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. 2021 Apr 17;10(4):933. doi: 10.3390/cells10040933

Table 1.

Clinical Studies Investigating the Association Between Obesity and Disease Severity in COVID-19 Patients.

Reference Study Design Predictor Outcome Effect
Anderson et al., 2020 [29] Retrospective cohort study
(n = 2466)
BMI categories: underweight (BMI < 18.5), normal weight (BMI ≥ 18.5 to <25), overweight (BMI ≥ 25 to <30), class 1 obesity (BMI ≥ 30 to <35), class 2 obesity (BMI ≥ 35 to <40), and class 3 obesity (≥ 40) Intubation
death
Patients younger than 65 with obesity
were at higher risk for intubation
or death, with the highest risk
among those with class 3 obesity
(BMI ≥ 40).
Battisti et al., 2020 [43] Cohort study
(n = 441)
VAT/SAT ratio ICU admission VAT/SAT was associated with increased risk of ICU admission.
Chandarana
et al.,
2020 [42]
Retrospective study (n = 51) VAT, SAT, TAT, VAT/TAT and BMI Hospi-
talization
Higher VAT and VAT/TAT in hospitalized patients.
Deng et al.,
2020 [30]
Retrospective cohort study
(n = 65)
BMI, subcutaneous fat thickness, epicardial fat and visceral fat Disease severity High BMI was a risk factor for severe COVID-19.
Frank et al., 2020 [25] Retrospective cohort study
(n = 305)
BMI categories: BMI < 25,
BMI ≥ 25 to < 30, BMI ≥ 30
to < 35, and BMI ≥ 35
Intubation,
death
BMI ≥ 30 was associated with an increased risk of intubation or death.
Hernàndez-
Galdamez et al., 2020 [38]
Cross-sectional study (n = 212,802) Obesity (not specified) Hospi-
talization
ICU admission
Intubation
death
Obesity was associated with an increased risk of hospitalization, ICU admission, intubation and death.
Kalligeros et al., 2020 [31] Retrospective cohort study
(n = 103)
BMI categories: BMI < 25, BMI ≥ 25 to <30, BMI ≥ 30 to <35,
BMI ≥ 35
ICU admission,
IMV
Severe obesity (BMI ≥ 35) was positively associated with ICU admission.
Obesity (BMI ≥ 30 to <35)
and severe obesity (BMI ≥ 35)
were positively associated with the use of IMV.
Kim et al., 2020 [26] Retrospective cohort study
(n = 10,861)
BMI categories: underweight
(BMI < 18.5), normal weight (BMI ≥ 18.5 to <25), overweight (BMI ≥ 25 to < 30), obesity class Ⅰ (BMI ≥ 30 to < 35), obesity class Ⅱ (BMI ≥ 35 to <40), and obesity class Ⅲ (BMI ≥ 40)
IMV,
death
Categories: overweight,
obesity class Ⅰ, Ⅱ and Ⅲ were associated with increased risk of requiring IMV. Underweight and obesity classes Ⅱ and Ⅲ were associated with increased risk of death.
Mash et al., 2021 [32] Descriptive observational cross-sectional study
(n = 1376)
BMI categories: normal
(BMI ≥ 18.5 to <25), overweight/obese (BMI ≥ 25)
Death Overweight/obesity (BMI ≥ 25) was significantly linked with mortality.
Nakeshbandi et al., 2020
[24]
Retrospective cohort study
(n = 504)
BMI categories: normal
(BMI ≥ 18.5 to <25),
overweight (BMI ≥ 25 to <30),
and obese (BMI ≥ 30)
Mortality,
intubation
Patients with overweight and obesity were at increased risk for mortality and intubation.
Palaiodimos et al., 2020
[27]
Retrospective cohort study
(n = 200)
BMI categories: BMI < 25,
BMI ≥ 25 to <35, BMI ≥ 35
In-hospital mortality,
Worse in-hospital outcomes
Severe obesity (BMI ≥ 35) was
associated with higher in-hospital mortality and worse in-hospital outcomes.
Parra-
Bracamonte
et al., 2020
[39]
Cross-sectional study
(n = 331,298)
Obesity (not specified) Death Obesity was associated with higher risk of mortality.
Pediconi et al., 2020 [44] Retrospective cohort study
(n = 62)
VAT score (overweight: VAT area 100–129 cm2 or VAT score 1. Obesity: VAT area ≥ 130 cm2 or VAT score 2) ICU admission VAT score was the best ICU admission predictor.
Peña et al., 2020 [40] Cross-sectional study
(n = 323,671)
Obesity (not specified) Death Obesity was a major risk factor for mortality.
Randhawa et al., 2021 [33] Retrospective cohort study
(n = 302)
BMI categories: normal weight (BMI < 30), obesity BMI ≥ 30) Compli-
cations
Patients with obesity were more likely to suffer severe complications.
Rao et al., 2020 [28] Retrospective cohort study
(n = 240)
BMI (overweight, BMI > 28) In-hospital death,
Disease severity
Being overweight was related to COVID-19 severity but not to in-hospital death.
Salinas Aguirre et al., 2021 [41] Cross-sectional study
(n = 17,479)
Obesity (not specified) Death Obesity was associated with mortality.
Simonnet et al., 2020 [34] Retrospective cohort study
(n = 124)
BMI categories: lean (BMI ≥ 18.5 to <25), overweight (BMI ≥ 25 to < 30), moderate obesity (BMI ≥ 30 to < 35) and severe obesity (BMI ≥ 35) Need for IMV Need for IMV was associated with BMI.
Suleyman et al., 2020 [35] Case series
(n = 463)
BMI categories: severe obesity (BMI ≥ 40) ICU admission Severe obesity was independently associated with ICU admission.
van Zelst et al., 2020
[37]
Prospective observational cohort study
(n = 166)
BMI
Abdominal adiposity (waist-to-hip-ratio)
Unfavorable outcome Abdominal adiposity and BMI were associated with an increased risk for unfavorable outcome (respiratory support of 3 L/min, intubation, ICU admission).
Watanabe et al., 2020 [45] Retrospective cohort study (n = 150) TAT
VAT
ICU admission TAT and VAT had a univariate association with ICU admission.
Zhu et al., 2020 [36] Retrospective cohort study
(n = 489,769)
BMI, categories:
normal weight (BMI ≥ 18.5 to <25), overweight (BMI ≥ 25.0 to <30), and obese (BMI ≥ 30); waist circumference and waist-to-hip ratio
Hospi-
talization
with ‘severe COVID-19′
BMI, waist circumference and waist-to-hip ratio were positively associated with the risk of severe COVID-19.

Abbreviations: VAT = visceral adipose tissue; SAT = subcutaneous adipose tissue; TAT = total adipose tissue; BMI = body mass index (kg/m2); IMV = invasive mechanical ventilation; ICU = intensive care unit.