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Rodriguez VJ, Basurto KS, Finley JCA, Liu Q, Khalid E, Halliburton AM, Tse PKY, Resch ZJ, Soble JR, Ulrich DM. Multidimensional ADHD Symptom Profiles: Associations with Adverse Childhood Experiences. Arch Clin Neuropsychol 2025; 40:42-51. [PMID: 38916192 DOI: 10.1093/arclin/acae050] [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: 02/22/2024] [Revised: 05/14/2024] [Accepted: 06/10/2024] [Indexed: 06/26/2024] Open
Abstract
OBJECTIVE Adverse childhood experiences (ACEs) are associated with a range of negative health outcomes, including attention-deficit/hyperactivity disorder (ADHD) and neurocognitive deficits. This study identified symptom profiles in adult patients undergoing neuropsychological evaluations for ADHD and examined the association between these profiles and ACEs. METHODS Utilizing unsupervised machine learning models, the study analyzed data from 208 adult patients. RESULTS The Gaussian Mixture Model revealed two distinct symptom profiles: "Severely Impaired" and "Moderately Impaired". The "Severely Impaired" profile, 23.6% of the sample, was characterized by more severe ADHD symptomatology in childhood and worse neurocognitive performance. The "Moderately Impaired" profile, 76.4% of the sample, had scores in the average range for self-reported internalizing and externalizing psychopathology and better neurocognitive performance. There was a greater number of ACEs reported by patients in the Severely Impaired profile than the Moderately Impaired profile (p = .022). Specifically, using an ACEs cutoff of ≥4, 53.1% of patients in the Severely Impaired profile reported four or more ACEs, compared with 34.6% in the Moderately Impaired profile (p = .020). Profiles were not related to clinician-ascribed diagnosis. CONCLUSIONS Findings underscore the association between ACEs and worse symptom profiles marked by impaired neurocognitive function, increased internalizing and externalizing psychopathology, and heightened perceived stress in adults with ADHD. Future research may explore the effect of ACEs on symptom profiles in diverse populations and potential moderators or mediators of these associations. Findings offers valuable insights for clinicians in their assessment and treatment planning.
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Affiliation(s)
| | - Karen S Basurto
- Department of Psychiatry, University of Illinois, Chicago, IL, USA
| | - John-Christopher A Finley
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Qimin Liu
- Department of Psychological and Brain Sciences, Boston University, Boston, MA, USA
| | - Elmma Khalid
- Department of Psychiatry, University of Illinois, Chicago, IL, USA
| | | | | | - Zachary J Resch
- Department of Psychiatry, University of Illinois, Chicago, IL, USA
| | - Jason R Soble
- Department of Psychiatry, University of Illinois, Chicago, IL, USA
| | - Devin M Ulrich
- Department of Psychiatry, University of Illinois, Chicago, IL, USA
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Boswell E, Crouch E, Odahowski C, Hung P. Examining the Association Between Adverse Childhood Experiences and ADHD in School-Aged Children Following the COVID-19 Pandemic. J Atten Disord 2025; 29:42-52. [PMID: 39422221 PMCID: PMC11585178 DOI: 10.1177/10870547241290673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2024]
Abstract
BACKGROUND Adverse childhood experiences (ACEs) have long been associated with attention-deficit/hyperactive disorder (ADHD) diagnoses in children; but the data used is now over 6 years old (from 2017 to 2018). Understanding the current landscape of their prevalence and association is needed to capture evolving social, environmental, and economic conditions, and ensure interventions remain relevant to addressing current childhood trauma. OBJECTIVE This study provides an updated analysis of the association between ACEs and ADHD using post-acute-COVID-19 pandemic data. PARTICIPANTS AND SETTING This cross-sectional study of 10,518 children aged 5 to 17 years old derived data from the 2021 to 2022 National Health Interview Survey (NHIS). METHODS Differences in the prevalence of number (0, 1-3, or 4+) and type of ACEs by ADHD diagnosis were evaluated using Rao-Scott chi-square tests and multivariable logistic regression. All analyses incorporate complex survey weights. RESULTS In 2021 to 2022, 2,457 (23.3%) of children experienced ACEs and 1,115 (9.9%) had an ADHD diagnosis. Children with ADHD were more likely to experience every type of ACE and were more likely to have 1 to 3 or 4+ ACEs than children without ADHD. Children with 4+ ACEs had higher odds of having an ADHD diagnosis (aOR: 3.44, 95% CI [2.64, 4.49]) than children without ACEs. Male children, children with fair or poor health, and children living in rural counties were more likely to have an ADHD diagnosis, while children of color and uninsured children were less likely. We found the odds ratio of ADHD diagnosis for children with four or more ACEs, compared to those without ACEs, slightly lower than found in Brown et al., 2017's estimate of 3.97 (CI [3.29, 4.80]). These results suggest a consistent association between ACEs and ADHD when comparing pre-COVID data to our post-acute-COVID results. CONCLUSIONS These findings highlight the need for clinicians to consider traumatic stress in ADHD screening. Policymakers and early childhood organizations should encourage early screening and intervention for ACEs to reduce the impacts of ADHD diagnoses.
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Graziano PA, Hernandez ML, Dick AS, Arcia E, Cox SK, Ayala M, Carnero NA, O'Mara NL, Foundation S. Parenting Challenges Among Families Experiencing Homelessness with Children with and without Externalizing Behavior Problems. JOURNAL OF CLINICAL CHILD AND ADOLESCENT PSYCHOLOGY : THE OFFICIAL JOURNAL FOR THE SOCIETY OF CLINICAL CHILD AND ADOLESCENT PSYCHOLOGY, AMERICAN PSYCHOLOGICAL ASSOCIATION, DIVISION 53 2024:1-17. [PMID: 39636279 DOI: 10.1080/15374416.2024.2429087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/07/2024]
Abstract
OBJECTIVE To examine differences in parenting factors among caregivers with children with and without externalizing behavior problems (EBP) in a community homeless shelter sample versus a stable housing sample. METHOD Nine hundred and fourteen children (ages = 2.01-7.49 years, SD = 1.45 years, 40.8% female, 54.3% Black, 46.7% Hispanic) were recruited from a service-driven research project in a shelter setting (n = 638) and a longitudinal/clinical study (n = 276). Primary caregivers (97% mothers) completed a parenting stress questionnaire and an observational measure of parent-child interactions. RESULTS Logistic regression indicated that children who were Black and/or of Hispanic background were less likely to be identified as having elevated EBP but only in the homeless shelter sample. Multivariate analyses indicated that the homeless shelter-EBP group reported the highest levels of overall stress compared to the homeless shelter-typically developing (TD), stable housing-EBP and stable housing-TD groups. Mothers from the homeless shelter-EBP group exhibited a higher proportion of negative verbalizations relative to caregivers from all other groups while mothers from the homeless shelter-TD group exhibited a higher proportion of positive verbalizations relative to the caregivers from the homeless shelter-EBP group and the stable housing TD group. Both homeless shelter groups engaged in less total verbalizations relative to both stable housing samples, with the stable housing-EBP group exhibiting the most verbalizations. CONCLUSIONS High levels of parenting stress and negative parent-child interactions within a homeless shelter sample are exacerbated by having a child with EBP. Embedding universal parenting programs in a homeless shelter setting to reduce parenting stress would be valuable to address health disparities in this vulnerable population.
