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Wiglesworth A, White EJ, Bendezú JJ, Roediger DJ, Weiss H, Luciana M, Fiecas MB, Cullen KR, Klimes-Dougan B. A multi-level examination of impulsivity and links to suicide ideation among Native American youth. J Affect Disord 2024; 367:923-933. [PMID: 39243820 PMCID: PMC11496027 DOI: 10.1016/j.jad.2024.08.225] [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: 01/19/2024] [Revised: 08/23/2024] [Accepted: 08/31/2024] [Indexed: 09/09/2024]
Abstract
BACKGROUND Despite preliminary evidence that links impulsivity to suicide risk among Native American youth, impulsivity has not been directly studied in relation to suicide ideation (SI) or behaviors in this population. We examined indexes of rapid-response impulsivity (RRI) across multiple levels of analysis (self-report, behavioral, neurobiological) and associations with SI among Native American youth ages 9-10 in the Adolescent Brain Cognitive Development Study. METHODS Data from the sample (n = 284) included self-report (UPPS-P), behavioral (Stop Signal Task), and neurobiological (right inferior frontal gyrus activation) indicators of RRI. RRI indicators were modeled using variable-centered (i.e., traditional multivariable regression) and person-centered (i.e., clustering analyses) approaches in measuring their association with SI. RESULTS Logistic regression analysis demonstrated that higher negative urgency was associated with higher odds of SI (Adjusted Odds Ratio = 1.23, p = 0.015). Latent profile analysis clustered youth into five profiles based on within-individual variation in RRI indicators. Youth with an elevated self-reported negative and positive urgency profile had higher odds of reporting SI than "normative" youth (Adjusted Odds Ratio = 2.38, p = 0.019). LIMITATIONS Limitations of this study include the modest sample size particularly regarding SI (14.1 %), potential bias in estimates of lifetime SI, and generalizability to youth from specific Native American communities. CONCLUSIONS Negative urgency may increase risk for SI among Native American youth in late childhood. Clinical implications, including the potential for person-centered RRI profiles to act as candidate markers of suicide risk and resilience in adolescence and inform safety assessments and planning, are discussed.
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Affiliation(s)
- Andrea Wiglesworth
- University of Minnesota, Department of Psychology, United States of America.
| | - Evan J White
- Laureate Institute for Brain Research, United States of America; University of Tulsa, Oxley College of Health and Natural Sciences, United States of America
| | - Jason José Bendezú
- The Pennsylvania State University, Department of Psychology, United States of America
| | - Donovan J Roediger
- University of Minnesota, Department of Psychiatry and Behavioral Sciences, United States of America
| | - Hannah Weiss
- University of Minnesota, Department of Psychology, United States of America
| | - Monica Luciana
- University of Minnesota, Department of Psychology, United States of America
| | - Mark B Fiecas
- University of Minnesota, Division of Biostatistics, School of Public Health, United States of America
| | - Kathryn R Cullen
- University of Minnesota, Department of Psychiatry and Behavioral Sciences, United States of America
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Fox KR, Rausch JR, Grant VR, Ferketich AK, Groner JA, Garg V, Cua CL, Jackson JL. Associations of Impulsivity and Risky Decision-Making with E-Cigarette-Related Outcomes Among Adolescents with Congenital Heart Disease: Variable- and Person-Oriented Approaches. Behav Med 2024:1-12. [PMID: 38706412 PMCID: PMC11538366 DOI: 10.1080/08964289.2024.2347226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 04/01/2024] [Indexed: 05/07/2024]
Abstract
Adolescents with congenital heart disease (CHD) have elevated risk for acquired cardiovascular complications, increasing their vulnerability to e-cigarette-related health harms. Impulsivity and risky decision-making have been associated with adolescent substance use, but the relationships between these factors and e-cigarette-related outcomes among cardiovascular at-risk adolescents with CHD are unknown. This cross-sectional study aimed to (a) determine the associations of impulsivity and risky decision-making with e-cigarette-related outcomes (i.e. susceptibility, ever use, perceptions of harm and addictiveness) via variable-oriented analysis (logistic regression), (b) identify groups of adolescents with similar profiles of impulsivity and risky decision-making via exploratory person-oriented analysis (latent profile analysis; LPA), and (c) examine differences on e-cigarette-related outcomes between profile groups. Adolescents aged 12 to 18 years with CHD (N = 98) completed a survey assessing impulsivity facets (Short UPPS-P) and e-cigarette-related outcomes and were administered a risky decision-making task (Iowa Gambling Task, Version 2; IGT2). In variable-oriented analyses, impulsivity facets (negative urgency, positive urgency, lack of premeditation) but not risky decision-making were associated with e-cigarette susceptibility and ever use. The exploratory LPA identified two groups with similar patterns of responding on the Short UPPS-P and IGT2 labeled "Low Impulsivity" and "High Impulsivity," which were primarily characterized by significant differences in negative and positive urgency. Adolescents in the High Impulsivity group had increased odds of e-cigarette susceptibility but not ever use compared to the Low Impulsivity group. This work indicates that strategies to prevent e-cigarette use among adolescents with CHD may be enhanced by addressing impulsivity, particularly negative and positive urgency.
