Study selection and characteristics of included studies
In total, 2320 titles were identified through database searches, of which 20 were included in this review [16–35](Fig. 1). The list of excluded studies with reasons for exclusion was presented in Table S4. As displayed in Table 1, the current systematic review comprised 20 studies representing a variety of countries. Each of the subsequent countries had one research conducted: Sweden [35], Switzerland [27], Germany[16], Italy [17], Slovakia[23], Norwegian[29], France[32], Netherlands[33], Denmark[25], and Spain [28]. Two studies were done in Norway[20, 30], while another 2 studies were reported in Israeli[19, 24], four studies were performed in the UK [21, 22, 26, 31] and one study in the USA [18]. One study involved participants from many nations including Argentina, Canada, Costa Rica, Italy, Paraguay, Singapore, Spain, and the United States[34].
Stratification of the included studies based on the hospitalization status of COVID-19 patients and negative control
The twenty included studies resulted in 21 estimates, with Funk et al. aiming to estimate PCC for non-hospitalized children relative to the negative control and also for hospitalized children relative to non-COVID-19 hospitalized children[34].
Sixteen of the twenty-one studies assessed PCC in non-hospitalized COVID-19 patients in comparison to negative controls [16, 17, 30–35, 20–24, 26, 27, 29]. The remaining five studies addressed PCC in COVID-19 patients who were hospitalized [18, 19, 25, 28, 34]. Three studies compared hospitalized COVID-19 patients to those hospitalized for other indications without specifying the cause of hospitalization [18, 28, 34]. Another study evaluated hospitalized COVID-19 patients in comparison to non-COVID-19 hospitalized patients due to pneumonia [19]. One study investigated hospitalized COVID-19 patients relative to those hospitalized with acute myocardial infarction [25].
Quality assessment of the included studies
The detailed score for each included study was presented in Table S5. Fifteen of the twenty studies have a score of more than six out of 10 and are considered of fair quality. While five studies had a score of five or less and may have a high risk of bias either because of a small sample size, different rates of non-response, subjective assessment of outcomes, or non-adjustment for confounding factors [16, 17, 19, 27, 32].
Table 1: Characteristics of included studies
Author
|
Country
|
Study target population
|
Age category
|
Study design
|
Cases
(No.)
|
Comorbid
(%)
|
Control
(No.)
|
Follow-up since diagnosis (Median)
|
Larsson[35]
|
Sweden
|
Non-hospitalized COVID-19 Vs. Negative control
|
Adults
|
RC (Matched age)
|
1584
|
Non-significant except for mental disorder (higher in the negative arm)
|
7185
|
> 12 weeks
|
Radtke[27]
|
Switzerland
|
Non-hospitalized COVID-19 Vs. Negative control
|
Children
|
PC
|
109
|
_
|
1226
|
6 months
|
Blankenburg[16]
|
Germany
|
Non-hospitalized COVID-19 Vs. Negative control
|
Adolescents and young adults
|
PC (Matched age and gender)
|
188
|
_
|
1365
|
10 months
|
Boscolo-Rizzo[17]
|
Italy
|
Non-hospitalized COVID-19 Vs. Negative control
|
Adults
|
PC (Matched age and gender)
|
61
|
Matched
|
61
|
1 year
|
Fjelltveit[20]
|
Norway
|
Non-hospitalized COVID-19 Vs. Negative control
|
Mixed
|
PC
(Matched age, gender and comorbidity)
|
220
|
Matched
|
182
|
12 months
|
Pereira[26]
|
UK
|
Non-hospitalized COVID-19 Vs. Negative control
|
Children
|
PC (Study invitation, by age, gender, region, and date of testing)
|
6407
|
_
|
6542
|
6 months
|
Mizrahi[24]
|
Israel
|
Non-hospitalized COVID-19 Vs. Negative control
|
Mixed
|
RC (Matched age, gender and comorbidity)
|
170,280
|
Matched
|
170,280
|
6-12 months
|
Gorecka[21]
|
UK
|
Non-hospitalized COVID-19 Vs. Negative control
|
Adults
|
PC (Matched age and gender)
|
19
|
