Demographic characteristics
According to the clinical data of 153 of 1799 COVID-2019 patients, 35 had moderate disease, 81 had severe disease, and 37 had critically severe disease which were showed in Table 1. Of the 153 patients, 63 were female and 90 were male. All patients were in the age range of 35–91 years, with a mean age of 63.94 years. Around 49.67% (76) of the patients were over 65 years old. In our study, no significant differences in CEA and C-reactive protein (CRP), white blood cells (WBC), lymphocytes (L), neutrocytes (N), interleukin-6 (IL-6), and procalcitonin (PCT) according to sex and age were observed.
Table 1
The clinical characteristic materials of 153 COVID-19 patients
Group | N | IL-6 | WBC | L% | N% | CRP | PCT | CEA |
Sex | | | | | | | | |
Male | 90 | 21.87 ± 4.65 | 10.11 ± 0.67 | 11.36 ± 1.0 | 82.25 ± 1.26 | 78.52 ± 7.52 | 1.44 ± 0.44 | 12.39 ± 1.66 |
Female | 63 | 11.23 ± 1.70 | 10.44 ± 0.76 | 13.42 ± 1.30 | 80.1 ± 1.64 | 72.72 ± 10.45 | 0.96 ± 0.47 | 16.31 ± 1.93 |
P value | | 0.078 | 0.75 | 0.20 | 0.30 | 0.65 | 0.46 | 0.13 |
Age | | | | | | | | |
≥ 65 | 76 | 21.28 ± 4.99 | 10.33 ± 0.69 | 11.17 ± 1.01 | 82.93 ± 1.32 | 79.59 ± 8.20 | 1.42 ± 0.47 | 15.27 ± 1.99 |
< 65 | 77 | 13.39 ± 2.36 | 10.15 ± 0.74 | 13.35 ± 1.25 | 79.65 ± 1.52 | 72.39 ± 9.27 | 1.03 ± 0.44 | 12.83 ± 1.52 |
P value | | 0.23 | 0.76 | 0.17 | 0.10 | 0.56 | 0.30 | 0.87 |
The admission classification | | | | | | | | |
Moderate | 35 | 17.57 ± 5.60 | 7.71 ± 0.62 | 17.15 ± 1.73 | 76.16 ± 2.06 | 55.34 ± 11.38 | 0.23 ± 0.13 | 12.29 ± 1.95 |
severe | 81 | 17.33 ± 4.03 | 10.17 ± 0.68 | 11.89 ± 1.0 | 81.31 ± 1.29 | 71.49 ± 7.68 | 1.13 ± 0.38 | 13.58 ± 1.52 |
Critical severe | 37 | 19.04 ± 6.83 | 13.16 ± 1.22 | 7.66 ± 1.43 | 87.16 ± 1.96 | 112 ± 14.86 | 2.85 ± 1.20 | 19.53 ± 4.95 |
P value | | 0.89*,0.91&, 0.83# | 0.03*,0.00&, 0.19# | 0.39*,0.00&, 0.02# | 0.03*,0.00&,0.02# | 0.88*,0.00&,0.01# | 0.14*,0.02&,0.07# | 0.61*,0.11&,0.13# |
Bacteria co-infection | | | | | | | | |
Negative | 74 | 14.74 ± 3.04 | 8.22 ± 0.59 | 13.81 ± 1.08 | 79.8 ± 1.35 | 64.18 ± 8.15 | 0.18 ± 0.07 | 11.82 ± 1.34 |
Positive | 79 | 20.06 ± 4.71 | 11.82 ± 0.72 | 10.93 ± 1.13 | 82.62 ± 1.44 | 86.03 ± 8.84 | 2.13 ± 0.57 | 16.28 ± 2.09 |
P value | | 0.37 | 0.00 | 0.08 | 0.01 | 0.09 | 0.04 | 0.03 |
Signal ‘*’ represents moderate patients VS severe patients; Signal ‘&’ represents moderate patients VS critically severe patients; Signal ‘#’ represents severe patients VS critically severe patient. |
The correlation between bacterial co-infection and clinical classification of COVID-19 patients
The findings showed that 191 of the 1799 COVID-2019 patients (10.62%) were positive for bacterial co-infection at Wuhan Jinyintan Hospital between January 1 and April 26, 2020. The most prevalent causative agents for bacterial co-infection were Klebsiella pneumoniae (91 cases, 5.06%) and Acinetobacter baumannii (66 cases, 3.67%). The other common bacterial species were Stenotrophomonas maltophilia (22 cases, 1.22%), Pseudomonas aeruginosa (21 cases, 1.17%), Staphylococcus epidermidis (16 cases, 0.89%), Enterococcus faecium (14 cases, 0.78%), Escherichia coli (13 cases, 0.72%), Staphylococcus aureus (12 cases, 0.67%), Enterococcus casselifavus (10 cases, 0.56%), and Candida parapsilosis (9 cases, 0.5%). Some of the other bacteria identified were Candida albicans (7 cases, 0.39%), Smooth albicans (6 cases, 0.33%), Staphylococcus haemolyticus (6 cases, 0.33%), and Enterobacter agglomerans (5 cases, 0.28%).