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Affiliation(s)
- Paulo A Graziano
- Department of Psychology, Florida International University - Center for Children and Families
| | - Melissa L Hernandez
- Department of Psychology, Florida International University - Center for Children and Families
| | - Anthony S Dick
- Department of Psychology, Florida International University - Center for Children and Families
| | | | - Shana K Cox
- Sundari Foundation, Inc. dba Lotus House Women's Shelter (Lotus House)
| | - Muriel Ayala
- Sundari Foundation, Inc. dba Lotus House Women's Shelter (Lotus House)
| | - Nicole A Carnero
- Sundari Foundation, Inc. dba Lotus House Women's Shelter (Lotus House)
| | - Noelle L O'Mara
- Sundari Foundation, Inc. dba Lotus House Women's Shelter (Lotus House)
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Spicer L, DeCicco E, Clarke A, Ambrosius R, Yalcin O. Understanding early maladaptive schemas in autistic and ADHD individuals: exploring the impact, changing the narrative, and schema therapy considerations. Front Psychol 2024; 15:1436053. [PMID: 39726631 PMCID: PMC11670784 DOI: 10.3389/fpsyg.2024.1436053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 10/16/2024] [Indexed: 12/28/2024] Open
Abstract
Autistic/ADHD individuals are increasingly recognised as a valid minority group, with consistent research demonstrating a higher prevalence of co-occurring mental health conditions such as PTSD, anxiety, depression, substance use, and eating disorders among other mental health challenges. Due to this, there is increasing focus on the adaptations required for Autistic and ADHD individuals of current therapeutic approaches such as Schema Therapy. Particular emphasis when creating these adaptations needs to include looking at the developmental experiences, social influences, and continued adversity faced by Autistic and ADHD individuals across the lifespan, and how the narrative around Autism and ADHD within psychotherapy in general needs to change. This paper critically examines the role of attachment, unmet needs, and adverse childhood experiences in Autistic and ADHD individuals and the subsequent impact on schema development and maintenance and mental health. This will include an overview of the current literature in this area, reconsideration of understandings of Autism and ADHD, particular therapeutic considerations and adjustments and importantly discussion around the wider societal changes that need to occur to prevent schema development and reinforcement across the lifespan.
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Affiliation(s)
- Liam Spicer
- The Cairnmillar Institute, Hawthorn East, Victoria, VIC, Australia
- School of Psychological Sciences, College of Health and Medicine, University of Tasmania, Launceston, TAS, Australia
| | - Emma DeCicco
- University of Western Australia, Perth, WA, Australia
- The Dash - Health Hub, Perth, WA, Australia
- STAND Attuned, Perth, WA, Australia
| | - Anna Clarke
- Divergent Futures, Brisbane, QLD, Australia
- Deakin University, Victoria, VIC, Australia
| | | | - Ozgur Yalcin
- Enable Institute, Curtin University, Perth, WA, Australia
- ANIMA Health Network, Perth, WA, Australia
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Islam MI, Lam BYY, Esgin T, Martiniuk A. Thriving Beyond Adversity: A Prospective Longitudinal Cohort Study Using a Strength-Based Approach Depicts Indigenous Adolescents with Less Adverse Childhood Experiences (ACEs) Had Fewer Neurodevelopmental Disorders (NDDs). Behav Sci (Basel) 2024; 14:1047. [PMID: 39594347 PMCID: PMC11591513 DOI: 10.3390/bs14111047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Revised: 10/29/2024] [Accepted: 11/04/2024] [Indexed: 11/28/2024] Open
Abstract
Improving social and emotional well-being (SEWB) among Indigenous adolescents is crucial. Since neurodevelopmental disorders (NDDs) are common in Indigenous people and adverse childhood experiences (ACEs) are important contributors to negative health outcomes throughout the lifespan, we investigated whether limited ACE exposure is associated with reduced risk of NDDs in Australian Indigenous teens using the data from multiple waves (Wave 1 to Wave 9, and Wave 11) of the Longitudinal Study of Indigenous Children (LSIC). We also examined the role of other protective factors, such as Indigenous cultural identity and school connectedness, against NDDs. A strengths-based approach using mixed-effects logistic regression models examined the protective effect of limited ACE exposure (from LSIC waves 1-9) on NDDs (outcome from LSIC wave 11), adjusting for sociodemographic factors. The NDDs included autism, ADHD, intellectual, neurological, and specific learning disabilities. Of the 370 individuals analysed, 73.2% valued Indigenous cultural identity, and 70.5% were strongly connected at school. More than one-fourth (27.8%) reported limited ACE exposure, while the majority was not diagnosed with NDDs (93%). Longitudinal analysis revealed limited ACE exposure was 6.01 times (95% CI: 1.26-28.61; p = 0.024) more likely to be protective against NDDs compared to those exposed to multiple ACEs. Moreover, valuing cultural identity (aOR = 2.81; 95% CI: 1.06-7.39; p = 0.038) and girls (aOR = 13.88; 95% CI: 3.06-62.84; p = 0.001) were protective against NDDs compared to their respective counterparts. Our findings highlight the need to prevent ACE exposure and promote Indigenous cultural identity in preventing negative health outcomes and the exacerbation of health inequities to strengthen the SEWB of Indigenous communities.
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Affiliation(s)
- Md Irteja Islam
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Edward Ford Building, A27 Fisher Road, Sydney, NSW 2006, Australia; (B.Y.Y.L.); (T.E.); (A.M.)
- Research, Innovation and Grants, Spreeha Bangladesh, Gulshan-2, Dhaka 1212, Bangladesh
- Centre for Health Research, The University of Southern Queensland, Darling Heights, Toowoomba, QLD 4350, Australia
| | - Bernadette Yan Yue Lam
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Edward Ford Building, A27 Fisher Road, Sydney, NSW 2006, Australia; (B.Y.Y.L.); (T.E.); (A.M.)
| | - Tuguy Esgin
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Edward Ford Building, A27 Fisher Road, Sydney, NSW 2006, Australia; (B.Y.Y.L.); (T.E.); (A.M.)
- Dean Indigenous Engagement, Faculty of Business and Law, Curtin University, Bentley, Perth, WA 6102, Australia
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Perth, WA 6027, Australia
| | - Alexandra Martiniuk
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Edward Ford Building, A27 Fisher Road, Sydney, NSW 2006, Australia; (B.Y.Y.L.); (T.E.); (A.M.)
- Dalla Lana School of Public Health, The University of Toronto, 155 College St Room 500, Toronto, ON M5T 3M7, Canada
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Crouch E, Radcliff E, Boswell E, Brown MJ, Hung P. Association Between Positive Childhood Experiences and Caregiver-Reported ADHD Diagnosis and Severity. J Dev Behav Pediatr 2024; 45:e531-e536. [PMID: 39377729 DOI: 10.1097/dbp.0000000000001315] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Accepted: 08/06/2024] [Indexed: 10/09/2024]
Abstract
OBJECTIVE Little is known about the prevalence of positive childhood experiences (PCEs), a counter to adverse childhood experiences, in children with an attention-deficit hyperactivity disorder (ADHD) diagnosis. The purpose of this study was to examine the relationship between PCEs and ADHD diagnosis and severity, adjusting for child, family, and household characteristics, using a nationally representative data set. METHODS Using the 2020 to 2021 National Survey of Children's Health, our sample included children 6 years of age or older, as this is the age at which PCE questions are asked (n = 56,224). Multivariable logistic regression was used to examine the association between PCE type and ADHD diagnosis and severity, controlling for child and household characteristics. RESULTS In multivariable regression analyses, children who had volunteered in their community had lower odds of a reported ADHD diagnosis than children who had not volunteered in their community (adjusted odds ratio [aOR] 0.83; 95% confidence interval [CI], 0.73-0.95). Children with a connected caregiver had a lower likelihood of ADHD diagnosis than children without a connected caregiver (aOR 0.66; 95% CI, 0.58-0.74). Children reporting moderate to severe ADHD were less likely to report exposure to any of the 7 PCEs examined, when compared with children reporting mild ADHD. CONCLUSION The findings from this study can be important for clinicians and families to mitigate the negative social and academic outcomes that children with ADHD may face.
