| Literature DB >> 34796247 |
Fabian Heinrich1, Michael F Nentwich2, Eric Bibiza-Freiwald1, Dominik Nörz1, Kevin Roedl2, Martin Christner1, Armin Hoffmann1, Flaminia Olearo1, Stefan Kluge2, Martin Aepfelbacher1, Dominic Wichmann2, Marc Lütgehetmann1, Susanne Pfefferle1.
Abstract
BACKGROUND: Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) RNA loads in patient specimens may act as a clinical outcome predictor in critically ill patients with coronavirus disease 2019 (COVID-19).Entities:
Keywords: 2; 2 RNA load; CoV; SARS; kinetics; viremia
Year: 2021 PMID: 34796247 PMCID: PMC8522363 DOI: 10.1093/ofid/ofab509
Source DB: PubMed Journal: Open Forum Infect Dis ISSN: 2328-8957 Impact factor: 3.835
Patient Characteristics of ICU Patients of the University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| Survivors, No. (%) or Median (IQR) (n=100) | Nonsurvivors, No. (%) or Median (IQR) (n=70) | Comparative Statistics, | Total, No. (%) or Median (IQR) (n=170) | |
|---|---|---|---|---|
| Age, y | 60 (51–72) | 67 (59–76) | .01 | 63 (55–73) |
| Sex | Male: 63 (63) | Male: 48 (69) | .45 | Male:111 (65) |
| Female:37 (37) | Female: 22 (31) | Female: 59 (35) | ||
| Body mass index, kg/m2 | 28 (25–32) | 26 (24–32) | .22 | 27 (25–32) |
| Charlson comorbidity index at ICU admission | 1 (1–3) | 2 (1–4) | .05 | 2 (1–3) |
| Comorbidities | ||||
| Chronic lung disease | 13 (13) | 11 (16) | .62 | 24 (14) |
| Type II diabetes mellitus | 35 (35) | 23 (33) | .77 | 58 (34) |
| Arterial hypertension | 55 (55) | 43 (61) | .40 | 98 (58) |
| Immunosupression | 23 (23) | 28 (40) | .02 | 51 (30) |
| Duration of illness/time from COVID-19 diagnosis until ICU admission, d | 3 (1–8) | 7 (1–13) | .14 | 4 (1–11) |
| COVID-19 disease severity | ||||
| Clinically diagnosed ARDS | 50 (50) | 63 (90) | <.0001 | 113 (67) |
| Sepsis-related Organ Failure Assessment Score | 5 (3–11) | 10 (5–13) | .001 | 7 (3–12) |
| Simplified Acute Physiology Score II | 37 (30–43) | 42 (37–52) | <.0001 | 40 (32–48) |
| ICU-specific treatment | ||||
| Mechanical ventilation | 57 (57) | 65 (93) | <.0001 | 122 (72) |
| ECMO | 17 (17) | 32 (46) | <.0001 | 49 (29) |
| COVID-19-related treatment | ||||
| Dexamethasone | 39 (39) | 35 (50) | .16 | 74 (44) |
| Remdesivir | 22 (22) | 11 (16) | .31 | 33 (19) |
| Monoclonal antibodies | 0 (0) | 3 (4) | .07 | 3 (2) |
| Therapeutic plasma exchange | 3 (3) | 3 (4) | .69 | 6 (4) |
The groups are divided according to survival.
Abbreviations: ARDS, acute respiratory distress syndrome; COVID-19, coronavirus disease 2019; ECMO, extracorporeal membrane oxygenation; ICU, intensive care unit.
Figure 1.A, SARS-CoV-2 RNA loads at the time of ICU admission in blood, LRT, and URT. B, Maximum loads of SARS-CoV-2 RNA in blood, LRT, and URT during the course of disease differ significantly between groups. Samples < LOD were set to 1×101, and samples < LOQ were set to 1×102 to allow for logarithmic presentation. C, Kaplan-Meier curves illustrate the probability of virus RNA elimination in the blood, LRT, and URT. The y-axis displays the proportion of patients with continuous detection of SARS-CoV-2 RNA. Successful RNA clearance was assumed at negative RT-qPCR results >3 days. D, Multivariate analysis (generalized linear logistic mixed model) (Table 1) reveals blood RNA level rather than LRT/URT RNA level as a strong predictor of outcome, with a 50.0% probability of death at blood RNA levels exceeding 2.51×103 (=3.40 log10) copies/mL. The red line represents the estimated effect, and the dotted black lines represent the 95% CI. Model estimators for the GLMM (blood) are AIC, 393.28; c-c, 0.86, for the GLMM (LRT) AIC, 923.81; c-c, 0.84, and for the GLMM (URT) AIC, 337.44; c-c, 0.92. P values are displayed as follows: ∗∗∗∗P < .0001; ∗∗∗P = .0002; ∗∗P = .0021; ∗P = .0332; ns = 0.1234. Abbreviations: AIC, Akaike Information Criterion; GLMM, generalized linear mixed model; ICU, intensive care unit; LOD, limit of detection; LOQ, limit of quantification; LRT, lower respiratory tract; RT-qPCR, reverse transcription quantitative polymerase chain reaction; SARS-CoV-2, severe acute respiratory syndrome coronavirus 2; URT, upper respiratory tract.
