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Dall'Aglio L, Estévez-López F, López-Vicente M, Xu B, Agcaoglu O, Boroda E, Lim KO, Calhoun VD, Tiemeier H, Muetzel RL. Exploring the longitudinal associations of functional network connectivity and psychiatric symptom changes in youth. Neuroimage Clin 2023; 38:103382. [PMID: 36965455 PMCID: PMC10074199 DOI: 10.1016/j.nicl.2023.103382] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 03/06/2023] [Accepted: 03/14/2023] [Indexed: 03/22/2023]
Abstract
BACKGROUND Functional connectivity has been associated with psychiatric problems, both in children and adults, but inconsistencies are present across studies. Prior research has mostly focused on small clinical samples with cross-sectional designs. METHODS We adopted a longitudinal design with repeated assessments to investigate associations between functional network connectivity (FNC) and psychiatric problems in youth (9- to 17-year-olds, two time points) from the general population. The largest single-site study of pediatric neurodevelopment was used: Generation R (N = 3,131 with data at either time point). Psychiatric symptoms were measured with the Child Behavioral Checklist as broadband internalizing and externalizing problems, and its eight specific syndrome scales (e.g., anxious-depressed). FNC was assessed with two complementary approaches. First, static FNC (sFNC) was measured with graph theory-based metrics. Second, dynamic FNC (dFNC), where connectivity is allowed to vary over time, was summarized into 5 states that participants spent time in. Cross-lagged panel models were used to investigate the longitudinal bidirectional relationships of sFNC with internalizing and externalizing problems. Similar cross-lagged panel models were run for dFNC. RESULTS Small longitudinal relationships between dFNC and certain syndrome scales were observed, especially for baseline syndrome scales (i.e., rule-breaking, somatic complaints, thought problems, and attention problems) predicting connectivity changes. However, no association between any of the psychiatric problems (broadband and syndrome scales) with either measure of FNC survived correction for multiple testing. CONCLUSION We found no or very modest evidence for longitudinal associations between psychiatric problems with dynamic and static FNC in this population-based sample. Differences in findings may stem from the population drawn, study design, developmental timing, and sample sizes.
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Affiliation(s)
- Lorenza Dall'Aglio
- Department of Child and Adolescent Psychology and Psychiatry, Erasmus MC, Rotterdam, The Netherlands; The Generation R Study Group, Erasmus MC, Rotterdam, The Netherlands
| | - Fernando Estévez-López
- Department of Social and Behavioral Sciences, Harvard T. Chan School of Public Health, Boston, USA
| | - Mónica López-Vicente
- Department of Child and Adolescent Psychology and Psychiatry, Erasmus MC, Rotterdam, The Netherlands; The Generation R Study Group, Erasmus MC, Rotterdam, The Netherlands
| | - Bing Xu
- Department of Child and Adolescent Psychology and Psychiatry, Erasmus MC, Rotterdam, The Netherlands; The Generation R Study Group, Erasmus MC, Rotterdam, The Netherlands
| | - Oktay Agcaoglu
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA
| | - Elias Boroda
- Department of Psychiatry and Behavioral Science, University of Minnesota, Minneapolis, USA
| | - Kelvin O Lim
- Department of Psychiatry and Behavioral Science, University of Minnesota, Minneapolis, USA
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, USA
| | - Henning Tiemeier
- Department of Child and Adolescent Psychology and Psychiatry, Erasmus MC, Rotterdam, The Netherlands; Department of Social and Behavioral Sciences, Harvard T. Chan School of Public Health, Boston, USA.
