Demographics

Characteristic N = 7841
Sex
Male 407 (52%)
Female 377 (48%)
Age 38 (30, 48)
Education
más de 5to grado 582 (74%)
desconocido 187 (24%)
menos de 5to grado 15 (1.9%)

1 n (%); Median (IQR)

Symptoms by frequency.

Characteristic N = 7841
Anosmia 519 (66%)
Ageusia 519 (66%)
Cefalea 539 (69%)
HIP 3 (0.4%)
Stroke 10 (1.3%)
Seizures 3 (0.4%)
Alodinia 139 (18%)
Visual_impairment 4 (0.5%)
Altered_conciusness 16 (2.0%)
Prior_patology_worsening 16 (2.0%)
Mialgia 399 (51%)
Nausea 27 (3.4%)
Neuralgia 3 (0.4%)
Peripheral_neuropathy 27 (3.4%)
Piramidal_signs 2 (0.3%)
Vertigo 28 (3.6%)
Agitation 8 (1.0%)
Ataxia 2 (0.3%)
Ocular_pain 24 (3.1%)
Photofobia 19 (2.4%)
Guillain_Barre 6 (0.8%)
Insomnio 22 (2.8%)
Mielitis 1 (0.1%)
Bells_palsy 1 (0.1%)
Plexopatia 2 (0.3%)
Sincope 3 (0.4%)
Tongue_parestesias 5 (0.6%)
Disejecutive_snd 4 (0.5%)
Meningeal_signs 7 (0.9%)
Miopatia 7 (0.9%)
Astenia 47 (6.0%)
Hypoacusia 4 (0.5%)
Mioclono_grl 2 (0.3%)
Sleep_disorders_motor 3 (0.4%)
Gait_disorder 2 (0.3%)
neurocovid_severity
mild 493 (63%)
moderate 257 (33%)
severe 34 (4.3%)

1 n (%)

Symptoms by severity.

Characteristic mild, N = 4931 moderate, N = 2571 severe, N = 341 p-value2
Anosmia 309 (63%) 191 (74%) 19 (56%) 0.003
Ageusia 309 (63%) 191 (74%) 19 (56%) 0.003
Cefalea 327 (66%) 192 (75%) 20 (59%) 0.028
HIP 0 (0%) 1 (0.4%) 2 (5.9%) 0.002
Stroke 3 (0.6%) 6 (2.3%) 1 (2.9%) 0.066
Seizures 2 (0.4%) 0 (0%) 1 (2.9%) 0.11
Alodinia 60 (12%) 73 (28%) 6 (18%) <0.001
Visual_impairment 2 (0.4%) 1 (0.4%) 1 (2.9%) 0.2
Altered_conciusness 6 (1.2%) 6 (2.3%) 4 (12%) 0.003
Prior_patology_worsening 13 (2.6%) 2 (0.8%) 1 (2.9%) 0.13
Mialgia 246 (50%) 140 (54%) 13 (38%) 0.2
Nausea 12 (2.4%) 12 (4.7%) 3 (8.8%) 0.056
Neuralgia 1 (0.2%) 2 (0.8%) 0 (0%) 0.4
Peripheral_neuropathy 10 (2.0%) 13 (5.1%) 4 (12%) 0.004
Piramidal_signs 1 (0.2%) 0 (0%) 1 (2.9%) 0.085
Vertigo 11 (2.2%) 16 (6.2%) 1 (2.9%) 0.018
Agitation 4 (0.8%) 3 (1.2%) 1 (2.9%) 0.3
Ataxia 0 (0%) 1 (0.4%) 1 (2.9%) 0.030
Ocular_pain 12 (2.4%) 9 (3.5%) 3 (8.8%) 0.093
Photofobia 4 (0.8%) 11 (4.3%) 4 (12%) <0.001
Guillain_Barre 2 (0.4%) 2 (0.8%) 2 (5.9%) 0.018
Insomnio 9 (1.8%) 11 (4.3%) 2 (5.9%) 0.049
Mielitis 1 (0.2%) 0 (0%) 0 (0%) >0.9
Bells_palsy 1 (0.2%) 0 (0%) 0 (0%) >0.9
Plexopatia 1 (0.2%) 1 (0.4%) 0 (0%) >0.9
Sincope 1 (0.2%) 2 (0.8%) 0 (0%) 0.4
Tongue_parestesias 1 (0.2%) 4 (1.6%) 0 (0%) 0.11
Disejecutive_snd 1 (0.2%) 2 (0.8%) 1 (2.9%) 0.063
Meningeal_signs 1 (0.2%) 3 (1.2%) 3 (8.8%) <0.001
Miopatia 3 (0.6%) 4 (1.6%) 0 (0%) 0.4
Astenia 21 (4.3%) 25 (9.7%) 1 (2.9%) 0.011
Hypoacusia 0 (0%) 4 (1.6%) 0 (0%) 0.028
Mioclono_grl 0 (0%) 0 (0%) 2 (5.9%) 0.002
Sleep_disorders_motor 0 (0%) 1 (0.4%) 2 (5.9%) 0.002
Gait_disorder 1 (0.2%) 1 (0.4%) 0 (0%) >0.9
Comorbility 169 (34%) 59 (23%) 14 (41%) 0.003

