Family: bernoulli Links: mu = logit Formula: y ~ 1 + gene1 + gene2 + gene3 + gene4 + gene5 + gene6 + gene7 + gene8 + gene9 + gene10 + gene11 + gene12 + gene13 + gene14 + gene15 + (1 + gene1 + gene2 + gene3 + gene4 + gene5 + gene6 + gene7 + gene8 + gene9 + gene10 + gene11 + gene12 + gene13 + gene14 + gene15 | gr(drug_f, dist = "student")) Data: d1 (Number of observations: 1105) Draws: 4 chains, each with iter = 2000; warmup = 1000; thin = 1; total post-warmup draws = 4000 Group-Level Effects: ~drug_f (Number of levels: 13) Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS df 22.03 13.94 4.42 56.55 1.02 336 583 sd(Intercept) 1.77 0.73 0.60 3.53 1.00 1195 1294 sd(gene1) 1.60 0.69 0.45 3.21 1.00 1083 1031 sd(gene2) 0.31 0.25 0.01 0.93 1.00 2014 2014 sd(gene3) 1.98 0.60 1.08 3.40 1.00 1365 1951 sd(gene4) 0.48 0.33 0.02 1.26 1.00 1716 1939 sd(gene5) 0.68 0.40 0.04 1.59 1.00 1336 1246 sd(gene6) 0.92 0.37 0.27 1.72 1.00 1943 1258 sd(gene7) 2.31 0.75 1.27 4.22 1.00 1487 1154 sd(gene8) 0.56 0.39 0.03 1.48 1.00 1261 1545 sd(gene9) 1.52 0.52 0.69 2.69 1.00 2258 2332 sd(gene10) 0.90 0.47 0.08 1.96 1.00 1122 773 sd(gene11) 1.89 0.68 0.85 3.52 1.00 2130 2441 sd(gene12) 0.75 0.59 0.03 2.21 1.00 1604 2253 sd(gene13) 1.05 0.72 0.07 2.82 1.00 1578 1278 sd(gene14) 2.47 1.33 0.47 5.72 1.00 1621 1274 sd(gene15) 0.78 0.56 0.04 2.12 1.00 1820 1832 cor(Intercept,gene1) 0.01 0.21 -0.40 0.43 1.00 2953 2710 cor(Intercept,gene2) 0.01 0.23 -0.42 0.45 1.00 7072 2944 cor(gene1,gene2) 0.02 0.23 -0.41 0.46 1.00 4786 2908 cor(Intercept,gene3) 0.12 0.20 -0.28 0.51 1.00 2052 2263 cor(gene1,gene3) 0.06 0.20 -0.33 0.44 1.00 2213 2965 cor(gene2,gene3) 0.03 0.23 -0.42 0.46 1.01 1439 2372 cor(Intercept,gene4) -0.06 0.23 -0.51 0.39 1.00 5547 2642 cor(gene1,gene4) -0.01 0.23 -0.44 0.44 1.00 5240 2791 cor(gene2,gene4) 0.00 0.23 -0.45 0.44 1.00 3617 2967 cor(gene3,gene4) -0.03 0.22 -0.45 0.40 1.00 4143 2977 cor(Intercept,gene5) -0.01 0.22 -0.44 0.41 1.00 5254 3219 cor(gene1,gene5) 0.04 0.22 -0.39 0.45 1.00 4587 2968 cor(gene2,gene5) 0.01 0.23 -0.43 0.45 1.00 3681 3008 cor(gene3,gene5) -0.12 0.22 -0.52 0.33 1.00 3740 2912 cor(gene4,gene5) 0.03 0.23 -0.41 0.47 1.00 3589 2979 cor(Intercept,gene6) 0.01 0.21 -0.40 0.41 1.00 3948 