t-test: p=0.37756
Neutral set average density: 0.0370085
Different set average density: 0.0364379
motif_present gene_set absent present different 7 987 neutral 74 1879
Fisher's exact test: p=1.3891e-07
Binomial GLM: p=1.6001e-05
Call: glm(formula = motif_present ~ different, family = binomial, data = daf) Deviance Residuals: Min 1Q Median 3Q Max -3.1483 0.1189 0.2779 0.2779 0.2779 Coefficients: Estimate Std. Error z value Pr(>|z|) (Intercept) 3.2344 0.1185 27.291 < 2e-16 *** differentTRUE 1.7143 0.3973 4.314 1.6e-05 *** --- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 (Dispersion parameter for binomial family taken to be 1) Null deviance: 742.0 on 2946 degrees of freedom Residual deviance: 712.9 on 2945 degrees of freedom AIC: 716.9 Number of Fisher Scoring iterations: 7
Binomial GLM adjusted for length: p=0.292555
Call: glm(formula = motif_present ~ length + different, family = binomial, data = daf) Deviance Residuals: Min 1Q Median 3Q Max -3.8334 0.0011 0.0336 0.1931 0.9688 Coefficients: Estimate Std. Error z value Pr(>|z|) (Intercept) -0.352361 0.308607 -1.142 0.254 length 0.043253 0.004931 8.771 <2e-16 *** differentTRUE 0.441896 0.419840 1.053 0.293 --- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 (Dispersion parameter for binomial family taken to be 1) Null deviance: 742.00 on 2946 degrees of freedom Residual deviance: 510.34 on 2944 degrees of freedom AIC: 516.34 Number of Fisher Scoring iterations: 10