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Affiliation(s)
- Elizabeth Crouch
- Rural and Minority Health Research Center, Arnold School of Public Health, University of South Carolina, Columbia, SC
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Ishii H, Hashimoto T, Sato A, Tanaka M, Seki R, Ogawa M, Kimura A, Nakazato M, Iyo M. Evaluating psychological distress associated with life events under the traumatic experience threshold in patients with major depressive and bipolar disorder. Sci Rep 2024; 14:16264. [PMID: 39009703 PMCID: PMC11250807 DOI: 10.1038/s41598-024-67101-x] [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: 12/07/2022] [Accepted: 07/08/2024] [Indexed: 07/17/2024] Open
Abstract
Patients with bipolar disorder (BD) and major depressive disorder (MDD) experience psychological distress associated with daily events that do not meet the threshold for traumatic experiences, referred to as event-related psychological distress (ERPD). Recently, we developed an assessment tool for ERPD, the ERPD-24. This tool considers four factors of ERPD: feelings of revenge, rumination, self-denial, and mental paralysis. We conducted a cross-sectional study between March 2021 and October 2022 to identify the differences and clinical features of ERPD among patients with MDD and BD and healthy subjects who did not experience traumatic events. Specifically, we assessed ERPD using the ERPD-24 and anxiety-related symptoms with the State-Trait Anxiety Inventory, Liebowitz Social Anxiety Scale, and anxious-depressive attack. Regarding the ERPD-24 scores among the groups, as the data did not rigorously follow the test of normality, the Kruskal-Wallis test was used to compare the differences among the groups, followed by the Dunn-Bonferroni adjusted post-hoc test. Non-remitted MDD patients and BD patients, regardless of remission/non-remission, presented more severe ERPD than healthy subjects. This study also demonstrated the relationships between all anxiety-related symptoms, including social phobia and anxious-depressive attack and ERPD, in both BD and MDD patients and in healthy subjects. In conclusion, patients with non-remitted MDD and with BD regardless of remission/non-remission experience severe ERPD related to anxiety-related symptoms.
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Affiliation(s)
- Hiroki Ishii
- Department of Psychiatry, Graduate School of Medicine, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba, 260-8670, Japan
- Department of Psychiatry, International University of Health and Welfare Narita Hospital, 852, Hatakeda, Narita, 286-8520, Japan
| | - Tasuku Hashimoto
- Department of Psychiatry, Graduate School of Medicine, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba, 260-8670, Japan.
- Department of Psychiatry, International University of Health and Welfare Narita Hospital, 852, Hatakeda, Narita, 286-8520, Japan.
| | - Aiko Sato
- Department of Psychiatry, Graduate School of Medicine, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba, 260-8670, Japan
- Department of Psychiatry, International University of Health and Welfare Narita Hospital, 852, Hatakeda, Narita, 286-8520, Japan
| | - Mami Tanaka
- Division of Clinical Study on Juvenile Delinquency, Center for Forensic Mental Health, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba, 260-8670, Japan
- Department of Psychology, Faculty of Liberal Arts, Teikyo University, 359 Otsuka, 192-0395, Hachioji, Japan
| | - Ryota Seki
- Department of Psychiatry, Graduate School of Medicine, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba, 260-8670, Japan
- Department of Psychiatry, Chiba Hospital, 2-508 Hasamacho, Funabashi, 274-0822, Japan
| | - Michi Ogawa
- Department of Psychiatry, Graduate School of Medicine, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba, 260-8670, Japan
| | - Atsushi Kimura
- Department of Psychiatry, Graduate School of Medicine, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba, 260-8670, Japan
| | - Michiko Nakazato
- Department of Psychiatry, International University of Health and Welfare Narita Hospital, 852, Hatakeda, Narita, 286-8520, Japan
| | - Masaomi Iyo
- Department of Psychiatry, Graduate School of Medicine, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba, 260-8670, Japan
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Yu J, Haynie DL, Gilman SE. Patterns of Adverse Childhood Experiences and Neurocognitive Development. JAMA Pediatr 2024; 178:678-687. [PMID: 38805237 PMCID: PMC11134279 DOI: 10.1001/jamapediatrics.2024.1318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 03/22/2024] [Indexed: 05/29/2024]
Abstract
Importance Early life adversity is associated with higher risk of many adult health problems, including mental illness, substance abuse, suicide attempt, and chronic diseases. Many previous studies investigated adversities one at a time or investigated the health toll associated with the cumulative number of adversities. Objective To examine the co-occurrence of adversities among children and how specific patterns of adversities are associated with neurocognitive development. Design, Setting, and Participants This cohort study used data from the Collaborative Perinatal Project (CPP), which enrolled a national sample of women during pregnancy and followed their offspring to ages 7 to 8 years, between 1959 and 1974. The CPP was a community-based study conducted in 12 US medical centers. The CPP sample was ascertained through prenatal clinics and is diverse with respect to race and socioeconomic status. Data analysis was performed from August 2023 to March 2024. Exposures A latent class analysis was conducted of 12 adverse childhood experiences that occurred between birth and 7 years to identify common patterns of childhood adversities. Main Outcomes and Measures Five neurocognitive tests were used to measure children's visual-motor, sensory-motor, auditory-vocal, intelligence quotient, and academic skills. Results The analysis sample included 49 853 offspring (25 226 boys [50.6%]); 24 436 children (49.0%) had low probability of experiencing any adversity, whereas the remaining half were classified into 5 groups reflecting distinct patterns of childhood adversities: parental harshness and neglect, 1625 children (3.3%); parental separation and poverty, 8731 children (17.5%); family instability, 3655 children (7.3%); family loss, instability, and poverty, 1505 children (3.0%); and crowded housing and poverty, 9901 children (19.9%). Children in 4 of these groups had lower neurocognitive scores than children with a low probability of experiencing adversity, with standardized mean differences ranging from -0.07 (95% CI, -0.11 to -0.03) to -0.86 (95% CI, -1.06 to -0.65). Conclusions and Relevance These findings suggest that adverse childhood experiences are associated with deficits in children's neurocognitive functions. It is important to understand the complexity in children's exposure to adversity and the resulting developmental consequences, as well as the underlying mechanisms, to help support children exposed to adversity and foster healthier and resilient trajectories of development.
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Affiliation(s)
- Jing Yu
- Social and Behavioral Sciences Branch, Division of Population Health Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland
| | - Denise L. Haynie
- Social and Behavioral Sciences Branch, Division of Population Health Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland
| | - Stephen E. Gilman
- Social and Behavioral Sciences Branch, Division of Population Health Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
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Gao T, Yang L, Zhou J, Zhang Y, Wang L, Wang Y, Wang T. Development and validation of a nomogram prediction model for ADHD in children based on individual, family, and social factors. J Affect Disord 2024; 356:483-491. [PMID: 38640979 DOI: 10.1016/j.jad.2024.04.069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 04/14/2024] [Accepted: 04/16/2024] [Indexed: 04/21/2024]
Abstract
OBJECTIVES A reliable, user-friendly, and multidimensional prediction tool can help to identify children at high risk for ADHD and facilitate early recognition and family management of ADHD. We aimed to develop and validate a risk nomogram for ADHD in children aged 3-17 years in the United States based on clinical manifestations and complex environments. METHODS A total of 141,356 cases were collected for the prediction model. Another 54,444 cases from a new data set were utilized for performing independent external validation. The LASSO regression was used to control possible variables. A final risk nomogram for ADHD was established based on logistic regression, and the discrimination and calibration of the established nomogram were evaluated by bootstrapping with 1000 resamples. RESULTS A final risk nomogram for ADHD was established based on 13 independent predictors, including behavioral problems, learning disabilities, age, intellectual disabilities, anxiety symptoms, gender, premature birth, maternal age at childbirth, parent-child interaction patterns, etc. The C-index of this model was 0.887 in the training set, and 0.862 in the validation set. Internal and external validation proved that the model was reliable. CONCLUSIONS A nomogram, a statistical prediction tool that assesses individualized ADHD risk for children is helpful for the early identification of children at high risk for ADHD and the construction of a conceptual model of society-family-school collaborative diagnosis, treatment, and management of ADHD.
