| Literature DB >> 33409832 |
Cristina de la Calle1, Antonio Lalueza2,3, Mikel Mancheño-Losa2, Guillermo Maestro-de la Calle2, Jaime Lora-Tamayo2,3, Estibaliz Arrieta2, Ana García-Reyne2, Irene Losada2, Borja de Miguel2, Raquel Díaz-Simón2,3, Francisco López-Medrano3,4, Mario Fernández-Ruiz4, Octavio Carretero4, Rafael San Juan3,4, José María Aguado3,4, Carlos Lumbreras2,3,4.
Abstract
The aim of our study was to elucidate if SARS-CoV-2 viral load on admission, measured by real-time reverse transcriptase-polymerase chain reaction (rRT-PCR) cycle threshold (Ct) value on nasopharyngeal samples, was a marker of disease severity. All hospitalized adult patients with a diagnosis of SARS-CoV-2 infection by rRT-PCR performed on a nasopharingeal sample from March 1 to March 18 in our institution were included. The study population was divided according to the Ct value obtained upon admission in patients with high viral load (Ct < 25), intermediate viral load (Ct: 25-30) and low viral load (Ct > 30). Demographic, clinical and laboratory variables of the different groups were analyzed to assess the influence of viral load on the development of respiratory failure during admission. Overall, 455 sequential patients were included. The median Ct value was 28 (IQR: 24-32). One hundred and thirty patients (28.6%) had a high viral load, 175 (38.5%) an intermediate viral load and 150 (33%) a low viral load. Advanced age, male sex, presence of cardiovascular disease and laboratory markers such as lactate dehydrogenase, lymphocyte count and C-reactive protein, as well as a high viral load on admission, were predictive of respiratory failure. A Ct value < 25 was associated with a higher risk of respiratory failure during admission (OR: 2.99, 95%IC: 1.57-5.69). SARS-CoV-2 viral load, measured through the Ct value on admission, is a valuable tool to predict the development of respiratory failure in COVID-19 inpatients.Entities:
Year: 2021 PMID: 33409832 PMCID: PMC7787698 DOI: 10.1007/s10096-020-04150-w
Source DB: PubMed Journal: Eur J Clin Microbiol Infect Dis ISSN: 0934-9723 Impact factor: 3.267
Baseline demographic, clinical characteristics and laboratory parameters at admission
| Characteristics | All patients | Ct value (viral load) | ||||
|---|---|---|---|---|---|---|
| < 25 | 25–30 | > 30 ( | ||||
| Age (mean ± SD) | 64.9 ± 18.1 | 69.1 ± 18.5 | 65.8 ± 17.4 | 60.1 ± 17.7 | < 0.001 | 0.002 |
| Sex male ( | 255 (56) | 79 (60.8) | 102 (58.3) | 74 (49.3) | 0.051 | 0.199 |
Caucasian race ( Hispanic race ( | 344 (75.6) 92 (20.2) | 112 (86.2) 15 (11.5) | 128 (73.1) 38 (21.7) | 104 (69.3) 39 (26) | 0.001 0.003 | 0.001 0.004 |
| Charlson index score (median, IQR) | 3 (1–5) | 4 (2–6) | 3 (1–5) | 2 (0.75–4) | < 0.001 | < 0.001 |
| Previous comorbid conditions | ||||||
Cardiovascular disease1 Chronic lung disease2 Diabetes mellitus Immunosuppression3 Chronic renal disease Chronic liver disease Obesity 4 Current or former smoker | 205 (45.1) 98 (21.5) 76 (16.7) 89 (19.6) 29 (6.4) 22 (4.8) 136 (33.4) 115 (25.3) | 70 (53.8) 37 (28.5) 28 (21.5) 37 (28.5) 10 (7.7) 4 (3.1) 42 (35.6) 36 (27.7) | 79 (45.1) 34 (19.4) 29 (16.6) 39 (22.3) 15 (8.6) 11 (6.3) 50 (32.5) 49 (28) | 56 (37.3) 27 (18) 19 (12.7) 13 (8.7) 4 (2.7) 7 (4.7) 44 (32.6) 30 (20) | 0.006 0.037 0.048 <0.001 0.075 0.571 0.624 0.128 | 0.017 0.023 0.080 0.002 0.466 0.339 0.552 0.453 |