1 n (%)

2 Pearson's Chi-squared test; Fisher's exact test

Comorbilities frequency

Characteristic N = 7841
Comorbility 242 (31%)
Overweigth/Obesity 48 (6.1%)
HTA 93 (12%)
Asma 9 (1.1%)
Thyroid_disorders 9 (1.1%)
Dyslipemia 23 (2.9%)
Autoinmune_disorders/Inmunesupresion 9 (1.1%)
Diabetes 29 (3.7%)
Pregnancy 7 (0.9%)
CVD 22 (2.8%)
TBQ-EPOC 63 (8.0%)
TVP-TEP 3 (0.4%)
Cancer 7 (0.9%)
HIV 7 (0.9%)
Trombofilia 2 (0.3%)
Atrial_fibrillation 3 (0.4%)
Renal_insufficiency 4 (0.5%)

1 n (%)

comorbility by severity

Characteristic mild, N = 4931 moderate, N = 2571 severe, N = 341 p-value2
Comorbility 169 (34%) 59 (23%) 14 (41%) 0.003
Overweigth/Obesity 42 (8.5%) 5 (1.9%) 1 (2.9%) <0.001
HTA 60 (12%) 29 (11%) 4 (12%) >0.9
Asma 5 (1.0%) 3 (1.2%) 1 (2.9%) 0.5
Thyroid_disorders 7 (1.4%) 1 (0.4%) 1 (2.9%) 0.2
Dyslipemia 20 (4.1%) 3 (1.2%) 0 (0%) 0.062
Autoinmune_disorders/Inmunesupresion 6 (1.2%) 2 (0.8%) 1 (2.9%) 0.4
Diabetes 23 (4.7%) 4 (1.6%) 2 (5.9%) 0.043
Pregnancy 7 (1.4%) 0 (0%) 0 (0%) 0.2
CVD 13 (2.6%) 6 (2.3%) 3 (8.8%) 0.12
TBQ-EPOC 43 (8.7%) 18 (7.0%) 2 (5.9%) 0.7
TVP-TEP 2 (0.4%) 1 (0.4%) 0 (0%) >0.9
Cancer 5 (1.0%) 1 (0.4%) 1 (2.9%) 0.3
HIV 6 (1.2%) 1 (0.4%) 0 (0%) 0.6
Trombofilia 1 (0.2%) 1 (0.4%) 0 (0%) >0.9
Atrial_fibrillation 3 (0.6%) 0 (0%) 0 (0%) 0.6
Renal_insufficiency 3 (0.6%) 1 (0.4%) 0 (0%) >0.9

1 n (%)

