| Literature DB >> 35977166 |
Katherine D Ellingson1, Joe K Gerald2, Xiaoxiao Sun1, James Hollister1, Karen Lutrick3, Joel Parker1, Patrick Rivers4, Shawn C Beitel2, Zoe Baccam1, Julie Mayo Lamberte5, Lauren Grant5, Elizabeth Kim6, Rachana Bhattarai6, Kenneth Komatsu6, Jennifer Meece7, Preeta K Kutty5, Mark G Thompson5, Jefferey L Burgess2.
Abstract
Importance: Understanding the relative risk of SARS-CoV-2 infection across occupations can inform guidance to protect workers and communities. Less is known about infection risk for first responders and other essential workers than for health care personnel. Objective: To compare the prevaccination incidence of SARS-CoV-2 infection among first responders and other essential workers with incidence among health care personnel. Design Setting and Participants: This was a prospective cohort study of health care personnel, first responders, and other essential workers in Arizona from July 20, 2020, to March 14, 2021. Participants were seronegative at enrollment, had frequent direct contact with others at work, worked at least 20 hours per week, and submitted weekly nasal swab specimens for real-time reverse transcriptase polymerase chain reaction analysis. Data analyses were performed from April 19, 2021, to June 4, 2021. Exposures: Occupation was the primary exposure of interest. Confounders assessed were sociodemographic characteristics, health status, community exposure, and work exposure. Main Outcomes and Measures: Crude incidence of SARS-CoV-2 infection was defined as the sum of first positive SARS-CoV-2 infections in participants divided by person-weeks at risk. Negative binomial regression was used to model SARS-CoV-2 infection by occupation to estimate unadjusted and adjusted incidence rate ratios (IRRs). The least absolute shrinkage and selection operator (LASSO) method was used to generate a parsimonious multivariable model.Entities:
Mesh:
Year: 2021 PMID: 35977166 PMCID: PMC8727035 DOI: 10.1001/jamahealthforum.2021.3318
Source DB: PubMed Journal: JAMA Health Forum ISSN: 2689-0186
Characteristics of Participants in the AZ HEROES Cohort Who Were SARS-CoV-2 Seronegative at Enrollment and Contributed at Least 1 Person-Week of Data, July 20, 2020, through March 14, 2021
| Characteristics | Occupation, No. (%) | |||
|---|---|---|---|---|
| Health care personnel (n = 781) | First responders (n = 395) | Other essential workers (n = 590) | Total (n = 1766) | |
| Outcomes | ||||
| Incident SARS-CoV-2 | 75 (9.6) | 68 (17.2) | 52 (8.8) | 195 (11.0) |
| Person-weeks, median (IQR) | 15.0 (8.7-18.7) | 12.9 (6.6-18.0) | 11.9 (9.3-14.7) | 12.9 (8.6-17.4) |
| % Compliance, median (IQR) | 100 (96.3-100) | 100 (93.8-100) | 100 (100-100) | 100 (96.2-100) |
| Demographics | ||||
| Sex | ||||
| Male | 233 (29.8) | 248 (62.8) | 182 (30.8) | 663 (37.5) |
| Female | 544 (69.7) | 146 (37.0) | 403 (68.3) | 1093 (61.9) |
