t-test: p=0.00881433
Neutral set average density: 0.0160504
Different set average density: 0.0149278
motif_present gene_set absent present different 61 933 neutral 330 1623
Fisher's exact test: p=1.15124e-17
Binomial GLM: p=5.77612e-15
Call: glm(formula = motif_present ~ different, family = binomial, data = daf) Deviance Residuals: Min 1Q Median 3Q Max -2.3626 0.3559 0.6084 0.6084 0.6084 Coefficients: Estimate Std. Error z value Pr(>|z|) (Intercept) 1.59294 0.06039 26.379 < 2e-16 *** differentTRUE 1.13459 0.14530 7.809 5.78e-15 *** --- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 (Dispersion parameter for binomial family taken to be 1) Null deviance: 2307.2 on 2946 degrees of freedom Residual deviance: 2233.0 on 2945 degrees of freedom AIC: 2237 Number of Fisher Scoring iterations: 5
Binomial GLM adjusted for length: p=0.257668
Call: glm(formula = motif_present ~ length + different, family = binomial, data = daf) Deviance Residuals: Min 1Q Median 3Q Max -3.08056 0.05095 0.28244 0.62099 1.14025 Coefficients: Estimate Std. Error z value Pr(>|z|) (Intercept) -0.224784 0.119549 -1.880 0.0601 . length 0.014898 0.001079 13.806 <2e-16 *** differentTRUE 0.181984 0.160775 1.132 0.2577 --- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1 (Dispersion parameter for binomial family taken to be 1) Null deviance: 2307.2 on 2946 degrees of freedom Residual deviance: 1829.4 on 2944 degrees of freedom AIC: 1835.4 Number of Fisher Scoring iterations: 7