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Multi-level predictors of depression symptoms in the Adolescent Brain Cognitive Development (ABCD) study / Tiffany C. HO in Journal of Child Psychology and Psychiatry, 63-12 (December 2022)
[article]
Titre : Multi-level predictors of depression symptoms in the Adolescent Brain Cognitive Development (ABCD) study Type de document : Texte imprimé et/ou numérique Auteurs : Tiffany C. HO, Auteur ; Rutvik SHAH, Auteur ; Jyoti MISHRA, Auteur ; April C. MAY, Auteur ; Susan F. TAPERT, Auteur Article en page(s) : p.1523-1533 Langues : Anglais (eng) Mots-clés : Child Adolescent Humans Depression/psychology Magnetic Resonance Imaging/methods Family Conflict Brain/diagnostic imaging Cognition ABCD Study Adolescence depression functional MRI (fMRI) sleep Index. décimale : PER Périodiques Résumé : BACKGROUND: While identifying risk factors for adolescent depression is critical for early prevention and intervention, most studies have sought to understand the role of isolated factors rather than across a broad set of factors. Here, we sought to examine multi-level factors that maximize the prediction of depression symptoms in US children participating in the Adolescent Brain and Cognitive Development (ABCD) study. METHODS: A total of 7,995 participants from ABCD (version 3.0 release) provided complete data at baseline and 1-year follow-up data. Depression symptoms were measured with the Child Behavior Checklist. Predictive features included child demographic, environmental, and structural and resting-state fMRI variables, parental depression history and demographic characteristics. We used linear (elastic net regression, EN) and non-linear (gradient-boosted trees, GBT) predictive models to identify which set of features maximized prediction of depression symptoms at baseline and, separately, at 1-year follow-up. RESULTS: Both linear and non-linear models achieved comparable results for predicting baseline (EN: MAE=3.757; R(2) =0.156; GBT: MAE=3.761; R(2) =0.147) and 1-year follow-up (EN: MAE=4.255; R(2) =0.103; GBT: MAE=4.262; R(2) =0.089) depression. Parental history of depression, greater family conflict, and shorter child sleep duration were among the top predictors of concurrent and future child depression symptoms across both models. Although resting-state fMRI features were relatively weaker predictors, functional connectivity of the caudate was consistently the strongest neural feature associated with depression symptoms at both timepoints. CONCLUSIONS: Consistent with prior research, parental mental health, family environment, and child sleep quality are important risk factors for youth depression. Functional connectivity of the caudate is a relatively weaker predictor of depression symptoms but may represent a biomarker for depression risk. En ligne : http://dx.doi.org/10.1111/jcpp.13608 Permalink : https://www.cra-rhone-alpes.org/cid/opac_css/index.php?lvl=notice_display&id=490
in Journal of Child Psychology and Psychiatry > 63-12 (December 2022) . - p.1523-1533[article] Multi-level predictors of depression symptoms in the Adolescent Brain Cognitive Development (ABCD) study [Texte imprimé et/ou numérique] / Tiffany C. HO, Auteur ; Rutvik SHAH, Auteur ; Jyoti MISHRA, Auteur ; April C. MAY, Auteur ; Susan F. TAPERT, Auteur . - p.1523-1533.
Langues : Anglais (eng)
in Journal of Child Psychology and Psychiatry > 63-12 (December 2022) . - p.1523-1533
Mots-clés : Child Adolescent Humans Depression/psychology Magnetic Resonance Imaging/methods Family Conflict Brain/diagnostic imaging Cognition ABCD Study Adolescence depression functional MRI (fMRI) sleep Index. décimale : PER Périodiques Résumé : BACKGROUND: While identifying risk factors for adolescent depression is critical for early prevention and intervention, most studies have sought to understand the role of isolated factors rather than across a broad set of factors. Here, we sought to examine multi-level factors that maximize the prediction of depression symptoms in US children participating in the Adolescent Brain and Cognitive Development (ABCD) study. METHODS: A total of 7,995 participants from ABCD (version 3.0 release) provided complete data at baseline and 1-year follow-up data. Depression symptoms were measured with the Child Behavior Checklist. Predictive features included child demographic, environmental, and structural and resting-state fMRI variables, parental depression history and demographic characteristics. We used linear (elastic net regression, EN) and non-linear (gradient-boosted trees, GBT) predictive models to identify which set of features maximized prediction of depression symptoms at baseline and, separately, at 1-year follow-up. RESULTS: Both linear and non-linear models achieved comparable results for predicting baseline (EN: MAE=3.757; R(2) =0.156; GBT: MAE=3.761; R(2) =0.147) and 1-year follow-up (EN: MAE=4.255; R(2) =0.103; GBT: MAE=4.262; R(2) =0.089) depression. Parental history of depression, greater family conflict, and shorter child sleep duration were among the top predictors of concurrent and future child depression symptoms across both models. Although resting-state fMRI features were relatively weaker predictors, functional connectivity of the caudate was consistently the strongest neural feature associated with depression symptoms at both timepoints. CONCLUSIONS: Consistent with prior research, parental mental health, family environment, and child sleep quality are important risk factors for youth depression. Functional connectivity of the caudate is a relatively weaker predictor of depression symptoms but may represent a biomarker for depression risk. En ligne : http://dx.doi.org/10.1111/jcpp.13608 Permalink : https://www.cra-rhone-alpes.org/cid/opac_css/index.php?lvl=notice_display&id=490 Prenatal caffeine exposure: association with neurodevelopmental outcomes in 9- to 11-year-old children / Rui ZHANG in Journal of Child Psychology and Psychiatry, 63-5 (May 2022)