2943 cor(gene1,gene6) 0.15 0.21 -0.28 0.54 1.00 3861 3303 cor(gene2,gene6) -0.01 0.23 -0.45 0.44 1.00 2873 3215 cor(gene3,gene6) -0.00 0.21 -0.42 0.41 1.00 3578 2735 cor(gene4,gene6) -0.02 0.22 -0.46 0.42 1.00 2611 3039 cor(gene5,gene6) -0.05 0.22 -0.46 0.39 1.00 3132 3213 cor(Intercept,gene7) -0.05 0.20 -0.43 0.32 1.00 2513 3004 cor(gene1,gene7) 0.09 0.20 -0.31 0.48 1.00 2317 2467 cor(gene2,gene7) -0.01 0.22 -0.44 0.42 1.00 1618 2776 cor(gene3,gene7) -0.01 0.20 -0.38 0.37 1.00 2403 2918 cor(gene4,gene7) -0.04 0.22 -0.45 0.39 1.00 2048 2964 cor(gene5,gene7) -0.02 0.22 -0.44 0.41 1.00 2055 2939 cor(gene6,gene7) 0.12 0.20 -0.29 0.51 1.00 2442 2405 cor(Intercept,gene8) -0.03 0.22 -0.46 0.41 1.00 4583 2673 cor(gene1,gene8) 0.06 0.22 -0.37 0.48 1.00 4129 2967 cor(gene2,gene8) 0.00 0.23 -0.43 0.45 1.00 3624 3136 cor(gene3,gene8) 0.01 0.22 -0.42 0.44 1.00 4313 2433 cor(gene4,gene8) 0.04 0.23 -0.40 0.48 1.00 3173 2866 cor(gene5,gene8) -0.01 0.23 -0.46 0.44 1.00 3397 3093 cor(gene6,gene8) -0.03 0.23 -0.45 0.41 1.00 4072 3128 cor(gene7,gene8) 0.01 0.22 -0.41 0.43 1.00 4129 3247 cor(Intercept,gene9) 0.01 0.21 -0.40 0.42 1.00 3451 3147 cor(gene1,gene9) -0.06 0.21 -0.47 0.34 1.00 3494 2931 cor(gene2,gene9) -0.02 0.23 -0.47 0.43 1.00 2215 2880 cor(gene3,gene9) -0.16 0.20 -0.53 0.25 1.00 3742 3293 cor(gene4,gene9) 0.03 0.22 -0.40 0.46 1.00 2760 3457 cor(gene5,gene9) 0.01 0.21 -0.39 0.43 1.00 2958 3020 cor(gene6,gene9) -0.05 0.21 -0.44 0.36 1.00 2900 3158 cor(gene7,gene9) -0.08 0.20 -0.47 0.31 1.00 4009 3688 cor(gene8,gene9) 0.11 0.22 -0.34 0.52 1.00 2165 2803 cor(Intercept,gene10) -0.01 0.22 -0.44 0.41 1.00 3709 2486 cor(gene1,gene10) 0.00 0.21 -0.41 0.41 1.00 3421 3025 cor(gene2,gene10) 0.01 0.23 -0.43 0.45 1.00 3116 3217 cor(gene3,gene10) 0.02 0.21 -0.38 0.41 1.00 4405 2900 cor(gene4,gene10) 0.07 0.23 -0.39 0.49 1.00 2642 2933 cor(gene5,gene10) 0.01 0.22 -0.40 0.44 1.00 2830 2921 cor(gene6,gene10) 0.10 0.22 -0.33 0.51 1.00 3129 3064 cor(gene7,gene10) -0.09 0.21 -0.48 0.32 1.00 3276 3380 cor(gene8,gene10) -0.01 0.23 -0.44 0.45 1.00 3180 3149 cor(gene9,gene10) 0.05 0.22 -0.37 0.46 1.00 3699 3399 cor(Intercept,gene11) 0.14 0.20 -0.28 0.52 1.00 3279 2998 cor(gene1,gene11) 0.06 0.21 -0.36 0.46 1.00 3035 