mosaic_2020/TO_DO

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# clinical unpaired stats: DONE
# chi sq or similar test for binary outcome vars : DONE
# regression analysis
# redo obesity analysis without asthmatics: although you can account for this in reg
but just do it for completion!: DONE
=================================================================================
death ~ obesity + il12p70_npa1
Call:
glm(formula = p_form, family = binomial, data = my_reg_data_med)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.1117 -0.5249 -0.4427 -0.4302 2.2027
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -2.36991 0.41816 -5.668 1.45e-08 ***
obesity 0.18899 0.63841 0.296 0.7672
il12p70_npa1 0.12389 0.04843 2.558 0.0105 *
---
Signif. codes: 0 *** 0.001 ** 0.01 * 0.05 . 0.1 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 89.632 on 104 degrees of freedom
Residual deviance: 82.487 on 102 degrees of freedom
(28 observations deleted due to missingness)
AIC: 88.487
Number of Fisher Scoring iterations: 4
##############################
=================================================================================
death ~ il12p70_npa1
Call:
glm(formula = p_form, family = binomial, data = my_reg_data_med)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.0765 -0.4935 -0.4376 -0.4376 2.1880
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -2.33522 0.39856 -5.859 4.65e-09 ***
il12p70_npa1 0.12699 0.04741 2.679 0.00739 **
---
Signif. codes: 0 *** 0.001 ** 0.01 * 0.05 . 0.1 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 89.632 on 104 degrees of freedom
Residual deviance: 82.574 on 103 degrees of freedom
(28 observations deleted due to missingness)
AIC: 86.574
Number of Fisher Scoring iterations: 4
Waiting for profiling to be done...
OR 2.5 % 97.5 %
(Intercept) 0.09678937 0.04094537 0.198725
il12p70_npa1 1.13540367 1.03471817 1.249931
[1] 105
=================================================================================
death ~ il1_npa1
Call:
glm(formula = p_form, family = binomial, data = my_reg_data_med)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.3883 -0.4893 -0.4793 -0.4792 2.1073
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -2.1068569 0.3347016 -6.295 3.08e-10 ***
il1_npa1 0.0010360 0.0003762 2.754 0.00588 **
---
Signif. codes: 0 *** 0.001 ** 0.01 * 0.05 . 0.1 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 89.632 on 104 degrees of freedom
Residual deviance: 82.215 on 103 degrees of freedom
(28 observations deleted due to missingness)
AIC: 86.215
Number of Fisher Scoring iterations: 4
Waiting for profiling to be done...
OR 2.5 % 97.5 %
(Intercept) 0.1216196 0.05949241 0.2236722
il1_npa1 1.0010366 1.00030121 1.0018148
[1] 105
=================================================================================