From January to April 2020, bacteria co-infection increased dramatically and reached a peak in the second week of February; this trend was similar to that for hospital admission of COVID-19 patients (Fig. 1A). The bacterial strains identified each week are shown in Fig. 1B.
The incidence of bacterial co-infection in patients with severe disease (n = 81) was significantly higher than that in patients with moderate disease (44.44% [36/81] vs. 22.86% [8/35], P = 0.037), and the patients with critically severe disease also had a higher incidence of bacterial co-infection than those with moderate disease (64.86% [24/37] vs. 22.86% [8/35], P < 0.001). Furthermore, the incidence of bacterial infection in the critically severe patients was significantly higher than that in severe patients (P = 0.048).
Previous studies have reported that the levels of inflammatory indicators were associated with the severity of COVID-19[5–7]. Therefore, in this study, we also investigated the correlation of C-reactive protein (CRP), white blood cells (WBC), lymphocytes (L), neutrocytes (N), interleukin-6 (IL-6), and procalcitonin (PCT) with bacterial co-infection in COVID-19 patients. Based on the correlation coefficient values, PCT had the highest correlation, and this was followed by CRP, L%, IL-6, and N%, in descending order.
The antibiotic resistance of bacteria co-infection with COVID-19
K. pneumoniae is resistant to carbapenems, A. baumannii shows multidrug resistance, and Staphylococcus species show methicillin resistance. The details of drug resistant rate of primary 8 bacteria to antibiotics in our study are shown in Table 2. The patients with K. pneumoniae co-infection showed extensive drug-resistance but responded to treatment with meropenem and ceftazidine sulbactam, and the patients co-infected with the multidrug-resistant A. baumannii responded to polymyxin B and minocycline. Furthermore, we found that multiple bacterial infections were common in patients with severe COVID-19.
Table 2
Drug resistant rate of primary 8 bacteria to antibiotics in patients with COVID-19 from January to April in Jinyintan Hospital
antibiotics | Klebsiella pneumoniae | Acinetobacter baumannii | Stenotrophomonas maltophilia | Pseudomonas aeruginosa | Staphylococcus epidermidis | enterococcus faecium | Escherichia coli | Staphylococcus aureus |
R% | I% | S% | R% | I% | S% | R% | I% | S% | R% | I% | S% | R% | I% | S% | R% | I% | S% | R% | I% | S% | R% | I% | S% |
Amikacin | 80.9 | 0 | 19.1 | 89 | 1.1 | 9.9 | 2.1 | 2.1 | 95.8 | - | - | - | 0 | 4.8 | 95.2 | - | - | - | 9.1 | 0 | 90.9 | 15.8 | 0 | 84.2 |
Ampicillin | 100 | 0 | 0 | - | - | - | - | - | - | - | - | - | - | - | - | 100 | 0 | 0 | 81.8 | 9.1 | 9.1 | - | - | - |
Ampicillin/Sulbactam | 83.6 | 3.1 | 13.3 | 86.6 | 3.5 | 9.9 | - | - | - | - | - | - | - | - | - | - | - | - | 36.4 | 31.8 | 31.8 | - | - | - |
