| Literature DB >> 34496013 |
Anita Boyapati1, Matthew F Wipperman1, Peter J Ehmann1, Sara Hamon1, David J Lederer1, Alpana Waldron1, John J Flanagan1, Elif Karayusuf1, Rafia Bhore1, Michael C Nivens1, Jennifer D Hamilton1, Giane Sumner1, Sumathi Sivapalasingam2.
Abstract
BACKGROUND: Elucidating the relationship between severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) viral load and clinical outcomes is critical for understanding coronavirus disease 2019 (COVID-19).Entities:
Keywords: COVID-19; hospital; outcomes; severity; viral load
Mesh:
Year: 2021 PMID: 34496013 PMCID: PMC8522400 DOI: 10.1093/infdis/jiab445
Source DB: PubMed Journal: J Infect Dis ISSN: 0022-1899 Impact factor: 5.226
Demographic Variables and Medical History by Disease Severity
| Demographic and Medical History | Severe | Critical Without IMV | Critical With IMV | MSOD |
|---|---|---|---|---|
| Demographic | ||||
| Sex | ||||
| Female | 131 (37.2) | 129 (31.2) | 101 (30.2) | 94 (35.9) |
| Male | 221 (62.8) | 285 (68.8) | 233 (69.8) | 168 (64.1) |
| Age, years (SD) | 60.5 (14.8) | 60.5 (14.5) | 58.1 (14.3) | 60.1 (13.2) |
| BMI, kg/m2 (SD) | 31.5 (7.7) | 31.3 (7.4) | 31.9 (7.8) | 33.2 (10.5) |
| Ethnicity, Hispanic or Latino | 66 (18.8) | 130 (31.4) | 109 (32.6) | 73 (27.9) |
| Race | ||||
| American Indian or Alaska Native | 2 (0.6) | 2 (0.5) | 1 (0.3) | 1 (0.4) |
| Asian | 29 (8.2) | 20 (4.8) | 21 (6.3) | 17 (6.5) |
| Black or African American | 72 (20.5) | 75 (18.1) | 56 (16.8) | 57 (21.8) |
| Native Hawaiian or Other Pacific Islander | 4 (1.1) | 1 (0.2) | 0 (0) | 0 (0) |
| White | 141 (40.1) | 144 (34.8) | 136 (40.7) | 70 (26.7) |
| Other | 41 (11.6) | 64 (15.5) | 34 (10.2) | 30 (11.5) |
| Not reported | 63 (17.9) | 108 (26.1) | 86 (25.7) | 87 (33.2) |
| Medical History | ||||
| Days between diagnosis and study enrollment (IQR) | 3 (1–5) | 3 (1–6) | 4 (2–7) | 4 (2–7) |
| Duration of pneumonia before enrollment, days (IQR) | 8 (4–11) | 9 (5–12) | 8 (5–12) | 8 (5–12) |
| Duration of hospitalization before enrollment (days) (IQR) | 3 (2–5) | 4 (3–6) | 5 (3–8) | 5 (3–8) |
| Number of patients admitted to ICU before enrollment | 15 (4.3) | 30 (7.2) | 107 (32.0) | 80 (30.5) |
| Fever | 152 (43.2) | 164 (39.6) | 202 (60.5) | 149 (56.9) |
| Obesity | 164 (46.6) | 184 (44.4) | 163 (48.8) | 134 (51.1) |
| Hypertension | 182 (51.7) | 219 (52.9) | 147 (44.0) | 145 (55.3) |
| Diabetes | 70 (19.9) | 77 (18.6) | 57 (17.1) | 60 (22.9) |
| Corticosteroid use | 74 (21.0) | 147 (35.5) | 78 (23.4) | 67 (25.6) |
| Vasopressor use | 13 (3.7) | 6 (1.4) | 90 (26.9) | 180 (68.7) |
| Immunocompromised | 10 (2.8) | 6 (1.4) | 12 (3.5) | 11 (4.2) |
Abbreviations: BMI, body mass index; ICU, intensive care unit; IMV, invasive mechanical ventilation; IQR, interquartile range; MSOD, multisystem organ dysfunction; SD, standard deviation.
aData are presented as n (%), mean (SD), or median (Q1–Q3). Demographic and medical history information from patients included in the analysis.