Both groups are healthy
|
10
|
> 12 weeks
|
Joy[22]
|
UK
|
Non-hospitalized COVID-19 Vs. Negative control
|
Adults
|
PC (Matched Age, gender, and ethnicity)
|
74
|
Non-significant except for asthma/COPD which is higher in the case than control
|
75
|
6 months
|
Liptaka[23]
|
Slovakia
|
Non-hospitalized COVID-19 Vs. Negative control
|
Adults
|
PC (Unmatched)
|
109
|
_
|
132
|
7 months
|
Selvakumar[29]
|
Norwegian
|
Non-hospitalized COVID-19 Vs. Negative control
|
Adolescents and Young adults
|
PC (Unmatched)
|
382
|
Any comorbidity is 37 % for COVID-19-negative compared to 24% for COVID-19 positive
|
85
|
6 months
|
Soraas[30]
|
Norway
|
Non-hospitalized COVID-19 Vs. Negative control
|
Adults
|
PC (Unmatched)
|
676
|
_
|
6006
|
3-8 months
|
Stephenson[31]
|
UK
|
Non-hospitalized COVID-19 Vs. Negative control
|
Children
|
PC (Month of test, age, gender, and geographical region)
|
3065
|
_
|
3739
|
3 months
|
Funk (a)[34]
|
Argentina, Canada, Costa Rica, Italy, Paraguay, Singapore, Spain, and the United States
|
Non-hospitalized COVID-19 Vs. Negative control
|
Children
|
PC
(Matched hospitalization status, country,
and recruitment
date)
|
1295
|
Matched
|
1321
|
3 months
|
Tarazona[32]
|
France
|
Non-hospitalized COVID-19 Vs. Negative control
|
Adults
|
PC (Matched age, gender and comorbidity)
|
96
|
Non-significant
except for cardiological conditions (higher in case)
|
81
|
12 months
|
Van der Maaden[33]
|
Netherlands
|
Non-hospitalized COVID-19 Vs. Negative control (Hospitalization is 0.2 % in both groups)
|
Adults
|
PC (Matched age, gender, and comorbidity)
|
6,614
|
Matched
|
1,330
|
3 months
|
Funk (b)[34]
|
Argentina, Canada, Costa Rica, Italy, Paraguay, Singapore, Spain, and the United States)
|
Hospitalized COVID-19 Vs. Hospitalized control
|
Children
|
PC
(Matched hospitalization status, country, and recruitment date)
|
391
|
Matched
|
380
|
3 months
|
Elkan[19]
|
Israel
|
Hospitalized COVID-19 Vs. Non-COVID-19 hospitalized patients due to pneumonia
|
Adults
|
RC (Matched age and gender)
|
42
|
Matched in all except for chronic lung disease (higher in non-COVID control)
|
42
|
9 months
|
Castro[18]
|
USA
|
Hospitalized COVID-19 Vs. Hospitalized for other indications
|
Adults
|
RC (Unmatched)
|
6619
|
_
|
36342
|
3-5 months
|
Nersesjan[25]
|
Denmark
|
Hospitalized COVID-19 Vs. Hospitalized for other indications
|
Adults
|
PC (Matched age, gender, and ICU status from the same hospital, including patients in the ICU)
|
85
|
Matched
|
61
|
6 months
|
Rivera‑Izquierdo[28]
|
Spain
|
Hospitalized COVID-19 Vs. Hospitalized for other indications
|
Adults
|
PC (Matched institution and date of admission)
|
453
|
Matched
|
453
|
12 months
|
Abbreviations: No.; Number, RC; Retrospective cohort, PC; Prospective cohort, Vs.; Versus, ICU; Intensive care unit.
Post-COVID consequences in non-hospitalized COVID-19 patients compared to negative controls
Non-hospitalized patients with COVID-19 were found to have a stronger association with certain symptoms compared to negative controls (Table 2). These symptoms included anosmia, ageusia, dyspnea, fatigue, and brain fog or confusion, with pooled odds ratios greater than 1, as shown in Figs. 2–6. Anosmia had the highest odds ratio of 11.27, followed by ageusia with 9.76. Some manifestations, such as chest pain, dizziness, skin conditions, myalgia/arthralgia, and ear problems, showed slightly elevated odds ratios of 1.9, 1.37, 1.42, 1.25, and 1.35, respectively, P <0.05. After matching for comorbidities, the pooled odds ratios for certain symptoms changed. Anosmia, dyspnea, fatigue, and brain fog continued to exhibit significantly higher odds ratios in COVID-19 patients even after matching for comorbidities (4.91, 2.29, 2.2, and 2.91, P <0.05), respectively. However, chest pain, skin conditions, myalgia/arthralgia, and ear problems no longer showed a significant association.