| Days of symptoms prior to positive rRT-PCR (median, IQR) | 5 (3–7) | 4 (2–6) | 5 (3–7) | 7 (4–8.25) | < 0.001 | < 0.001 |
| Clinical findings | ||||||
Fever (T > 38 °C) Cough Dyspnoea Tachypnea 5 SpO2 < 90% air room Diarrhoea Myalgia Vomiting SOFA score NEWS score Chest X-ray abnormal findings | 218 (47.9) 358 (78.7) 240 (52.7) 120 (27.6) 92 (20.3) 82 (18) 159 (34.9) 39 (7.9) 1 (0–2) 3 (1–5) 366 (80.4) | 59 (45.4) 102 (78.5) 66 (50.8) 36 (29) 31 (23.8) 22 (16.9) 39 (30) 11 (8.5) 2 (0–3) 3 (1–5) 94 (72.3) | 87 (49.7) 136 (77.7) 94 (53.7) 51 (30.7) 33 (19) 32 (18.3) 55 (31.4) 16 (9.1) 1 (0–2) 3 (1–5) 138 (78.9) | 72 (48) 120 (80) 80 (53.3) 33 (22.9) 28 (18.7) 28 (18.7) 65 (43.3) 9 (6) 1 (0–2) 2 (1–4.25) 134 (89.3) | 0.683 0.741 0.679 0.244 0.294 0.709 0.017 0.427 0.041 0.198 < 0.001 | 0.495 0.942 0.593 0.684 0.229 0.700 0.162 0.784 0.086 0.311 0.006 |
| Laboratory parameters | ||||||
Lymphocytes (× 103 cells/μl) LDH (U/l) 6 GOT (U/l) GPT (U/l) CPK (U/l) TnT (U/l) 7 C-reactive protein (mg/dl) Ferritin (mg/dl) 8 D-dimers (ng/ml) 9 | 0.9 (0.6–1.2) 326.5 (265–408) 32 (24–50) 25 (17–40) 86 (52–176.7) 10.5 (5.8–21.4) 7.7 (3.1–14.9) 699 (335–1357) 664 (418–1220) | 0.8 (0.6–1.2) 317 (245.2–383) 31 (23–45) 23 (15–31) 101 (61.7–180) 12.7 (7–30) 6.9 (2.7–15) 665 (314–1335) 611 (350–1175) | 0.8 (0.6–1.2) 322 (265–426) 32 (25–50) 25 (17–39) 87 (48–194) 10.6 (6.6–18) 7.5 (3–14) 675 (328–1263) 684 (457–1346) | 0.9 (0.7–1.2) 348 (282–432) 37 (25–58) 29 (19–50) 78.5 (47–173) 7.4 (5–20) 8.3 (3.8–15) 794 (365–1466) 667 (441–1308) | 0.310 0.004 0.049 0.001 0.239 0.012 0.503 0.376 0.206 | 0.671 0.002 0.026 0.001 0.119 0.011 0.453 0.488 0.085 |
Results are expressed as mean ± standard deviation (SD) or median with interquartile range (IQR) or as absolute value (percentage); Ct cycle threshold, rRT-PCR real-time reverse transcription polymerase chain reaction, SOFA Sequential Organ Failure Assessment, NEWS National Early Warning Score
1Cardiovascular disease was defined as the presence of coronary heart disease, heart failure, stroke and hypertension
2Chronic lung disease was defined as the presence of chronic obstructive pulmonary disease, asthma or severe obstructive sleep apnea
3Immunosuppression was defined as the presence of any the following: active malignant neoplasia, autoimmune disease, solid organ transplantation, HIV infection, use of steroids, or chemotherapy. Use of steroids was defined as (1) more than 20 mg/day of oral prednisone during 7 days or longer or (2) less than 20 mg/day during a minimum of 3 months
4Obesity was defined as body mass index ≥ 30, data available in 407 patients
5Tachypnea was defined as breathing rate > 20 beats per minute; data available for 434 patients
6LDH lactate dehydrogenase; data available for 364 patients (upper limit of LDH in the local laboratory is 225 mg/dl)
7Troponin T: data available for 257 patients
8Ferritin: data available for 402 patients
9D-dimers: data available for 270 patients
aAcross all Ct value groups. P value for trend is used when appropriate
