Submitted:
09 June 2025
Posted:
10 June 2025
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Abstract

Keywords:
1. Introduction
2. Materials and Methods
2.1. Inclusion Criteria
2.2. Non-Inclusion Criteria
2.3. Exclusion Criteria:
2.4. Statistical Analysis
2.4.1. Univariate Analysis
2.4.2. Bivariate Analysis
2.4.3. Multivariate Analysis
2.4.4. Bias Control
3. Results
3.1. Discharge Home
3.2. Deaths
3.3. HDL Cholesterol and Outcome
3.4. Multivariate Regression Analysis of HDL-C and Outcome
3.5. Other Findings
4. Figures, Tables and Schemes
4. Discussion
4.1. Hypoalphalipoproteinemia
4.2. SARS-CoV 2 Infection and Lipid Alterations
- SARS-CoV-2 could damage liver function by reducing LDL-C biosynthesis.
- Serum transaminase levels show a moderate increase, which could indicate mild liver inflammation secondary to the presence of proinflammatory cytokines such as TNF-α, interleukin-6 (IL-6), and interleukin 1β (IL-1β), which modulate lipid metabolism.
- Lipids are vulnerable to degradation by free radicals, whose levels are elevated in viral infections.
- There is an alteration in vascular permeability, causing the leakage of cholesterol molecules into tissues such as the alveolar spaces to form exudates.
- Swab analysis shows elevated protein (>2.9 g/dL) and cholesterol (>45 mg/dL) levels due to increased vascular permeability.
5. Conclusions
Institutional Ethics Committee Statement
Author Contributions
Funding
Acknowledgments
Conflicts of interest
Abbreviations
| CDC | Disease Control and Prevention (CDC) |
| ACE | Angiotensin 2 receptor |
| CRP | C-reactive protein |
| IL-6 | Interleukin 6 |
| NFKB | Necrosis factor kappa-betta |
| TNF-α | Tumor necrosis factor α |
| IL-1β | interleukin 1β (IL-1β) |
| BMI | Body Mass Index |
| HDL-c | High-density lipoprotein cholesterol |
| LDL-c | Low-density lipoprotein cholesterol |
References
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| Variables |
Hospital discharge n = 469 |
Death n = 304 |
p |
|
Age, years 1§ Sex Male 1≠ Female 1≠ Weight, kg § Body Mass Index (kg/m2) 1§ Underweight 1ɷ Normal weight 1 ɷ Overweight 1 ɷ Grade 1 obesity 1ɷ Grade 2 obesity 1ɷ • Grade 3 obesity 1ɷ |
56.00 (18.00 – 90.00) 275.00 (58.60) 194.00 (41.60) 75.00 (39.00 – 160.00) 27.73 (17.15 – 54.69) 2.00(4.00) 99.00 (21.10) 221.00 (47.10) 100.00 (21.30) 27.00 (5.80) 20.00 (4.30) |
62.55 (20.00-97.00) 195.00 (64.10) 109.00 (35.90) 74.00 (40.00 – 120.00) 27.68 (14.88 – 46.05) 2.00 (0.70) 72.00 (23.70) 130.00 (42.80) 74.00 (24.30) 21.00 (6.90) 5.00 (1.60) |
0.000* 0.125 0.572 0.448 0.000* |
| Comorbilities | |||
|
Diabetes Type 1 1≠ Type 21≠ High blood pressure 1≠ Heart disease1 ≠ Autoimmune diseases1 ≠ Neoplasms1 ≠ Hematological diseases1 ≠ Liver disease 1 ≠ Kidney disease1 ≠ Hypothyroidism 1 ≠ Chronic obstructive pulmonary disease (COPD) 1≠ |
2.00 (0.40) 127.00 (27.10) 213.00 (45.40) 31.00 (6.60) 11.00 (2.30) 8.00 (1.70) 17.00 (3.60) 9.00 (1.90) 47.00 (1.00.) 17.00 (3.60) 14.00 (3.00) |
