Journal of Abnormal Child Psychology

, Volume 46, Issue 8, pp 1651–1663 | Cite as

Dual Trajectories of Sleep Duration and Cigarette Smoking during Adolescence: Relation to Subsequent Internalizing Problems

  • Ling-Yin Chang
  • Hsing-Yi ChangEmail author
  • Wen-Chi Wu
  • Linen Nymphas Lin
  • Chi-Chen Wu
  • Lee-Lan Yen


Decreasing sleep duration and increasing cigarette smoking of adolescents are major public health concerns. However, research examining connections between the developmental trajectories of the outcomes that are evolving contemporaneously and their relation to long-term outcomes is still lacking. This study examined distinct trajectories of sleep duration and cigarette smoking during adolescence, associations between these trajectories, and links with internalizing problems during young adulthood. Data were collected from 2510 adolescents who participated in a longitudinal study spanning from 2006 through 2014 in northern Taiwan. Group-based dual trajectory modeling was used to examine the dynamic relationships between sleep duration and cigarette smoking trajectories during adolescence. Multiple linear regression was used to understand the association between the distinct trajectories and subsequent internalizing problems. Three sleep duration trajectories (short decreasing, typical sleep, and long sleep) and three cigarette smoking trajectories (nonsmokers, late increasing, and escalating smokers) were identified. We found significant inter-relationships for sleep duration and cigarette smoking trajectories during adolescence; all atypical sleep duration trajectories conferred increased risks of increased cigarette smoking and vice versa. In addition, the effects of sleep duration and cigarette smoking on later internalizing problems were found to vary by sex and trajectory patterns. These results provide insight regarding the co-development of sleep duration and cigarette smoking trajectories during adolescence. We also highlight the different roles of sleep duration and cigarette smoking trajectories and their relation to internalizing problems of young adulthood.


Sleep duration Cigarette smoking Dual trajectories Internalizing problems 



The authors thank the Child and Adolescent Behaviors in Long-term Evolution project (HP-090-SG-03) for providing data for this study.

Compliance with Ethical Standards


This study was funded by the Ministry of Science and Technology (MOST 105–3011-F-400-001) and (MOST 106–2410-H-002-228).

Conflict of Interest

The authors declare that they have no conflict of interest.

Ethical Approval

All procedures performed during studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki Declaration and its later amendments or comparable ethical standards.

Informed Consent

Informed consent was obtained from all child’s parent or guardian at baseline.

Supplementary material

10802_2018_414_MOESM1_ESM.docx (14 kb)
ESM 1 (DOCX 14 kb)


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Copyright information

© Springer Science+Business Media, LLC, part of Springer Nature 2018

Authors and Affiliations

  • Ling-Yin Chang
    • 1
  • Hsing-Yi Chang
    • 2
    Email author
  • Wen-Chi Wu
    • 3
  • Linen Nymphas Lin
    • 4
    • 5
  • Chi-Chen Wu
    • 2
  • Lee-Lan Yen
    • 2
    • 6
  1. 1.Institute of Health Behaviors and Community Sciences, College of Public healthNational Taiwan UniversityTaipeiTaiwan
  2. 2.Institute of Population Health SciencesNational Health Research InstitutesMiaoli CountyTaiwan
  3. 3.Department of Health Industry ManagementKainan UniversityTaoyuanTaiwan
  4. 4.Department of PsychiatryEn Chu Kong HospitalNew TaipeiTaiwan
  5. 5.Department of PsychologyChung Yuan Christian UniversityTaoyuanTaiwan
  6. 6.Institute of Health Policy and Management, College of Public HealthNational Taiwan UniversityTaipeiTaiwan

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