| Literature DB >> 33635589 |
Andrea Salonia1,2, Marina Pontillo3, Paolo Capogrosso1,4, Silvia Gregori5, Michela Tassara6, Luca Boeri1,7, Cristina Carenzi1, Costantino Abbate1, Daniele Cignoli1,2, Anna Maria Ferrara1, Walter Cazzaniga1,2, Isaline Rowe1, Giuseppe A Ramirez2,8, Cristina Tresoldi9, Junaid Mushtaq2,10, Massimo Locatelli3, Luca Santoleri6, Antonella Castagna2,11, Alberto Zangrillo2,12, Francesco De Cobelli2,10, Moreno Tresoldi13, Giovanni Landoni2,12, Patrizia Rovere-Querini2,14, Fabio Ciceri2,15, Francesco Montorsi1,2.
Abstract
BACKGROUND: Circulating androgens could have a relevant pathobiological role in clinical outcomes in men with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection (COVID-19).Entities:
Keywords: COVID-19; SARS-CoV-2; male; testosterone
Mesh:
Substances:
Year: 2021 PMID: 33635589 PMCID: PMC8013327 DOI: 10.1111/andr.12993
Source DB: PubMed Journal: Andrology ISSN: 2047-2919 Impact factor: 4.456
Demographic, clinical, and laboratory characteristics of participants at admission (n, 567)
| Healthy controls | COVID−19 patients |
| |
|---|---|---|---|
| 281 (49.5) | 286 (50.5) | ||
| Age (year) | 46.0 (35.0–52.0) | 58.0 (49.0–66.0) | <0.0001 |
| Ethnicity | <0.0001 | ||
| White–European | 273 (97.0) | 240 (83.9) | |
| Latin–American | 7 (2.5) | 31 (10.8) | |
| African | 0 (0.0) | 10 (3.5) | |
| Asian–Far East Asian | 1 (0.4) | 5 (1.8) | |
| BMI (kg/m2) | 25.1 (23.5–27.7) | 27.8 (25.1–30.8) | <0.0001 |
| BMI (kg/m2) | <0.0001 | ||
| <25 | 141 (50.0) | 56 (9.2) | |
| 25–29.9 | 81 (29.0) | 108 (37.7) | |
| ≥30 | 59 (21.0) | 152 (53.1) | |
| Comorbidities | |||
| CCI | 0.0 (0.0–0.0) | 0.0 (0.0–1.0) | <0.0001 |
| CCI–age | 0.0 (0.0–1.0) | 2.0 (1.0–3.0) | <0.0001 |
| CCI (score) | |||
| 0 | 184 (65.5) | 154 (53.8) | <0.0001 |
| 1 | 83 (29.5) | 65 (22.7) | |
| ≥2 | 14 (5.0) | 67 (23.5) | |
| Arterial hypertension | 34 (12.0) | 111 (38.8) | <0.0001 |
| Laboratory parameters | |||
| WBC, 109/L | 5.8 (4.9–6.6) | 7.2 (5.4–10.0) | <0.0001 |
| Neutrophils, 109/L | 3.1 (2.6–3.8) | 5.3 (3.5–7.8) | <0.0001 |
| Lymphocytes, 109/L | 1.8 (1.5–2.2) | 1.0 (0.7–1.4) | <0.0001 |
| NLR | 1.7 (1.4–2.1) | 5.3 (3.0–8.6) | <0.0001 |
| Platelets, 109/L | 217.5 (188–251.0) | 233.0 (180.0–314.0) | 0.01 |
| Creatinine, mg/dL | 1.0 (0.9–1.1) | 1.0 (0.9–1.2) | 0.7 |
| Glycemia, mg/dL | 77.0 (70.0–85.0) | 104.0 (88.0–122.0) | 0.0001 |
| LDH, U/L | 186.0 (87.4–202.0) | 389.0 (297.0–482.0) | 0.001 |
| Total bilirubin, mg/dL | 0.7 (0.4–0.7) | 0.7 (0.4–0.9) | 0.6 |
| Indirect bilirubin, mg/dL | 0.3 (0.2–0.4) | 0.3 (0.2–0.4) | 0.8 |
| Direct bilirubin, mg/dL | 0.2 (0.2–0.2) | 0.3 (0.2–0.5) | 0.2 |
| C–reactive protein, mg/L | 2.3 (1.6–3.1) | 2.6 (28.2–145.2) | 0.023 |
| IL–6, pg/mL | 2.5 (2.5–3.6) | 37.5 (15.1–88.6) | <0.0001 |
| Ferritin, ng/mL | 56.0 (36.5–102.0) | 1267.5 (758.0–2514.0) | <0.0001 |
| FSH, mU/mL | 6.1 (4.4–8.1) | 5.7 (3.9–8.6) | 0.5 |
| LH, mU/mL | 4.1 (3.0–5.4) | 4.7 (3.0–6.7) | 0.005 |
| tT, nmol/L | 10.4 (8.1–13.4) | 2.5 (1.0–4.7) | <0.0001 |
| Hypogonadism (tT <9.2 nmol/L) | 42 (14.9) | 257 (89.8) | <0.0001 |
| E2, pg/mL | 23.3 (19.0–27.9) | 35.0 (22.4–44.2) | <0.0001 |
Data are n (%) or median (IQR); *P‐value according to the Kruskal‐Wallis test and Chi‐Squared test, as indicated. The sum of the percentages may not equal 100% because of rounding.