Polymyxin B | 0 | 0 | 100 | 4.1 | 0 | 95.9 | - | - | - | 2.1 | 0 | 97.9 | - | - | - | - | - | - | - | - | - | - | - | - |
Cotrimoxazole | 39.1 | 0 | 60.9 | 86 | 0 | 14 | 30.3 | 0 | 69.7 | - | - | - | 4.8 | 0 | 95.2 | - | - | - | 54.5 | 0 | 45.5 | 15.8 | 0 | 84.2 |
Ciprofloxacin | 83.1 | 0 | 16.9 | 90.1 | 0.6 | 9.3 | - | - | - | 6.4 | 4.2 | 89.4 | - | - | - | 100 | 0 | 0 | 72.7 | 0 | 27.3 | - | - | - |
Meropenem | 80 | 0 | 20 | 86.6 | 1.8 | 11.6 | - | - | - | 4.3 | 27.7 | 68.0 | - | - | - | - | - | - | 4.5 | 0 | 95.5 | - | - | - |
Minocycline | 5.8 | 3.6 | 90.7 | 9.9 | 23.2 | 66.9 | 3 | 3 | 94 | - | - | - | - | - | - | 0 | 37.5 | 62.5 | 0 | 4.5 | 95.5 | - | - | - |
Gentamicin | 83.1 | 0 | 16.9 | 93 | 0 | 7 | - | - | - | 8.5 | 0 | 91.5 | 28.6 | 0 | 71.4 | 64.3 | 0 | 35.7 | 18.2 | 4.5 | 77.3 | 31.6 | 10.5 | 57.9 |
Ticacillin/bar acid | 84 | 1.8 | 14.2 | 87.2 | 1.2 | 11.6 | 57.6 | 18.2 | 24.2 | 8.5 | 51.1 | 40.4 | - | - | - | - | - | - | 18.2 | 50 | 31.8 | - | - | - |
Ceftriaxone | 85.8 | 0 | 14.2 | 88.8 | 3.7 | 7.5 | - | - | - | - | - | - | - | - | - | - | - | - | 72.7 | 0 | 27.3 | - | - | - |
Ceftazidime | 85.3 | 0.5 | 14.2 | 88.4 | 1.7 | 9.9 | 90.9 | 3 | 6.1 | 8.5 | 8.5 | 83 | - | - | - | - | - | - | 45.5 | 4.5 | 50 | - | - | - |
Cefoxitin | 80.9 | 0.9 | 18.2 | - | - | - | - | - | - | - | - | - | 0 | 42.9 | 57.1 | - | - | - | 13.6 | 18.2 | 68.2 | 78.9 | 0 | 21.1 |
Cefuroxime | 85.8 | 0.4 | 13.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 72.7 | 9.1 | 18.2 | - | - | - |
Cefepime | 82.2 | 1.8 | 16 | 89.5 | 2.4 | 8.1 | - | - | - | 6.4 | 2.1 | 91.5 | - | - | - | - | - | - | 40.9 | 4.5 | 54.5 | - | - | - |
Cefoperazone/sulbactam | 77.8 | 3.1 | 19.1 | 23.8 | 44.2 | 32 | - | - | - | 2.1 | 6.4 | 91.5 | - | - | - | - | - | - | 13.6 | 0 | 86.4 | - | - | - |
Cefazolin | 85.8 | 0.4 | 13.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 77.8 | 11.1 | 11.1 | - | - | - |
Tobramycin | - | - | - | 93.8 | 0 | 6.2 | - | - | - | 6.4 | 2.1 | 91.5 | - | - | - | - | - | - | - | - | - | - | - | - |
Imipenem | 79.6 | 2.2 | 18.2 | 77.3 | 11.6 | 11 | - | - | - | 8.5 | 17 | 74.5 | - | - | - | - | - | - | 4.5 | 0 | 95.5 | - | - | - |
Levofloxacin | 82.2 | 0.5 | 17.3 | 84.9 | 5.8 | 9.3 | 48.5 | 6 | 45.5 | 6.4 | 4.2 | 89.4 | 76.2 | 9.5 | 14.3 | 100 | 0 | 0 | 68.2 | 4.5 | 27.3 | 89.5 | 0 | 10.5 |
Macrodantin | 88.9 | 0 | 11.1 | - | - | - | - | - | - | - | - | - | - | - | - | 62.5 | 25 | 12.5 | 0 | 0 | 100 | 0 | 0 | 100 |
Piperacillin | - | - | - | 89.2 | 1.6 | 9.2 | - | - | - | 8.5 | 19.2 | 72.3 | - | - | - | - | - | - | - | - | - | - | - | - |
Piperacillin/tazobactam | 80 | | 20 | 86 | 1.8 | 12.2 | - | - | - | 4.3 | 12.8 | 83 | - | - | - | - | - | - | 4.5 | 4.5 | 91 | - | - | - |
Aztreonam | - | - | - | - | - | - | - | - | - | 6.4 | 29.8 | 63.8 | - | - | - | - | - | - | - | - | - | - | - | - |
Norfloxacin | - | - | - | - | - | - | - | - | - | 0 | 0 | 100 | - | - | - | - | - | - | - | - | - | 100 | 0 | 0 |
