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. 2023 May 24;2023(5):CD015201. doi: 10.1002/14651858.CD015201

Bellini 2021.

Study characteristics
Notes English title
Obesity as a risk factor for hospitalization in COronaVIrus Disease19 (COVID‐19) patients: analysis of the Tuscany regional database
Study setting
Start of study recruitment (MM/YYYY)
30/04/2020
End of study recruitment (MM/YYYY)
30/04/2020
Study design
registry data
Study centre(s)
multiple centres/clinics/areas within a country
Number of centres/clinics/areas
NR
Study setting
outpatient and inpatient
Number of participants recruited
4481
Sampling method
consecutive participants
Participants
Female participants
(percentage), 49.5
Age measure, value
NR
Inclusion criteria
NR
Exclusion criteria
patients with any missing data
Smoking
NR
Diabetes
NR
Hypertension
NR
Cardiovascular diseases
NR
Please indicate if additional information is available 
NR
Asthma
NR
Chronic obstructive pulmonary disease
NR
Other pulmonary diseases
NR
Please indicate if additional information is available 
NR
Immunosuppression
NR
Please indicate if additional information is available
NR
Chronic kidney disease
NR
Cancer
NR
Steroid administration
NR
Supplemental oxygen
NR
Differential values for various oxygenation methods (if indicated)
NR
Other treatment
NR
Dose if applicable
NR
Duration if applicable
NR
Percentage received this treatment
NR
Prognostic factor(s)
Study’s definition for obesity
Obesity was defined as BMI ≥ 30 kg/m2
The time when obesity has been measured
before disease or right at presentation
Main variable used for determination of obesity
BMI
Threshold used for definition of obesity 
BMI ≥ 30 kg/m2
Measure of frequency
absolute number
Frequency value
157
How many eligible outcomes reported?
1
How many eligible outcomes reported?
1
Outcome(s)
hospitalisation
Outcome (prognostic factor)
Hospitalisation (BMI > 30 kg/m2 (obese))
Outcome
Hospitalisation
Prognostic factor (category): 
BMI > 30 kg/m2 (obese)
Follow‐up
Number of patients followed completely for this outcome 
4481
Number of obese patients followed completely for this outcome 
157
Number of non‐obese patients followed completely for this outcome 
4424
Univariable (unadjusted) analysis for obesity
Effect measure for obesity
relative risk
Effect measure value (95% CI)
1.74 (1.56, 1.97)
Multivariable (adjusted) analysis for obesity
Modelling method
logistic regression
The set of prognostic factors used for adjustment
Age, sex, all factors associated with hospitalisation at univariate analysis as possible confounders (factors were not reported)
Effect measure for obesity
odds ratio 
Effect measure value (95% CI)
3 (2.16, 4.29)
Outcome (prognostic factor)
Hospitalisation (BMI > 30 kg/m2 (obese))
Outcome
Hospitalisation
Prognostic factor (category): 
BMI > 30 kg/m2 (obese)
Follow‐up
Number of patients followed completely for this outcome 
2307
Number of obese patients followed completely for this outcome 
NR
Number of non‐obese patients followed completely for this outcome 
NR
Univariable (unadjusted) analysis for obesity
Effect measure for obesity
NR
Effect measure value (95% CI)
NR
Multivariable (adjusted) analysis for obesity
Modelling method
logistic regression
The set of prognostic factors used for adjustment
Age, sex, all factors associated with hospitalisation at univariate analysis as possible confounders (factors were not reported)
Effect measure for obesity
odds ratio 
Effect measure value (95% CI)
4.08 (2.53, 6.77)
Outcome (prognostic factor)
Hospitalisation (BMI > 30 kg/m2 (obese))
Outcome
Hospitalisation
Prognostic factor (category): 
BMI > 30 kg/m2 (obese)
Follow‐up
Number of patients followed completely for this outcome 
2377
Number of obese patients followed completely for this outcome 
NR
Number of non‐obese patients followed completely for this outcome 
NR
Univariable (unadjusted) analysis for obesity
Effect measure for obesity
NR
Effect measure value (95% CI)
NR
Multivariable (adjusted) analysis for obesity
Modelling method
logistic regression
The set of prognostic factors used for adjustment
Age, sex, all factors associated with hospitalisation at univariate analysis as possible confounders (factors were not reported)
Effect measure for obesity
odds ratio 
Effect measure value (95% CI)
1.91 (1.4, 2.65)
 
Item Authors' judgement Support for judgement
Study Participation Yes Appendix 3
Study Attrition
Hospitalisation Yes Appendix 3
Prognostic Factor Measurement Unclear Appendix 3
Outcome Measurement
Hospitalisation Yes Appendix 3
Confounding Bias
Hospitalisation Yes Appendix 3
Statistical Analysis Bias Unclear Appendix 3