On the Generation of HTML Report from Jupyter Notebook

This example demonstrates how to use the %preview magic to preview results and how to generate a report in HTML format from a Jupyter notebook with SoS kernel. The report has the following features:

  1. The report contains all details of the analysis but only displays output or both input and output of selected cells by default.
  2. A control panel (hidden at the top left corner of the screen) can be used to display hidden contents.
  3. The report can contain interactive tables and plots generated from the %preview magic of SoS. The tables are sortable and filterable, and is displayed in a scrollable window so you can include complete tables with thousand of records in a compact format. You can hover over data points of scatter plots to get details of each data point.

Description of data

We have got an excel file with a list of differentially expressed genes for certain experiment. The analysis was done with ensembl genes so it is difficult to figure out what they are. The goal of the analysis is to annotate the gene IDs with HGNC names.

Let us first read the data from the excel file and have a look:

In [1]:
%preview -n data -l 2000
depends: Py_Module('xlrd')
import pandas as pd
data = pd.read_excel('DEG_list.xlsx')
%preview data
> data: DataFrame of shape (1184, 6)
  ensembl_gene_id   baseMean   log2FoldChange   stat   pvalue   padj  
0 ENSMUSG00000042816 1686.121821 3.390100 -28.589868 8.979679e-180 7.696034e-176
1 ENSMUSG00000031635 358.401785 3.614133 -21.471980 2.846325e-102 8.131476e-99
2 ENSMUSG00000020838 551.448621 2.532469 -18.878942 1.699551e-79 2.913201e-76
3 ENSMUSG00000021765 597.716318 2.265537 -17.571072 4.103412e-69 5.024042e-66
4 ENSMUSG00000027907 3236.448003 1.306965 -15.152852 7.254873e-52 6.908654e-49
5 ENSMUSG00000026247 744.567819 1.999957 -14.202403 8.852428e-46 6.897249e-43
6 ENSMUSG00000030272 3322.013499 1.029098 -13.056674 5.821582e-39 3.837990e-36
7 ENSMUSG00000069793 317.952685 1.645894 -12.727226 4.174068e-37 2.384924e-34
8 ENSMUSG00000028494 4659.305199 1.051199 -12.102120 1.029183e-33 5.188595e-31
9 ENSMUSG00000059645 107.043454 1.777720 -11.629145 2.930187e-31 1.287855e-28
10 ENSMUSG00000026834 184.146231 1.576185 -10.924823 8.771122e-28 3.496414e-25
11 ENSMUSG00000069355 78.423674 1.896248 -10.639715 1.947240e-26 7.101625e-24
12 ENSMUSG00000024066 1207.689222 1.287185 -10.412868 2.165954e-25 7.279729e-23
13 ENSMUSG00000059173 2047.297734 1.290401 -10.363868 3.620191e-25 1.128249e-22
14 ENSMUSG00000044626 107.545685 1.479431 -9.920675 3.384591e-23 9.833097e-21
15 ENSMUSG00000029552 990.570372 0.942947 -9.652480 4.798095e-22 1.305463e-19
