Search results
We retrieved 7846 studies and removed 5134 duplicates and remaining articles were screened to yield 49 studies for full-text review (Figure 1). Twenty-eight studies were finally included and 16 were peer-reviewed, 11 were preprints, while one was an online report [24].
Characteristics of studies and patients (Table 1)
All included studies were observational and comprised 12,437 ICU patients admitted between December 2019 to May 1 2020. Of these, 6,875 patients were on IMV. Nine studies were from the USA [8-11,17,18,23,25,26], 13 from China [12,14,16,20-22,27-33], two from the UK [24,32], and one each from Italy [15], Spain [13], France [19], and Mexico [35].
Risk of bias assessment (Table 1)
Fifteen studies were good and 13 were fair as assessed by the NIH tool. Follow-up duration was insufficient or unreported in seven [8,10,12,14,26,29,35] among which three had fair assessments. Of note, 14 studies [8,9,12-15,17-19,21,22,24,25,34] had over 20% of patients with unknown outcome at endpoint of which 8 had fair assessment.
Table 1. COVID-19 ICU study regions, ICU admitted and IMV patient number and demographics , and study quality assessement. Studies based on reporting region and identified by first author and 2020 publication month, the number of ICU admitted and IMV patients in ICU and their age and sex as reported per study; and overall quality assessement of the studies by the NIH quality assessment tool [2]. Abbreviations: NM= Not mentioned, a = Data range, b =Data are reported as median (IQR).
Reference ID (First author, publication month 2020)
|
Number of patients
|
Mean age + SD
|
Gender (male) [n (%)]
|
Overall quality assessment
|
|
ICU admitted
|
IMV patients in ICU
|
|
|
|
China
|
Bi/April [12]
|
19
|
18
|
(30-70)a
|
14/19 (74)
|
Good
|
Cao/May [28]
|
18
|
14
|
NM
|
NM
|
Good
|
Du/April [27]
|
51
|
33
|
68.4±9.7
|
34/51 (71)
|
Good
|
Feng/April [14]
|
29
|
22
|
64+13.4
|
71/114 (62)
|
Good
|
Guan/February [29]
|
55
|
25
|
63 (53-71)b
|
NM
|
Good
|
Huang/January [32]
|
13
|
4
|
49(41–61)b
|
11/13 (85)
|
Good
|
Lapidus/April [16]
|
59
|
40
|
62(52–70)b
|
38/59 (64)
|
Fair
|
Lei/April [30]
|
15
|
----
|
55(44-74)b
|
5/15 (33)
|
Fair
|
Wang/April [33]
|
344
|
100
|
64 (52–72)b
|
179/344 (52)
|
Good
|
Xu/March [21]
|
45
|
20
|
56.7 + 15.4
|
29/45 (64)
|
Good
|
Yang/February [31]
|
52
|
22
|
59·7+ 13.3
|
35/52 (67)
|
Good
|
Zheng/April [22]
|
34
|
15
|
66(58-76)b
|
23/34 (68)
|
Fair
|
Zhou/March [20]
|
50
|
32
|
NM
|
NM
|
Good
|
USA
|
Arentz/March [8]
|
21
|
15
|
70
(43-92)a
|
11/21 (52)
|
Fair
|
Argenziano/April [9]
|
231
|
215
|
62.2+14.7
|
156/231 (68)
|
Good
|
Auld/April [10]
|
217
|
165
|
64(54-73)b
|
119/217 (55)
|
Fair
|
Bhatraju/March [11]
|
24
|
----
|
64+18
|
15/24 (63)
|