Abbreviations: BMI, body mass index; CCI, Charlson Comorbidity Index; E2, 17β‐estradiol; FSH, follicle‐stimulating hormone; IL‐6, Interleukin‐6; LH, luteinizing hormone; NLR, neutrophil/lymphocytes ratio.
Linear and logistic regression models predicting total testosterone levels or hypogonadism in the whole cohort of participants (n, 567)
| Testosterone levels | Hypogonadism (tT<9.2 nmol/L) | |
|---|---|---|
| MVA | MVA | |
| B; | OR; | |
| Age | −0.8; <0.0001 [−0.11, −0.05] | 1.05; <0.0001 [1.02, 1.07] |
| BMI | −0.15; <0.0001 [−0.23, −0.07] | 1.15; <0.0001 [1.07, 1.24] |
| CCI | −0.01; 0.9 [−0.34, 0.33] | 2.53; 0.1 [0.67, 9.47] |
| IL−6 | −0.01; 0.1 [−0.01, 0.01] | 1.02; 0.02 [1.01, 1.03] |
| SARS‐CoV−2 infection | −6.04; <0.0001 [−6.89, −5.20] | 5.94; <0.0001 [2.46, 14.34] |
Abbreviations: BMI, body mass index; CCI, Charlson Comorbidity Index; IL‐6, Interleukin‐6; MVA, multivariable analyses; OR, odds ratio.
Demographic, clinical, and laboratory characteristics of patients at admission, as divided according to outcome status (n, 286)
| Group 1 | Group 2 | Group 3 | Group 4 |
| |
|---|---|---|---|---|---|
| n (%) | 27 (9.4) | 174 (60.8) | 51 (17.8) | 34 (8.0) | |
| Age (year) | 49.0 (45.0–55.0) | 57.0 (49–65.5) | 60.0 (53.0–66.0) | 67.0 (59.0–72.0) | <0.0001 |
| Ethnicity | 0.9 | ||||
| White‐European | 20 (74.1) | 146 (83.9) | 44 (86.2) | 30 (88.2) | |
| Latin‐American | 4 (14.8) | 17 (9.8) | 6 (11.8) | 4 (11.8) | |
| African | 2 (7.4) | 7 (4.0) | 1 (2.0) | 0 (0) | |
| Asian‐Far East Asian | 1 (3.7) | 4 (2.3) | 0 (0) | 0 () | |
| BMI (kg/m2) | 26.8 (24.7–31.6) | 28.1 (25.6–30.8) | 27.7 (25.1–30.9) | 26.2 (24.5–28.7) | 0.6 |
| Comorbidities | |||||
| CCI | 0.0 (0.0–1.0) | 0.0 (0.0–2.0) | 0.0 (0.0–1.0) | 1.0 (0.0–2.0) | 0.03 |
| CCI‐age | 1.0 (0.0–1.0) | 2.0 (1.0–3.0) | 2.0 (1.0–3.0) | 3.0 (2.0–5.0) | 0.0001 |
| CCI (score) | |||||
| 0 | 19 (70.4) | 87 (50.0) | 34 (66.6) | 14 (41.2) | 0.1 |
| 1 | 5 (18.5) | 42 (24.1) | 11 (21.6) | 7 (20.6) | |
| ≥2 | 3 (11.1) | 45 (25.9) | 6 (11.8) | 13 (38.2) | |
| Arterial hypertension | 8 (29.6) | 68 (39.0) | 19 (37.3) | 16 (48.7) | 0.6 |
| ARDS (PaO2:FiO2) | <0.0001 | ||||
| None | 23 (85.3) | 70 (40.2) | (5.8) | 4 (11.8) | |
| Mild ARDS (300–200 mm Hg) | 4 (14.8) | 73 (42.0) | 19 (37.3) | 14 (41.2) | |
| Moderate ARDS (100–200 mm Hg) | 0 (0) | 17 (9.8) | 13 (25.5) | 7 (20.6) | |
| Severe ARDS (<100–200 mm Hg) | 0 (0) | 14 (8.0) | 16 (31.4) | 9 (26.5) | |