[article]
Titre : Prenatal caffeine exposure: association with neurodevelopmental outcomes in 9- to 11-year-old children Type de document : Texte imprimé et/ou numérique Auteurs : Rui ZHANG, Auteur ; Peter MANZA, Auteur ; Nora D. VOLKOW, Auteur Article en page(s) : p.563-578 Langues : Anglais (eng) Mots-clés : Adolescent Brain Caffeine/adverse effects Child Child Development Cognition Female Humans Male Pregnancy Prenatal Exposure Delayed Effects/chemically induced/epidemiology/psychology ABCD study Prenatal caffeine exposure brain structural development childhood obesity childhood outcomes psychopathology Index. décimale : PER Périodiques Résumé : BACKGROUND: Despite the widespread use of caffeine including consumption during pregnancy, the effect of prenatal caffeine exposure on child brain development and behavior is unclear. METHODS: To address this, we used data from the Adolescent Brain and Cognitive Development Study (n=11,875 children aged 9-11?years from 22 sites across the United States). We explored the associations between prenatal caffeine exposure and various developmental outcomes including birth outcomes, physical health, behavior problems, cognition, substance use and brain structure in children, and evaluated dose effects. RESULTS: Among 9,978 children (4,745 females) who had valid data for prenatal caffeine exposure and whose mothers did not use drugs of abuse after knowing of pregnancy, 4,170 (41.79%) had no prenatal caffeine exposure, 2,292 (22.97%) had daily, 1,933 (19.37%) had weekly, and 1,583 (15.86%) had less than weekly exposures. Prenatal caffeine exposure including the widely recommended 'safe' dose was associated with greater externalizing problems, whereas greater BMI and soda consumption were only observed in children with high dose exposures (3+ per day). Notably, the effect size for association of externalizing problems with prenatal caffeine exposure was comparable with that reported for prenatal alcohol (The American Journal of Psychiatry, 177, 2020 and 1060) and prenatal cannabis (JAMA Psychiatry, 78, 2020 and 64) exposures from previous ABCD publications. Additionally, prenatal caffeine exposure was associated with brain structural changes that included greater posterior and lower frontal cortical thickness and altered parietooccipital sulcal depth. CONCLUSIONS: The recommended 'safe' dose of caffeine during pregnancy should be carefully studied to assess whether the behavioral and brain correlates observed here are clinically relevant and determine whether it needs adjustment. Because of the high prevalence of caffeine use in the general population, studies on prenatal exposure to drugs of abuse should include prenatal caffeine use as a covariate. En ligne : http://dx.doi.org/10.1111/jcpp.13495 Permalink : https://www.cra-rhone-alpes.org/cid/opac_css/index.php?lvl=notice_display&id=476
in Journal of Child Psychology and Psychiatry > 63-5 (May 2022) . - p.563-578[article] Prenatal caffeine exposure: association with neurodevelopmental outcomes in 9- to 11-year-old children [Texte imprimé et/ou numérique] / Rui ZHANG, Auteur ; Peter MANZA, Auteur ; Nora D. VOLKOW, Auteur . - p.563-578.
Langues : Anglais (eng)
in Journal of Child Psychology and Psychiatry > 63-5 (May 2022) . - p.563-578
Mots-clés : Adolescent Brain Caffeine/adverse effects Child Child Development Cognition Female Humans Male Pregnancy Prenatal Exposure Delayed Effects/chemically induced/epidemiology/psychology ABCD study Prenatal caffeine exposure brain structural development childhood obesity childhood outcomes psychopathology Index. décimale : PER Périodiques Résumé : BACKGROUND: Despite the widespread use of caffeine including consumption during pregnancy, the effect of prenatal caffeine exposure on child brain development and behavior is unclear. METHODS: To address this, we used data from the Adolescent Brain and Cognitive Development Study (n=11,875 children aged 9-11?years from 22 sites across the United States). We explored the associations between prenatal caffeine exposure and various developmental outcomes including birth outcomes, physical health, behavior problems, cognition, substance use and brain structure in children, and evaluated dose effects. RESULTS: Among 9,978 children (4,745 females) who had valid data for prenatal caffeine exposure and whose mothers did not use drugs of abuse after knowing of pregnancy, 4,170 (41.79%) had no prenatal caffeine exposure, 2,292 (22.97%) had daily, 1,933 (19.37%) had weekly, and 1,583 (15.86%) had less than weekly exposures. Prenatal caffeine exposure including the widely recommended 'safe' dose was associated with greater externalizing problems, whereas greater BMI and soda consumption were only observed in children with high dose exposures (3+ per day). Notably, the effect size for association of externalizing problems with prenatal caffeine exposure was comparable with that reported for prenatal alcohol (The American Journal of Psychiatry, 177, 2020 and 1060) and prenatal cannabis (JAMA Psychiatry, 78, 2020 and 64) exposures from previous ABCD publications. Additionally, prenatal caffeine exposure was associated with brain structural changes that included greater posterior and lower frontal cortical thickness and altered parietooccipital sulcal depth. CONCLUSIONS: The recommended 'safe' dose of caffeine during pregnancy should be carefully studied to assess whether the behavioral and brain correlates observed here are clinically relevant and determine whether it needs adjustment. Because of the high prevalence of caffeine use in the general population, studies on prenatal exposure to drugs of abuse should include prenatal caffeine use as a covariate. En ligne : http://dx.doi.org/10.1111/jcpp.13495 Permalink : https://www.cra-rhone-alpes.org/cid/opac_css/index.php?lvl=notice_display&id=476