Good
|
Goyal/May [26]
|
----
|
130
|
64.5 (51.7–73.6)b
|
92/130 (71)
|
Fair
|
Myers/April [17]
|
113
|
103
|
63 (53-73)b
|
74/113 (66)
|
Good
|
Paranjpe/April [25]
|
385
|
----
|
NM
|
NM
|
Good
|
Richardson/April [18]
|
1281
|
1151
|
63 (52-75)b
|
3437/5700(60)
|
Good
|
Ziehr/April [23]
|
66
|
66
|
58 (23-87)b
|
43/65 (65)
|
Good
|
UK
|
ICNARC/May [24]
|
7542
|
4522/6880
|
59.3+ 12.5
|
5389/ 7538 (72)
|
Good
|
Docherty/April [34]
|
1914/11185
|
497
|
72(57-82)
|
NM
|
Fair
|
Mexico
|
Valente-Acosta/May [35]
|
33
|
12
|
60.6+ 12.68
|
23/33 (70)
|
Good
|
Italy
|
Grasselli/April [15]
|
1591
|
1150
|
63 (56-70)b
|
1304/1591 (82)
|
Good
|
Spain
|
Borobia/May [13]
|
237
|
----
|
64(54–71)b
|
57/75 (76)
|
Good
|
France
|
Simonnet/April [19]
|
124
|
----
|
60 (51-70)b
|
90/124 (73)
|
Good
|
Quantitative analysis
ICU admissions, duration and outcome. Pooled ICU admission rate among 17,639 hospitalized COVID-19 patients meta-analyzed from eight studies [9,12,14,18,25,27,29,34] was 21% (95% CI 0.12 to 0.34) (Fig 2a) and pooled ICU mortality rate of 12,437 patients from 20 studies [8-19,21-25,31,33,35] was 28.3% (95% CI 0.27 to 0.36) (Fig 2b), while the worst case scenario mortality is 60% (95% CI 0.49 to 0.69) considering 4,697 patients with unknown outcomes. ICU length of stay (LoS) from five studies [8,10,11,15,24] had a pooled mean duration of 7.78 (7.05 to 8.51) days. Substantial heterogeneity was observed with ICU outcomes (p-value <0.1, I2 > 60%) and not explained by subgroup analysis. Eggers’ test revealed no publication bias ( Figure 3).
Prevalence of comorbidities and clinical features. The prevalence of comorbidities as well as presenting clinical features are listed in Table 2 with hypertension (HTN) 51%, obesity (BMI>30kg/m2) 35% , diabetes (DM) 30% and fever 81%, cough 76%, dyspnea 75% the 3 most prevalent comorbidities and symptoms respectively. The pER's of select reported test findings were: bilateral infiltrates on chest radiography 83%, lymphopenia 78%, elevated alanine (ALT), aspartate aminotransferases (AST) 71%, 66.3% respectively, elevated troponin 22%. The pER for concurrent acute respiratory distress syndrome (ARDS) and acute kidney injury (AKI) were 84% and 32% respectively.
Table 2. Pooled prevalence of comorbidities and clinical features among ICU-admitted COVID-19 patients. Pooled prevalence of COVID-19 ICU admitted patients' clinical characteristics including comorbidities, symptoms, signs, laboratory and radiographic findings, as well as complications of ARDS and AKI. Abbreviations: ALT, alanine aminotransferase; AST, aspartate aminotransferase; AKI, acute kidney injury; ARDS, acute respiratory distress syndrome; COPD, chronic obstructive pulmonary disease; CVD, cardiovascular disease.