Figure 2.Courses of the SARS-CoV-2 RNA loads as determined by RT-qPCR throughout the disease from the time of diagnosis in blood (A), LRT (B), and URT (C). The respective mean and SEM of SARS-CoV-2 RNA loads are illustrated. Red lines refer to nonsurvivors; light blue lines refer to survivors. Samples < LOD were set to 1×101 copies/mL, and samples < threshold of 1×103 copies/mL were set to 1×102 copies/mL to allow for logarithmic presentation. Abbreviations: LOD, limit of detection; LOQ, limit of quantification; LRT, lower respiratory tract; RT-qPCR, reverse transcription quantitative polymerase chain reaction; SARS-CoV-2, severe acute respiratory syndrome coronavirus 2; SEM, standard error of the mean; URT, upper respiratory tract.
Multivariate Analysis
| Generalized Linear Logistic Mixed Model | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| Blood | LRT | URT | |||||||
| Parameter | Estimator | SE |
| Estimator | SE |
| Estimator | SE |
|
| Intercept | 8.82 | 1.88 | <.0001 | 6.84 | 1.81 | .0002 | 10.63 | 2.27 | <.0001 |
| Age, y | –0.06 | 0.02 | <.0001 | –0.07 | 0.01 | <.0001 | –0.15 | 0.02 | <.0001 |
| Sex (ref: Male) | 0.78 | 0.32 | .01 | 1.01 | 0.21 | <.0001 | 1.15 | 0.40 | .004 |
| BMI, kg/m2 | 0.11 | 0.02 | <.0001 | 0.10 | 0.01 | <.0001 | 0.25 | 0.06 | <.0001 |
| Charlson comorbidity index (1–13) | –0.40 | 0.10 | .0001 | –0.22 | 0.05 | <.0001 | –0.07 | 0.09 | .45 |
| SARS-CoV-2 RNA load (unit: 1 log10 level), copies/mL | –1.49 | 0.31 | <.0001 | –0.29 | 0.07 | <.0001 | –0.64 | 0.14 | <.0001 |
| Clinically diagnosed ARDS | –2.17 | 1.75 | .21 | –0.57 | 0.97 | .56 | 0.85 | 0.64 | .18 |
| Mechanical ventilation | 0.74 | 1.84 | .69 | –1.12 | 1.88 | .55 | –3.10 | 0.82 | .0001 |
| ECMO | –2.87 | 0.49 | <.0001 | –3.41 | 0.35 | <.0001 | –5.77 | 1.15 | <.0001 |
| Viremia (ref: none) |
|
|
| –1.52 | 0.25 | <.0001 | –1.90 | 0.45 | <.0001 |
The patients’ 90-day survival status served as the dependent variable. Multivariate analysis (generalized linear logistic mixed model) reveals blood and LRT RNA levels as predictors of adverse outcomes. The patient (correlation structure: compound symmetry) and time (correlation structure: first order autoregression) were set as random factors to account for repeated measurements. Firth approximation was used to improve the model’s fitness. Model estimators for the GLMM (blood) were AIC, 393.28; c-c, 0.86. For the GLMM (LRT), they were AIC, 923.81; c-c, 0.84. For GLMM (LRT), they were AIC, 337.44; c-c, 0.92.
Abbreviations: AIC, Akaike Information Criterion; ARDS, acute respiratory distress syndrome; BMI, body mass index; ECMO, extracorporeal membrane oxygenation; GLMM, generalized linear mixed model; LRT, lower respiratory tract; SARS-CoV-2, severe acute respiratory syndrome coronavirus 2; URT, upper respiratory tract.
Not applicable.