créteil, France.,Fondation Fondamental, Créteil, France.,NeuroSpin, CEA, Paris Saclay University, Gif-sur-Yvette, France
| |
Collapse
|
26
|
Maldonado T, Goen JRM, Imburgio MJ, Eakin SM, Bernard JA. Single session high definition transcranial direct current stimulation to the cerebellum does not impact higher cognitive function. PLoS One 2019; 14:e0222995. [PMID: 31600223 PMCID: PMC6786549 DOI: 10.1371/journal.pone.0222995] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2019] [Accepted: 09/11/2019] [Indexed: 11/18/2022] Open
Abstract
The prefrontal cortex is central to higher order cognitive function. However, the cerebellum, generally thought to be involved in motor control and learning, has also been implicated in higher order cognition. Recent work using transcranial direct current stimulation (tDCS) provides some support for right cerebellar involvement in higher order cognition, though the results are mixed, and often contradictory. Here, we used cathodal high definition tDCS (HD-tDCS) over the right cerebellum to assess the impact of HD-tDCS on modulating cognitive performance. We predicted that stimulation would result in performance decreases, which would suggest that optimal cerebellar function is necessary for cognitive performance, much like the prefrontal cortex. That is, it is not simply a structure that lends support to complete difficult tasks. While the expected cognitive behavioral effects were present, we did not find effects of stimulation. This has broad implications for cerebellar tDCS research, particularly for those who are interested in using HD-tDCS as a way of examining cerebellar function. Further implications, limitations, and future directions are discussed with particular emphasis on why null findings might be critical in developing a clear picture of the effects of tDCS on the cerebellum.
Collapse
Affiliation(s)
- Ted Maldonado
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, Texas, United States of America
| | - James R. M. Goen
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, Texas, United States of America
| | - Michael J. Imburgio
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, Texas, United States of America
| | - Sydney M. Eakin
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, Texas, United States of America
| | - Jessica A. Bernard
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, Texas, United States of America
- Texas A&M Institute for Neuroscience, Texas A&M University, College Station, Texas, United States of America
| |
Collapse
|
27
|
Mittal VA, Walther S. As Motor System Pathophysiology Returns to the Forefront of Psychosis Research, Clinical Implications Should Hold Center Stage. Schizophr Bull 2019; 45:495-497. [PMID: 30496514 PMCID: PMC6483576 DOI: 10.1093/schbul/sby176] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Affiliation(s)
- Vijay A Mittal
- Departments of Psychology, Psychiatry, and Medical Social Sciences, Institute for Policy Research and Institute for Innovations in Developmental Sciences, Northwestern University, Evanston and Chicago, IL
| | - Sebastian Walther
- Translational Research Center, University Hospital of Psychiatry, University of Bern, Bern, Switzerland
| |
Collapse
|
28
|
Gupta T, Kelley NJ, Pelletier-Baldelli A, Mittal VA. Transcranial Direct Current Stimulation, Symptomatology, and Cognition in Psychosis: A Qualitative Review. Front Behav Neurosci 2018; 12:94. [PMID: 29892215 PMCID: PMC5985327 DOI: 10.3389/fnbeh.2018.00094] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2018] [Accepted: 04/23/2018] [Indexed: 12/22/2022] Open
Abstract
Schizophrenia is a chronic, debilitating condition that affects approximately 1% of the population. Individuals diagnosed with schizophrenia typically exhibit positive (e.g., hallucinations) and negative symptoms (e.g., anhedonia) and impairments in cognitive function. Given the limitations of antipsychotic medication and psychotherapy in fully treating psychosis symptomatology, there has been increasing interest in other interventions such as transcranial direct current stimulation (tDCS). tDCS is a non-invasive neuromodulation technique, that is safe, cost-effective, and widely accessible. Here, we discuss treatment studies that seek to improve symptoms and cognitive performance in schizophrenia using tDCS. Currently within the literature, there is support for reductions in positive symptoms such as hallucinations after receiving tDCS. Further, studies indicate that tDCS can improve cognitive functioning, which is an area of investigation that is sorely needed, as it is unclear which types of interventions may be useful in ameliorating cognitive deficits among this group. Taken together, the evidence suggests that tDCS holds promise in improving symptoms and cognition. To that end, tDCS has critical clinical implications for this population.
Collapse
Affiliation(s)
- Tina Gupta
- Department of Psychology, Northwestern University, Evanston, IL, United States
| | - Nicholas J Kelley
- Department of Psychology, Northwestern University, Evanston, IL, United States
| | - Andrea Pelletier-Baldelli
- Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, United States
| | - Vijay A Mittal
- Department of Psychology, Northwestern University, Evanston, IL, United States.,Department of Psychiatry, Northwestern University, Chicago, IL, United States.,Institute for Policy Research, Northwestern University, Evanston, IL, United States.,Medical Social Sciences, Northwestern University, Chicago, IL, United States.,Institute for Innovations in Developmental Sciences, Northwestern University, Chicago, IL, United States
| |
Collapse
|