| Other | 2 (0.3) | 0 (0.0) | 3 (0.5) | 5 (0.3) |
| Missing data | 2 (0.3) | 1 (0.3) | 2 (0.3) | 5 (0.3) |
| Race | ||||
| African American/Black | 4 (0.5) | 9 (2.3) | 6 (1.0) | 19 (1.1) |
| American Indian/Alaska Native | 5 (0.6) | 5 (1.3) | 2 (0.3) | 12 (0.7) |
| Asian | 31 (4.0) | 2 (0.5) | 9 (1.5) | 42 (2.4) |
| White | 675 (86.4) | 335 (84.8) | 520 (88.1) | 1530 (86.6) |
| Multiracial | 48 (6.1) | 30 (7.6) | 44 (7.5) | 122 (6.9) |
| Did not disclose | 18 (2.3) | 14 (3.5) | 9 (1.5) | 41 (2.3) |
| Missing data | 0 (0.0) | 0 (0.0) | 0 (0.0) | 0 (0.0) |
| Ethnicity | ||||
| Hispanic | 178 (22.8) | 102 (25.8) | 121 (20.5) | 401 (22.7) |
| Non–Hispanic | 586 (75.0) | 283 (71.6) | 455 (77.1) | 1324 (75.0) |
| Did not disclose | 13 (1.7) | 7 (1.8) | 11 (1.9) | 31 (1.8) |
| Missing data | 4 (0.5) | 3 (0.8) | 3 (0.5) | 10 (0.6) |
| Age, mean (SD) | 43.1 (11.1) | 42.8 (9.5) | 46.8 (11.7) | 43.8 (11.1) |
| Socioeconomic status | ||||
| Household size, mean (SD) | 3.1 (1.5) | 3.4 (1.6) | 3.0 (1.4) | 3.2 (1.5) |
| Missing data | 42 (5.4) | 20 (5.1) | 27 (4.6) | 89 (5.0) |
| Household income, $ | ||||
| <49 999 | 39 (5.0) | 26 (6.6) | 87 (14.7) | 152 (8.6) |
| 50 000-99 999 | 212 (27.1) | 143 (36.2) | 224 (38.0) | 579 (32.8) |
| 100 000-199 999 | 294 (37.6) | 186 (47.1) | 201 (34.1) | 681 (38.6) |
| ≥200 000 | 195 (25.0) | 23 (5.8) | 41 (6.9) | 259 (14.7) |
| Missing data | 41 (5.2) | 17 (4.3) | 37 (6.3) | 95 (5.4) |
| Education | ||||
| High school or less | 2 (0.3) | 12 (3.0) | 19 (3.2) | 33 (1.9) |
| Some college | 47 (6.0) | 108 (27.3) | 94 (15.9) | 249 (14.1) |
| College degree or higher | 699 (89.5) | 259 (65.6) | 454 (76.9) | 1412 (80.0) |
| Missing | 33 (4.2) | 16 (4.1) | 23 (3.9) | 72 (4.1) |
| Health | ||||
| ≥1 Chronic condition | 258 (33.0) | 113 (28.6) | 203 (34.4) | 574 (32.5) |
| Self-rated health, mean (SD) | 4.07 (0.8) | 3.95 (0.8) | 3.87 (0.8) | 3.97 (0.8) |
| Work exposure, mean (SD) | ||||
| % Time PPE worn as directed | 91.6 (12.3) | 71.1 (25.3) | 90.8 (15.8) | 86.8 (19.0) |
| Hours worked per week | 41.4 (11.4) | 54.5 (18.4) | 41.3 (9.4) | 44.3 (13.9) |
| Hours worked within 3 ft of others | 30.6 (13.8) | 29.5 (17.7) | 20.3 (13.6) | 26.9 (15.4) |
| Community exposure, mean (SD) | ||||
| County incidence during study | 5.83 (0.37) | 5.87 (0.41) | 5.89 (0.45) | 5.86 (0.41) |
| % Time mask worn in public | 90.8 (13.6) | 85.5 (20.7) | 91.0 (15.2) | 89.6 (15.8) |
Abbreviations: AZ HEROES, Arizona Healthcare, Emergency Response, and Other Essential Workers Study; PPE, personal protective equipment.
Other sex includes transgender, non–gender-conforming, and preferred not to answer.
Measured on a 5-point scale, from 1 (worst) to 5 (best).
At work, percentage of time PPE worn per employer’s requirements.
County-level COVID-19 incidence per 100 000 population averaged over each participant’s weeks in the study.
Not at work, percentage of time a mask worn in public (eg, running errands).