16 ENSMUSG00000000278 2246.095680 0.820046 -9.477766 2.597862e-21 6.646262e-19
17 ENSMUSG00000023067 3740.729262 0.935633 -9.180521 4.290090e-20 1.035725e-17
18 ENSMUSG00000021843 8362.210457 0.774680 -8.942443 3.806602e-19 8.699862e-17
19 ENSMUSG00000044258 622.236008 1.062715 -8.723723 2.692001e-18 5.840961e-16
20 ENSMUSG00000020205 1313.876243 1.029466 -8.587091 8.919931e-18 1.842127e-15
21 ENSMUSG00000037280 336.544531 1.119365 -8.342550 7.270520e-17 1.432460e-14
22 ENSMUSG00000027556 365.075577 1.161261 -8.021451 1.045036e-15 1.968457e-13
23 ENSMUSG00000031799 7421.027362 0.624473 -7.913186 2.508835e-15 4.526730e-13
24 ENSMUSG00000036905 1706.843435 0.709253 -7.846027 4.294230e-15 7.435091e-13
25 ENSMUSG00000044667 545.471721 0.867126 -7.784684 6.988793e-15 1.163057e-12
26 ENSMUSG00000021125 389.752252 0.884616 -7.713982 1.219520e-14 1.953626e-12
27 ENSMUSG00000025351 5138.213127 0.601866 -7.593747 3.107838e-14 4.799230e-12
28 ENSMUSG00000032666 5242.276743 0.592958 -7.454353 9.030998e-14 1.346090e-11
29 ENSMUSG00000019866 554.456799 0.850782 -7.439136 1.013460e-13 1.459809e-11
30 ENSMUSG00000025608 1575.642204 0.686405 -7.364919 1.772542e-13 2.470174e-11
31 ENSMUSG00000043336 572.398895 0.802930 -7.234809 4.661851e-13 6.292031e-11
32 ENSMUSG00000037940 265.079339 0.911853 -7.210731 5.565229e-13 7.312611e-11
33 ENSMUSG00000039364 194.167058 0.998772 -6.998846 2.580798e-12 3.276849e-10
34 ENSMUSG00000056749 345.920854 0.914688 -6.969709 3.175962e-12 3.916486e-10
35 ENSMUSG00000032802 17749.447535 0.598266 -6.892196 5.493748e-12 6.585198e-10
36 ENSMUSG00000024672 211.819493 0.887656 -6.825385 8.769012e-12 1.022515e-09
37 ENSMUSG00000010086 4098.481132 -0.572777 6.720270 1.813879e-11 2.059053e-09
38 ENSMUSG00000058665 29.247691 0.967621 -6.683662 2.330438e-11 2.577164e-09
39 ENSMUSG00000009596 58.610232 0.944848 -6.642619 3.081587e-11 3.301343e-09
40 ENSMUSG00000029306 515.056424 0.913920 -6.578546 4.750698e-11 4.965348e-09
41 ENSMUSG00000028525 1397.491979 0.579037 -6.531912 6.493551e-11 6.625354e-09
42 ENSMUSG00000044060 2919.794150 0.634026 -6.424378 1.324101e-10 1.319559e-08
43 ENSMUSG00000021871 1033.326078 0.621687 -6.372998 1.853679e-10 1.805336e-08
44 ENSMUSG00000026670 4392.649088 0.461576 -6.338069 2.326619e-10 2.215588e-08
45 ENSMUSG00000025723 3256.551545 -0.668514 6.308321 2.820793e-10 2.627783e-08
46 ENSMUSG00000058715 556.298426 0.735078 -6.194826 5.834941e-10 5.320039e-08
47 ENSMUSG00000000214 4138.211600 -0.610492 6.070828 1.272524e-09 1.136059e-07
48 ENSMUSG00000021411 477.330006 0.732723 -6.026429 1.676222e-09 1.465924e-07
49 ENSMUSG00000051209 145.343991 0.822896 -5.958867 2.539931e-09 2.176848e-07
50 ENSMUSG00000046223 471.768674 0.710971 -5.915084 3.317058e-09 2.787141e-07
