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Prediction of sleep side effects following methylphenidate treatment in ADHD youth.

Author: HongSoon-Beom, KimBung-Nyun, KimJae-Won, McMakinDana L, RyanNeal D, SharmaVinod, YooJae Hyun, ZaleskyAndrew

Journal ArticleAn article published in an academic or professional journal that reports original research or scholarly analysis.
Research Support, Non-U.S. Gov'tResearch funding provided by government agencies outside the United States.

Overview

This study aimed to predict sleep side effects of methylphenidate (MPH) treatment in ADHD youth using machine learning. The study included pre-treatment demographic, clinical, environmental, neuropsychological, genetic, and neuroimaging features.
Paper Details　
Original Abstract of the Article :
Sleep problems is the most common side effect of methylphenidate (MPH) treatment in ADHD youth and carry potential to negatively impact long-term self-regulatory functioning. This study aimed to examine whether applying machine learning approaches to pre-treatment demographic, clinical questionnaire...See full text at original site
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引用元：
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7229354/

データ提供：米国国立医学図書館（NLM）

Predicting Sleep Side Effects of Methylphenidate in ADHD Youth

The use of [methylphenidate (MPH)] in treating [attention-deficit/hyperactivity disorder (ADHD)] in children is a common practice. However, [sleep problems] are a frequent side effect of MPH treatment, potentially impacting the long-term well-being of these individuals. This study aimed to develop a predictive model for [sleep side effects] following MPH administration in ADHD youth, leveraging a diverse array of [pre-treatment features] including [demographics], [clinical questionnaires], [environmental factors], [neuropsychological assessments], [genetic data], and [neuroimaging].

Unveiling the Clues to Sleep Side Effects

The study employed [machine learning] techniques to analyze the collected data and build a model that could predict the likelihood of sleep side effects after MPH treatment. This predictive model holds the potential to personalize treatment strategies and minimize the risk of sleep disturbances in ADHD youth.

Sleep Well, Learn Well: Understanding MPH's Impact

This research underscores the importance of carefully considering the potential impact of medications on sleep quality, especially in vulnerable populations like children with ADHD. Understanding the factors that contribute to sleep side effects can help healthcare professionals make informed decisions about treatment and minimize the risk of negative consequences.

Dr.Camel's Conclusion

Just like a camel needs restful periods during long desert treks, children with ADHD need quality sleep to thrive. This study provides a valuable tool for predicting sleep side effects of MPH treatment, enabling healthcare professionals to navigate the challenges of managing ADHD in children with greater insight and precision.

Date :
  1. Date Completed 2021-02-16
  2. Date Revised 2021-02-16
Further Info :

Pubmed ID

31711956

DOI: Digital Object Identifier

PMC7229354

Related Literature

Article Analysis
・Side Effects of methylphenidate
SNS
PICO Info
in preparation
Languages

English

Positive IndicatorAn AI analysis index that serves as a benchmark for how positive the results of the study are. Note that it is a benchmark and requires careful interpretation and consideration of different perspectives.

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