Virological and Clinical Outcomes Grouped by Baseline Disease Severity Strata
| Virological and Clinical Outcomes | Severe | Critical Without IMV | Critical With IMV | MSOD |
|---|---|---|---|---|
| Baseline Virology | ||||
| Log10 copies/mL (IQR) | 3.75 (2.55–5.11) | 3.72 (2.55–5.09) | 4.58 (3.33–5.97) | 5.01 (3.76–6.17) |
| Above ULOQ | 8 (2.3) | 4 (1.0) | 15 (4.5) | 15 (5.7) |
| Below LLOQ | 47 (13.4) | 41 (9.9) | 24 (7.2) | 13 (5.0) |
| Not detected | 60 (17.0) | 91 (22.0) | 35 (10.5) | 22 (8.4) |
| Baseline SARS-COV-2 Serology (N = 384) | ||||
| Positive N/n (%) | 88/100 (88.0) | 103/109 (94.5) | 70/77 (90.9) | 89/98 (90.8) |
| Serology index | 66 (8–153) | 90 (20–170) | 86 (24–160) | 68 (18–138) |
| Baseline Oxygen Device | ||||
| None | 4 (1.6) | 2 (0.5) | – | 1 (0.4) |
| Nasal cannula | 265 (75.3) | 36 (8.7) | – | 5 (1.9) |
| Simple face mask | 18 (5.1) | 13 (3.1) | – | 0 (0) |
| Non-rebreather facemask | 45 (12.8) | 170 (41.1) | – | 1 (0.4) |
| High-flow nasal cannula | 11 (3.1) | 160 (38.6) | – | 2 (0.8) |
| Noninvasive ventilation | 1 (0.3) | 29 (7.0) | – | 2 (0.8) |
| IMV | 7 (2.0) | – | 334 (100) | 229 (87.4) |
| Extracorporeal life support | 1 (0.3) | 4 (1.0) | – | 22 (8.4) |
| Clinical Outcomes | ||||
| All-cause mortality at day 60 | 39 (11.1) | 118 (28.5) | 135 (40.4) | 107 (40.8) |
| Clinical status improvement (≥1 point) at day 29 | 294 (83.5) | 261 (63.0) | 166 (49.7) | 118 (45.0) |
| Improvement in oxygenation at day 29 | 219 (62.2) | 263 (63.5) | 181 (54.2) | 139 (53.1) |
| Hospital discharge at day 29 | 291 (82.7) | 246 (59.4) | 121 (36.2) | 71 (27.1) |
| Symptom Duration (Days Post randomization) | ||||
| Fever (IQR) | 1 (1–2) | 1 (1–3) | 5 (2–10) | 5 (2–11) |
| Tachypnoea (IQR) | 2 (1–5) | 3 (1–8) | 7 (3–12) | 10 (4–16) |
| Hypoxemia (IQR) | 6 (4–10) | 11 (7–20) | 21 (13–30) | 27 (15–35) |
| Supplemental oxygen (IQR) | 6 (3–9) | 11 (7–20) | 20 (13–29) | 26 (14–34) |
Abbreviations: IMV, invasive mechanical ventilation; IQR, interquartile range; LLOQ, lower limit of quantification; MSOD, multisystem organ dysfunction; SARS-COV-2, severe acute respiratory syndrome coronavirus 2; ULOQ, upper limit of quantification.
NOTES: Data are presented as n (%) or median (Q1–Q3), except for serology index (SI), which is median (range). For longitudinal clinical outcomes, all-cause mortality was assessed at day 60, and clinical status improvement, improvement in oxygenation, and hospital discharge were assessed at day 29. For symptom duration, the data shown are for survivors only. Serology index values ≥1.1 were considered positive, SI values ≤0.8 were considered negative, SI values of 0.9 and 1.0 were considered borderline.
aULOQ corresponds to 7.1 × 107 copies/mL or 7.85 log10 copies/mL.
bLLOQ corresponds to 714 copies/mL or 1.85 log10 copies/mL.
cAll but 1 subject who enrolled into the study without supplemental oxygen requirements at randomization but who received supplemental oxygen by day 1 (baseline).
