| Literature DB >> 34086193 |
Gouri Koduri1, Sriya Gokaraju2, Maria Darda2, Vinod Warrier3, Irina Duta3, Fiona Hayes1, Iman El Sayed4, Yasser Noeman-Ahmed5,6,7.
Abstract
PURPOSE OF THE STUDY: We explored potential predictive variables associated with outcomes using baseline clinical parameters of 500 hospitalised patients with COVID -19 in a single centre, UK.Entities:
Keywords: COVID-19; Epidemiological characteristics; Prognostic factors; Sars-Cov-2
Mesh:
Year: 2021 PMID: 34086193 PMCID: PMC8175234 DOI: 10.1007/s41999-021-00508-1
Source DB: PubMed Journal: Eur Geriatr Med ISSN: 1878-7649 Impact factor: 3.269
Demographics and baseline characteristics of the cohort
| Variables | Total | Survivors | Non-Survivors | Sig* |
|---|---|---|---|---|
| 500 | 307 | 193 | ||
| Male ( | 300 (60) | 172 (56) | 128 (66.3) | |
| Female | 200 (40) | 135 (44) | 65 (33.7) | |
| Age in Years mean (SD) | 69.39 (17.2) | 64.5 (18.3) | 77.4 (11.6) | |
| Median (min–max) | 73 (19–100) | 68 (19–100) | 78 (37–99) | |
| IQR | (59–83) | (52–80) | (70.5–87) | |
| < 40 | 36 (7.2) | 35 (11.4) | 1 (0.5) | |
| 40–70 | 173 (34.6) | 131 (42.7) | 42 (21.8) | |
| 70–80 | 132 (26.4) | 67 (21.8) | 60 (33.7) | |
| > 80 | 159 (31.8) | 74 (24.1) | 85 (44) | |
| Ethnicity Asian ( | 31 (6.2%) | 24 (7.8%) | 7 (3.6%) | |
| Black-African | 21 (4.2%) | 12 (3.9%) | 9 (4.7%) | |
| Caucasian | 438 (87.6%) | 264 (60%) | 174 (40%) | |
| Other | 10 (2%) | 7 (70%) | 3 (30%) | |
| Comorbidities, ( | 282 (56.4) | 203 (66.1) | 79 (40.9) | |
| > 2 | 218 (43.6) | 104 (33.9) | 114 (59.1) | |
| Diabetes Mellitus | 128 (25.7) | 63 (20.6%) | 65 (33.7%) | |
| Hypertension | 188 (37.8) | 108 (35.3) | 80 (41.7) | |
| Cardiovascular disease | 178 (35.7) | 83 (27.1) | 95 (49.2) | |
| Cerebrovascular disease | 44 (8.8) | 28 (9.2) | 16 (8.3) | |
| Respiratory disease | 148 (29.7) | 100 (32.7) | 48 (24.9) | |
| Other | 281 (56%) | 151 (49.3) | 132 (68.4) | |
| CFS, median (min–max) | 4 (1–9) | 3 (1–9) | 5 (1–9) | |
| Respiratory rate/min > 24/min ( | 271 (54.2) | 140 (45.6%) | 131 (67.9) | |
| Heart rate/min, > 100/min, ( | 175 (35) | 100 (32.6) | 74 (38.9) | |
| SFR, mean (SD) | 383.5 (106.8) | 413.0 (76.6) | 336.8 (129.1) | |
| SFR < 235 | 52 (10.4) | 12 (3.9) | 40 (20.7) | |
| SFR(235–315)(ARDS) | 181 (10.2) | 21 (6.8) | 30 (15.5) | |
| SFR ≥ 315(acute lung injury) | 397 (79.4) | 274 (89.3) | 123 (63.7) | |
| Cough( | 294 (60.2) | 186 (62) | 108 (57.4) | |
| SOB | 294 (60.2) | 177 (59) | 117 (62.2) | |
| Sore throat | 32 (6.5) | 23 (7.6) | 9 (4.8) | |
| GI | 98 (19.9) | 67 (22.2) | 31 (16.3) | |