| Qure AI right lung [N. 271] | 0.0 (0.0–37.0) | 31.0 (14.0–44.0) | 47.0 (34.0–64.0) | 52.0 (30.0–59.0) | <0.0001 |
| Qure AI left lung [N. 271] | 3.0 (0.0–27.0) | 24.0 (11.0–43.0) | 45.0 (28.0–53.0) | 46.5 (24.0–55.0) | <0.0001 |
| RALE score | 4.0 (0.0–6.0) | 6.0 (3.0–13.0) | 14.0 (7.0–22.0) | 13.0 (8.0–22.0) | <0.0001 |
| Critical‐Ill COVID−19 at admission | 64.8 (56.3–74.9) | 87.8 (69.3–108.6) | 100.8 (86.4–115.8) | 126.3 (79.9–157.0) | <0.0001 |
| Laboratory parameters | |||||
| NLR | 4.0 (3.0–5.2) | 4.4 (2.6–7.4) | 7.0 (4.8–11.6) | 10.8 (6.6–15.5) | <0.0001 |
| Creatinine, mg/dL | 1.0 (0.8–1.1) | 1.0 (0.9–1.1) | 1.1 (0.8–1.4) | 1.1 (1.0–1.9) | 0.01 |
| C‐reactive protein, mg/L | 27.6 (9.4–92.5) | 65.1 (28.8–127.0) | 119.2 (36.3–178.9) | 165.0 (71.4–278.3) | <0.0001 |
| IL−6, pg/mL | 21.2 (9.9–45.0) | 30.2 (15.1–63.7) | 79.6 (16.7–316.0) | 108.0 (60.8–165.0) | <0.0001 |
| FSH, mU/mL | 7.0 (3.9–8.3) | 6.9 (4.5–9.9) | 3.9 (2.6–5.8) | 4.6 (3.8–6.4) | <0.0001 |
| LH, mU/mL | 3.7 (3.0–5.0) | 5.4 (3.8–6.9) | 3.5 (2.2–5.5) | 3.9 (1.5–6.3) | <0.0001 |
| tT, nmol/L | 3.9 (3.0–5.4) | 3.0 (1.8–5.6) | 1.0 (0.5–1.7) | 0.7 (0.3–2.3) | <0.0001 |
| Hypogonadism | |||||
| tT <9.2 nmol/L | 22 (83) | 160 (92) | 51 (100) | 24 (100) | 0.07 |
| Eugonadal | 4 (14.8) | 10 (5.7) | 1 (2.0) | 0 (0) | 0.4 |
| Secondary hypogonadism | 21 (77.8) | 146 (84.0) | 46 (90.2) | 30 (88.2) | |
| Primary hypogonadism | 2 (7.4) | 16 (9.2) | 4 (7.8) | 3 (8.8) | |
| Compensated hypogonadism | 0 (0) | 2 (1.1) | 0 (0) | 1 (3.0) | |
| E2, pg/mL | 24.4 (15.3–36.5) | 35.1 (22.3–43.0) | 34.5 (20.7–46.5) | 53.5 (33.5–74.4) | <0.0001 |
| SARS‐CoV−2 S1/S2 IgM | 15 (55.6) | 139 (79.9) | 42 (82.4) | 26 (76.5) | 0.02 |
| SARS‐CoV−2 S1/S2 IgG | 11 (40.7) | 94 (54.0) | 34 (66.7) | 19 (55.9) | 0.08 |
Data are n (%) or median (IQR); *P‐value according to the Kruskal‐Wallis test and Chi‐Squared test, as indicated. The sum of the percentages may not equal 100% because of rounding. Groups were as follows: Group (1) patients in good clinical conditions and discharged home from the emergency department; Group (2) patients who have been admitted in the internal medicine unit until possible discharge at home; Group (3) patients invasively ventilated in the Intensive Care Unit, and subsequently successfully extubated and discharged either to the internal medicine unit or at home; and, Group (4) patients who eventually died.