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Affiliation(s)
- Ting Gao
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangdong Provincial Clinical Research Center for Child Health, Guangzhou 510623, China
| | - Lan Yang
- Nanfang Hospital, Southern Medical University, Guangzhou 510282, China
| | - Jiayu Zhou
- Department of Neonatology, National Children's Medical Center / Children's Hospital of Fudan University, Shanghai 201102, China
| | - Yu Zhang
- Department of Rehabilitation, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangdong Provincial Clinical Research Center for Child Health, Guangzhou 510623, China; School of Physical Education and Health, Guangzhou University of Chinese Medicine, Guangzhou 510006, China
| | - Laishuan Wang
- Department of Neonatology, National Children's Medical Center / Children's Hospital of Fudan University, Shanghai 201102, China
| | - Yan Wang
- Department of Neurology, Xi 'an Children's Hospital, Shaanxi 710021, China.
| | - Tianwei Wang
- Department of Neurosurgery, Zhujiang Hospital, Southern Medical University, Guangzhou 510282, China.
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Crouch E, Boswell E. Adverse Childhood Experiences and Attention Deficit-Hyperactivity Disorder Diagnosis and Severity: An Update. Acad Pediatr 2024; 24:389-390. [PMID: 38278483 DOI: 10.1016/j.acap.2024.01.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2024] [Accepted: 01/20/2024] [Indexed: 01/28/2024]
Affiliation(s)
- Elizabeth Crouch
- Rural and Minority Health Research Center, Arnold School of Public Health, University of South Carolina, Columbia, SC.
| | - Emma Boswell
- Rural and Minority Health Research Center, Arnold School of Public Health, University of South Carolina, Columbia, SC.
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Zhang X, Li Y, Xiao Y, Yu C, Pei Y, Cao F. Association of positive childhood experiences with flourishing among children with ADHD: A population-based study in the United States. Prev Med 2024; 179:107824. [DOI: .doi: 10.1016/j.ypmed.2023.107824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/29/2025]
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12
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Zhang X, Li Y, Xiao Y, Yu C, Pei Y, Cao F. Association of positive childhood experiences with flourishing among children with ADHD: A population-based study in the United States. Prev Med 2024; 179:107824. [DOI: 1.doi: 10.1016/j.ypmed.2023.107824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/29/2025]
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Zhang X, Li Y, Xiao Y, Yu C, Pei Y, Cao F. Association of positive childhood experiences with flourishing among children with ADHD: A population-based study in the United States. Prev Med 2024; 179:107824. [PMID: 38159814 DOI: 10.1016/j.ypmed.2023.107824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 12/10/2023] [Accepted: 12/14/2023] [Indexed: 01/03/2024]
Abstract
BACKGROUND Child flourishing includes healthy social and emotional development and an open, engaged approach to learning. However, there remains a significant knowledge gap concerning a minority of children with ADHD who may demonstrate flourishing in one or more areas of functioning. This study investigated the association between positive childhood experiences (PCEs) and flourishing among children with ADHD. METHOD Data were derived from the 2021 National Survey of Children's Health in the United States. The analysis included a final sample of 3727 children with ADHD. Logistic regression, restricted cubic splines, and random forest were used to examine the associations between seven PCEs and flourishing. RESULTS The adjusted odds of flourishing were 72% lower (odds ratio [OR] = 0.28,95% confidence interval [CI] = 0.21, 0.38) among children with PCE scores of 0-2 compared to those with scores of 3-5. In addition, the adjusted odds of flourishing were 2.45 times (95%CI = 2.00, 2.99) greater for children with PCE scores of 6-7 compared to those with scores of 3-5. These associations were consistent regardless of the level of adverse childhood experiences. Having a "connected caregiver" was the PCE most closely related to flourishing (unweighted OR = 3.24, 95%CI = 2.72, 3.89). CONCLUSIONS Our findings revealed a positive association between higher levels of PCEs and greater flourishing among children with ADHD, regardless of the level of childhood adversity they experienced. These results highlight the importance of positive experiences in the lives of children with ADHD, with a specific focus on nurturing supportive relationships within families.
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Affiliation(s)
- Xuan Zhang
- School of Nursing and Rehabilitation, Shandong University, Jinan, Shandong Province, China
| | - Yang Li
- School of Nursing, The University of Texas at Austin, Austin, USA
| | - Yiping Xiao
- School of Nursing and Rehabilitation, Shandong University, Jinan, Shandong Province, China
| | - Cheng Yu
- School of Nursing and Rehabilitation, Shandong University, Jinan, Shandong Province, China
| | - Yifei Pei
- School of Nursing and Rehabilitation, Shandong University, Jinan, Shandong Province, China
| | - Fenglin Cao
- School of Nursing and Rehabilitation, Shandong University, Jinan, Shandong Province, China.
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14
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Alfonso D, Basurto K, Guilfoyle J, VanLandingham HB, Gonzalez C, Ovsiew GP, Rodriguez VJ, Resch ZJ, Ulrich DM, Soble JR. The Effect of Adverse Childhood Experiences on ADHD Symptom Reporting, Psychological Symptoms, and Cognitive Performance Among Adult Neuropsychological Referrals. J Atten Disord 2024; 28:43-50. [PMID: 37694981 DOI: 10.1177/10870547231196326] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/12/2023]
Abstract
OBJECTIVE Adverse childhood experiences (ACEs) are early life experiences that influence mental health outcomes, though there are mixed findings reported in relation to attention deficit hyperactivity disorder (ADHD) symptoms. The current study compared adults who experienced ACEs on measures of ADHD symptom reporting, psychological symptoms, and neurocognitive test performance. METHOD The sample (n = 115) had mean age of 28.42 (SD = 6.46); educational attainment of 16.47 years (SD = 1.99); and was 35% male/65% female and racially/ethnically diverse. Participants completed measures of ACEs, ADHD symptoms, psychopathology, and perceived stress, as well as neuropsychological tests. RESULTS The high ACEs group endorsed higher levels of childhood/adulthood inattentive, impulsive, and hyperactive symptoms, and overall childhood symptoms when compared to the low ACEs group. CONCLUSIONS This study provides a more comprehensive understanding of the association between ACEs and cognitive/mental health outcomes. Greater ACEs resulted in higher ADHD symptom reporting but not significantly greater psychological symptoms or worse neurocognitive performance.
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Affiliation(s)
- Demy Alfonso
- University of Illinois at Chicago, IL, USA
- Northern Illinois University, Dekalb, IL, USA
| | | | | | | | - Christopher Gonzalez
- University of Illinois at Chicago, IL, USA
- Illinois Institute of Technology, IL, USA
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15
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Kallman J, Mamey MR, Vanderbilt DL, Imagawa KK, Schonfeld DJ, Deavenport-Saman A. Hyperactivity and Impulsivity Symptoms Mediate the Association Between Adverse Childhood Experiences and Reading Achievement: A LONGSCAN Cohort Study. Child Psychiatry Hum Dev 2023:10.1007/s10578-023-01655-1. [PMID: 38141152 DOI: 10.1007/s10578-023-01655-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/10/2023] [Indexed: 12/24/2023]
Abstract
Adverse Childhood Experiences (ACEs) include various childhood stressors that can negatively impact the health and well-being of children. ACEs are associated with poor academic achievement. Attention is strongly associated with academic achievement, and there is a graded relationship between ACEs exposure and subsequent development of parent-reported ADHD; however, it is unclear whether ADHD symptoms mediate the relationship between ACEs and academic achievement. This study tested a model of mediation by ADHD symptoms between ACEs and academic achievement (measured by reading score). This retrospective cohort analysis utilized data from the Longitudinal Study on Child Abuse and Neglect (LONGSCAN), a data consortium exploring the impact of child maltreatment (n = 494). There were relatively even numbers of male and female child participants, and the majority of caregivers were either non-Hispanic White or Black. Path analyses were modeled for ACEs as a sum score and separately for individual ACE exposures, with number of symptoms of Inattention (IN) and Hyperactivity/Impulsivity (H/I) as mediators, and academic achievement as the outcome, adjusting for covariates. ACEs were highly prevalent in this sample (M = 5.10, SD = 1.90). After retaining significant covariates, significant direct associations (P < .05) were seen between ACE sum score and IN (β = .14) and H/I (β = .21), and between H/I and reading score (β=-.14). A higher ACE score was associated with lower reading scores through variation in H/I, but not IN. H/I mediated the relationship between ACEs and reading score in this high-risk population, providing new insight into relationships between ACEs and academic achievement, which can inform interventions.