51 ENSMUSG00000021996 6915.461113 0.554238 -5.878588 4.137815e-09 3.394226e-07
52 ENSMUSG00000022582 88.869956 0.845882 -5.836138 5.342459e-09 4.319579e-07
53 ENSMUSG00000075225 187.970746 0.762592 -5.775902 7.654194e-09 6.046108e-07
54 ENSMUSG00000039910 898.929113 0.706779 -5.760166 8.403126e-09 6.517556e-07
55 ENSMUSG00000025348 8836.099402 0.687449 -5.706812 1.151120e-08 8.769487e-07
56 ENSMUSG00000028145 2209.860304 0.477298 -5.685315 1.305714e-08 9.773471e-07
57 ENSMUSG00000024743 12173.281232 -0.480565 5.650580 1.599070e-08 1.176380e-06
58 ENSMUSG00000050315 661.302294 0.782864 -5.630019 1.801894e-08 1.303218e-06
59 ENSMUSG00000021565 1407.135648 0.641439 -5.608616 2.039504e-08 1.450587e-06
60 ENSMUSG00000053477 3221.484564 0.476041 -5.551818 2.827136e-08 1.977956e-06
61 ENSMUSG00000007613 1878.831124 0.555008 -5.511270 3.562528e-08 2.452195e-06
62 ENSMUSG00000003872 498.277117 -0.614792 5.487667 4.072760e-08 2.759335e-06
63 ENSMUSG00000060002 3216.792835 0.613103 -5.473168 4.420617e-08 2.952715e-06
64 ENSMUSG00000030399 1621.263042 0.200993 -5.436427 5.435973e-08 3.556413e-06
65 ENSMUSG00000045954 1547.190653 0.602709 -5.420474 5.944109e-08 3.844829e-06
66 ENSMUSG00000050730 1914.008502 0.490603 -5.411401 6.253366e-08 3.990567e-06
67 ENSMUSG00000024621 2058.520289 0.561670 -5.392116 6.963283e-08 4.356118e-06
68 ENSMUSG00000037348 2683.166398 -0.453835 5.374706 7.670781e-08 4.746746e-06
69 ENSMUSG00000040552 416.790372 0.638669 -5.351247 8.735010e-08 5.328356e-06
70 ENSMUSG00000020326 8930.360647 0.487337 -5.334489 9.581412e-08 5.762631e-06
71 ENSMUSG00000038151 69.583461 0.782195 -5.311110 1.089594e-07 6.440249e-06
72 ENSMUSG00000036062 74983.323382 -0.453463 5.290473 1.220002e-07 7.112942e-06
73 ENSMUSG00000020732 2187.919687 -0.428484 5.278700 1.301033e-07 7.483561e-06
74 ENSMUSG00000063889 640.069865 0.586185 -5.270856 1.357893e-07 7.715518e-06
75 ENSMUSG00000018845 111.480390 0.708201 -5.246122 1.553341e-07 8.701247e-06
76 ENSMUSG00000020099 464.164167 -0.602612 5.210926 1.879007e-07 1.038969e-05
77 ENSMUSG00000025318 6202.137797 -0.541901 5.195926 2.037029e-07 1.111997e-05
78 ENSMUSG00000026778 5643.562480 -0.371148 5.163726 2.420823e-07 1.304885e-05
79 ENSMUSG00000026674 3577.461644 0.561261 -5.144960 2.675772e-07 1.424392e-05
80 ENSMUSG00000040990 1922.697737 0.425620 -5.124828 2.978093e-07 1.565874e-05
81 ENSMUSG00000042826 1061.179181 0.541590 -5.111255 3.200253e-07 1.662289e-05
82 ENSMUSG00000041481 4975.589229 -0.422457 5.097114 3.448701e-07 1.769886e-05
83 ENSMUSG00000022902 17.415075 0.569847 -5.073514 3.905364e-07 1.974686e-05
84 ENSMUSG00000020798 54.631755 0.727070 -5.057038 4.258182e-07 2.134196e-05