| | - Ryan L Muetzel
- Department of Child and Adolescent Psychology and Psychiatry, Erasmus MC, Rotterdam, The Netherlands
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Boroda E, Armstrong M, Gilmore CS, Gentz C, Fenske A, Fiecas M, Hendrickson T, Roediger D, Mueller B, Kardon R, Lim K. Network topology changes in chronic mild traumatic brain injury (mTBI). Neuroimage Clin 2021; 31:102691. [PMID: 34023667 PMCID: PMC8163989 DOI: 10.1016/j.nicl.2021.102691] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 04/14/2021] [Accepted: 05/01/2021] [Indexed: 11/05/2022]
Abstract
BACKGROUND In mild traumatic brain injury (mTBI), diffuse axonal injury results in disruption of functional networks in the brain and is thought to be a major contributor to cognitive dysfunction even years after trauma. OBJECTIVE Few studies have assessed longitudinal changes in network topology in chronic mTBI. We utilized a graph theoretical approach to investigate alterations in global network topology based on resting-state functional connectivity in veterans with chronic mTBI. METHODS 50 veterans with chronic mTBI (mean of 20.7 yrs. from trauma) and 40 age-matched controls underwent two functional magnetic resonance imaging scans 18 months apart. Graph theory analysis was used to quantify network topology measures (density, clustering coefficient, global efficiency, and modularity). Hierarchical linear mixed models were used to examine longitudinal change in network topology. RESULTS With all network measures, we found a significant group × time interaction. At baseline, brain networks of individuals with mTBI were less clustered (p = 0.03) and more modular (p = 0.02) than those of HC. Over time, the mTBI networks became more densely connected (p = 0.002), with increased clustering (p = 0.001) and reduced modularity (p < 0.001). Network topology did not change across time in HC. CONCLUSION These findings demonstrate that brain networks of individuals with mTBI remain plastic decades after injury and undergo significant changes in network topology even at the later phase of the disease.
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Affiliation(s)
- Elias Boroda
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA.
| | | | | | - Carrie Gentz
- Minneapolis VA Health Care System, Minneapolis, MN, USA
| | - Alicia Fenske
- Minneapolis VA Health Care System, Minneapolis, MN, USA
| | - Mark Fiecas
- Center for the Prevention and Treatment of Visual Loss, Iowa City VA Healthcare System, Iowa City, IA, USA
| | - Tim Hendrickson
- University of Minnesota Informatics Institute, University of Minnesota, Minneapolis, MN, USA
| | - Donovan Roediger
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | - Bryon Mueller
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA
| | - Randy Kardon
- University of Minnesota Informatics Institute, University of Minnesota, Minneapolis, MN, USA; Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, IA, USA
| | - Kelvin Lim
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, USA; Minneapolis VA Health Care System, Minneapolis, MN, USA; School of Public Health, Department of Biostatistics, University of Minnesota, Minneapolis, MN, USA
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Boroda E, Sponheim SR, Fiecas M, Lim KO. Transcranial direct current stimulation (tDCS) elicits stimulus-specific enhancement of cortical plasticity. Neuroimage 2020; 211:116598. [DOI: 10.1016/j.neuroimage.2020.116598] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Revised: 01/27/2020] [Accepted: 01/31/2020] [Indexed: 12/31/2022] Open
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Boroda E, Krueger AM, Bansal P, Schumacher MJ, Roy AV, Boys CJ, Lim KO, Wozniak JR. A randomized controlled trial of transcranial direct-current stimulation and cognitive training in children with fetal alcohol spectrum disorder. Brain Stimul 2020; 13:1059-1068. [PMID: 32360392 DOI: 10.1016/j.brs.2020.04.015] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Revised: 04/20/2020] [Accepted: 04/22/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND This study was a randomized double-blind sham-controlled trial examining the effects of transcranial direct current stimulation (tDCS) augmented cognitive training (CT) in children with Fetal Alcohol Spectrum Disorders (FASD). Prenatal alcohol exposure has profound detrimental effects on brain development and individuals with FASD commonly present with deficits in executive functions including attention and working memory. The most commonly studied treatment for executive deficits is CT, which involves repeated drilling of exercises targeting the impaired functions. As currently implemented, CT requires many hours and the observed effect sizes are moderate. Neuromodulation via tDCS can enhance brain plasticity and prior studies demonstrate that combining tDCS with CT improves efficacy and functional outcomes. TDCS-augmented CT has not yet been tested in FASD, a condition in which there are known abnormalities in neuroplasticity and few interventions. METHODS This study examined the feasibility and efficacy of this approach in 44 children with FASD. Participants were randomized to receive five sessions of CT with either active or sham tDCS targeting the dorsolateral prefrontal cortex, a region of the brain that is heavily involved in executive functioning. RESULTS The intervention was feasible and well-tolerated in children with FASD. The tDCS group showed nominally significant improvement in attention on a continuous performance test compared to sham (p = .043). Group differences were observed at the third, fourth and fifth treatment sessions. There was no effect of tDCS on working memory (p = .911). Further, we found no group differences on a trail making task (p = .659) or on the verbal fluency test (p = .826). In the active tDCS group, a significant correlation was observed between improvement in attention scores and decrease in parent-reported attention deficits (p = .010). CONCLUSIONS These results demonstrate that tDCS-augmented CT is well tolerated in children with FASD and potentially offers benefits over and above CT alone.