bBetween high viral load group (Ct < 25) and other groups combined
Outcome of patients with SARS-CoV-2 infection according viral load at diagnosis
| All patients | Ct value (viral load) | |||||
|---|---|---|---|---|---|---|
| < 25 | 25–30 | > 30 ( | ||||
Need for supplemental oxygen ARDS ICU admission Length of ICU stay (days) Non-invasive mechanical ventilation Invasive mechanical ventilation Days of invasive ventilation Prone position Septic shock Acute kidney injury (AKI) Venous thrombosis Hepatitis 1 MACE event 2 Length of hospital stay (days) | 311 (68.4) 132 (29) 48 (10.5) 13 (7–18) 29 (6.4) 46 (10.1) 12.5 (7–17) 39 (8.6) 12 (2.6) 69 (15.2) 8 (1.8) 32 (7) 5 (1.1) 9 (6–14) | 94 (72.3) 43 (33.1) 8 (6.2) 15 (11–18) 8 (6.2) 8 (6.2) 15 (10–17.2) 7 (5.4) 3 (2.3) 23 (17.7) 2 (1.5) 6 (4.6) 3 (2.3) 10 (6–17) | 121 (69.1) 53 (30.3) 21 (12.3) 13 (5.5–17) 12 (6.9) 19 (10.9) 13 (7–16) 19 (10.9) 8 (4.6) 32 (18.3) 4 (2.3) 16 (9.1) 1 (0.6) 9 (5–13) | 96 (64) 36 (24) 19 (12.7) 12 (7–23) 9 (6) 19 (12.7) 11 (7–20) 13 (8.7) 1 (0.7) 14 (9.3) 2 (1.3) 10 (6.7) 1 (0.7) 8.5 (6–13.2) | 0.134 0.092 0.084 0.533 0.946 0.075 0.488 0.360 0.346 0.045 0.873 0.544 0.203 0.214 | 0.251 0.227 0.054 0.420 0.903 0.077 0.258 0.125 0.781 0.342 0.822 0.202 0.118 0.085 |
Respiratory failure Days of symptoms to RF 3 (median, IQR) Overall in-hospital mortality | 161 (35.4) 9 (6–11) 120 (26.4) | 55 (42.3) 8 (6–10) 44 (33.8) | 64 (36.6) 9(6–11) 44 (25.1) | 42 (28) 9(6.7–12.2) 32 (21.3) | 0.012 0.426 0.019 | 0.051 0.280 0.022 |
Results are expressed as median with interquartile range (IQR) or as absolute value (percentage). ICU intensive care unit, ARDS acute respiratory distress syndrome, RF respiratory failure, rRT-PCR real-time reverse transcription polymerase chain reaction
1Hepatitis was defined by AST and/or ALT levels > 5 times the ULN
2Major adverse cardiovascular event (MACE) was defined as nonfatal stroke, nonfatal myocardial infarction and cardiovascular death
3Days from the onset of symptoms to development of respiratory failure
aAcross all Ct value groups. P value for trend is used when appropriate
bBetween high viral load group (Ct < 25) and other groups combined
Risk factors for respiratory failure during admission
| Characteristics | Respiratory failure | Non-respiratory failure | OR | IC 95% | |
|---|---|---|---|---|---|
| Age ≥ 60 years | 132 (76.4) | 158 (53.7) | < 0.001 | 2.78 | 1.81–4.28 |
| Sex male (n, %) | 109 (67.7) | 146 (49.7) | < 0.001 | 2.12 | 1.42–3.17 |
| Caucasian race (n, %) | 127 (78.9) | 217 (73.8) | 0.228 | ||
| Hispanic race (n, %) | 31 (19.3) | 61 (20.7) | 0.704 | ||
| Charlson index score ≥ 2 | 135 (83.9) | 172 (58.5) | < 0.001 | 3.68 | 2.28–5.95 |
| Previous comorbid conditions | |||||
| Cardiovascular disease 1 | 96 (59.6) | 109 (37.1) | < 0.001 | 2.51 | 1.69–3.72 |
| Chronic lung disease 2 | 43 (26.7) | 55 (18.7) | 0.047 | 1.58 | 1.00–2.50 |
| Diabetes mellitus | 34 (21.1) | 42 (14.3) | 0.062 | ||
| Immunosuppression 3 | 43 (26.7) | 46 (15.6) | 0.004 | 1.96 | 1.23–3.14 |
| Chronic renal disease | 14 (8.7) | 15 (5.1) | 0.133 | ||
| Chronic liver disease | 10 (6.2) | 12 (4.1) | 0.311 | ||
| Obesity 4 | 60 (39.7) | 76 (29.7) | 0.038 | 1.56 | 1.02–2.38 |