85 ENSMUSG00000028072 7499.283874 -0.545480 5.040457 4.644211e-07 2.300764e-05
86 ENSMUSG00000025592 65.433682 0.740815 -5.026139 5.004525e-07 2.450930e-05
87 ENSMUSG00000022836 1330.233343 0.623212 -5.016758 5.255078e-07 2.544556e-05
88 ENSMUSG00000005045 3628.388469 -0.426177 4.997166 5.817912e-07 2.779091e-05
89 ENSMUSG00000025090 608.762834 0.543096 -4.988483 6.085519e-07 2.881544e-05
90 ENSMUSG00000000416 1155.098102 0.542034 -4.956080 7.192943e-07 3.368695e-05
91 ENSMUSG00000062760 4008.249143 -0.416101 4.928459 8.288085e-07 3.839624e-05
92 ENSMUSG00000033983 902.301269 0.462619 -4.924519 8.456817e-07 3.875890e-05
93 ENSMUSG00000020427 1337.503405 0.604765 -4.910723 9.074128e-07 4.114805e-05
94 ENSMUSG00000020737 6621.883776 0.416878 -4.885709 1.030572e-06 4.624356e-05
95 ENSMUSG00000037062 6076.458447 0.420008 -4.881184 1.054506e-06 4.682715e-05
96 ENSMUSG00000031382 45.167336 0.406106 -4.867451 1.130467e-06 4.968546e-05
97 ENSMUSG00000035576 464.441725 -0.592566 4.849521 1.237598e-06 5.384179e-05
98 ENSMUSG00000001349 148.230383 0.660789 -4.841966 1.285610e-06 5.536844e-05
99 ENSMUSG00000053063 392.418630 0.679222 -4.825189 1.398703e-06 5.978657e-05
100 ENSMUSG00000004609 275.760166 0.673551 -4.811205 1.500234e-06 6.333868e-05
101 ENSMUSG00000024873 562.289469 -0.581251 4.794897 1.627581e-06 6.804478e-05
102 ENSMUSG00000075511 1418.494601 -0.454450 4.775298 1.794410e-06 7.429463e-05
103 ENSMUSG00000004031 2248.642201 -0.398909 4.753532 1.998932e-06 8.197055e-05
104 ENSMUSG00000028459 150.698103 0.666142 -4.738651 2.151452e-06 8.738872e-05
105 ENSMUSG00000031519 65.708107 0.492228 -4.719913 2.359458e-06 9.493774e-05
106 ENSMUSG00000019966 4772.631620 0.423625 -4.709819 2.479374e-06 9.883477e-05
107 ENSMUSG00000040612 1708.813914 0.604766 -4.693462 2.686198e-06 1.060924e-04
108 ENSMUSG00000000682 484.846830 0.626666 -4.680273 2.864929e-06 1.121181e-04
109 ENSMUSG00000041653 935.219188 -0.606189 4.674512 2.946540e-06 1.144430e-04
110 ENSMUSG00000052921 484.158457 0.536571 -4.646985 3.368215e-06 1.294497e-04
111 ENSMUSG00000033350 4599.085909 0.551091 -4.635570 3.559546e-06 1.355870e-04
112 ENSMUSG00000078771 182.455994 0.620041 -4.625054 3.745010e-06 1.413947e-04
113 ENSMUSG00000030731 1060.826544 -0.542463 4.611812 3.991747e-06 1.493942e-04
114 ENSMUSG00000057897 2165.501453 -0.393365 4.603239 4.159713e-06 1.543325e-04
115 ENSMUSG00000021376 636.677868 0.560542 -4.578840 4.675618e-06 1.712495e-04
116 ENSMUSG00000015484 140.888497 0.673017 -4.571208 4.849216e-06 1.768519e-04
117 ENSMUSG00000024256 6083.247354 0.487655 -4.557837 5.168315e-06 1.868989e-04
118 ENSMUSG00000040724 6615.498840 -0.317752 4.521351 6.144612e-06 2.203447e-04
119 ENSMUSG00000039546 56.647051 0.667581 -4.508363 6.532977e-06 2.327259e-04
