Multi-variant Genetic Panel for Genetic Risk of Opioid Addiction.
Keri Donaldson1,2, Laurence Demers3, Kirk Taylor2
1Biochemistry and Molecular Biology, Institute of Personalized Medicine, Penn State University College of Medicine, Hershey, PA kdonaldson@prescientmedicine.com.
Genetic variations can predict opioid addiction risk. A new predictive model identifies individuals with lower risk, potentially guiding therapeutic decisions and reducing opioid addiction and substance use disorder.
Area of Science:
- Genetics
- Neuroscience
- Pharmacology
Background:
- Chronic pain and prescription dependence affect over 116 million globally.
- Opioids cause the majority of overdose deaths in the US, with nearly 2 million Americans dependent in 2014.
- Genetic factors are implicated in the development of opioid addiction.
Purpose of the Study:
- To identify genetic variations associated with opioid addiction.
- To develop a predictive model for assessing opioid addiction risk.
- To inform therapeutic decisions by identifying patients at lower risk.
Main Methods:
- A case cohort study compared 16 single nucleotide polymorphisms (SNPs) in brain reward pathways between opioid-addicted individuals and controls.
- A predictive score was developed using data from 37 addicted patients and 30 controls.
- The model's generalizability was tested on an additional 138 samples.
Main Results:
- The predictive model demonstrated high accuracy in both derivation (ROC=0.92, sensitivity=92%, specificity=90%) and generalizability datasets (sensitivity=97%, specificity=87%).
- A negative likelihood ratio of 0.03 suggests the model can effectively exclude individuals at high risk for opioid addiction.
- The model's findings support its use as an evidence-based tool in clinical decision-making.
Conclusions:
- Genetic variations can be utilized to predict the risk of opioid addiction.
- The developed predictive model shows significant potential for clinical application.
- Identifying lower-risk individuals can optimize treatment strategies and mitigate the opioid crisis.
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