Figure 1.Boxplot of baseline viral load grouped by disease severity* (A) and correlation matrix of baseline virology, clinical, and laboratory values** (B). *Each point represents an individual patient’s log10 viral copies/mL at baseline, and the corresponding color depicts the type of oxygen delivery device. The horizontal blue lines represent each group’s median viral load. Significant Dunn pairwise comparisons are shown above the boxplots; ***, P < .001. **, Spearman correlation matrix of all continuous baseline clinical, virological (quantitative polymerase chain reaction log10 copies/mL), and laboratory values with data collected on ≥50% of subjects in this study. Spearman correlations range from –1 to 1, with 1 indicating a perfect positive correlation and –1 indicating a perfect negative correlation. Variables are clustered together based on Spearman rho value using unsupervised hierarchical clustering with Euclidian distances. IMV, invasive mechanical ventilation; MSOD, multisystem organ dysfunction.
Figure 2.Survival curves grouped by viral load tertiles for probability of survival (A), clinical improvement (1 point) (B), improvement in oxygen requirements (C), and hospitalization (D). Viral load tertiles were defined as follows: low (<3.32 log10 copies/mL), middle (3.32–5.09 log10 copies/mL), and high (>5.09 log10 copies/mL). Tables of number of patients at risk at particular timepoints after baseline are shown below each plot.
Event Rates and Survival Analysis Results for Longitudinal Clinical Outcomes
| Event Rates and Survival Analysis | Low Viral Load | Middle Viral Load | High Viral Load |
|---|---|---|---|
| Participants | 450 | 453 | 453 |
| All-Cause Mortality | |||
| Events | 90 (20.0) | 115 (25.4) | 194 (42.8) |
| Person-days | 22 932 | 21 966 | 18 732 |
| Event rate | 3.92 (3.17–4.80) | 5.24 (4.34–6.26) | 10.36 (8.98–11.89) |
| Unadjusted HR | 1 (ref) | 1.31 (0.99–1.73) | 2.42 (1.89–3.11) |
| Adjusted HR | 1 (ref) | 1.22 (0.92–1.65) | 2.13 (1.62–2.82) |
| Clinical Status Improvement | |||
| Events | 329 (73.1) | 298 (65.8) | 212 (46.8) |
| Person-days | 6420 | 7497 | 9363 |
| Event rate | 5.12 (4.59–5.70) | 3.97 (3.54–4.45) | 2.26 (1.98–2.59) |
| Unadjusted sHR | 1 (ref) | 0.78 (0.66–0.90) | 0.46 (0.39–0.54) |
| Adjusted sHR | 1 (ref) | 0.80 (0.68–0.94) | 0.47 (0.39–0.56) |
| Improvement in Oxygenation | |||
| Events | 292 (64.9) | 283 (62.5) | 227 (50.1) |
| Person-days | 6835 | 7287 | 8645 |
| Event ratec | 4.27 (3.80–4.78) | 3.88 (3.45–4.36) | 2.63 (2.30–2.99) |
| Unadjusted sHR | 1 (ref) | 0.90 (0.77–1.05) | 0.64 (0.54–0.75) |
| Adjusted sHR | 1 (ref) | 0.92 (0.78–1.10) | 0.65 (0.54–0.79) |
| Hospital Discharge | |||
| Events | 296 (65.8) | 262 (57.8) | 171 (37.7) |
| Person-days | 7433 | 8652 | 10 562 |
| Event rate | 3.98 (3.55–4.46) | 3.03 (2.68–3.41) | 1.62 (1.39–1.88) |
| Unadjusted sHR | 1 (ref) | 0.76 (0.64–0.89) | 0.41 (0.34–0.50) |
| Adjusted sHR | 1 (ref) | 0.76 (0.64–0.91) | 0.40 (0.33–0.50) |
Abbreviations: HR, hazard ratio; ref, reference; sHR, subdistribution HR.
NOTES: Data are presented as n (%), event rates (95% confidence interval [CI]), or HRs (95% CI). The sample was split into equal tertiles using baseline viral copies/mL. Survival analysis was performed for longitudinal outcomes in middle and high viral load groups relative to the low viral load group. Since all-cause mortality is a competing risk with the other 3 outcomes, sHRs were calculated. The variables in the covariate-adjusted models include age, sex, race, ethnicity, steroid use, duration of pneumonia before baseline, body mass index, diabetes, hypertension, and treatment arm.
aNumber of patients in each tertile is 454; missing clinical data for low viral load (n = 4), middle viral load (n = 1), and high viral load (n = 1).
bPer 1000 person-days.
cPer 100 person-days.