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Affiliation(s)
- Joshua Kallman
- Division of Developmental- Behavioral Pediatrics, Department of Pediatrics, Children's Hospital Los Angeles, 4650 Sunset Blvd., MS #146, Los Angeles, CA, 90027, USA.
- Keck School of Medicine of USC, Keck School of Medicine, University of Southern California, 1975 Zonal Ave, Los Angeles, CA, 90033, USA.
| | - Mary Rose Mamey
- Division of General Pediatrics, Department of Pediatrics, Children's Hospital Los Angeles, 4650 Sunset Blvd, MS#76, Los Angeles, CA, 90027, USA
| | - Douglas L Vanderbilt
- Division of Developmental- Behavioral Pediatrics, Department of Pediatrics, Children's Hospital Los Angeles, 4650 Sunset Blvd., MS #146, Los Angeles, CA, 90027, USA
- Keck School of Medicine of USC, Keck School of Medicine, University of Southern California, 1975 Zonal Ave, Los Angeles, CA, 90033, USA
| | - Karen Kay Imagawa
- Keck School of Medicine of USC, Keck School of Medicine, University of Southern California, 1975 Zonal Ave, Los Angeles, CA, 90033, USA
- Division of General Pediatrics, Department of Pediatrics, Children's Hospital Los Angeles, 4650 Sunset Blvd, MS#76, Los Angeles, CA, 90027, USA
| | - David J Schonfeld
- Division of Developmental- Behavioral Pediatrics, Department of Pediatrics, Children's Hospital Los Angeles, 4650 Sunset Blvd., MS #146, Los Angeles, CA, 90027, USA
- Keck School of Medicine of USC, Keck School of Medicine, University of Southern California, 1975 Zonal Ave, Los Angeles, CA, 90033, USA
| | - Alexis Deavenport-Saman
- Keck School of Medicine of USC, Keck School of Medicine, University of Southern California, 1975 Zonal Ave, Los Angeles, CA, 90033, USA
- Division of General Pediatrics, Department of Pediatrics, Children's Hospital Los Angeles, 4650 Sunset Blvd, MS#76, Los Angeles, CA, 90027, USA
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16
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Song J. Patterns of Adverse Childhood Experiences and Psychiatric Disorders Among Adolescents with ADHD: A Latent Class Analysis. Child Psychiatry Hum Dev 2023:10.1007/s10578-023-01645-3. [PMID: 38110757 DOI: 10.1007/s10578-023-01645-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/18/2023] [Indexed: 12/20/2023]
Abstract
There is limited existing research on whether specific combinations of Adverse Childhood Experiences (ACEs) are associated with different psychiatric disorders among adolescents with ADHD. This study aimed to address this gap by identifying classes of ACEs and examining their association with behavioral problems, anxiety, and depression in adolescents with ADHD aged 11-17 (n = 1,806), using data from the 2018 National Survey of Children's Health (NSCH). A latent class analysis revealed a four-class solution: (1) low-risk ACEs (61.6%), (2) moderate-risk ACEs (25.2%), (3) high discrimination and neighborhood violence exposure (7.6%), and (4) high-risk ACEs (5.6%). The "high-risk ACEs" and the "high discrimination and neighborhood violence exposure" class showed a higher likelihood of behavioral problems and depression, and anxiety and depression respectively. These findings provide some insight into the ACE patterns that are more likely to be associated with mental health problems among adolescents with ADHD.
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Affiliation(s)
- Jihee Song
- Florida Department of Children and Families, Tallahassee, FL, 32303, USA.
- Department of Family, Youth, and Community Sciences, University of Florida, Gainesville, FL, 32611, USA.
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17
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Schwartz A, Galera C, Kerbage H, Montagni I, Tzourio C. Adverse Childhood Experiences and ADHD Symptoms Among French College Students. JOURNAL OF CHILD & ADOLESCENT TRAUMA 2023; 16:1109-1117. [PMID: 38045835 PMCID: PMC10689313 DOI: 10.1007/s40653-023-00543-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 03/28/2023] [Indexed: 12/05/2023]
Abstract
To examine the relationship between adverse childhood experiences (ACEs) and Attention-deficit Hyperactivity Disorder (ADHD) among college students. We investigated the association between ACEs and ADHD symptoms among French college students enrolled in the i-Share cohort using multivariate logistic regression models. The sample comprised of 1062 participants with a mean age of 20.3 (SD = 2.3) of which 30.6% had no ACEs exposure, 29.6% had 1 ACE, 19.2% had 2 ACEs, and 20.6% had ≥ 3 ACEs. After controlling for potential confounders, every increase in ACE exposure heightened the risk of ADHD symptoms with the respective adjusted Odds Ratios and 95% confidence intervals: 1 ACE: 2.1 (0.7-6.3) / 2 ACEs: 4.5 (2.6-12.8)/ ≥ 3 ACEs: 5.2 (1.8-14.8). Estimates for ADHD symptoms were higher with sexual abuse, emotional and physical neglect, and bullying. Findings suggest that ACEs heighten the risk for developing ADHD symptoms among college students and bear important implications for prevention and clinical practice.
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Affiliation(s)
- Ashlyn Schwartz
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, U1219, CHU Bordeaux, 146 Rue Léo Saignat, F-33000 Bordeaux, France
- Department of Public Health, University of Tennessee-Knoxville, Knoxville, USA
| | - Cédric Galera
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, U1219, CHU Bordeaux, 146 Rue Léo Saignat, F-33000 Bordeaux, France
- Charles Perrens Hospital, Bordeaux, France
| | - Hala Kerbage
- Department of Child and Adolescent Psychiatry, Saint Eloi University Hospital, 34090 Montpellier, France
- Center for Epidemiology and Population Health (CESP) INSERM U1018, Developmental Psychiatry Team, Paris-Saclay University, Villejuif Cedex 94807, Paris, France
| | - Ilaria Montagni
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, U1219, CHU Bordeaux, 146 Rue Léo Saignat, F-33000 Bordeaux, France
| | - Christophe Tzourio
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, U1219, CHU Bordeaux, 146 Rue Léo Saignat, F-33000 Bordeaux, France
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18
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Yao K, van der Veen T, Thygesen J, Bass N, McQuillin A. Multiple psychiatric polygenic risk scores predict associations between childhood adversity and bipolar disorder. J Affect Disord 2023; 341:137-146. [PMID: 37643680 DOI: 10.1016/j.jad.2023.08.116] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 08/17/2023] [Accepted: 08/23/2023] [Indexed: 08/31/2023]
Abstract
BACKGROUND It remains unclear how adverse childhood experiences (ACE) and increased genetic risk for bipolar disorder (BD) interact to influence BD symptom outcomes. Here we calculated multiple psychiatric polygenic risk scores (PRS) and used the measures of ACE to understand these gene-environment interactions. METHOD 885 BD subjects were included for analyses. BD, ADHD, MDD and SCZ PRSs were calculated using the PRS-CS-auto method. ACEs were evaluated using the Children Life Event Questionnaire (CLEQ). Participants were divided into groups based on the presence of ACE and the total number of ACEs. The associations between total ACE number, PRSs and their interactions were evaluated using multiple linear and logistic regressions. Secondary analyses were performed to evaluate the influence of ACE and PRS on sub-phenotypes of BD. RESULTS The number of ACEs increased with the ADHD PRS. BD participants who had ACEs showed an earlier age of BD onset and higher odds of having rapid cycling. Increased BD PRS was associated with increased odds of developing psychotic symptoms. Higher ADHD PRS was associated with increased odds of having rapid cycling. No prediction effect was observed from MDD and SCZ PRS. And, we found no significant interaction between ACE numbers and any of the PRSs in predicting any selected BD sub-phenotypes. LIMITATIONS The study was limited by sample size, ACE definition, and cross-sectional data collection method. CONCLUSIONS The findings consolidate the importance of considering multiple psychiatric PRSs in predicting symptom outcomes among BD patients.