Table 2: Meta-analysis of odds ratios for signs, symptoms, and conditions in non-hospitalized COVID-19 patients compared to negative controls, with subgroup analysis by comorbidity matching
Sign/Symptom/Condition
|
Overall
|
Matched comorbidity
|
Studies No.
|
Pooled odds ratio (95% CI)
|
Studies
No.
|
Pooled odds ratio (95% CI)
|
Abdominal pain
|
7
|
0.96 (0.76-1.23)
|
-
|
-
|
Diarrhea
|
5
|
1.14 (0.9-1.42)
|
-
|
-
|
Nausea/Vomiting
|
5
|
0.95 (0.81-1.12)
|
3
|
0.89 (0.8-0.99)
|
Heartburn/Stomachache
|
3
|
1.02 (0.9-1.16)
|
-
|
-
|
Sore throat
|
9
|
0.85 (0.67-1.08)
|
4
|
1.04 (0.95-1.14)
|
Fatigue
|
11
|
1.7 (1.51-1.93)
|
5
|
2.2 (1.6-3.03)
|
Headache
|
11
|
1.13 (0.89-1.42)
|
4
|
1 (0.83-1.21)
|
Fever
|
7
|
1.02 (0.82-1.26)
|
-
|
-
|
Dizziness
|
6
|
1.37 (1.08-1.75)
|
3
|
1.13 (1.05-1.2)
|
Anosmia
|
6
|
11.27 (9.59-13.24)
|
3
|
4.91 (1.48-16.3)
|
Ageusia
|
3
|
9.76 (5.49-17.36)
|
-
|
-
|
Congested or runny Nose
|
4
|
0.89 (0.78-1.02)
|
3
|
0.89 (0.78-1.02)
|
Cough
|
10
|
0.95 (0.8-1.12)
|
4
|
0.98 (0.94-1.03)
|
Dyspnea
|
11
|
2.19 (1.63-2.96)
|
6
|
2.52 (1.41-4.52)
|
Anxiety
|
3
|
1.09 (0.98-1.21)
|
-
|
-
|
Sleep disorders
|
6
|
1.08 (0.95-1.22)
|
-
|
-
|
Depression
|
6
|
0.91 (0.72-1.16)
|
-
|
-
|
Brain fog
|
18
|
1.85 (1.58-2.16)
|
10
|
2.91 (2.05-4.15)
|
Tachycardia/Palpitation
|
4
|
1.46 (1.06-2.03)
|
-
|
-
|
Chest pain
|
8
|
1.9 (1.28-2.82)
|
4
|
1.74 (0.85-3.56)
|
Myalgia/Arthralgia
|
12
|
1.25 (1.07-1.45)
|
4
|
1.1 (0.97-1.23)
|
Skin conditions
|
4
|
1.42 (0.85-2.4)
|
-
|
-
|
Ear problems
|
5
|
1.35 (1.24 -1.46)
|
3
|
1.06 (0.74-1.51)
|
Abbreviations: No.; Number, CI; Confidence interval
Post-COVID consequences in non-hospitalized children with COVID-19 compared to negative controls
Anosmia, fatigue, brain fog or confusion, and dizziness were found to be associated with non-hospitalized children with COVID-19 compared to negative controls (p < 0.05) as shown in Table 3. Especially anosmia had a very high odds ratio of 10.45. However, the pooled odds ratios for specific symptoms varied when comorbidities were matched. Brain fog and dizziness were no longer significant (p < 0.05), while there were not enough studies on fatigue to be tested.
Table 3: Meta-analysis of odds ratios for signs, symptoms, and conditions in non-hospitalized children with COVID-19 compared to negative controls, with comorbidity-matched subgroup analysis
Sign/Symptom/Condition
|
Overall
|
Matched comorbidity
|
Studies No.
|
Pooled odds ratio (95% CI)
|
Studies
No.
