Specifying uniform eligibility criteria to strengthen causal inference studies of long-term outcomes of COVID-19
Erqou, S.; Zullo, A. R.; Jiang, L.; Khetpal, V.; Berkowitz, J.; Shah, N. R.; Echouffo-Tcheugui, J. B.; Rudolph, J. L.; Choudhary, G.; Wu, W.-C.
Show abstract
BackgroundCausal interpretation of findings from existing epidemiological studies on long-term clinical outcomes of coronavirus disease 2019 (COVID-19) may be limited by the choice of comparator (control) group. ObjectiveWe compare two approaches to control group selection (based on requirement for negative SARS-CoV-2 test for eligibility) in long-term clinical outcomes after COVID-19 in patients with history of heart failure (HF). DesignRetrospective cohort study using data from February 1, 2020 to July 31, 2021. Setting: Veteran Health Administration (VHA). ParticipantsWe studied two cohorts of Veterans with COVID-19 and history of HF which selected comparison group using two different approaches. In Cohort I, Veterans with HF who tested for positive for SARS-CoV-2 were age, sex, and race matched to Veterans with no evidence of COVID-19 in 1:5 ratio. In Cohort II Veterans with HF who tested positive for SARS-CoV-2 were age, sex, and race matched with Veterans with HF who tested negative for SARS-CoV-2 within +/-15 days of the positive test date within the same VHA facility. ExposureCOVID-19 as determined by a positive SARS-CoV-2 test. Main Outcomes and Measures1-year all-cause mortality and hospital admissions beyond the first 30 days after COVID-19 diagnosis. Adjusted hazard ratios (HRs) accounting for comorbidity and 95% confidence intervals were calculated. ResultsCohort I comprised 13,722 Veterans with HF with COVID-19 (mean [SD] age 72.0 [10.2] years, 2.4% female, 71.1% White) and 60,956 matched controls not known to have COVID-19. Cohort II comprised 6,725 Veterans with HF with COVID-19 (mean [SD] age 72.5 [7.5] years, 0.1% female, 80.8% White) and 6,726 matched controls with negative SARS-CoV-2 test. The adjusted HRs for 1-year mortality and hospital admission beyond the first 30 days after diagnosis of COVID-19 were 1.40 (1.32-1.49) and 1.34 (1.28-1.41), respectively, in analysis of Cohort-I (where the comparator group was not required to test negative for SARS-CoV-2). However, in Cohort-II (using the second comparator group specifying negative SARS-CoV-2 test for eligibility), the associations were markedly attenuated; adjusted HRs 1.05 (0.95-1.17) and 1.07 (0.96-1.19), respectively. ConclusionsWe found significant attenuation of associations between COVID-19 and long-term risk of mortality and hospital admissions beyond the first 30 days among patient with existing HF, when comparing with a control group selected based on a negative SARS-CoV-2 test versus control group not known to have COVID-19. The findings have implications for the design of studies of long-term CVD (and non-CVD) outcome of COVID-19.
Matching journals
The top 9 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Interim Analysis of Risk Factors for Severe Outcomes among a Cohort of Hospitalized Adults Identified through the U.S. Coronavirus Disease 2019 (COVID-19)-Associated Hospitalization Surveillance Network (COVID-NET) 92%
- Pre-existing autoimmunity is associated with increased severity of COVID-19: A retrospective cohort study using data from the National COVID Cohort Collaborative (N3C) 90%
- Multimorbidity Profiles and Severe In-Hospital Outcomes in Adults with Respiratory Syncytial Virus 90%
Similar papers in this journal
- Association of Cardiologist Clinic Visits with Cardiovascular Primary Prevention Outcomes Among People with HIV from Underrepresented Racial and Ethnic Groups in the Southern United States 95%
- Social Networks and Cardiovascular Disease Events in the Jackson Heart Study 94%
- Development and validation of imaging-free myocardial fibrosis prediction models, association with outcomes, and sample size estimation for phase 3 trials 94%
Similar papers in this journal
Similar papers in this journal
- Effectiveness of COVID-19 treatment with nirmatrelvir-ritonavir or molnupiravir among U.S. Veterans: target trial emulation studies with one-month and six-month outcomes 91%
- Years of Life Lost in the United States During the COVID-19 Pandemic, March 2020 to October 2021 90%
- Clinical Trends Among U.S. Adults Hospitalized with COVID-19, March-December 2020 89%
Similar papers in this journal
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.