| Fever | 247 (49.5) | 158 (51.6) | 89 (46.1) | |
| Lethargy | 52 (10.4) | 32 (10.5) | 20 (10.4) | |
| Falls | 65 (13) | 37 (12.1) | 28 (14.5) | |
| Myalgia | 20 (4) | 15 (4.9) | 5 (2.6) | |
| Confusion | 47 (9.4) | 24 (7.8) | 23 (11.9) |
CFS Clinical Frailty Scale, SFR SpO2 to FiO2 ratio, ARDS acute respiratory distress syndrome, SOB shortness of breath, GI gastrointestinal symptoms
ǂComorbidities of interest have been selected. SFR is categorised by American European consensus
*Results ≤ 0.05 are significant, IQR interquartile range
Most common symptoms depending on the level of clinical frailty scale
| Clinical frailty scale < 3, | Clinical frailty scale > 4, | |
|---|---|---|
| Cough | 156 (31) | 137 (28) |
| Dyspnoea | 143 (29) | 150 (30) |
| Fever | 133 (27) | 113 (23) |
| GIT | 59 (12) | 38 (7.6) |
| Falls | 10 (2) | 54 (11) |
| Confusion | 4 (0.8) | 42 (8.4) |
| Chest pain | 22 (4.4) | 8 (1.6) |
| Headache | 22 (4.4) | 4 (0.8) |
| Decreased consciousness | 2 (0.4) | 10 (2) |
| Poor oral intake | 11 (2.2) | 6 (1.2) |
| Dizziness | 2 (0.4) | 6 (1.2) |
| Sore throat | 22 (4.4) | 9 (1.8) |
| Lethargy | 25 (5) | 26 (5.2) |
| Myalgia | 20 (4) | 2 (0.4) |
| Reduced mobility | 0 | 12 (2.4) |
Baseline clinical parameters and Laboratory studies at presentation
| Variables | Total | Survivors | Non-survivors | Sig* |
|---|---|---|---|---|
| CRP mg/L, mean (SD) | 114.19 (91.26) | 90.64 (82.18) | 150.27 (93) | |
| Lymphocyte 109/L, mean (SD) | 1.37 (4.56) | 1.35 (3.8) | 1.39 (5.5) | |
| Neutrophil 109/L, mean (SD) | 6.88 (4.8) | 6.29 (4.3) | 7.84 (5.42) | |
| NLR, mean (SD) | 12.56 (24.5) | 10.62 (27.86) | 15.65 (17.72) | |
| Urea mmol/L, mean (SD) | 9.88 (8.92) | 8.06 (7.98) | 12.71 (9.58) | |
| Creatinine umol/L, mean (SD) | 114 .65 (107.8) | 100.89 (93.31) | 136.05 (124.40) | |
| Chest X-Ray, | 28 (5.6%) | |||
| Normal | 140 (29.7) | 103 (36) | 37 (19.9) | |
| Moderate changes | 317 (67.2) | 177 (61.9) | 140 (75.3) | |
| Severe changes | 15 (3.2) | 6 (2.1) | 9 (4.8) | |
| CT Scan Not done, | 397 (79.4%) | |||
| Covid changes | 103 (20.6%) | |||
| Blood cultures, | ||||
| Gram positive | 34 (6.8%) | 16 (11.2) | 18 (14.8) | |
| Gram negative | 10 (2.0%) | 6 (4.2) | 4 (3.3) | |
| No growth | 221 (83.4) | 121 (84.6) | 100 (82) | |
| Not done | 235 (47) | |||
| Oxygen requirement, n (%) | 346 (69.3) | 165 (53.9) | 181 (93.8) | |
| CPAP | 56 (11.2%) | 36 (11.7) | 20 (10.4) | |
| Mechanical ventilation | 64 (12.8%) | 36 (11.7) | 28 (14.5) | |
| Length of stay, mean (SD) | 9.33 (12.17) | 9.51 (14.01) | 9.05 (8.5) | |
| Total IMV days, mean (SD) | 14.5 (12.31) | 17.62 (14) | 10.60 (8.55) | |