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Affiliation(s)
- Kristen R. Fox
- Center for Biobehavioral Health, The Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, OH, USA
| | - Joseph R. Rausch
- Center for Biobehavioral Health, The Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, OH, USA
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, OH, USA
| | - Victoria R. Grant
- Center for Biobehavioral Health, The Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, OH, USA
| | - Amy K. Ferketich
- Division of Epidemiology, College of Public Health, The Ohio State University, Columbus, OH, USA
| | - Judith A. Groner
- Department of Pediatrics, Nationwide Children’s Hospital, Columbus, OH, USA
| | - Vidu Garg
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, OH, USA
- The Heart Center, Nationwide Children’s Hospital, Columbus, OH, USA
- Center for Cardiovascular Research, The Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, OH, USA
| | - Clifford L. Cua
- The Heart Center, Nationwide Children’s Hospital, Columbus, OH, USA
| | - Jamie L. Jackson
- Center for Biobehavioral Health, The Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, OH, USA
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, OH, USA
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Aneni K, Chen CH, Meyer J, Cho YT, Lipton ZC, Kher S, Jiao MG, Gomati de la Vega I, Umutoni FA, McDougal RA, Fiellin LE. Identifying Game-Based Digital Biomarkers of Cognitive Risk for Adolescent Substance Misuse: Protocol for a Proof-of-Concept Study. JMIR Res Protoc 2023; 12:e46990. [PMID: 37995115 DOI: 10.2196/46990] [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: 03/11/2023] [Revised: 09/06/2023] [Accepted: 10/03/2023] [Indexed: 11/24/2023] Open
Abstract
BACKGROUND Adolescents at risk for substance misuse are rarely identified early due to existing barriers to screening that include the lack of time and privacy in clinic settings. Games can be used for screening and thus mitigate these barriers. Performance in a game is influenced by cognitive processes such as working memory and inhibitory control. Deficits in these cognitive processes can increase the risk of substance use. Further, substance misuse affects these cognitive processes and may influence game performance, captured by in-game metrics such as reaction time or time for task completion. Digital biomarkers are measures generated from digital tools that explain underlying health processes and can be used to predict, identify, and monitor health outcomes. As such, in-game performance metrics may represent digital biomarkers of cognitive processes that can offer an objective method for assessing underlying risk for substance misuse. OBJECTIVE This is a protocol for a proof-of-concept study to investigate the utility of in-game performance metrics as digital biomarkers of cognitive processes implicated in the development of substance misuse. METHODS This study has 2 aims. In aim 1, using previously collected data from 166 adolescents aged 11-14 years, we extracted in-game performance metrics from a video game and are using machine learning methods to determine whether these metrics predict substance misuse. The extraction of in-game performance metrics was guided by literature review of in-game performance metrics and gameplay guidebooks provided by the game developers. In aim 2, using data from a new sample of 30 adolescents playing the same video game, we will test if metrics identified in aim 1 correlate with cognitive processes. Our hypothesis is that in-game performance metrics that are predictive of substance misuse in aim 1 will correlate with poor cognitive function in our second sample. RESULTS This study was funded by National Institute on Drug Abuse through the Center for Technology and Behavioral Health Pilot Core in May 2022. To date, we have extracted 285 in-game performance metrics. We obtained institutional review board approval on October 11, 2022. Data collection for aim 2 is ongoing and projected to end in February 2024. Currently, we have enrolled 12 participants. Data analysis for aim 2 will begin once data collection is completed. The results from both aims will be reported in a subsequent publication, expected to be published in late 2024. CONCLUSIONS Screening adolescents for substance use is not consistently done due to barriers that include the lack of time. Using games that provide an objective measure to identify adolescents at risk for substance misuse can increase screening rates, early identification, and intervention. The results will inform the utility of in-game performance metrics as digital biomarkers for identifying adolescents at high risk for substance misuse. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/46990.
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Affiliation(s)
- Kammarauche Aneni
- Child Study Center, Yale School of Medicine, New Haven, CT, United States
- Biomedical Informatics and Data Science, Yale School of Medicine, New Haven, CT, United States
| | - Ching-Hua Chen
- Center for Computational Health, IBM Research, Yorktown Heights, NY, United States
| | - Jenny Meyer
- Child Study Center, Yale School of Medicine, New Haven, CT, United States
- Fairfield University, Fairfield, CT, United States
| | - Youngsun T Cho
- Child Study Center, Yale School of Medicine, New Haven, CT, United States
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, United States
| | - Zachary Chase Lipton
- Machine Learning Department, School of Computer Science, Carnegie Mellon University, Pittsburg, PA, United States
| | | | - Megan G Jiao
- McGovern Medical School, UTHealth Houston, Houston, TX, United States
| | | | | | - Robert A McDougal
- Biomedical Informatics and Data Science, Yale School of Medicine, New Haven, CT, United States
- Yale School of Public Health, New Haven, CT, United States
| | - Lynn E Fiellin
- Child Study Center, Yale School of Medicine, New Haven, CT, United States
- Yale School of Public Health, New Haven, CT, United States
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT, United States
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