Submitted:
16 April 2026
Posted:
17 April 2026
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Statistical Analysis and Post Hoc Effect Size Estimation
3. Results
4. Discussion
5. Conclusion
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| AUC | Area under the curve |
| CRP | C-reactive protein |
| ICU | Intensive care unit |
| IL-6 | Interleukin-6 |
| N/L ratio | Neutrophil-to-lymphocyte ratio |
| NPV | Negative predictive value |
| PPV | Positive predictive value |
| ROC | Receiver operating characteristics |
| RSV | Respiratory syncytial virus |
References
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| Variable | 1st wave (n = 81) | 2nd wave (n = 71) | p-value |
| Demographic characteristics and coinfections | |||
| Age, years | 74 (22 – 96) | 78 (20 – 96) | 0.009 |
| Sex, female | 43 (53.1) | 39 (54.9) | 0.820 |
| Tobacco habit | 9 (11.1) | 10 (14.1) | < 0.001 |
| Alcohol drinking | 12 (14.8) | 5 (7.0) | < 0.001 |
| Influenza A | 2 (2.5) | 3 (4.2) | 0.545 |
| Influenza B | 0 (0.0) | 0 (0.0) | 1.000 |
| COVID-19 | 0 (0.0) | 0 (0.0) | 1.000 |
| Admission department | |||
| Geriatrics | 8 (9.9) | 20 (28.2) | < 0.001 |
| Internal Medicine | 29 (35.8) | 38 (53.5) | |
| Emergency | 37 (45.7) | 9 (12.7) | |
| Oncology | 4 (4.9) | 3 (4.2) | |
| Surgery | 0 (0.0) | 1 (1.4) | |
| Direct ICU admissions | 2 (2.5) | 0 (0.0) | |
| Ginecology | 1 (1.2) | 0 (0.0) | |
| Ward-to-ICU transfers | 5 (6.2) | 5 (7.0) | 0.829 |
| ICU length of stay, days | 3 (2 – 10) | 6 (5 – 11) | 0.151 |
| Hospital length of stay, days | 7 (1 – 35) | 7 (1 – 29) | 0.658 |
| Symptoms | |||
| Pneumonia | 18 (22.2) | 26 (36.6) | 0.050 |
| Bronchitis | 16 (19.8) | 46 (64.8) | < 0.001 |
| Cough | 61 (75.3) | 54 (76.1) | 0.915 |
| Fever | 33 (40.7) | 29 (40.8) | 0.990 |
| Odynophagia | 3 (3.7) | 3 (4.2) | 0.869 |
| Headache | 2 (2.5) | 4 (5.6) | 0.317 |
| Anorexia or hyporexia | 2 (2.5) | 4 (5.6) | 0.317 |
| Myalgia | 16 (19.8) | 2 (2.8) | 0.001 |
| Arthralgia | 13 (16.0) | 2 (2.8) | 0.006 |
| Pulmonary embolism | 0 (0.0) | 1 (1.4) | 1.000 |
| Other symptoms | 45 (55.6) | 61 (85.9) | < 0.001 |
| Comorbidities | |||
| Diabetes mellitus | 27 (33.3) | 27 (38.0) | 0.546 |
| Cardiovascular disease | 48 (59.3) | 56 (78.9) | 0.009 |
| Chronic liver disease | 3 (3.7) | 3 (4.2) | 0.495 |
| Chronic lung disease | 36 (44.4) | 29 (40.8) | 0.655 |
| Chronic kidney disease | 18 (22.2) | 17 (23.9) | 0.802 |
| CNMD | 14 (17.3) | 18 (25.4) | 0.046 |
| Cancer | 7 (8.6) | 6 (8.5) | 0.988 |
| Charlson index | |||
| 0 | 25 (30.9) | 17 (23.9) | 0.191 |
| 1 | 22 (27.2) | 21 (29.6) | |
| 2 | 15 (18.5) | 23 (32.4) | |
| 3 | 10 (12.3) | 9 (12.7) | |
| 4 | 5 (6.2) | 1 (1.4) | |
| 5 | 2 (2.5) | 0 (0.0) | |
| 6 | 1 (1.2) | 0 (0.0) | |
| 7 | 1 (1.2) | 0 (0.0) | |
| McCabe score | |||
| 1 | 71 (87.7) | 26 (36.6) | < 0.001 |
| 2 | 6 (7.4) | 24 (33.8) | |
| 3 | 4 (4.9) | 21 (29.6) | |
| Treatments | |||
| IMV | 1 (1.2) | 3 (4.2) | 0.342 |
| NIMV | 3 (3.7) | 11 (15.5) | 0.022 |
| Conventional oxygen therapy* | 58 (71.6) | 61 (85.9) | 0.049 |
| Anticoagulants | 16 (19.8) | 3 (4.2) | 0.004 |
| Corticosteroids | 50 (61.7) | 59 (83.1) | 0.004 |
| Radiotherapy | 0 (0.0) | 2 (2.8) | < 0.001 |
| Deceased | 11 (13.6) | 8 (11.3) | 0.668 |
| Parameter | AUC | 95% CI | Cut-off | Sensitivity | Specificity | PPV | NPV |
| IL-6 | 0.863 | 0.809 – 0.916 | 8.00 pg/mL | 0.835 | 1.000 | 1.000 | 0.761 |
| CRP | 0.774 | 0.713 – 0.834 | 1.85 mg/dL | 0.769 | 0.625 | 0.795 | 0.588 |
| Neutrophils | 0.886 | 0.842 – 0.931 | 5.0 x 106/mL | 0.794 | 0.912 | 0.946 | 0.695 |
| Lymphocytes | 0.894 | 0.853 – 0.935 | 1.7 x 106/mL | 0.816 | 0.875 | 0.925 | 0.714 |
| N/L ratio | 0.992 | 0.885 – 0.960 | 2.3 | 0.882 | 0.875 | 0.931 | 0.805 |
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