| SFR, mean (SD) | 383.65 (106.81) | 413.08 (76.68) | 336.82 (129.19) | |
| Baseline Fio2, mean (SD) | 0.46 (4.19) | 0.54 (5.53) | 0.35 (0.23) | |
| Baseline S02, mean (SD) | 91.92 (8.61) | 93.29 (8.08) | 89.75 (9) | |
| Respiratory rate, mean (SD) | 25.75 (8.29) | 24.29 (7.44) | 28.07 (9.03) |
*Results ≤ 0.05 are significant by either independent sample t test, Mann–Whitney test for CFS and Chi-square test for categorical variables
CRP C-reactive protein, NLR Neutrophil Lymphocyte ratio, CXR chest X-Ray, CXR 1 Normal, CXR 2 Classic/Moderate, CXR 3 severe COVID changes, CT computer tomography, CPAP continuous positive airway pressure, IMV invasive mechanical ventilation, SFR SPO2 to FiO2 ratio, FiO2 fraction of inspired oxygen, S02 saturation of oxygen
Multivariate logistic regression analysis for assessing independent predictors for mortality
| Sig | Unadjusted OR (95% CI) | Adjusted OR (95% CI) | |
|---|---|---|---|
| Model 1 | |||
| Age | 0.002* | 1.05 (1.03–1.06) | 1.035 (1.012–1.058) |
| Neutrophil to lymphocyte ratio(NLR) | 0.024* | 1.04 (1.02–1.06) | 1.021 (1.00–1.04) |
| CFS | < 0.001* | 1.45 (1.30–1.62) | 1.132 (1.13–1.53) |
| CRP | < 0.001* | 1.006 (1.004–1.009) | 1.006 (1.003–1.009) |
| Creatinine | 0.070 | 1.004 (1.001–1.008) | 1.002 (0.999–1.005) |
| SFR | < 0.001* | 0.993 (0.990–0.995) | 0.995 (0.993–0.998) |
| Constant | < 0.001* | 0.020 (0–0.01) | |
| Model 2 | |||
| Age | < 0.001* | 1.05 (1.03–1.06) | 1.038 (1.013–1.063) |
| Male gender | 0.113 | 1.583 (0.896–2.797) | |
| Neutrophil to lymphocyte ratio(NLR) | 0.050 | 1.04 (1.02–1.06) | 1.019 (0.999–1.039) |
| CFS | < 0.001* | 1.45 (1.30–1.62) | 1.356 (1.145–1.606) |
| CRP | < 0.001* | 1.006 (1.004–1.009) | 1.006 (1.002–1.009) |
| Creatinine | 0.121 | 1.004 (1.001–1.008) | 1.002 (0.999–1.005) |
| SFR | 0.094 | 0.993 (0.990–0.995) | 0.997 (0.994–1) |
| | 0.038 | 0.997 (0.979–1.015) | 0.971 (0.946–0.998) |
| | < 0.001* | 12.25 (5.94–25.25) | 7.66 (3.24–18.10) |
| | 0.059 | 1.73 (1.22–2.46) | 1.585 (0.981–2.56) |
| Constant | 0 (0–0.01) |
Model1: Variables initially included: Age, gender, CFS, Comorbidities > 2, Neutrophil to lymphocyte ratio(NLR)
CRP, creatinine, RR, CPAP, SFR, Total LOS, interaction CPAP*CFS
Model2: Variables initially included were the same as model 1 + Supp 02 and CXR.pseusoR2model1 = 25.2%, pseusoR2model2 = 32.6% which mean Sup 02 as a significant predictor could explain additional 7.4% of variance in mortality outcome
Model1 cross validation accuracy on test set = 78.3%, AUROC = 0.842.Model2 cross validation accuracy on test set = 78.1%, AUROC = 0.871