Clinical characteristics
|
Number of studies pooled
|
Heterogeneity
|
Prevalence (95%CI)
|
|
|
P value
|
I2
|
|
Comorbidities
|
Hypertension
|
15
|
<0.01
|
78.81
|
0.51 (0.46 - 0.56)
|
Obesity
|
5
|
<0.01
|
94.85
|
0.35 (0.23 - 0.49)
|
Diabetes mellitus
|
17
|
<0.01
|
89.74
|
0.29 (0.23 - 0.37)
|
Respiratory viral co-infection
|
3
|
<0.01
|
94.46
|
0.21 (0.004 - 0.94)
|
CHF
|
5
|
<0.01
|
88.36
|
0.16 (0.10 - 0.25)
|
Smoking
|
6
|
<0.01
|
90.14
|
0.15 (0.07 - 0.31)
|
CVD
|
3
|
0.4
|
00.00
|
0.13 (0.104 - 0.17)
|
Obstructive sleep apnea
|
3
|
<0.01
|
90.43
|
0.13 (0.03 - 43)
|
Asthma
|
5
|
0.4
|
00.00
|
0.103 (0.08 - 0.13)
|
Chronic Kidney disease
|
15
|
<0.01
|
96.97
|
0.09 (0.04 - 0.18)
|
COPD
|
12
|
<0.01
|
78.08
|
0.09 (0.06 - 0.13)
|
Malignancy
|
13
|
<0.01
|
93.33
|
0.07 (0.04 - 0.12)
|
Immuno-suppressive therapy
|
5
|
0.04
|
73.87
|
0.06 (0.03 - 0.12)
|
History of organ transplantation
|
2
|
0.4
|
00.00
|
0.05 (0.03 - 0.09)
|
Liver disease
|
11
|
<0.01
|
90.99
|
0.03 (0.01 - 0.07)
|
HIV
|
3
|
0.7
|
00.00
|
0.03 (0.01 - 0.05)
|
Complications
|
ARDS
|
6
|
<0.01
|
96.13
|
0.84 (0.59 – 0.95)
|
AKI
|
6
|
<0.01
|
96.49
|
0.32 (0.13 – 0.58)
|
Symptoms and signs
|
Fever
|
11
|
<0.01
|
92.95
|
0.81 (0.67 – 0.89)
|
Cough
|
12
|
<0.01
|
89.08
|
0.76 (0.56 – 0.77)
|
Shortness of breath
|
10
|
<0.01
|
82.21
|
0.75 (0.66 – 0.81)
|
Malaise
|
3
|
<0.01
|
89.39
|
0.53 (0.25 – 0.79)
|
Fatigue
|
5
|
<0.01
|
82.76
|
0.46 (0.32 – 0.61)
|
Myalgia
|
8
|
<0.01
|
83.26
|
0.23 (0.14 – 0.36)
|
Diarrhea
|
9
|
0.03
|
52.71
|
0.23 (0.17 – 0.29)
|
Sore throat
|
2
|
0.1
|
62.68
|
0.12 (0.05 – 0.27)
|
Nausea and vomiting
|
5
|
0.06
|
54.94
|
0.11 (0.07 – 0.19)
|
Headache
|
9
|
<0.01
|
79.45
|
0.11 (0.05 – 0.22)
|
Rhinorrhea
|
4
|
0.5
|
0
|
0.09 (0.06 – 0.13)
|
Investigational findings
|
Bilateral infiltrates on chest radiography
|
6
|
<0.01
|
96.73
|
0.83 (0.53 - 0.96)
|
Lymphocytes, <1000/µL
|
6
|
0.09
|
47.49
|
0.78(0.72 - 0.84)
|
AST, >40/L
|
4
|
0.03
|
65.55
|
0.58 (0.35 – 0.75)
|
ALT, >40/L
|
3
|
<0.01
|
87.26
|
0.47 (0.14 – 0.83)
|
Troponin, >99th percentile
|
2
|
0.3
|
22.04
|
0.22 (0.11 – 0.39)
|
Association of patient characteristics with ICU and IMV mortality. We analyzed associated COVID-19 ICU patient characteristics and initial laboratory findings for potential association with ICU (Table 3 and Table 4) and IMV survival. Demographically, age>60 years (pOR 3.7, 95% CI 2.87 to 4.78) and male gender (pOR 1.37, 95% CI 1.23 to 1.54) was associated with ICU mortality and male gender (pOR 1.8, 95% CI 1.25 to 2.59) with IMV mortality. Of symptoms and signs, only dyspnea was associated with ICU mortality (pOR 2.56, 95% CI 1.65 to 3.99). Of comorbidities, HTN was associated with both ICU and IMV mortality (pOR 2.02, 95% CI 1.37 to 2.98; pOR 1.5, 95% CI 1.06 - 2.12, respectively), whereas COPD (pOR 3.22, 95% CI 1.03 to 10.09), cardiovascular disease (CVD) (pOR 2.77, 95% CI 1.76 to 4.37), and DM (pOR 1.78, 95% CI 1.19 to 2.65) were associated with ICU mortality. Of clinical findings, we found obesity, white blood cell count (WBC), ALT, AST, creatinine, total bilirubin, D-dimer, prothrombin time (PT), C-reactive protein (CRP), creatine kinase, lactate, lactate dehydrogenase (LDH); and reduced PaO2/FiO2, albumin or lymphocyte count to be correlated with ICU mortality. Among complications, AKI (pOR 12.47, 95% CI 1.52 to 102.7) and ARDS (pOR 6.52, 95% CI 2.66 to 16.01) were associated with ICU mortality. Thrombocytopenia and lymphocytopenia were correlated with ICU mortality; and there were no reports with laboratory findings to allow IMV outcome analysis. Finally, IMV significantly correlated ICU mortality (pOR 16.46, 95% CI 4.37 to 61.96) based on 6 studies [10,11,18,20,31,33] with substantial heterogeneity (p-value <0.1, I2 > 60%) not explained by subgroup analysis. Eggers’ testing revealed no publication bias.