| Current or former smoker | 57 (35.4) | 58 (19.7) | <0.001 | 2.23 | 1.45–3.44 |
| Days of symptoms prior to positive PCR (median, IQR) | 5 (3–7) | 5 (3–7) | 0.896 | ||
| Clinical findings at admission | |||||
| Fever (T > 38 °C) | 81 (50.3) | 137 (46.6) | 0.449 | ||
| Cough | 131 (81.4) | 227 (77.2) | 0.301 | ||
| Dyspnoea | 112 (69.6) | 128 (43.5) | <0.001 | 2.96 | 1.97–4.45 |
| Tachypnea 5 | 70 (45.8) | 50 (17.8) | <0.001 | 3.90 | 2.51–6.06 |
| Diarrhoea | 24 (14.9) | 58 (19.7) | 0.201 | ||
| Myalgia | 45 (28) | 114 (38.8) | 0.021 | 0.61 | 0.40–0.93 |
| Vomiting | 17 (3.7) | 19 (4.2) | 0.122 | ||
| Chest X-ray abnormal findings | 141 (87.6) | 225 (76.5) | 0.005 | 2.16 | 1.30–3.71 |
| Baseline laboratory findings | |||||
| Lymphocytes ≤ 0.7 × 103 cells/μl | 87 (54) | 80 (27.3) | <0.001 | 3.13 | 2.09–4.68 |
| LDH ≥ 350 U/l 6 | 103 (64.8) | 80 (27.5) | <0.001 | 4.85 | 3.20–7.35 |
| C-reactive protein ≥ 6 mg/dl | 133 (82.6) | 126 (43.3) | <0.001 | 6.21 | 3.89–9.90 |
| High viral load (Ct < 25) | 55 (34.2) | 75 (25.5) | 0.051 | 1.51 | 0.99–2.30 |
| Intermediate viral load (Ct 25–30) | 64 (39.8) | 111 (37.8) | 0.676 | ||
| Low viral load (Ct > 30) | 42 (26.1) | 108 (36.7) | 0.021 | 0.61 | 0.40–0.93 |
Results are expressed as mean with standard deviation (SD), median with interquartile range (IQR) or as absolute value (percentage). LDH lactate dehydrogenase, Ct cycle threshold
1Cardiovascular disease was defined as the presence of coronary heart disease, heart failure, stroke and hypertension
2Chronic lung disease was defined as the presence of chronic obstructive pulmonary disease, asthma or severe obstructive sleep apnea
3Immunosuppression was defined as the presence of any the following: active malignant neoplasia, autoimmune disease, solid organ transplantation, HIV infection, use of steroids or chemotherapy. Use of steroids was defined as (1) more than 20 mg/day of oral prednisone during 7 days or longer or (2) less than 20 mg/day during a minimum of 3 months
4Obesity was defined as body mass index ≥ 30, data available in 407 patients
5Tachypnea was defined as breathing rate > 20 beats per minute; data available for 434 patients
6LDH: data available for 450 patients
Multivariate analysis of patients for the occurrence of respiratory failure
| Variable | Multivariate analysis | ||
|---|---|---|---|
| OR | 95% IC | ||
| Age ≥ 60 years | 2.02 | 1.16–3.53 | 0.013 |
| Sex male | 1.66 | 1.02–2.72 | 0.042 |
| Cardiovascular disease 1 | 1.93 | 1.16–3.21 | 0.011 |
| Dyspnoea | 2.46 | 1.50–4.03 | <0.001 |
| Lymphocytes ≤ 0.7 × 103cells/μl | 2.26 | 1.41–3.63 | 0.001 |
| LDH ≥ 350 U/l 3 | 3.00 | 1.79–5.05 | <0.001 |
| C-reactive protein ≥ 6 mg/dl | 3.39 | 1.93–5.95 | <0.001 |
| Low viral load (Ct > 30) | Ref. | ||
| Intermediate viral load (Ct 25–30) | 1.81 | 1.02–3.22 | 0.044 |
| High viral load (Ct < 25) | 2.99 | 1.57–5.69 | 0.001 |
OR odds ratio, IC confidence interval, LDH lactate dehydrogenase, Ct cycle threshold
1Cardiovascular disease was defined as the presence of coronary heart disease, heart failure, stroke and hypertension
3LDH: Data available for 450 patients
Fig. 1Probability of respiratory failure during hospitalization among patients with high, intermediate and low viral load