2773 cor(gene2,gene11) 0.01 0.23 -0.42 0.46 1.00 2367 2825 cor(gene3,gene11) 0.22 0.19 -0.18 0.57 1.00 3540 3423 cor(gene4,gene11) -0.08 0.22 -0.48 0.36 1.00 2354 2733 cor(gene5,gene11) -0.11 0.21 -0.51 0.31 1.00 2837 3103 cor(gene6,gene11) -0.04 0.21 -0.43 0.37 1.00 3077 3195 cor(gene7,gene11) -0.13 0.20 -0.51 0.25 1.00 3429 3242 cor(gene8,gene11) -0.00 0.22 -0.43 0.43 1.00 2672 3330 cor(gene9,gene11) -0.12 0.20 -0.52 0.27 1.00 3143 3258 cor(gene10,gene11) -0.09 0.21 -0.50 0.33 1.00 2898 2881 cor(Intercept,gene12) -0.02 0.22 -0.43 0.39 1.00 5161 2911 cor(gene1,gene12) -0.02 0.23 -0.45 0.43 1.00 5741 2954 cor(gene2,gene12) 0.00 0.23 -0.44 0.44 1.00 4342 3273 cor(gene3,gene12) 0.07 0.22 -0.36 0.48 1.00 4401 3436 cor(gene4,gene12) 0.04 0.23 -0.41 0.47 1.00 3289 3183 cor(gene5,gene12) 0.01 0.23 -0.44 0.43 1.00 3419 3222 cor(gene6,gene12) -0.05 0.22 -0.48 0.38 1.00 3982 3296 cor(gene7,gene12) -0.02 0.22 -0.45 0.41 1.00 4252 3519 cor(gene8,gene12) 0.01 0.23 -0.44 0.45 1.00 3189 3398 cor(gene9,gene12) 0.01 0.22 -0.43 0.43 1.00 4106 3649 cor(gene10,gene12) 0.00 0.22 -0.43 0.43 1.00 3461 2829 cor(gene11,gene12) -0.02 0.22 -0.46 0.41 1.00 3625 3547 cor(Intercept,gene13) -0.03 0.23 -0.46 0.42 1.00 4746 2631 cor(gene1,gene13) 0.01 0.23 -0.44 0.46 1.00 4236 2742 cor(gene2,gene13) 0.02 0.23 -0.42 0.46 1.00 3752 3038 cor(gene3,gene13) -0.03 0.22 -0.44 0.41 1.00 4801 3398 cor(gene4,gene13) 0.02 0.23 -0.43 0.44 1.00 4207 2990 cor(gene5,gene13) 0.04 0.23 -0.41 0.47 1.00 3722 3061 cor(gene6,gene13) -0.06 0.22 -0.49 0.37 1.00 3457 3284 cor(gene7,gene13) 0.06 0.22 -0.38 0.47 1.00 3981 3288 cor(gene8,gene13) 0.00 0.22 -0.44 0.43 1.00 3349 2933 cor(gene9,gene13) -0.04 0.22 -0.47 0.40 1.00 3418 3180 cor(gene10,gene13) -0.06 0.23 -0.50 0.38 1.00 2879 3477 cor(gene11,gene13) -0.06 0.22 -0.48 0.37 1.00 2945 2657 cor(gene12,gene13) 0.01 0.23 -0.43 0.46 1.00 2965 2925 cor(Intercept,gene14) -0.03 0.21 -0.43 0.37 1.00 3671 3202 cor(gene1,gene14) 0.10 0.21 -0.30 0.49 1.00 4514 3283 cor(gene2,gene14) 0.06 0.23 -0.40 0.48 1.00 2347 2174 cor(gene3,gene14) 0.00 0.20 -0.39 0.40 1.00 3560 2997 cor(gene4,gene14) -0.02 0.22 -0.45 0.40 1.00 3139 2893 cor(gene5,gene14) 0.09 0.22 -0.35 0.50 1.00 2889 3069 cor(gene6,gene14) -0.04 