Azithromycin | - | - | - | - | - | - | - | - | - | - | - | - | 47.6 | 0 | 52.4 | - | - | - | - | - | - | 88.2 | 0 | 11.8 |
Oxacillin | - | - | - | - | - | - | - | - | - | - | - | - | 71.4 | 0 | 28.6 | - | - | - | - | - | - | 47.4 | 0 | 52.6 |
Erythromycin | - | - | - | - | - | - | - | - | - | - | - | - | 38.1 | 9.5 | 52.4 | 83.3 | 16.7 | 0 | - | - | - | 88.2 | 0 | 11.8 |
Clarithromycin | - | - | - | - | - | - | - | - | - | - | - | - | 38.1 | 4.8 | 57.1 | - | - | - | - | - | - | 88.2 | 0 | 11.8 |
Clindamycin | - | - | - | - | - | - | - | - | - | - | - | - | 66.7 | 0 | 33.3 | - | - | - | - | - | - | 47.1 | 0 | 52.9 |
Rifampicin | - | - | - | - | - | - | - | - | - | - | - | - | 14.3 | 0 | 85.7 | 85.8 | 7.1 | 7.1 | - | - | - | 21.1 | 0 | 78.9 |
Linezolid | - | - | - | - | - | - | - | - | - | - | - | - | 38.1 | 0 | 61.9 | 0 | 0 | 100 | - | - | - | 10.5 | 0 | 89.5 |
Moxifloxacin | - | - | - | - | - | - | - | - | - | - | - | - | 61.9 | 9.5 | 28.6 | - | - | - | - | - | - | 78.9 | 15.8 | 5.3 |
Penicillin | - | - | - | - | - | - | - | - | - | - | - | - | 76.2 | 0 | 23.8 | 100 | 0 | 0 | - | - | - | 94.7 | 0 | 5.3 |
Tetracycline | - | - | - | - | - | - | - | - | - | - | - | - | 28.6 | 4.8 | 66.7 | 62.5 | 0 | 37.5 | - | - | - | 31.6 | 0 | 68.4 |
Tigecycline | - | - | - | - | - | - | - | - | - | - | - | - | 0 | 0 | 100 | - | - | - | - | - | - | 0 | 0 | 100 |
Teicoplanin | - | - | - | - | - | - | - | - | - | - | - | - | 0 | 0 | 100 | 0 | 0 | 100 | - | - | - | 0 | 0 | 100 |
Vancomycin | - | - | - | - | - | - | - | - | - | - | - | - | 0 | 0 | 100 | 0 | 0 | 100 | - | - | - | 0 | 0 | 100 |
Streptomycin (high concentration) | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 28.6 | 0 | 71.4 | - | - | - | - | - | - |
Note: Letter “R”presents resistance; letter “S” presents sensitive; letter “I” presents intermediary. |
The prognostic nomogram of COVID-19 patients with bacterial co-infection
The prognostic nomogram of COVID-19 patients with bacterial co-infection was analyzed in our research. The survival curves of patients with COVID-19 with or without bacterial co-infection are shown in Fig. 1C. We found that the outcomes of patients with bacterial co-infection were worse than those of patients without bacterial co-infection (P = 0.032).
According to the findings of our previous study, carcinoembryonic antigen (CEA) is a prognostic marker of COVID-19[8]; therefore, CEA was included in the present nomogram analysis. Based on the multivariate analysis conducted in the present study, a prognostic nomogram for OS of COVID-19 patients with bacterial co-infection was created (Fig. 1D). Each predictor in the nomogram was assigned a score (top scale), and the sum of these scores indicated the probability of 1- and 2-month OS (bottom scale). The c-index for the nomogram of OS was 0.90 (95% CI = 0.85–0.96), which is indicative of the discriminative ability of the models (Admission classification + bacteria + WBC + Neu%+PCT + CEA, Fig. 1D).