120 ENSMUSG00000029201 1776.636541 0.388157 -4.494057 6.987887e-06 2.464596e-04
121 ENSMUSG00000005220 118.438206 0.640279 -4.483429 7.345319e-06 2.569513e-04
122 ENSMUSG00000020458 53205.000765 0.377116 -4.476709 7.580255e-06 2.630226e-04
123 ENSMUSG00000048096 130.140644 0.657768 -4.470087 7.818788e-06 2.691202e-04
124 ENSMUSG00000075249 23.933902 0.529569 -4.458699 8.245873e-06 2.815588e-04
125 ENSMUSG00000062997 5890.793347 0.390708 -4.449010 8.626681e-06 2.922331e-04
126 ENSMUSG00000082329 27.549398 -0.316849 4.429224 9.457291e-06 3.178577e-04
127 ENSMUSG00000066477 457.333336 -0.552386 4.413249 1.018310e-05 3.389291e-04
128 ENSMUSG00000027800 1352.981210 0.480121 -4.400013 1.082442e-05 3.574201e-04
129 ENSMUSG00000058070 20208.608139 -0.378708 4.392670 1.119671e-05 3.669653e-04
130 ENSMUSG00000026880 2706.839047 0.449022 -4.373607 1.222106e-05 3.967446e-04
131 ENSMUSG00000025321 10607.677389 0.431241 -4.361491 1.291788e-05 4.169970e-04
132 ENSMUSG00000075270 2926.923451 -0.408322 4.352885 1.343575e-05 4.304715e-04
133 ENSMUSG00000058546 4217.501963 0.452739 -4.343360 1.403199e-05 4.462381e-04
134 ENSMUSG00000024349 492.890523 0.468243 -4.333088 1.470324e-05 4.641402e-04
135 ENSMUSG00000032036 1545.213929 -0.412749 4.328413 1.501878e-05 4.704466e-04
136 ENSMUSG00000027313 280.148989 0.573529 -4.324163 1.531123e-05 4.744788e-04
137 ENSMUSG00000032249 4214.430836 0.356434 -4.319295 1.565285e-05 4.834333e-04
138 ENSMUSG00000002012 450.459400 -0.491098 4.310303 1.630308e-05 4.999127e-04
139 ENSMUSG00000043832 150.109531 0.609018 -4.307250 1.652967e-05 5.032594e-04
140 ENSMUSG00000027208 523.843600 0.519336 -4.297960 1.723771e-05 5.211139e-04
141 ENSMUSG00000048899 6744.401771 -0.349289 4.291974 1.770918e-05 5.316166e-04
142 ENSMUSG00000049037 155.677742 0.608852 -4.286058 1.818718e-05 5.427030e-04
143 ENSMUSG00000094797 18.370489 0.358503 -4.275262 1.909123e-05 5.651862e-04
144 ENSMUSG00000021508 142.253613 0.629162 -4.268241 1.970204e-05 5.801245e-04
145 ENSMUSG00000059810 3919.962308 -0.365216 4.259339 2.050325e-05 5.985518e-04
146 ENSMUSG00000024789 1955.949602 0.381019 -4.251012 2.128072e-05 6.172130e-04
147 ENSMUSG00000032908 6283.349406 -0.377863 4.243526 2.200346e-05 6.338846e-04
148 ENSMUSG00000032269 5359.788720 -0.545080 4.224672 2.392889e-05 6.847497e-04
149 ENSMUSG00000043795 94.737661 0.612872 -4.213025 2.519727e-05 7.150769e-04
150 ENSMUSG00000058600 4786.732120 0.347805 -4.204510 2.616484e-05 7.376506e-04
151 ENSMUSG00000054277 3590.835421 -0.344597 4.197494 2.698853e-05 7.556487e-04
152 ENSMUSG00000062933 384.082182 -0.592479 4.191350 2.772993e-05 7.716213e-04
153 ENSMUSG00000035861 22.762075 0.528728 -4.181275 2.898784e-05 8.014202e-04
