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Predicting Substance Use Disorder in ADHD Patients using Long-Short Term Memory Model.

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2018 IEEE International Conference on Healthcare Informatics Workshops : Proceedings : 4-7 June 2018, New York, NY. International Conference on Healthcare Informatics (6Th : 2018 : New York, N.Y.). Workshops
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Summary

Attention deficit hyperactivity disorder (ADHD) medication started in adolescence may influence adult substance use disorder (SUD) risk. Temporal medication patterns, not just initiation, are key factors in these long-term health outcomes.

Keywords:
Attention Deficit-Hyperactivity DisorderBig DataLong-Short Term Memory ModelSubstance Use Disorder

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Area of Science:

  • Neuroscience
  • Psychiatry
  • Pharmacology

Background:

  • Attention deficit hyperactivity disorder (ADHD) affects approximately 20% of individuals diagnosed in adolescence.
  • Preclinical studies suggest adolescent exposure to ADHD medication may impact adult substance use disorder (SUD) development.
  • The long-term effects of adolescent-initiated ADHD treatment on SUD risk in humans remain largely unexamined.

Purpose of the Study:

  • To investigate the long-term health consequences of initiating ADHD medication during adolescence.
  • To explore the relationship between adolescent ADHD treatment and the development of substance use disorder phenotypes in adulthood.

Main Methods:

  • Analysis of a large cohort of 11,624 adolescent patients diagnosed with ADHD.
  • Utilized the Truven healthcare database for patient data.
  • Examined temporal medication features associated with ADHD treatment.

Main Results:

  • Temporal patterns of ADHD medication use in adolescence were identified as significant factors.
  • These medication features were linked to health consequences related to SUD.
  • Initiation of ADHD medication during adolescence showed a notable association with long-term SUD outcomes.

Conclusions:

  • The timing and patterns of ADHD medication are critical considerations for adolescent treatment.
  • Understanding these temporal medication features may help mitigate the risk of developing SUD in adulthood.
  • Further research is warranted to elucidate the precise mechanisms linking adolescent ADHD medication to adult SUD.