2 Pearson's Chi-squared test; Fisher's exact test

Comorbilities between Neurocovid and non-Neurocovid groups

Characteristic Neurocovid symptoms p-value2
No, N = 321 Yes, N = 7841
Comorbility 19 (59%) 242 (31%) <0.001
Overweigth/Obesity 1 (3.1%) 48 (6.1%) 0.7
HTA 10 (31%) 93 (12%) 0.004
Asma 0 (0%) 9 (1.1%) >0.9
Thyroid_disorders 1 (3.1%) 9 (1.1%) 0.3
Dyslipemia 6 (19%) 23 (2.9%) <0.001
Autoinmune_disorders/Inmunesupresion 2 (6.2%) 9 (1.1%) 0.066
Diabetes 1 (3.1%) 29 (3.7%) >0.9
Pregnancy 0 (0%) 7 (0.9%) >0.9
CVD 8 (25%) 22 (2.8%) <0.001
TBQ-EPOC 8 (25%) 63 (8.0%) 0.004
TVP-TEP 0 (0%) 3 (0.4%) >0.9
Cancer 3 (9.4%) 7 (0.9%) 0.005
HIV 0 (0%) 7 (0.9%) >0.9
Trombofilia 0 (0%) 2 (0.3%) >0.9
Atrial_fibrillation 0 (0%) 3 (0.4%) >0.9
Renal_insufficiency 2 (6.2%) 4 (0.5%) 0.020

1 n (%)

2 Pearson's Chi-squared test; Fisher's exact test

Modelo predictivo sobre factores de riesgo de neurocovid

(para esto use el grupo de datos que estaba mal cargado, podemos discutir los hallazgos -tengo mi opinion al respecto-)

## [1] "Model significance"
## [1] 0.0001039261
## 
## Call:
## glm(formula = Neurocovid ~ Comorbility + `Overweigth/Obesity` + 
##     HTA + Asma + Thyroid_disorders + Dyslipemia + `Autoinmune_disorders/Inmunesupresion` + 
##     Diabetes + Pregnancy + CVD + `TBQ-EPOC` + `TVP-TEP` + Cancer + 
##     HIV + Trombofilia + Atrial_fibrillation + Renal_insufficiency, 
##     family = binomial, data = base)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -2.7401   0.2177   0.2177   0.2177   1.6100  
## 
## Coefficients:
##                                             Estimate Std. Error z value
## (Intercept)                                  3.73032    0.28066  13.291
## ComorbilityYes                               0.38686    0.76481   0.506
## `Overweigth/Obesity`Yes                      2.19014    1.28737   1.701
## HTAYes                                      -0.75742    0.62750  -1.207
## AsmaYes                                     14.17538 2116.64187   0.007
## Thyroid_disordersYes                        -1.99233    1.27131  -1.567
## DyslipemiaYes                               -1.85761    0.69920  -2.657
## `Autoinmune_disorders/Inmunesupresion`Yes   -2.63992    1.03348  -2.554
## DiabetesYes                                  1.27718    1.18400   1.079
## PregnancyYes                                14.44889 2465.32577   0.006
## CVDYes                                      -2.10810    0.68051  -3.098
## `TBQ-EPOC`Yes                               -1.12780    0.64227  -1.756
## `TVP-TEP`Yes                                14.94073 3697.55681   0.004
## CancerYes                                   -1.19929    1.03064  -1.164
## HIVYes                                      15.40246 2285.00629   0.007
## TrombofiliaYes                              14.44889 4612.20205   0.003
## Atrial_fibrillationYes                      15.20631 3765.84720   0.004
## Renal_insufficiencyYes                       0.04167    1.29153   0.032
##                                           Pr(>|z|)    
## (Intercept)                                < 2e-16 ***
## ComorbilityYes                             0.61298    
## `Overweigth/Obesity`Yes                    0.08889 .  
## HTAYes                                     0.22742    
## AsmaYes                                    0.99466    
## Thyroid_disordersYes                       0.11708    
## DyslipemiaYes                              0.00789 ** 
## `Autoinmune_disorders/Inmunesupresion`Yes  0.01064 *  
## DiabetesYes                                0.28072    
## PregnancyYes                               0.99532    
## CVDYes                                     0.00195 ** 
## `TBQ-EPOC`Yes                              0.07910 .  
## `TVP-TEP`Yes                               0.99678    
## CancerYes                                  0.24457    
## HIVYes                                     0.99462    
## TrombofiliaYes                             0.99750    
## Atrial_fibrillationYes                     0.99678    
## Renal_insufficiencyYes                     0.97426    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 270.00  on 815  degrees of freedom
## Residual deviance: 222.55  on 798  degrees of freedom
## AIC: 258.55
## 
## Number of Fisher Scoring iterations: 17

```