154 ENSMUSG00000036144 704.558374 0.482705 -4.176654 2.958290e-05 8.126290e-04
155 ENSMUSG00000082145 18.081713 -0.315132 4.173833 2.995175e-05 8.175207e-04
156 ENSMUSG00000026768 134.869847 0.609512 -4.163156 3.138793e-05 8.512984e-04
157 ENSMUSG00000005667 1392.797019 0.406644 -4.156987 3.224728e-05 8.677404e-04
158 ENSMUSG00000042895 26.892136 0.283982 -4.151201 3.307356e-05 8.858029e-04
159 ENSMUSG00000002908 1882.511166 -0.429813 4.138458 3.496486e-05 9.292971e-04
160 ENSMUSG00000026484 1079.820043 0.433964 -4.133742 3.569035e-05 9.440869e-04
161 ENSMUSG00000078453 407.984339 0.498521 -4.127025 3.674860e-05 9.661163e-04
162 ENSMUSG00000031962 393.447395 -0.482314 4.101942 4.096965e-05 1.070519e-03
163 ENSMUSG00000083863 82.380427 0.606053 -4.093140 4.255705e-05 1.104757e-03
164 ENSMUSG00000032925 1548.604347 0.482915 -4.089063 4.331188e-05 1.118086e-03
165 ENSMUSG00000074207 369.574207 0.524188 -4.078387 4.534922e-05 1.163669e-03
166 ENSMUSG00000026435 1479.800973 -0.408509 4.071521 4.670711e-05 1.191379e-03
167 ENSMUSG00000022217 2659.845733 -0.437365 4.067594 4.750108e-05 1.204462e-03
168 ENSMUSG00000015536 3903.413565 0.351420 -4.061839 4.868759e-05 1.227285e-03
169 ENSMUSG00000026981 67.297339 0.596874 -4.052241 5.072928e-05 1.272811e-03
170 ENSMUSG00000085905 38.615920 0.574895 -4.043564 5.264488e-05 1.311607e-03
171 ENSMUSG00000031245 279.135564 0.568970 -4.040085 5.343192e-05 1.321611e-03
172 ENSMUSG00000032253 3612.102225 0.430972 -4.031820 5.534660e-05 1.363069e-03
173 ENSMUSG00000025867 13926.271701 -0.334032 4.028300 5.618151e-05 1.375725e-03
174 ENSMUSG00000068798 2640.796289 0.419686 -4.020269 5.813161e-05 1.415389e-03
175 ENSMUSG00000025290 12628.526847 0.371852 -4.011613 6.030528e-05 1.460018e-03
176 ENSMUSG00000094335 20.686622 0.426406 -4.003223 6.248541e-05 1.504301e-03
177 ENSMUSG00000045318 775.498537 -0.496834 4.000499 6.320902e-05 1.517205e-03
178 ENSMUSG00000096931 35.233861 0.535329 -3.994924 6.471497e-05 1.540666e-03
179 ENSMUSG00000022895 1134.245840 0.410693 -3.987475 6.678019e-05 1.581049e-03
180 ENSMUSG00000045246 509.419290 -0.491459 3.980554 6.875477e-05 1.618854e-03
181 ENSMUSG00000023911 370.424747 -0.492521 3.972239 7.120036e-05 1.667275e-03
182 ENSMUSG00000030772 6967.211749 -0.324692 3.955762 7.629094e-05 1.773005e-03
183 ENSMUSG00000033306 2060.455679 0.389209 -3.951667 7.760864e-05 1.797689e-03
184 ENSMUSG00000031958 703.556060 -0.411147 3.941892 8.084140e-05 1.862503e-03
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1148 ENSMUSG00000045776 8.973078 0.194259 -2.210105 2.709786e-02 NaN
1149 ENSMUSG00000047441 8.299374 0.258354 -2.880199 3.974246e-03 NaN
1150 ENSMUSG00000048621 9.116589 0.224035 -2.306401 2.108821e-02 NaN