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Affiliation(s)
- Kai Yao
- Molecular Psychiatry Laboratory, Division of Psychiatry, University College London, London, UK
| | - Tracey van der Veen
- Molecular Psychiatry Laboratory, Division of Psychiatry, University College London, London, UK
| | - Johan Thygesen
- Institute of Health Informatics, University College London, UK
| | - Nick Bass
- Molecular Psychiatry Laboratory, Division of Psychiatry, University College London, London, UK
| | - Andrew McQuillin
- Molecular Psychiatry Laboratory, Division of Psychiatry, University College London, London, UK.
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19
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Luk JW, Leiter N, Axelowitz JC, Stangl BL, Melendez CR, Schwandt ML, Gunawan T, Goldman D, Diazgranados N, Ramchandani VA. Effects of clustering and timing of early life stress exposure on mood problems, ADHD symptoms, and problematic drinking. J Psychiatr Res 2023; 166:130-138. [PMID: 37769594 PMCID: PMC10686194 DOI: 10.1016/j.jpsychires.2023.09.018] [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: 11/09/2022] [Revised: 07/14/2023] [Accepted: 09/15/2023] [Indexed: 10/03/2023]
Abstract
OBJECTIVE Exposure to early life stress (ELS) may lead to long-term health consequences. The Early Life Stress Questionnaire (ELSQ) is a retrospective measure of multiple ELS and their timing. Latent class analysis (LCA) has not been applied to the ELSQ and questions regarding timing are rarely explored. This study examined the effects of clustering and timing of ELS exposure on internalizing and externalizing symptoms. METHOD Data from 1095 participants in the NIAAA Natural History Protocol were analyzed. LCA was conducted on 18 ELS items. Regression and correlational analyses examined associations of latent classes with sociodemographic variables and clinical outcomes. RESULTS LCA revealed three classes: Class 1: Minimal ELS (54.2%), Class 2: Moderate ELS (33.2%), and Class 3: Multiple and High ELS (12.6%). Black/African American participants were more likely to be in Class 2, and participants with low household income were more likely to be in Classes 2 and 3. Family history of problematic alcohol use and individual alcohol use disorder diagnosis were linked to Classes with higher ELS exposure. Compared with Class 1, Class 2 reported higher anxiety symptoms, depressive symptoms, ADHD symptoms, and problematic drinking, and Class 3 reported the highest levels across all these outcomes. Regarding timing, earlier exposure to ELS (e.g., sustained family conflict and witnessed domestic violence) was associated with higher psychopathological symptoms. CONCLUSIONS The ELSQ can effectively capture clustering and timing of exposure to multiple ELS. Greater and earlier exposure to ELS were positively associated with internalizing and externalizing symptoms, underscoring the need for early and well-timed intervention.
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Affiliation(s)
- Jeremy W Luk
- Office of the Clinical Director, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA.
| | - Noa Leiter
- Human Psychopharmacology Laboratory, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | - Jared C Axelowitz
- Human Psychopharmacology Laboratory, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | - Bethany L Stangl
- Human Psychopharmacology Laboratory, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | - Carlos R Melendez
- Human Psychopharmacology Laboratory, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | - Melanie L Schwandt
- Office of the Clinical Director, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | - Tommy Gunawan
- Office of the Clinical Director, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA; Human Psychopharmacology Laboratory, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | - David Goldman
- Office of the Clinical Director, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA; Laboratory of Neurogenetics, National Institute on Alcohol Abuse and Alcoholism, Rockville, MD, USA
| | - Nancy Diazgranados
- Office of the Clinical Director, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | - Vijay A Ramchandani
- Human Psychopharmacology Laboratory, National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
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20
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Hunter RG. Editorial: Insights in emotion regulation and processing: 2022. Front Behav Neurosci 2023; 17:1271806. [PMID: 37840545 PMCID: PMC10570839 DOI: 10.3389/fnbeh.2023.1271806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 08/14/2023] [Indexed: 10/17/2023] Open
Affiliation(s)
- Richard G. Hunter
- Developmental and Brain Sciences Program, Department of Psychology, University of Massachusetts Boston, Boston, MA, United States
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21
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Ni M, Li L, Li W, Zhang Q, Zhao J, Shen Q, Yao D, Wang T, Li B, Ding X, Qi S, Huang X, Liu Z. Examining the relationship between birth weight and attention-deficit hyperactivity disorder diagnosis. Front Psychiatry 2023; 14:1074783. [PMID: 37293403 PMCID: PMC10244743 DOI: 10.3389/fpsyt.2023.1074783] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Accepted: 05/02/2023] [Indexed: 06/10/2023] Open
Abstract
Background Attention-deficit hyperactivity disorder (ADHD) is a neurodevelopmental condition that is prevalent in children worldwide. We evaluated the potential relationship between birth weight and ADHD using newly released data from the National Survey of Children's Health 2019-2020. Methods This population-based survey study used parent recollection data that were collected and submitted by 50 states and the District of Columbia to the National Survey of Children's Health database from the National Survey of Children's Health database. Those aged < 3 years and without birth weight or ADHD records were excluded. Children were stratified according to ADHD diagnosis and birth weight: very low birth weight (VLBW, < 1,500 g), low birth weight (LBW, 1,500-2,500 g), and normal birth weight (NBW, ≥ 2,500 g). Multivariable logistic regression was applied to examine the causal association between birth weight and ADHD while controlling for child and household characteristics. Results The final sample consisted of 60,358 children, of whom 6,314 (9.0%) were reported to have an ADHD diagnosis. The prevalence of ADHD was 8.7% in NBW children, 11.5% in LBW, and 14.4% in VLBW. Compared with NBW children, LBW children [adjusted odds ratio (aOR), 1.32 (95% CI, 1.03-1.68)], and VLBW children [aOR, 1.51 (95% CI, 1.06-2.15)] had a significantly higher risk of ADHD after adjusting all variables. These associations persisted in the male subgroups. Conclusion and relevance This study found that LBW and VLBW children were at a higher risk of ADHD.
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Affiliation(s)
- Meng Ni
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Lijuan Li
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Wei Li
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Qianqian Zhang
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Jiuru Zhao
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Qianwen Shen
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Dongting Yao
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Tao Wang
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Baihe Li
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Xiya Ding
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Sudong Qi
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Xiaoyi Huang
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
| | - Zhiwei Liu
- International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- International Peace Maternity and Child Health Hospital of China Welfare, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory of Embryo Original Disease, Shanghai, China
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22
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Anto M, Shipley SC, Massey S, Szperka CL. Adverse Childhood Experiences Are Associated With Seizures in Children: A Cross-sectional Analysis. Neurol Clin Pract 2023; 13:e200136. [PMID: 37064581 PMCID: PMC10100441 DOI: 10.1212/cpj.0000000000200136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 11/21/2022] [Indexed: 03/12/2023]
Abstract
Background and Objective To assess the relationship between adverse childhood experiences (ACE/ACEs) and epilepsy. Methods We performed a cross-sectional retrospective cohort analysis using population-based data from the 2018 and 2019 National Survey of Children's Health to examine caregiver-reported ACE exposures and their relationship to caregiver-reported physician diagnoses of epilepsy or seizure disorder in children. ACEs elicited in the survey included questions about experience of violence, household dysfunction, and food and housing insecurity. Adjusting for age, race, and income level, we used logistic regression to test the relationships between cumulative ACE score and current seizure disorder or epilepsy diagnosis and to examine which specific ACEs were individually associated with current seizure disorder or epilepsy diagnosis. Results The study population consisted of 59,963 participants; 52.2% were female, and 47.8% were male. Participant ages ranged from 0 to 17 years. A current diagnosis of epilepsy or seizure disorder was reported in 377 (0.63%) participants, and 22,749 (37.9%) participants had one or more ACE exposures. As the number of ACEs increased, odds of current epilepsy or seizure disorder diagnosis increased by 1.14 (95% confidence interval 1.07-1.22). Five ACE exposures demonstrated a high association with a current diagnosis of epilepsy or seizure disorder: food/housing insecurity, witnessing domestic violence, household mental illness, neighborhood violence, and parent/guardian incarceration. Discussion Multiple ACE exposures were individually associated with reporting a diagnosis of epilepsy or seizure disorder. An increase in cumulative ACE exposures increased odds of having current diagnosis of epilepsy or seizure disorder.