1.00 (0.30) 64.00 (21.10) 106.00 (34.90) 6.00 (2.00) 2.00 (0.70) 4.00 (1.30) 4.00 (1.30) 9.00 (3.00) 18.00 (5.90) 11.0 (3.60) 12.00 (3.90) |
0.162 0.595 0.004* 0.003* 0.075 0.668 0.617 0.524 0.045* 0.996 0.469 |
| Laboratory | |||
|
Glucose (mmol/L) 1§ Creatinine (μmol/L) 1§ Total cholesterol (mmol/L) 1§ High-density lipoprotein cholesterol (HDL-C)(mmol/L)1§ Low-density lipoprotein cholesterol (LDL-C) (mmol/L) 1§ Triglycerides (mg/dl) 1§ TC/HDL 1§ TG/HDL 1§ LDL/HDL 1§ Non-LDL cholesterol/HDL 1§ Total bilirubin (μmol/L)1§ Direct bilirubin )( μmol/L)1§ Indirect bilirubin )(mmol/L)1§ Alanine transaminase (ALT) (U/L) 1§ Aspartate transaminase (AST) (U/L) 1§ Lactic acid dehydrogenase (DHL) (U/L) 1§ Total protein (g/L) 1§ Albumin (g/L) 1§ |
6.44 (1.72 – 48.95) 76.91 (30.94 – 2679.46) 39.00 (4.16 – 77.48) 0.75 (0.13 – 1.61) 2.20 (0.28 – 9.54) 1.76 (0.47 – 10.6) 5.00 (0.05-36.20) 5.087 (0.00 – 111.00) 93.50 (0.55 – 248.54) 4.00 (0.77 – 35.20) 10.26 (1.71 – 1282.5) 5.13 (5.13 – 307.8) 5.13 (5.13 – 171.00) 34.00 (0.40 – 770.00) 36.00 (0.30 – 612.00) 374.00 (4.9 – 17057.00) 36.00 (15.00 – 105.00) 61.00 (20.0 – 120.00) |
7.88 (0.28 – 47.12) 87.52 (38.9 – 2485.52) 36.01 (12.48 – 127.14) 0.62 (0.16 – 1.71) 69.70 (1.81 – 11.97) 2.24 (0.54 – 22.98) 5.72 (0.34-51.02) 8.30 (0.34 – 118.58) 99.93 (0.34 – 118.58) 4.70 (0.79 – 50.02) 10.26 (1.71 – 369.36) 6.84 (1.71 – 251.37) 5.13 (5.13 – 121.41) 39.00 (6.00 – 721.00) 45.00 (6.00 – 4544.00) 491.00 (13.00 – 31468.00) 33.00 (10.00 – 92.00) 60.00 (20.00 – 80.00) |
0.000* 0.000* 0.001* 0.000* 0.000* 0.000* 0.000* 0.000* 0.027* 0.000* 0.327 0.025* 0.749 0.267 0.000* 0.000* 0.000* 0.006* |
| PCR Test | |||
| Positive1≠ | 347.00 (74.00) | 246.00 (80.90) | 0.033* |
| National Early Warning Score 2 (NEWS 2) | |||
|
Low 1ɷ Intermediate 1ɷ High 1ɷ |
206.00 (43.90) 164.00 (35.00) 99.00 (35.00) |
109.00 (35.90) 117.00 (38.50) 78.00 (25.70) |
0.025* |
| Assisted mechanical ventilation | |||
| Yes 1≠ | 37.00 (7.90) | 231.00 (76.00) | 0.000* |
| Days of hospital stay1§ | 10.00 (16.00 – 172.00) | 10.00 (12.00 – 397) | 0.252 |
| Sedation | |||
|
Propofol monotherapy Yes 1≠ No 1≠ Combined propofol Yes 1≠ No 1≠ |
4.00 (10.80) 33.00 (89.20) 27.00 (73.00) 10.00 (27.00) |
54.00 (23.40) 177.00 (76.60) 215.00 (93.10) 16.00 (6.90) |
0.085 0.000* |
| Hypoalphalipoproteinemia | |||
| Yes 1≠ Men 1≠ • Women1≠ |
397.00 (89.76) 268.00 (67.50) 129.00 (32.50)) |
304.00 (96.05) 195.00 (64.15) 109.00 (35.85)) |
0.000* 0.001* 0.000* |
| c-HDL <0.91 (mmol/L) | |||
| Yes1≠ | 330.00 (70.40) | 256.00 (84.20) | 0.000* |
| c-HDL (mmol/L) Percentiles | |||
| < 0.54 (mmol/L) 1ɷ 0.54 – 0.70 (mmol/L) 1ɷ 0.70 – 0.88 (mmol/L) 1ɷ ≥ 0.88 (mmol/L) 1ɷ |
81.00 (17.30) 98.00 (20.90) 132.00 (28.10) 158.00 (33.70) |
116.00 (38.2) 63.00 (20.70) 70.00 (23.00) 55.00 (18.10) |
0.000* |
| c-HDL(mmol/L) ROC curve | |||
| < 0.64 (mmol/L) 1 ≥ 0.64 (mmol/L) 1 |
124.00 (26.40) 345.00 (73.60) |
140.00 (46.10) 164.00 (53.90) |
0.000* |
| Variable | p | OR neto | IC 95% | R2 | P | OR ajustado | IC 95% |
|
