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To do that, they conducted a retrospective cohort 
study of VA outpatient adults at high risk for severe 
COVID-19 with a positive SARS-CoV-2 test or COVID-
19 diag-nosis between April 1, 2022, and Aug. 21, 2024. 
The study defined severe COVID-19 as COVID-19-
related hospitalization or all-cause mortality within 30 
days. The focus was on risk factors, selected based on 
prevalence and CDC criteria. Those included:
	
• 50 years old or older, 
	
• chronic lung disease, 
	
• cancer, 
	
• neurological conditions/cerebrovascular disease, 
	
• chronic kidney disease, 
	
• chronic liver disease, 
	
• diabetes mellitus, 
	
• heart conditions, 
	
• mental health conditions, 
	
• obesity, 
	
• smoking,
	
• immunosuppression, 
	
• hypertension and 
	
• not being up to date on COVID-19 vaccination.
Results indicated that, among 379,144 VA outpatients 
with COVID-19, 1.5% (5,801) had severe outcomes 
within 30 days. The researchers determined that risk 
increased with each additional factor from two (adjusted 
odds ratio [aOR] 2.10, 95% confidence interval [CI] 1.37-
3.23) to 14 risk factors (aOR 43.49, 95% CI 4.94-382.66) 
compared to one. 
Overall, 239 significant risk factor combinations were 
identified. Hypertension appeared in 196 combinations 
(82.0%), not up-to-date on COVID-19 vaccination in 
173 combinations (72.4%), smoking in 168 combina-
tions (70.3%), and heart conditions in 154 combinations 
(64.4%). The researchers reported that the combination 
with the highest risk (aOR 35.25, 95% CI 16.06-77.37) 
included age ≥ 50 years, chronic lung disease, neurologi-
cal conditions/cerebrovascular disease, diabetes mellitus, 
heart conditions, smoking, hypertension and not being 
up-to-date on COVID-19 vaccination.
“In this large national cohort, severe COVID-19 risk 
increased with the number of risk factors present,” the 
authors advised. “Patients with multiple overlapping risk 
factors who were not vaccinated were at the highest risk 
for severe COVID-19. As recommendations have shifted 
toward risk-based clinical decision-making, identify-
ing patients with particularly high-risk combinations of 
conditions is increasingly important to sup-port targeted 
vaccination and timely antiviral treatment.”
Complicating the efforts to measure the effects of 
co-morbidities is that COVID-19, caused by the SARS-
CoV-2 virus, can cause a wide spectrum of disease from 
asymp-tomatic infection and mild respiratory tract infec-
tion to severe pneumonia with acute respiratory illness 
and multiorgan dysfunction.
“While a single comorbidity may increase the risk of 
severe outcomes, combinations of comorbidities often 
interact in ways that significantly amplify the over-
all risk (risk stack-ing),” the study authors explained. 
“Understanding this combined impact is essential to 
fully understanding the heightened vulnerability of cer-
tain patients with COVID-19 and underscores the need 
for further research to better define how specific comor-
bidity combinations influence clinical outcomes. We 
sought to quantify how combinations of 14 CDC-defined 
risk factors influence the probability of 30-day severe 
COVID-19 among high-risk outpatients and to identify 
specific high-risk multimorbidity profiles.”
The findings confirmed prior research which showed 
that severe COVID-19 risk increases with additional 
underlying conditions. It was more comprehensive, how-
ever, because “those earlier studies assessed only a lim-
ited number of risk factors. By ana-lyzing combinations 
of 14 unique risk factors, our study provides one of the 
most comprehensive evaluations of multimorbidity and 
risk stacking for severe COVID-19 to date. Our find-
ings extend earlier work by identifying the highest-risk 
patient populations defined by their combinations of 
risk factors, including older adults with heart disease, 
smoking history, hypertension, and lacking up-to-date 
COVID-19 vaccination, who may benefit most from tar-
geted prevention efforts. Moreover, our findings are con-
sistent with current CDC vaccine guidance, which iden-
tifies these 14 risk factors as individually associated with 
an increased risk of severe COVID-19 and highlights 
the importance of updated COVID-19 vaccination for 
these populations.”
A previous study from the national Centers for Disease 
Control & Prevention, which looked at adults across 800 
US hospitals from March 2020 to March 2021, advised 
that the number of underlying conditions increased the 
risk of death by 1.53 times for one condition (95% CI 
1.41-1.67) up to 3.82 times for ten conditions (95% CI 
3.45-4.23) compared to those with no underlying medi-
cation conditions, with hypertension being the most 
common condition (50.4%).2
Although hypertension was the most common 

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