|
Pooled odds ratio (95% CI)
|
Abdominal pain
|
4
|
0.99 (0.74-1.33)
|
-
|
-
|
Sore throat
|
5
|
1.22 (1.01-1.48)
|
3
|
1.30 (0.84-2.02)
|
Fatigue
|
4
|
1.84 (1.56-2.16)
|
-
|
-
|
Headache
|
6
|
1.24 (0.89-1.73)
|
3
|
0.88 (0.78-0.98)
|
Fever
|
3
|
0.96 (0.76-1.21)
|
-
|
-
|
Dizziness
|
5
|
1.41 (1.08-1.85)
|
3
|
0.97 (0.76-1.22)
|
Anosmia
|
3
|
10.45 (7.46-14.62)
|
-
|
-
|
Congested or runny nose
|
4
|
0.68 (0.40-1.16)
|
3
|
0.65 (0.36-1.17)
|
Cough
|
6
|
0.97 (0.88-1.08)
|
3
|
0.91 (0.83-1.00)
|
Dyspnea
|
5
|
1.56 (0.97-2.51)
|
3
|
0.90 (0.75-1.08)
|
Anxiety
|
3
|
0.80 (0.64-1.01)
|
-
|
-
|
Brain fog
|
5
|
1.63 (1.24-2.15)
|
3
|
1.10 (0.54-2.23)
|
Chest pain
|
4
|
1.25 (0.70-2.21)
|
3
|
0.88 (0.76-1.03)
|
Myalgia/Arthralgia
|
7
|
1.21 (0.75-1.95)
|
5
|
0.83 (0.61-1.12)
|
Abbreviations: No.; Number, CI; Confidence interval
Post-COVID consequences in non-hospitalized adults with COVID-19 compared to negative controls
Abdominal pain was significantly greater in the negative control group (OR 0.83) (p < 0.05). In contrast, symptoms significantly associated with non-hospitalized COVID-19 compared to controls included fatigue, dyspnea, brain fog, anosmia, chest pain, sleep disturbances, and tachycardia (OR: 1.68, 1.99, 2.29, 4.95, 1.44, 1.14, and 1.34 P< 0.05, respectively). However, subgroup analyses matching for comorbidities revealed that associations with sleep disturbances, chest pain, tachycardia, and abdominal pain were no longer statistically associated in non-hospitalized COVID-19 patients, as presented in Table 4.
Table 4: Meta-analysis of odds ratios for signs, symptoms, and conditions in non-hospitalized adults with COVID-19 compared to negative controls, with co-morbidity-matched subgroup analysis
Sign/Symptom/Condition
|
Overall
|
Matched comorbidity
|
Studies
No.
|
Pooled odds ratio (95% CI)
|
Studies No.
|
Pooled odds ratio (95% CI)
|
Abdominal pain
|
5
|
0.83 (0.69-0.99)
|
3
|
0.94 (0.85-1.04)
|
Nausea or vomiting
|
6
|
0.95 (0.84-1.07)
|
4
|
0.91 (0.82-1.00)
|
Sore throat
|
6
|
0.79 (0.57-1.09)
|
4
|
0.98 (0.88-1.09)
|
Diarrhea
|
3
|
1.04 (0.43-2.51)
|
-
|
-
|
Fatigue
|
6
|
1.68 (1.36-2.07)
|
4
|
1.94 (1.69-2.23)
|
Headache
|
6
|
0.91 (0.76-1.09)
|
4
|
1.00 (0.86-1.16)
|
Fever
|
3
|
0.99 (0.63-1.58)
|
-
|
-
|
Dizziness
|
3
|
1.18 (1.04-1.35)
|
-
|
-
|
Anosmia
|
5
|
4.95 (2.64-9.31)
|
5
|
4.95 (2.64-9.31)
|
Sleep disorders
|
4
|
1.14 (1.04-1.26)
|
3
|
1.16 (0.96-1.39)
|
Congested or runny nose
|
3
|
0.90 (0.79-1.04)
|
-
|
-
|
Cough
|
6
|
0.91 (0.75-1.11)
|
4
|
1.01 (0.94-1.07)
|
Dyspnea
|
8
|
1.99 (1.52-2.61)
|
6
|
2.05 (1.49-2.81)
|
Depression
|
4
|
1.03 (0.90-1.19)
|
3
|
0.92 (0.77-1.10)
|
Anxiety
|
4
|
1.01 (0.88-1.16)
|
3
|
0.94 (0.79-1.12)
|
Brain fog/Confusion/Difficulty in concentration
|
12
|
2.29 (1.88-2.78)
|
10
|
2.63 (2.09-3.30)
|
Chest pain
|
5
|
1.44 (1.02-2.03)
|
4
|
1.21 (0.94-1.56)
|
Tachycardia
|
4
|
1.34 (1.04-1.73)
|
3
|
1.21 (0.98-1.5)
|
Myalgia/Arthralgia
|
8
|
1.11 (0.98-1.25)
|
5
|
1.10 (0.97-1.25)
|
Abbreviations: No.; Number, CI; Confidence interval
Post-COVID consequences in hospitalized COVID-19 patients compared to non-COVID-19 hospitalized patients
Of the five symptoms tested, only headache and sleep disorders (OR: 0.86 and 0.89, respectively, P < 0.05) showed significantly lower odds of occurrence in hospitalized COVID-19 patients compared to patients hospitalized for other reasons, as shown in Table 5. The other three symptoms, brain fog, anxiety, and fatigue, did not have significantly higher odds in COVID-19 patients, although brain fog and anxiety had slightly elevated odds ratios of 1.19 and 1.04, respectively. In contrast, the odds ratios for fatigue were slightly lower at 0.94.