Age, years 1§ Body Mass Index (kg/m2) 1§ Underweight 1ɷ Normal weight 1 ɷ Overweight 1 ɷ Grade 1 obesity 1ɷ Grade 2 obesity 1ɷ Grade 3 obesity 1ɷ |
0.000* 0.154 0.425 0.425 0.000* 0.000* 0.000* |
1.022 0.40 1.16 0.86 4.89 0.37 0.38 |
1.01 – 0.03 0.36 – 0.43 0.82 – 1.64 0.61 – 1.22 3.07 – 7.78 0.34 – 0.41 0.35 – 0.41 |
-0.72 -2.611 Reference -0.226 -0.385 -0.959 -0.684 |
0.000* 0.048* 0.767 0.606 0.214 0.437 |
0.93 0.07 0.80 0.69 0.38 0.51 |
0.91 – 0.95 0.01 – 0.98 0.18 – 3.57 0.16 – 2.93 0.08 – 1.74 0.09 – 2.83 |
| Comorbilities | |||||||
|
High blood pressure 1≠ Type 2 diabetes1≠ Heart disease1≠ |
0.003* 0.042* 0.003* |
1.18 1.40 0.69 |
1.05 – 1.32 1.21 – 1.64 0.46 – 1.02 |
1.262 20.710 0.777 |
0.000* 0.015* 0.262 |
3.53 2.39 2.18 |
2-04 – 6.11 1.19 – 4.81 0.56 – 8.46 |
| Laboratory | |||||||
|
Glucose (mmol/L) 1§ Creatinine (μmol/L) 1§ Total cholesterol (mmol/L) 1§ High-density lipoprotein cholesterol (HDL-C)(mmol/L)1§ Low-density lipoprotein cholesterol (LDL-C) (mmol/L) 1§ Triglycerides (mg/dl) 1§ TC/HDL 1§ TG/HDL 1§ LDL/HDL 1§ Non-LDL cholesterol/HDL 1§ Aspartate transaminase (AST) (U/L) 1§ Lactic acid dehydrogenase (DHL) (U/L) 1§ |
0.000* 0.029* 0.005* 0.000* 0.000* 0.000* 0.000* 0.000* 0.031* 0.000* 0.048* 0.046* |
1.00 1.01 0.98 0.99 0.99 1.00 1.41 0.97 1.00 0.77 1.00 1.30 |
0.99 – 1.00 1.04 – 1.11 0.97 – 0.99 0.96 – 1.02 0.99 – 1.02 1.00 – 1.00 0.97 – 2.06 0.95 – 1.00 1.00 – 1.00 0.54 – 1.00 1.00 – 1.00 1.00 – 1.00 |
-0.003 -0.157 0.042 0.005 0.002 -0.002 -1.065 0.032 -0.008 0.928 0.000 0.000 |
0.042 0.000* 0.053 0.875 0.784 0.092 0.197 0.156 0.001* 0.259 0.936 0.490 |
0.99 0.85 1.04 1.00 1.00 0.99 0.35 1.03 0.99 2.53 1.00 1.00 |
0.99 – 1.00 0.78 – 0.94 1.00 – 1.002 0.94 – 1.07 0.99 – 1.02 0.99 – 1.00 0.07-1.74 0.99 – 1.08 0.98 – 0.99 0.50 – 12.70 0.99 – 1.00 1.00 – 1.00 |
| PCR Test | |||||||
| Positive1≠ | 0.033* | 1.46 | 1.03 – 2.09 | 0.096 | 0.737 | 1.10 | 0.63 – 1.93 |
| National Early Warning Score 2 (NEWS 2) | |||||||
|
Low 1ɷ Intermediate 1ɷ High 1ɷ |
0.111 0.052* 0.550 |
Ref. 1.33 1.42 |
– 1.76 1.02 – 1.98 |
Reference 0.580 0.382 |
0.227 0.085 0.258 |
1.79 1.47 |
0.92 – 3-46 0.76 – 2.84 |
| Assisted mechanical ventilation | |||||||
| Yes 1≠ | 0.000* | 5.96 | 4.80 – 7.41 | -3.839 | 0.000* | 0.02 | 0.01 – 0.04 |
| Hypoalphalipoproteinemia | |||||||
| Hombres Mujeres |
0.001* 0.000* |
1.29 2.05 |
1.14 – 1.47 1.60 – 2.61 |
-0.513 0.875 |
0.401 0.043* |
0.60 2.40 |
0.18 – 1.98 1.03 – 5.61 |
| c-HDL(mmol/L) ROC curve – Model 2 | |||||||
| < 0.64 (mmol/L)1 ɣ ≥ 0.64 (mmol/L)1 ɣ |
0.000* 0.000* |
2.38 0.61 |
1.75 – 3.22 0.51 – 0.72 |
-0.515 -0.515 |
0.184 0.000* |
0.60 1.68 |
0.28 – 1.28 0.78 – 3.58 |
| c-HDL (mmol/L) Percentiles - Model 3 | |||||||
| < 0.54 (mmol/L) 1ɷ 0.54 – 0.70 (mmol/L) 1ɷ 0.70 – 0.88 (mmol/L) 1ɷ ≥ 0.88 (mmol/L) 1ɷ |
0.000* 1.000 0.131 0.000* |
2.95 0.99 0.76 0.44 |
2.12 – 4.12 0.69 – 1.41 0.55 – 1.07 0.31 – 0.62 |
1.402 0.989 1.246 Reference |
0.262 0.306 0.111 0.009 |
4.06 2.69 3.47 |
0.35 – 47.00 0.40 – 17.90 0.75 – 16.07 |
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