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Impact of time zero designation on estimated COVID-19 antiviral effectiveness in observational studies.

Publication ,  Journal Article
Bajema, KL; Yan, L; Berry, K; Bui, D; Lin, H-M; Huang, Y; Li, Y; Rajeevan, N; Maciejewski, ML; Smith, VA; Bohnert, ASB; Hynes, DM; Aslan, M ...
Published in: Am J Epidemiol
February 5, 2026

In a well-designed clinical trial, time zero is when eligibility is determined, treatment is assigned, follow-up time begins, and each of these elements is aligned. Attaining this alignment can be challenging in observational studies, risking potential bias. We compared the impact of different time zero designations on the estimated effectiveness of nirmatrelvir-ritonavir for COVID-19. We identified US veterans who tested positive for SARS-CoV-2 from April 2022 to March 2023 and compared nirmatrelvir-ritonavir vs no treatment using 5 time zero approaches: (1a) test-date (treated) vs test-date (untreated) allowing treatment on days 0-5 with matching, (1b) day 0 only with matching, or (1c) days 0-5 with a clone-censor-weight method; (2) treatment date vs test-date with matching; or (3) treatment date vs matched index date. Thirty-day incidence of hospitalization or death was lower in the nirmatrelvir-ritonavir group than the no treatment group for all time zero approaches. Estimated risk differences (95% CI) were larger for approaches 1a (-2.10% [-2.35 to -1.86]), 1b (-2.03% [-2.40 to -1.84]), and 2 (-2.26% [-2.47 to -2.02]); -1.80% (-1.89 to -1.45) for approach 3; and lowest for approach 1c (-0.95% [-1.11 to -0.75]). Different time zero designations can influence effect estimates and should be carefully considered when designing pharmacoepidemiology studies.

Duke Scholars

Published In

Am J Epidemiol

DOI

EISSN

1476-6256

Publication Date

February 5, 2026

Volume

195

Issue

2

Start / End Page

562 / 568

Location

United States

Related Subject Headings

  • Veterans
  • United States
  • Treatment Outcome
  • Time Factors
  • SARS-CoV-2
  • Ritonavir
  • Observational Studies as Topic
  • Middle Aged
  • Male
  • Humans
 

Citation

APA
Chicago
ICMJE
MLA
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Bajema, K. L., Yan, L., Berry, K., Bui, D., Lin, H.-M., Huang, Y., … Ioannou, G. N. (2026). Impact of time zero designation on estimated COVID-19 antiviral effectiveness in observational studies. Am J Epidemiol, 195(2), 562–568. https://doi.org/10.1093/aje/kwaf221
Bajema, Kristina L., Lei Yan, Kristin Berry, David Bui, Hung-Mo Lin, Yuan Huang, Yuli Li, et al. “Impact of time zero designation on estimated COVID-19 antiviral effectiveness in observational studies.Am J Epidemiol 195, no. 2 (February 5, 2026): 562–68. https://doi.org/10.1093/aje/kwaf221.
Bajema KL, Yan L, Berry K, Bui D, Lin H-M, Huang Y, et al. Impact of time zero designation on estimated COVID-19 antiviral effectiveness in observational studies. Am J Epidemiol. 2026 Feb 5;195(2):562–8.
Bajema, Kristina L., et al. “Impact of time zero designation on estimated COVID-19 antiviral effectiveness in observational studies.Am J Epidemiol, vol. 195, no. 2, Feb. 2026, pp. 562–68. Pubmed, doi:10.1093/aje/kwaf221.
Bajema KL, Yan L, Berry K, Bui D, Lin H-M, Huang Y, Li Y, Rajeevan N, Maciejewski ML, Smith VA, Bohnert ASB, Hynes DM, Aslan M, Ioannou GN. Impact of time zero designation on estimated COVID-19 antiviral effectiveness in observational studies. Am J Epidemiol. 2026 Feb 5;195(2):562–568.
Journal cover image

Published In

Am J Epidemiol

DOI

EISSN

1476-6256

Publication Date

February 5, 2026

Volume

195

Issue

2

Start / End Page

562 / 568

Location

United States

Related Subject Headings

  • Veterans
  • United States
  • Treatment Outcome
  • Time Factors
  • SARS-CoV-2
  • Ritonavir
  • Observational Studies as Topic
  • Middle Aged
  • Male
  • Humans