Table 3. Meta-analysis of associations between COVID-19 ICU patient characteristics and ICU mortality. COVID-19 ICU patient characteristics including analysed demographics, presenting symptoms, comorbidities, complications and IMV and the corresponding number of non-surviving and discharged patients. Abbreviations: ARDS, adult respiratory distress syndrome; AKI, acute kidney injury; COPD, chronic obstructive pulmonary disease; CVD, cardiovascular disease; CVSD, cerebrovascular disease; DM, diabetes mellitus; HTN, hypertension, IMV, invasive mechanical ventilation.
Patient characteristics
|
OR (95%CI)
|
Heterogeneity
|
Number of studies
|
Number of non-surviving patients
|
Number of discharged patients
|
Non-surviving patients with the comorbidity
|
Discharged patients with the comorbidity
|
P-value
|
I2
|
|
|
|
|
|
Symptoms and signs
|
Dyspnea
|
2.56 (1.65-3.99)
|
0.2
|
39.61
|
2
|
165
|
231
|
121
|
120
|
Cough
|
1.38 (0.88-2.15)
|
0.8
|
0
|
2
|
165
|
231
|
121
|
152
|
Fever
|
0.84 (0.55-1.28)
|
0.9
|
0
|
3
|
283
|
495
|
167
|
260
|
Patient demographics
|
Age > 60 years
|
3.7 (2.87-4.78)
|
0.1
|
49.08
|
5
|
3119
|
3258
|
2207
|
1375
|
Gender (male)
|
1.37 (1.23-1.54)
|
0.5
|
0
|
8
|
2839
|
3190
|
2072
|
2092
|
Comorbidities
|
HTN
|
2.02 (1.37-2.98)
|
0.07
|
51.68
|
6
|
610
|
717
|
359
|
284
|
DM
|
1.78 (1.19-2.65)
|
0.1
|
41.9
|
5
|
281
|
396
|
72
|
64
|
CVD
|
2.77 (1.76-4.37)
|
0.1
|
44.87
|
6
|
333
|
525
|
65
|
40
|
COPD
|
3.22 (1.03-10.09)
|
0.06
|
55.03
|
5
|
301
|
505
|
34
|
20
|
Smoking
|
1.19 (0.48-2.92)
|
0.2
|
42.06
|
3
|
141
|
177
|
12
|
11
|
CVSD
|
3.84 (0.48-30.89)
|
0.3
|
16.95
|
2
|
39
|
28
|
8
|
1
|
Complications and IMV
|
ARDS
|
6.52 (2.66-16.01)
|
0.5
|
0
|
3
|
172
|
49
|
161
|
28
|
AKI
|
12.47 (1.52-102.7)
|
0.005
|
81.15
|
3
|
172
|
239
|
94
|
9
|
IMV
|
16.46 (4.37-61.96)
|
<0.001
|
91.2
|
3
|
217
|
360
|
163
|
92
|
Table 4. Meta-analysis findings of the association between laboratory findings and COVID-19 ICU mortality. Abbreviation: ALT, alanine aminotransferase; AST, aspartate aminotransferase ; CRP, C-reactive protein; LDH, lactate dehydrogenase; WMD, weighted mean difference.