0.20 -0.44 0.35 1.00 3381 3571 cor(gene7,gene14) 0.06 0.21 -0.34 0.45 1.00 4014 2869 cor(gene8,gene14) -0.05 0.23 -0.48 0.39 1.00 2305 2727 cor(gene9,gene14) -0.17 0.20 -0.55 0.24 1.00 2996 3040 cor(gene10,gene14) -0.04 0.22 -0.46 0.38 1.00 3363 3059 cor(gene11,gene14) -0.01 0.21 -0.42 0.40 1.00 3539 3405 cor(gene12,gene14) -0.02 0.22 -0.44 0.40 1.00 2798 3223 cor(gene13,gene14) 0.12 0.22 -0.34 0.52 1.00 2088 3111 cor(Intercept,gene15) 0.07 0.23 -0.38 0.50 1.00 4630 3065 cor(gene1,gene15) 0.12 0.23 -0.32 0.54 1.00 3934 3497 cor(gene2,gene15) 0.03 0.23 -0.41 0.47 1.00 4058 3075 cor(gene3,gene15) 0.03 0.22 -0.40 0.44 1.00 4801 3185 cor(gene4,gene15) -0.01 0.23 -0.45 0.43 1.00 3964 3585 cor(gene5,gene15) 0.04 0.23 -0.40 0.47 1.00 3646 3329 cor(gene6,gene15) 0.06 0.22 -0.38 0.48 1.00 3952 3124 cor(gene7,gene15) -0.04 0.22 -0.45 0.41 1.00 4336 2978 cor(gene8,gene15) 0.02 0.22 -0.41 0.44 1.00 3677 3506 cor(gene9,gene15) -0.01 0.22 -0.44 0.43 1.00 3660 3213 cor(gene10,gene15) 0.01 0.23 -0.43 0.44 1.00 3035 3077 cor(gene11,gene15) 0.05 0.22 -0.40 0.47 1.00 3924 3745 cor(gene12,gene15) -0.01 0.23 -0.45 0.44 1.00 2693 3379 cor(gene13,gene15) -0.01 0.22 -0.45 0.41 1.00 2670 3140 cor(gene14,gene15) 0.03 0.22 -0.39 0.45 1.00 3163 3509 Population-Level Effects: Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS Intercept -5.08 0.69 -6.53 -3.80 1.00 2070 2510 gene1 2.07 0.71 0.17 3.26 1.00 1004 865 gene2 0.13 0.22 -0.23 0.62 1.00 2897 3552 gene3 1.53 0.80 -0.03 2.93 1.01 642 867 gene4 -0.14 0.24 -0.71 0.26 1.00 2503 3576 gene5 -0.10 0.25 -0.68 0.37 1.00 3631 3369 gene6 0.20 0.29 -0.27 0.88 1.00 2378 3310 gene7 3.31 0.95 0.67 4.89 1.00 1441 927 gene8 2.53 0.35 1.84 3.22 1.00 3557 3738 gene9 -0.20 0.40 -1.19 0.47 1.00 2466 3046 gene10 -0.17 0.30 -0.88 0.30 1.00 3139 3566 gene11 0.23 0.45 -0.53 1.29 1.00 2440 3223 gene12 0.01 0.33 -0.73 0.71 1.00 4572 3298 gene13 -0.73 0.67 -2.20 0.20 1.00 1843 3447 gene14 -0.09 0.53 -1.42 0.93 1.00 4193 3576 gene15 0.28 0.40 -0.34 1.21 1.00 3095 3645 Draws were sampled using sampling(NUTS). For each parameter, Bulk_ESS and Tail_ESS are effective sample size measures, and Rhat is the potential scale reduction factor on split chains (at convergence, Rhat = 1).