Vike Nicole L, Bari Sumra, Stetsiv Khrystyna, Woodward Sean, Lalvani Shamal, Stefanopoulos Leandros, Kim Byoung Woo, Maglaveras Nicos, Katsaggelos Aggelos K, Breiter Hans C
Department of Computer Science, University of Cincinnati, Cincinnati, OH, United States.
Department of Psychiatry and Behavioral Sciences, Northwestern University, Chicago, IL, United States.
JMIR Form Res. 2023 Apr 14;7:e40821. doi: 10.2196/40821.
The COVID-19 pandemic has heightened mental health concerns, but the temporal relationship between mental health conditions and SARS-CoV-2 infection has not yet been investigated. Specifically, psychological issues, violent behaviors, and substance use were reported more during the COVID-19 pandemic than before the pandemic. However, it is unknown whether a prepandemic history of these conditions increases an individual's susceptibility to SARS-CoV-2.
This study aimed to better understand the psychological risks underlying COVID-19, as it is important to investigate how destructive and risky behaviors may increase a person's susceptibility to COVID-19.
In this study, we analyzed data from a survey of 366 adults across the United States (aged 18 to 70 years); this survey was administered between February and March of 2021. The participants were asked to complete the Global Appraisal of Individual Needs-Short Screener (GAIN-SS) questionnaire, which indicates an individual's history of high-risk and destructive behaviors and likelihood of meeting diagnostic criteria. The GAIN-SS includes 7 questions related to externalizing behaviors, 8 related to substance use, and 5 related to crime and violence; responses were given on a temporal scale. The participants were also asked whether they ever tested positive for COVID-19 and whether they ever received a clinical diagnosis of COVID-19. GAIN-SS responses were compared between those who reported and those who did not report COVID-19 to determine if those who reported COVID-19 also reported GAIN-SS behaviors (Wilcoxon rank sum test, α=.05). In total, 3 hypotheses surrounding the temporal relationships between the recency of GAIN-SS behaviors and COVID-19 infection were tested using proportion tests (α=.05). GAIN-SS behaviors that significantly differed (proportion tests, α=.05) between COVID-19 responses were included as independent variables in multivariable logistic regression models with iterative downsampling. This was performed to assess how well a history of GAIN-SS behaviors statistically discriminated between those who reported and those who did not report COVID-19.
Those who reported COVID-19 more frequently indicated past GAIN-SS behaviors (Q<0.05). Furthermore, the proportion of those who reported COVID-19 was higher (Q<0.05) among those who reported a history of GAIN-SS behaviors; specifically, gambling and selling drugs were common across the 3 proportion tests. Multivariable logistic regression revealed that GAIN-SS behaviors, particularly gambling, selling drugs, and attention problems, accurately modeled self-reported COVID-19, with model accuracies ranging from 77.42% to 99.55%. That is, those who exhibited destructive and high-risk behaviors before and during the pandemic could be discriminated from those who did not exhibit these behaviors when modeling self-reported COVID-19.
This preliminary study provides insights into how a history of destructive and risky behaviors influences infection susceptibility, offering possible explanations for why some persons may be more susceptible to COVID-19, potentially in relation to reduced adherence to prevention guidelines or not seeking vaccination.
新冠疫情加剧了人们对心理健康的担忧,但心理健康状况与新冠病毒感染之间的时间关系尚未得到研究。具体而言,据报道,新冠疫情期间的心理问题、暴力行为和物质使用情况比疫情前更多。然而,尚不清楚这些状况的疫情前病史是否会增加个体对新冠病毒的易感性。
本研究旨在更好地了解新冠疫情背后的心理风险,因为调查破坏性行为和危险行为如何可能增加一个人对新冠疫情的易感性很重要。
在本研究中,我们分析了对美国366名成年人(年龄在18至70岁之间)进行的一项调查数据;该调查于2021年2月至3月期间进行。参与者被要求完成《个体需求全球评估-简短筛查问卷》(GAIN-SS),该问卷表明个体的高危和破坏性行为史以及符合诊断标准的可能性。GAIN-SS包括7个与外化行为相关的问题、8个与物质使用相关的问题以及5个与犯罪和暴力相关的问题;回答是按时间尺度给出的。参与者还被问及他们是否曾新冠病毒检测呈阳性以及是否曾接受新冠疫情的临床诊断。比较报告了新冠疫情和未报告新冠疫情的参与者的GAIN-SS回答,以确定报告了新冠疫情的人是否也报告了GAIN-SS行为(Wilcoxon秩和检验,α = 0.05)。总共使用比例检验(α = 0.05)检验了围绕GAIN-SS行为近期性与新冠病毒感染之间时间关系的3个假设。在具有迭代下采样的多变量逻辑回归模型中纳入了在新冠疫情回答之间有显著差异(比例检验,α = 0.05)的GAIN-SS行为作为自变量。这样做是为了评估GAIN-SS行为史在统计学上对报告了新冠疫情和未报告新冠疫情的人进行区分的效果如何。
报告了新冠疫情的人更频繁地表明有过去的GAIN-SS行为(P<0.05)。此外,在报告有GAIN-SS行为史的人中,报告新冠疫情的比例更高(P<0.05);具体而言,赌博和贩毒在3个比例检验中都很常见。多变量逻辑回归显示,GAIN-SS行为,特别是赌博、贩毒和注意力问题,能够准确地模拟自我报告的新冠疫情情况,模型准确率在77.42%至99.55%之间。也就是说,在对自我报告的新冠疫情进行建模时,可以将疫情前和疫情期间表现出破坏性行为和高危行为的人与未表现出这些行为的人区分开来。
这项初步研究提供了关于破坏性行为和危险行为史如何影响感染易感性的见解,为为什么有些人可能更容易感染新冠病毒提供了可能的解释,这可能与对预防指南的依从性降低或未接种疫苗有关。