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Affiliation(s)
- Marissa Anto
- Division of Neurology (MA, SCS, SM, CLS), Children's Hospital of Philadelphia, PA
| | - Shannon C Shipley
- Division of Neurology (MA, SCS, SM, CLS), Children's Hospital of Philadelphia, PA
| | - Shavonne Massey
- Division of Neurology (MA, SCS, SM, CLS), Children's Hospital of Philadelphia, PA
| | - Christina L Szperka
- Division of Neurology (MA, SCS, SM, CLS), Children's Hospital of Philadelphia, PA
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23
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Guidetti C, Brogna P, Chieffo DPR, Turrini I, Arcangeli V, Rausa A, Bianchetti M, Rolleri E, Santomassimo C, Di Cesare G, Ducci G, Romeo DM, Brogna C. Eye Movement Desensitization and Reprocessing (EMDR) as a Possible Evidence-Based Rehabilitation Treatment Option for a Patient with ADHD and History of Adverse Childhood Experiences: A Case Report Study. J Pers Med 2023; 13:jpm13020200. [PMID: 36836434 PMCID: PMC9961224 DOI: 10.3390/jpm13020200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2022] [Revised: 01/19/2023] [Accepted: 01/19/2023] [Indexed: 01/24/2023] Open
Abstract
BACKGROUND Children with Attention Deficit Hyperactivity Disorder (ADHD) having a history of adverse childhood experiences (ACEs) could be very difficult to treat with standard psychotherapeutic approaches. Some children diagnosed with ADHD may have Post-Traumatic Stress Disorder (PTSD) or have had experienced a significant traumatic event. Trauma and PTSD could exacerbate ADHD core symptoms and be a risk factor of poor outcome response. OBJECTIVE to report for the first time the history of a patient with ADHD and ACE successfully treated with an EMDR approach. CONCLUSION EMDR could be a promising treatment for ADHD children with a history of traumatic experiences in addition to pharmacological treatments.
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Affiliation(s)
- Clotilde Guidetti
- Pediatric Neurology, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Patrizia Brogna
- Complex Operative Unit Prevention and Early Interventions (PIPSM), Department of Mental Health ASL ROMA 1, 00193 Rome, Italy
| | - Daniela Pia Rosaria Chieffo
- Clinical Psychology Unit, Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, 00168 Rome, Italy
- Department Women Children and Public Health, Catholic University of Sacred Heart, 00168 Rome, Italy
| | - Ida Turrini
- Pediatric Neurology Unit, Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, 00168 Rome, Italy
| | - Valentina Arcangeli
- Clinical Psychology Unit, Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, 00168 Rome, Italy
| | - Azzurra Rausa
- Pediatric Neurology, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | | | - Elisa Rolleri
- Pediatric Neurology, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Chiara Santomassimo
- Complex Operative Unit Prevention and Early Interventions (PIPSM), Department of Mental Health ASL ROMA 1, 00193 Rome, Italy
| | - Gianluigi Di Cesare
- Complex Operative Unit Prevention and Early Interventions (PIPSM), Department of Mental Health ASL ROMA 1, 00193 Rome, Italy
| | - Giuseppe Ducci
- Complex Operative Unit Prevention and Early Interventions (PIPSM), Department of Mental Health ASL ROMA 1, 00193 Rome, Italy
| | - Domenico M. Romeo
- Pediatric Neurology, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
- Pediatric Neurology Unit, Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, 00168 Rome, Italy
| | - Claudia Brogna
- Pediatric Neurology Unit, Fondazione Policlinico Universitario “A. Gemelli”, IRCCS, 00168 Rome, Italy
- Correspondence: or ; Tel.: +39-06-30155340; Fax: +39-06-30154363
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24
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Druskin LR, Victory EJ, Han RC, Phillips ST, Aman E, McNeil CB. The Impact of Maternal Depression on Internet-Parent–Child Interaction Therapy for Child Attention-Deficit/Hyperactivity Disorder: A Case Study. Clin Case Stud 2022. [DOI: 10.1177/15346501221145662] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Conduct disorders and attention-deficit/hyperactivity disorder (ADHD) are highly comorbid, with an estimated prevalence rate of 51.5% for children between 2–17 years of age (Centers for Disease Control and Prevention, 2020). Parent–Child Interaction Therapy (PCIT) is an empirically supported behavioral parent training program for children with disruptive behavior. PCIT research consistently demonstrates decreases in disruptive behaviors and increases in positive parenting strategies among families of young children with ADHD; however, PCIT has yet to become widely recognized as a treatment for ADHD. This case study presents the treatment of a 6-year-old boy with ADHD and severe behavior problems. The case was further impacted by the single mother’s depressive symptoms and internet delivery of PCIT during the COVID-19 pandemic. Findings from this case report documented an improvement in disruptive child behaviors and emotion regulation and increased positivity during parent–child interactions, despite worsening maternal depressive symptoms. This case study highlights the utility of PCIT to improve child disruptive behaviors and ADHD symptoms in the midst of several complicating factors.
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Affiliation(s)
| | - Erinn J. Victory
- Department of Psychology, West Virginia University, Morgantown, WV, USA
| | - Robin C. Han
- Department of Psychology, West Virginia University, Morgantown, WV, USA
| | | | - Emily Aman
- Department of Psychology, West Virginia University, Morgantown, WV, USA
| | - Cheryl B. McNeil
- Department of Psychology, West Virginia University, Morgantown, WV, USA
- Department of Psychiatry, University of Florida, Gainesville, FL, USA
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25
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Keeshin BR, Monson E. Assessing and Responding to the Trauma of Child Maltreatment. FOCUS (AMERICAN PSYCHIATRIC PUBLISHING) 2022; 20:176-183. [PMID: 37153127 PMCID: PMC10153498 DOI: 10.1176/appi.focus.20210033] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Child maltreatment is a significant risk factor for severe psychiatric outcomes in childhood and contributes to problematic symptoms that direct parents, teachers, or other invested parties to seek psychiatric intervention. With ongoing workforce shortages, much of the pediatric psychiatric care to this population is delivered by generalists. Child maltreatment and trauma can critically alter a child's development trajectory, affecting potential success in school and other important life pursuits. In addition, child maltreatment and resultant traumatic stress can dramatically disrupt child and adolescent development of healthy emotional regulation, distress tolerance, and the ability to form effective interpersonal relationships. Such disruption can lead to presentations within children and adolescents that mimic other symptoms of psychopathology but that typically respond poorly to traditional psychopharmacology. Ineffective treatment trials can lead to increased risk of polypharmacy and inaccurate expectations for treatment benefits. Such treatment efforts may impede addressing important environmental contributors and delay indicated therapeutic strategies. This article seeks to review child maltreatment-including core features and prevalence, overlap of child maltreatment with adverse childhood experiences, developmental impacts of exposure and resultant traumatic stress, guidance for appropriate assessment, and evidence-based interventions-and provide basic deprescribing guidelines to reduce polypharmacy burden.
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Affiliation(s)
- Brooks R Keeshin
- Department of Pediatrics (Keeshin) and Department of Psychiatry (Monson), Huntsman Mental Health Institute, University of Utah, Salt Lake City
| | - Eric Monson
- Department of Pediatrics (Keeshin) and Department of Psychiatry (Monson), Huntsman Mental Health Institute, University of Utah, Salt Lake City
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26
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Offerman ECP, Asselman MW, Bolling F, Helmond P, Stams GJJM, Lindauer RJL. Prevalence of Adverse Childhood Experiences in Students with Emotional and Behavioral Disorders in Special Education Schools from a Multi-Informant Perspective. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19063411. [PMID: 35329097 PMCID: PMC8948877 DOI: 10.3390/ijerph19063411] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 02/20/2022] [Accepted: 03/08/2022] [Indexed: 02/05/2023]
Abstract
Adverse childhood experiences (ACEs) are associated with an increased risk of developing severe emotional and behavioral problems; however, little research is published on ACEs for students with emotional and behavioral disorders (EBD) in special education (SE) schools. We therefore systematically explored the prevalence, type and timing of ACEs in these students from five urban SE schools in the Netherlands (Mage = 11.58 years; 85.1% boys) from a multi-informant perspective, using students’ self-reports (n = 169), parent reports (n = 95) and school files (n = 172). Almost all students experienced at least one ACE (96.4% self-reports, 89.5% parent reports, 95.4% school files), and more than half experienced four or more ACEs (74.5% self-reports, 62.7% parent reports, 59.9% school files). A large majority of students experienced maltreatment, which often co-occurred with household challenges and community stressors. Additionally, 45.9% of the students experienced their first ACE before the age of 4. Students with EBD in SE who live in poverty or in single-parent households were more likely to report multiple ACEs. Knowledge of the prevalence of ACEs may help understand the severe problems and poor long-term outcomes of students with EBD in SE.