For the odds ratio of post-COVID consequences in COVID-positive patients relative to COVID-negative controls, regardless of hospitalization, across all included studies, refer to Table S6.
Table 5: Meta-Analysis of odds ratios of post-COVID consequences in hospitalized COVID-19 patients versus non-COVID-19 hospitalized patients
Sign/Symptom/Condition
|
Hospitalized COVID-19 Vs. hospitalized for other indications
|
Studies (No.)
|
Pooled odds ratio (95% CI)
|
Fatigue
|
4
|
0.94 (0.65-1.36)
|
Brain fog
|
3
|
1.19 (0.51-2.76)
|
Headache
|
3
|
0.86 (0.77-0.96)
|
Anxiety
|
4
|
1.04 (0.51-2.10)
|
Sleep disorders
|
3
|
0.89 (0.8-0.98)
|
Abbreviations: Vs.; Versus, No.; Number, CI; Confidence interval
Included studies comparing myocardial parameters (Structure, function, tissue characteristics, and perfusion) between patients with mild COVID-19 and COVID-negative healthy controls
As shown in Table 6, two studies aimed to assess myocardial structure, function, and tissue characterization in those with mild COVID-19 syndrome and COVID-negative healthy controls after more than 12 weeks and 6 months since infection.
Gorecka et al. [21] found that most patients with a long COVID-19 syndrome and no previous cardiovascular disease did not show any signs of abnormalities in their myocardial energetics, structure, function, blood flow, or tissue characteristics. Likewise, Joy et al. [22] demonstrated that there was no significant difference in cardiovascular abnormalities between seropositive individuals and those who were seronegative, even among otherwise healthy participants.
Table 6: Included studies comparing cardiac parameters (Structure, function, tissue characterization, and perfusion) between patients with mild COVID-19 syndrome and COVID-negative healthy controls
Author
|
Time since diagnosis
|
Case/Control number
|
Cardiac parameters tested
|
Study findings
|
Gorecka[21]
|
> 12 weeks
|
20/10
|
-Myocardial energetics: phosphocreatine to ATP ratio
-Cardiac structure: biventricular volumes.
-Cardiac function: biventricular ejection fractions and global longitudinal strain.
-Tissue characterization: T1 mapping and late gadolinium enhancement.
-Perfusion: myocardial rest and stress blood flow, and myocardial perfusion reserve.
|
No significant difference
|
Joy[22]
|
6 months
|
74/75
|
-Cardiac structure: left ventricular volumes, mass, and atrial area.
-Cardiac function: ejection fraction, global longitudinal shortening, and aortic dispensability.
-Tissue characterization: T1, T2, extracellular volume fraction mapping, and late gadolinium enhancement
-Biomarkers: troponin, and N-terminal pro–B-type natriuretic peptide.
|
No significant difference
|
Note: Both studies assessed age-, sex-, and comorbidity-matched participants.
Sensitivity analysis and publication bias testing
We conducted a sensitivity analysis using the leave-one-out approach for symptoms or conditions that showed statistically significant higher odds in COVID patients relative to COVID-negative controls in both the matched comorbidity and overall analysis. Dyspnea, fatigue, brain fog, and anosmia all showed statistical significance in non-hospitalized COVID-19 relative to negative control. The analysis indicated that the pooled odds ratios of these tested symptoms were reliable and were not dependent on any study, as shown in Figs. 7–11.
Publication bias testing was conducted for symptoms that displayed statistical significance and were present in at least 10 studies. The results of the funnel plots and Egger's tests did not provide any indications of publication bias for the three evaluated symptoms, namely dyspnea, fatigue, and brain fog, with corresponding p-values of 0.28, 0.58, and 0.09, respectively (Figs.S1–S3).