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Mervis JE, Capizzi RJ, Boroda E, MacDonald AW. Transcranial Direct Current Stimulation over the Dorsolateral Prefrontal Cortex in Schizophrenia: A Quantitative Review of Cognitive Outcomes. Front Hum Neurosci 2017; 11:44. [PMID: 28210217 PMCID: PMC5288642 DOI: 10.3389/fnhum.2017.00044] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2016] [Accepted: 01/20/2017] [Indexed: 11/13/2022] Open
Abstract
Cognitive deficits are a core and disabling feature of psychotic disorders, specifically schizophrenia. Current treatments for impaired cognition in schizophrenia remain insufficient. Recent research suggests transcranial direct current stimulation (tDCS) targeting the dorsolateral prefrontal cortex can potentiate cognitive improvements in healthy individuals and those with psychiatric conditions, such as schizophrenia. However, this burgeoning literature has not been quantitatively evaluated. Through a literature search and quantitative review, we identified 194 papers on tDCS, psychosis, and cognition. Selection criteria included pre/post design and sham control to achieve specific sham-adjusted effect sizes. The 6 retained studies all address schizophrenia populations and include single and repeated stimulation, as well as within and between subject designs. Small positive effects were found for anodal stimulation on behavioral measures of attention and working memory, with tentative findings for cognitive ability and memory. Cathodal stimulation yielded a small positive effect on behaviorally measured cognitive ability. Neurophysiological measures of attention showed a small to medium down-modulation effect for anodal stimulation. Implications of these findings and guidelines for future research are discussed. As revealed by this report, due to the paucity of data available, much remains unknown regarding the clinical efficacy of tDCS in schizophrenia.
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Affiliation(s)
- Joshua E Mervis
- Department of Psychology, University of Minnesota Minneapolis, MN, USA
| | - Riley J Capizzi
- Department of Psychology, University of Minnesota Minneapolis, MN, USA
| | - Elias Boroda
- Department of Neuroscience, University of Minnesota Minneapolis, MN, USA
| | - Angus W MacDonald
- Department of Psychology, University of MinnesotaMinneapolis, MN, USA; Department of Psychiatry, University of Minnesota Medical SchoolMinneapolis, MN, USA
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Boroda E, Ka?ski R, Ka?ska M. Synthesis of [14C]-l-tryptophan and [14C]-5?-hydroxy-l-tryptophan labeled in the carboxyl group. J Labelled Comp Radiopharm 2003. [DOI: 10.1002/jlcr.685] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Boroda E, Rakowska S, Ka?ski R, Ka?ska M. Enzymatic synthesis of l-tryptophan and 5prime-hydroxy-l-tryptophan labeled with deuterium and tritium at the alpha-carbon position. J Labelled Comp Radiopharm 2003. [DOI: 10.1002/jlcr.708] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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