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Affiliation(s)
- Evelyne C. P. Offerman
- Orion, Special Education, Bijlmerdreef 1289-2, 1103 TV Amsterdam, The Netherlands; (M.W.A.); (F.B.)
- Correspondence: ; Tel.: +31-65374496
| | - Michiel W. Asselman
- Orion, Special Education, Bijlmerdreef 1289-2, 1103 TV Amsterdam, The Netherlands; (M.W.A.); (F.B.)
| | - Floor Bolling
- Orion, Special Education, Bijlmerdreef 1289-2, 1103 TV Amsterdam, The Netherlands; (M.W.A.); (F.B.)
| | - Petra Helmond
- Levvel, Academic Center for Child and Adolescent Psychiatry, Meibergdreef 5, 1105 AZ Amsterdam, The Netherlands; (P.H.); (R.J.L.L.)
| | - Geert-Jan J. M. Stams
- Department of Child Development and Education, University of Amsterdam, Nieuwe Achtergracht 127, 1018 WS Amsterdam, The Netherlands;
| | - Ramón J. L. Lindauer
- Levvel, Academic Center for Child and Adolescent Psychiatry, Meibergdreef 5, 1105 AZ Amsterdam, The Netherlands; (P.H.); (R.J.L.L.)
- Department of Child and Adolescent Psychiatry, Amsterdam University Medical Centre, University of Amsterdam, Meibergdreef 5, 1105 AZ Amsterdam, The Netherlands
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27
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Shippen N, Horn SR, Triece P, Chronis-Tuscano A, Meinzer MC. Understanding ADHD in Black Adolescents in Urban Schools: A Qualitative Examination of Factors that Influence ADHD Presentation, Coping Strategies, and Access to Care. EVIDENCE-BASED PRACTICE IN CHILD AND ADOLESCENT MENTAL HEALTH 2022; 7:213-229. [PMID: 35602172 PMCID: PMC9122271 DOI: 10.1080/23794925.2021.2013140] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
The high school years are a challenging developmental period for adolescents with attention-deficit/hyperactivity disorder (ADHD), their families, and those who work with them in the school system. Moreover, racially minoritized families and schools in low-resource, urban settings often experience additional adverse experiences that can make access to evidence-based mental health care particularly difficult. This qualitative investigation into the experiences of Black high school students with ADHD, their caregivers, teachers, and school mental health providers (SMHPs) aimed to understand this community's experiences with ADHD across development and to explore the barriers/facilitators to adequate services. Through focus group interviews with stakeholders (i.e., 6 adolescents with a diagnosis of ADHD, 5 caregivers of adolescents with ADHD, 6 teachers, 5 school mental health providers), themes emerged related to (1) developmental changes observed in ADHD presentation in high school students and (2) contextual factors (including barriers/facilitators to optimal school and home functioning). These themes led to the development of an ecological model that show various contextual factors influencing the experiences of Black adolescents with ADHD in under-resourced urban public high schools (e.g., adolescents' coping strategies, caregiver involvement, teacher burden or lack of ADHD-knowledge, socioeconomic status, access to care). This qualitative study represents the first step of a treatment development project assessing the implementation of a depression prevention intervention for Black adolescents with ADHD in urban public-school settings. Clinical implications (e.g., coordination of care between home and schools, increasing attention to social determinants of health, ensuring culturally competent discussion of ADHD and its treatment) are discussed.
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Affiliation(s)
| | | | | | | | - Michael C. Meinzer
- University of Illinois at Chicago, Chicago, IL,University of Maryland, College Park, MD
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28
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Bozinovic K, McLamb F, O'Connell K, Olander N, Feng Z, Haagensen S, Bozinovic G. U.S. national, regional, and state-specific socioeconomic factors correlate with child and adolescent ADHD diagnoses pre-COVID-19 pandemic. Sci Rep 2021; 11:22008. [PMID: 34759326 PMCID: PMC8580963 DOI: 10.1038/s41598-021-01233-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Accepted: 10/25/2021] [Indexed: 11/09/2022] Open
Abstract
Attention-deficit/hyperactivity disorder (ADHD), the most diagnosed emerging neurodevelopmental disorder in children, is a growing health crisis in the United States. Due to the potential increase in ADHD severity during and post the COVID-19 pandemic, we analyzed recent national and two state-specific ADHD data distribution among U.S. children and adolescents by investigating a broad range of socioeconomic status (SES) factors. Child and adolescent ADHD diagnosis and treatment data were parent-reported via National Survey of Children's Health (NSCH). The nationwide childhood prevalence of ADHD is 8.7%, and 62.1% of diagnosed children are taking medication. Louisiana (15.7%) has the highest percentage of children diagnosed with ADHD and California (5.6%) has the lowest, followed by Nevada (5.9%). Multiple correspondence analysis (MCA, n = 51,939) examining 30 factors highlights four areas of interest at the national and state level: race/ethnicity, financial status, family structure, and neighborhood characteristics. Positive correlations between ADHD diagnosis and unsafe school, unsafe neighborhood, and economic hardship are evident nationally and statewide, while the association between a lack of ADHD diagnosis and higher urban neighborhood amenities are evident nationally, but not in two opposing outlier states-Louisiana or Nevada. National and state-specific hierarchical analyses demonstrate significant correlations between the various SES factors and ADHD outcomes. Since the national analysis does not account for the demographic heterogeneity within regions or individual states, the U.S. should rely on comprehensive, county-specific, near real-time data reporting to effectively model and mitigate the ADHD epidemic and similar national health crises.
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Affiliation(s)
- Kesten Bozinovic
- Boz Life Science Research and Teaching Institute, San Diego Science Center, 3030 Bunker Hill Street, Suite 102, San Diego, CA, 92109, USA
- University of California San Diego, Extended Studies, 9600 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Flannery McLamb
- Boz Life Science Research and Teaching Institute, San Diego Science Center, 3030 Bunker Hill Street, Suite 102, San Diego, CA, 92109, USA
- University of California San Diego, Extended Studies, 9600 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Katherine O'Connell
- Boz Life Science Research and Teaching Institute, San Diego Science Center, 3030 Bunker Hill Street, Suite 102, San Diego, CA, 92109, USA
- University of California San Diego, Extended Studies, 9600 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Natalie Olander
- Boz Life Science Research and Teaching Institute, San Diego Science Center, 3030 Bunker Hill Street, Suite 102, San Diego, CA, 92109, USA
- University of California San Diego, Extended Studies, 9600 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Zuying Feng
- Boz Life Science Research and Teaching Institute, San Diego Science Center, 3030 Bunker Hill Street, Suite 102, San Diego, CA, 92109, USA
| | - Sora Haagensen
- Boz Life Science Research and Teaching Institute, San Diego Science Center, 3030 Bunker Hill Street, Suite 102, San Diego, CA, 92109, USA
- University of California San Diego, Extended Studies, 9600 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Goran Bozinovic
- Boz Life Science Research and Teaching Institute, San Diego Science Center, 3030 Bunker Hill Street, Suite 102, San Diego, CA, 92109, USA.
- Division of Biology, University of California San Diego, 9500 Gillman Dr., La Jolla, CA, 92037, USA.
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