Results of Multivariable Negative Binomial Regression Model of SARS-CoV-2 Infection Incidence, by Occupation, in Unadjusted Models and Models Adjusted for Demographics, Community Risk, Social Factors, and Race and Ethnicity for the AZ HEROES Cohort, July 20, 2020, through March 14, 2021
| Factors | Incidence rate ratio (95% CI) | |||||||
|---|---|---|---|---|---|---|---|---|
| Unadjusted | Demographic information only | Socioeconomic status only | Underlying health status only | Adjustment factors | ||||
| Work exposure only | Community exposure only | Fully adjusted model | LASSO optimization | |||||
| Occupation | ||||||||
| First responder (reference, health care personnel) | 2.01 (1.44-2.79) | 1.75 (1.22-2.50) | 1.81 (1.24-2.64) | 2.16 (1.54-3.05) | 1.99 (1.32-3.00) | 1.96 (1.39-2.76) | 1.63 (1.04-2.55) | 1.60 (1.07-2.38) |
| Other essential worker (reference, health care personnel) | 1.10 (0.77-1.57) | 1.18 (0.82-1.70) | 1.06 (0.72-1.55) | 1.17 (0.81-1.69) | 1.18 (0.81-1.72) | 1.05 (0.72-2.76) | 1.02 (0.67-1.56) | 1.06 (0.71-1.58) |
| Demographic information | ||||||||
| Non–White race (White, reference) | NA | 1.40 (0.91-2.17) | NA | NA | NA | NA | 1.31 (0.81-2.11) | 1.31 (0.81-2.12) |
| Hispanic ethnicity (non–Hispanic, reference) | NA | 1.27 (0.90-1.79) | NA | NA | NA | NA | 1.25 (0.87-1.81) | 1.26 (0.87-1.81) |
| Sex (female, reference) | NA | 1.37 (1.01-1.86) | NA | NA | NA | NA | 1.38 (0.98-1.94) | 1.38 (0.99-1.91) |
| Age | NA | 0.81 (0.70-0.93) | NA | NA | NA | NA | 0.81 (0.69-0.95) | 0.81 (0.70-0.95) |
| Socioeconomic status | ||||||||
| Income ≥$50 000 (<$50 000, reference) | NA | NA | 0.77 (0.45-1.33) | NA | NA | NA | 0.89 (0.50-1.56) | 0.89 (0.51-1.56) |
| Education (college degree or higher, reference) | NA | NA | 1.35 (0.91-2.00) | NA | NA | NA | 1.33 (0.88-1.99) | 1.30 (0.87-1.94) |
| Household size | NA | NA | 1.07 (0.97-119) | NA | NA | NA | 1.07 (0.96-1.18) | 1.06 (0.96-1.17) |
| Underlying health status | ||||||||
| ≥1 Chronic condition (0, reference) | NA | NA | NA | 0.98 (0.72-1.33) | NA | NA | 1.22 (0.87-1.71) | 1.22 (0.88-1.70) |
| Self-rated health | NA | NA | NA | 0.93 (0.77-1.11) | NA | NA | 0.99 (0.81-1.21) | Dropped |
| Work exposures | ||||||||
| % Time PPE worn as directed | NA | NA | NA | NA | 0.98 (0.91-1.06) | NA | 1.02 (0.94-1.12) | Dropped |
| Hours worked per week | NA | NA | NA | NA | 0.99 (0.88-1.12) | NA | 1.01 (0.88-1.16) | Dropped |
| Hours worked within 3 ft of others | NA | NA | NA | NA | 1.03 (0.93-1.15) | NA | 0.97 (0.86-1.09) | Dropped |
| Community exposures | ||||||||
| County incidence during study | NA | NA | NA | NA | NA | 1.84 (0.93-3.57) | 1.90 (0.95-3.80) | 1.92 (0.96-3.82) |
| % Time mask worn in public | NA | NA | NA | NA | NA | 0.94 (0.87-1.03) | 0.94 (0.86-1.04) | 0.95 (0.87-1.04) |
Abbreviations: AZ HEROES, Arizona Healthcare, Emergency Response, and Other Essential Workers Study; IRR, incidence rate ratio; LASSO, least absolute shrinkage and selection operator; NA, not applicable; PPE, personal protective equipment.
IRR reported per 10-year increase in age.
IRR reported per 1-unit increase in household size.
IRR reported per 1-unit increase on a 5-point scale (1 = worst to 5 = best).
IRR per 10% increase in time that PPE worn at work per employer’s requirements.
IRR per 10-hour increase in hours worked or in close contact with others per week.
IRR per 10-unit change in county-level incidence per 100 000 population averaged for weeks in the study.
IRR per 10% increase in time masks worn when not working but in public spaces (eg, running errands).
Variable dropped with LASSO optimization method.
Figure. Person-Weeks Contributed and Crude Incidence of SARS-CoV-2 Infection per 1000 Person-Weeks at Risk for AZ HEROES Participants by Occupationa
AZ HEROES denotes the Arizona Healthcare, Emergency Response, and Other Essential Workers Study.
aEssential operations includes workers in sectors requiring in-person work (eg, post office or 911 call centers) and essential infrastructure includes workers in utility and municipal services (eg, waste management, electricity, water).