Laboratory Finding
|
Number of studies
|
WMD (95% CI)
|
Meta-analysis P-value
|
Heterogeneity
|
Non-survived patients with data of the factor
|
Survived patients with data of the factor
|
P-value
|
I2
|
|
|
Oxygenation
|
Pao2/FiO2, mm/Hg
|
2
|
-33.763 (-46.936 - -20.591)
|
<0.001
|
0.8
|
0
|
84
|
149
|
Cell Blood Count
|
Hemoglobin, g/dL
|
2
|
-0.380 (-1.348 – 0.587)
|
0.44
|
0.02
|
71.60
|
143
|
278
|
White blood cell count, x109 /L
|
2
|
4.280 (3.675 – 4.885)
|
<0.001
|
0.5
|
0
|
244
|
469
|
Lymphocyte count, x109 /L
|
3
|
-0.272 (-0.536 – -0.007)
|
0.044
|
<0.001
|
92.61
|
524
|
256
|
Platelet count/μl
|
3
|
-16.073 (-57.853 – 25.707)
|
0.45
|
<0.001
|
90.69
|
276
|
489
|
Coagulation index
|
D-dimer, ug/mL
|
3
|
6.685 (1.328 – 12.042)
|
0.014
|
<0.001
|
95.49
|
242
|
467
|
Prothrombin time, secs
|
3
|
1.646 (1.362 – 1.930)
|
<0.001
|
0.2
|
33.326
|
228
|
328
|
Inflammatory marker
|
CRP, mg/L
|
3
|
86.217 (47.912 - 124.523)
|
<0.001
|
<0.001
|
88.21
|
265
|
522
|
Biochemistry
|
Albumin, g/dL
|
2
|
-0.512 (-0.590 - -0.434)
|
<0.001
|
0.7
|
0
|
240
|
447
|
ALT, U/L
|
2
|
3.846 (-2.474 – 10.165)
|
0.233
|
0.12
|
59.17
|
189
|
426
|
AST, U/L
|
2
|
22.996 (11.696 – 34.296)
|
<0.001
|
0.01
|
84.59
|
239
|
447
|
Creatinine, mg/dL
|
3
|
0.325 (-0.044 - 0.695)
|
0.084
|
<0.001
|
96.44
|
279
|
492
|
Creatine kinase, U/L
|
2
|
378.166 (-127.086 – 883.418)
|
0.142
|
<0.001
|
95.73
|
175
|
284
|
Lactate, mmol/L
|
2
|
0.289 (0.027 – 0.551)
|
0.03
|
0.2
|
42.45
|
66
|
69
|
LDH, U/L
|
2
|
235.354 (174.931 - 295.778)
|
<0.001
|
0.01
|
84.63
|
200
|
399
|
Total bilirubin, mmol/L
|
2
|
5.317 (4.200 – 6.434)
|
<0.001
|
0.6
|
0
|
165
|
231
|
Regional differences in ICU and IMV outcomes. Subgroup analysis revealed the following regional ICU admissions: USA (35%), UK (17%) and China (14%); IMV rates: USA (85%), Italy (72%), France (69%), UK (66%), China (56%), Mexico (36%); ICU mortality rates: UK (33%), USA (29%), Italy (26%), China (24%), Spain (23%), France (15%), and Mexico (2%) and IMV mortality rates: China (59%) followed by UK (53%), USA (24%) and Mexico (4%).
IMV prevalence, duration and outcome. Pooled IMV prevalence and mortality was respectively 69% (95% CI 0.61-0.75) from 18 studies [8,9-12,15-19,21,22,24,27,31,33,35] with 10,240 cases (Figs 2c) and 43% (95% CI 0.29-0.58) from 12 studies [10,11,14,18,22,23,26,28,31,33-35] with 2,212 cases based on a best case scenario, with worst case scenario mortality of 74% (95% CI 0.54 to 0.87) (Fig. 2d). IMV duration was pooled from four studies [9,15-17] with a mean duration of 10.12 days (95% CI 7.08 to13.16). There was significant heterogeneity among IMV mortalities (p-value < 0.001, I2 >90%), which was not explained by subgroup analysis, and Egger's test revealed no publication bias (Fig 4).