%0 Journal Article %@ 2369-2960 %I JMIR Publications %V 7 %N 11 %P e33022 %T Investigating Unhealthy Alcohol Use As an Independent Risk Factor for Increased COVID-19 Disease Severity: Observational Cross-sectional Study %A Bhalla,Sameer %A Sharma,Brihat %A Smith,Dale %A Boley,Randy %A McCluskey,Connor %A Ilyas,Yousaf %A Afshar,Majid %A Balk,Robert %A Karnik,Niranjan %A Keshavarzian,Ali %+ Center for Circadian Rhythm and Alcohol-Induced Tissue Injury, Rush University Medical Center, 1725 W Harrison St, Chicago, IL, United States, 1 (312) 942 5861, Ali_Keshavarzian@rush.edu %K unhealthy alcohol use %K COVID-19 %K SARS-CoV-2 %K acute respiratory distress syndrome %K substance misuse %K mechanical ventilation %K substance use %D 2021 %7 5.11.2021 %9 Original Paper %J JMIR Public Health Surveill %G English %X Background: Unhealthy alcohol use (UAU) is known to disrupt pulmonary immune mechanisms and increase the risk of acute respiratory distress syndrome in patients with pneumonia; however, little is known about the effects of UAU on outcomes in patients with COVID-19 pneumonia. To our knowledge, this is the first observational cross-sectional study that aims to understand the effect of UAU on the severity of COVID-19. Objective: We aim to determine if UAU is associated with more severe clinical presentation and worse health outcomes related to COVID-19 and if socioeconomic status, smoking, age, BMI, race/ethnicity, and pattern of alcohol use modify the risk. Methods: In this observational cross-sectional study that took place between January 1, 2020, and December 31, 2020, we ran a digital machine learning classifier on the electronic health record of patients who tested positive for SARS-CoV-2 via nasopharyngeal swab or had two COVID-19 International Classification of Disease, 10th Revision (ICD-10) codes to identify patients with UAU. After controlling for age, sex, ethnicity, BMI, smoking status, insurance status, and presence of ICD-10 codes for cancer, cardiovascular disease, and diabetes, we then performed a multivariable regression to examine the relationship between UAU and COVID-19 severity as measured by hospital care level (ie, emergency department admission, emergency department admission with ventilator, or death). We used a predefined cutoff with optimal sensitivity and specificity on the digital classifier to compare disease severity in patients with and without UAU. Models were adjusted for age, sex, race/ethnicity, BMI, smoking status, and insurance status. Results: Each incremental increase in the predicted probability from the digital alcohol classifier was associated with a greater odds risk for more severe COVID-19 disease (odds ratio 1.15, 95% CI 1.10-1.20). We found that patients in the unhealthy alcohol group had a greater odds risk to develop more severe disease (odds ratio 1.89, 95% CI 1.17-3.06), suggesting that UAU was associated with an 89% increase in the odds of being in a higher severity category. Conclusions: In patients infected with SARS-CoV-2, UAU is an independent risk factor associated with greater disease severity and/or death. %M 34665758 %R 10.2196/33022 %U https://publichealth.jmir.org/2021/11/e33022 %U https://doi.org/10.2196/33022 %U http://www.ncbi.nlm.nih.gov/pubmed/34665758