A Study of Pupil Response to Light as a Digital Biomarker of Recent Cannabis Use.

Q1 Computer Science
Digital Biomarkers Pub Date : 2024-04-26 eCollection Date: 2024-01-01 DOI:10.1159/000538561
Suneeta Godbole, Andrew Leroux, Ashley Brooks-Russell, Prem S Subramanian, Michael J Kosnett, Julia Wrobel
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Abstract

Introduction: Given the traffic safety and occupational injury prevention implications associated with cannabis impairment, there is a need for objective and validated measures of recent cannabis use. Pupillary light response may offer an approach for detection.

Method: Eighty-four participants (mean age: 32, 42% female) with daily, occasional, and no-use cannabis use histories participated in pupillary light response tests before and after smoking cannabis ad libitum or relaxing for 15 min (no use). The impact of recent cannabis consumption on trajectories of the pupillary light response was modeled using functional data analysis tools. Logistic regression models for detecting recent cannabis use were compared, and average pupil trajectories across cannabis use groups and times since light test administration were estimated.

Results: Models revealed small, significant differences in pupil response to light after cannabis use comparing the occasional use group to the no-use control group, and similar statistically significant differences in pupil response patterns comparing the daily use group to the no-use comparison group. Trajectories of pupillary light response estimated using functional data analysis found that acute cannabis smoking was associated with less initial and sustained pupil constriction compared to no cannabis smoking.

Conclusion: These analyses show the promise of pairing pupillary light response and functional data analysis methods to assess recent cannabis use.

将瞳孔对光的反应作为近期吸食大麻的数字生物标记的研究。
简介:鉴于大麻损害对交通安全和工伤预防的影响,需要对近期使用大麻的情况进行客观、有效的测量。瞳孔光反应可能是一种检测方法:84名有每天吸食、偶尔吸食和不吸食大麻史的参与者(平均年龄:32岁,42%为女性)在自由吸食大麻或放松15分钟(不吸食)前后参加了瞳孔光反应测试。使用功能数据分析工具模拟了近期吸食大麻对瞳孔光反应轨迹的影响。对检测近期吸食大麻的逻辑回归模型进行了比较,并估算了不同吸食大麻组和进行光照测试后不同时间的平均瞳孔轨迹:结果:模型显示,偶尔吸食大麻组与不吸食对照组相比,吸食大麻后瞳孔对光线的反应存在微小而显著的差异,而每天吸食大麻组与不吸食对照组相比,瞳孔反应模式也存在类似的统计意义上的显著差异。使用功能数据分析估算的瞳孔光反应轨迹发现,与不吸食大麻相比,急性吸食大麻与较少的初始和持续瞳孔收缩有关:这些分析表明,将瞳孔光反应和功能数据分析方法结合起来评估近期使用大麻的情况大有可为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Digital Biomarkers
Digital Biomarkers Medicine-Medicine (miscellaneous)
CiteScore
10.60
自引率
0.00%
发文量
12
审稿时长
23 weeks
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