TY - JOUR
T1 - Joint developmental trajectories of internalizing and externalizing problems from mid-childhood to late adolescence and childhood risk factors
T2 - Findings from a prospective pre-birth cohort
AU - Bista, Sarita
AU - Tait, Robert J.
AU - Straker, Leon M.
AU - Lin, Ashleigh
AU - Steinbeck, Katharine
AU - Graham, Petra L.
AU - Kang, Melissa
AU - Lymer, Sharyn
AU - Robinson, Monique
AU - Marino, Jennifer L.
AU - Skinner, S. Rachel
PY - 2024/1/4
Y1 - 2024/1/4
N2 - There is limited evidence on heterogenous co-developmental trajectories of internalizing (INT) and externalizing (EXT) problems from childhood to adolescence and predictors of these joint trajectories. We utilized longitudinal data from Raine Study participants (
n = 2393) to identify these joint trajectories from 5 to 17 years using parallel-process latent class growth analysis and analyze childhood individual and family risk factors predicting these joint trajectories using multinomial logistic regression. Five trajectory classes were identified:
Low-problems (Low-INT/Low-EXT, 29%),
Moderate Externalizing (Moderate-EXT/Low-INT, 26.5%),
Primary Internalizing (Moderate High-INT/Low-EXT, 17.5%),
Co-occurring (High-INT/High-EXT, 17%),
High Co-occurring (Very High-EXT/High-INT, 10%). Children classified in
Co-occurring and
High Co-occurring trajectories (27% of the sample) exhibited clinically meaningful co-occurring problem behaviors and experienced more adverse childhood risk-factors than other three trajectories. Compared with
Low-problems: parental marital problems, low family income, and absent father predicted
Co-occurring and
High Co-occurring trajectories; maternal mental health problems commonly predicted
Primary Internalizing, Co-occurring, and
High Co-occurring trajectories; male sex and parental tobacco-smoking uniquely predicted
High Co-occurring membership; other substance smoking uniquely predicted
Co-occurring membership; speech difficulty uniquely predicted
Primary Internalizing membership; child's temper-tantrums predicted all four trajectories, with increased odds ratios for
High Co-occurring (OR = 8.95) and
Co-occurring (OR = 6.07). Finding two co-occurring trajectories emphasizes the importance of early childhood interventions addressing comorbidity.
AB - There is limited evidence on heterogenous co-developmental trajectories of internalizing (INT) and externalizing (EXT) problems from childhood to adolescence and predictors of these joint trajectories. We utilized longitudinal data from Raine Study participants (
n = 2393) to identify these joint trajectories from 5 to 17 years using parallel-process latent class growth analysis and analyze childhood individual and family risk factors predicting these joint trajectories using multinomial logistic regression. Five trajectory classes were identified:
Low-problems (Low-INT/Low-EXT, 29%),
Moderate Externalizing (Moderate-EXT/Low-INT, 26.5%),
Primary Internalizing (Moderate High-INT/Low-EXT, 17.5%),
Co-occurring (High-INT/High-EXT, 17%),
High Co-occurring (Very High-EXT/High-INT, 10%). Children classified in
Co-occurring and
High Co-occurring trajectories (27% of the sample) exhibited clinically meaningful co-occurring problem behaviors and experienced more adverse childhood risk-factors than other three trajectories. Compared with
Low-problems: parental marital problems, low family income, and absent father predicted
Co-occurring and
High Co-occurring trajectories; maternal mental health problems commonly predicted
Primary Internalizing, Co-occurring, and
High Co-occurring trajectories; male sex and parental tobacco-smoking uniquely predicted
High Co-occurring membership; other substance smoking uniquely predicted
Co-occurring membership; speech difficulty uniquely predicted
Primary Internalizing membership; child's temper-tantrums predicted all four trajectories, with increased odds ratios for
High Co-occurring (OR = 8.95) and
Co-occurring (OR = 6.07). Finding two co-occurring trajectories emphasizes the importance of early childhood interventions addressing comorbidity.
KW - Keywords:
KW - co-occurring psychopathology
KW - externalizing
KW - internalizing
KW - joint developmental trajectories
KW - parallel-process growth mixture modeling
UR - http://www.scopus.com/inward/record.url?scp=85181820859&partnerID=8YFLogxK
U2 - 10.1017/S0954579423001505
DO - 10.1017/S0954579423001505
M3 - Article
C2 - 38174409
SN - 0954-5794
SP - 1
EP - 16
JO - Development and Psychopathology
JF - Development and Psychopathology
ER -