Abbreviations: ARDS, Acute Respiratory Distress Syndrome; BMI, body mass index; CCI, Charlson Comorbidity Index; E2, 17β‐estradiol; FiO2, fractional concentration of oxygen in inspired air; FSH, follicle‐stimulating hormone; IL‐6, Interleukin‐6; INR, International Normalized Ratio; LH, luteinizing hormone; NLR, neutrophil/lymphocytes ratio; PaO2, partial pressure of oxygen in arterial blood.; Qure AI, deep learning algorithm; RALE, Radiographic Assessment of Lung Edema; tT, total testosterone.
Univariable logistic regression models testing the association between clinical and laboratory variables and compulsory need for ICU admission or death in the whole cohort
| ICU | Death | |
|---|---|---|
| (A) Univariable model OR; | ||
| Age | 1.04; 0.003 [1.01–1.07] | 1.09; 0.0002 [1.04–1.14] |
| Ethnicity | 1.15; 0.7 [0.50–2.65] | 1.11; 0.9 [0.36–3.41] |
| BMI | 1.01; 0.9 [0.93–1.09] | 0.92; 0.2 [0.81–1.05] |
| CCI | 0.84; 0.1 [0.67–1.05] | 1.24; <0.05 [1.00–1.54] |
| ARDS | ||
| None vs. mild | 3.62, 0.01 [1.26–10.4] | 3.16; 0.09 [0.82–12.13] |
| None vs. moderate | 11.1; <0.0001 [3.37–36.7] | 4.72; 0.05 [0.98–22.7] |
| None vs. severe | 16.3; <0.0001 [5.03–53.2] | 5.91; 0.02 [1–31–26.6] |
| Qure AI dx | 1.05; <0.0001 [1.03–1.06] | 1.03; 0.005 [1.01–1.05] |
| Qure AI sn | 1.04; <0.0001 [1.03–1.06] | 1.02; 0.009 [1.01–1.04] |
| RALE | 1.10; <0.0001 [1.07–1.14] | 1.07; 0.001 [1.03–1.11] |
| Critical‐Ill COVID‐19 | 1.03; 0.003 [1.01–1.05] | 1.04; <0.0001 [1.02–1.05] |
| NLR | 1.10; 0.0002 [1.04–1.14] | 1.10; 0.0002 [1.05–1.15] |
| Creatinine | 1.33; 0.06 [0.99–1.77] | 1.54; 0.007 [1.13–2.12] |
| LDH | 1.01; <0.0001 [1.00–1.01] | 1.00; 0.001 [1.00–1.01] |
| Direct bilirubin | 2.36; 0.005 [1.30–4.31] | 1.98; 0.006 [1.22–3.22] |
| C‐reactive protein | 1.01; 0.0001 [1.00–1.01] | 1.01; <0.0001 [1.00–1.01] |
| Il‐6 | 1.00; 0.001 [1.00–1.00] | 1.00; 0.07 [0.99–1.00] |
| Ferritin | 1.00; 0.08 [0.99–1.00] | 0.99; 0.4 [0.99–1.00] |
| D‐dimer | 1.30; 0.003 [1.09–1.56] | 1.10; 0.1 [0.97–1.24] |
| Clinostatic renin | 1.00; 0.5 [0.99–1.00] | 1.00; 0.04 [1.00–1.01] |
| tT | 0.54; <0.0001 [0.43–0.67] | 0.68; 0.002 [0.53–0.86] |
| E2 | 1.01; 0.002 [1.01–1.03] | 1.03; <0.0001 [1.02–1.05] |
| (B) Multivariable model OR; | ||
| Critical‐Ill COVID−19 | 1.01; 0.085 [1.00–1.03] | 1.03; 0.003 [1.01–1.05] |
| Creatinine | 1.17; 0.5 [0.76– 1.79] | 1.18; 0.5 [0.74–1.88] |
| tT | 0.53; 0.0001[0.39–0.74] | 0.67; <0.05 [0.46–0.99] |
Abbreviations: ARDS, Acute Respiratory Distress Syndrome; BMI, body mass index; CCI, Charlson Comorbidity Index; E2, 17β‐estradiol.; ICU, Intensive Care Unit; IL‐6, Interleukin‐6; OR, odds ratio; Qure AI, deep learning algorithm; RALE, Radiographic Assessment of Lung Edema; tT, total testosterone.
Based on the score by Liang W, et al.
Figure 1Interaction test analysis. The interaction test assessing the hypothesis that circulating total testosterone levels could differently impact on the relationship between the Critical‐Ill COVID‐19 score, and the risk of death was significant