1151 ENSMUSG00000050936 10.655198 -0.157685 2.390905 1.680692e-02 NaN
1152 ENSMUSG00000052276 7.199161 0.154910 -2.366457 1.795925e-02 NaN
1153 ENSMUSG00000054136 6.256190 0.192665 -2.497395 1.251094e-02 NaN
1154 ENSMUSG00000058295 8.269097 0.257904 -4.359619 1.302893e-05 NaN
1155 ENSMUSG00000059908 2.119972 0.091000 -2.368506 1.786007e-02 NaN
1156 ENSMUSG00000062694 11.417044 0.186920 -2.000973 4.539525e-02 NaN
1157 ENSMUSG00000064208 5.522343 0.167744 -2.267913 2.333450e-02 NaN
1158 ENSMUSG00000066071 3.399191 0.142244 -2.560083 1.046472e-02 NaN
1159 ENSMUSG00000067848 6.576439 0.227692 -3.024221 2.492739e-03 NaN
1160 ENSMUSG00000069830 10.732625 0.211096 -2.038451 4.150482e-02 NaN
1161 ENSMUSG00000073375 9.917360 0.182950 -3.266767 1.087831e-03 NaN
1162 ENSMUSG00000075402 8.226676 0.221293 -2.827504 4.691238e-03 NaN
1163 ENSMUSG00000076547 12.423159 0.249378 -3.758553 1.708986e-04 NaN
1164 ENSMUSG00000076604 11.701395 0.183554 -2.611784 9.007111e-03 NaN
1165 ENSMUSG00000078586 6.992499 -0.148232 2.800411 5.103750e-03 NaN
1166 ENSMUSG00000079522 2.380843 0.100501 -2.531459 1.135890e-02 NaN
1167 ENSMUSG00000081194 9.287949 0.186652 -2.620113 8.790054e-03 NaN
1168 ENSMUSG00000082419 8.363017 0.256328 -2.906168 3.658851e-03 NaN
1169 ENSMUSG00000083328 4.237606 0.135361 -1.963329 4.960799e-02 NaN
1170 ENSMUSG00000085008 12.508859 0.236701 -2.493429 1.265157e-02 NaN
1171 ENSMUSG00000085449 6.530613 0.250002 -3.504754 4.570287e-04 NaN
1172 ENSMUSG00000086442 5.097951 -0.169731 2.503928 1.228230e-02 NaN
1173 ENSMUSG00000086948 7.547743 -0.174272 2.014010 4.400845e-02 NaN
1174 ENSMUSG00000087579 9.404797 0.181339 -2.000600 4.543548e-02 NaN
1175 ENSMUSG00000089787 2.731834 0.105402 -2.187137 2.873255e-02 NaN
1176 ENSMUSG00000091255 6.020357 0.160173 -1.997030 4.582190e-02 NaN
1177 ENSMUSG00000092483 5.574849 -0.182953 2.366043 1.797937e-02 NaN
1178 ENSMUSG00000094075 11.076310 0.233399 -3.286665 1.013814e-03 NaN
1179 ENSMUSG00000094732 3.633133 0.148516 -3.182034 1.462445e-03 NaN
1180 ENSMUSG00000095918 8.390640 0.231786 -3.035931 2.397942e-03 NaN
1181 ENSMUSG00000096965 2.868267 0.110226 -2.252913 2.426467e-02 NaN
1182 ENSMUSG00000097645 11.668458 0.207856 -2.153071 3.131308e-02 NaN
1183 ENSMUSG00000098276 6.499809 0.228227 -3.102306 1.920195e-03 NaN

Data analysis

The biomaRt bioconductor package provides required datasets to annotate the ensembl IDs so we transfer the gene list from Python to R, and use the biomaRt package to annotate the IDs.

As we can see from the following list, the genes are correctly annotated

In [2]:
%get data
In [3]:
%preview -n hgnc[1:5,]
library(biomaRt)
ensembl <- useEnsembl(biomart='ensembl')
#listDatasets(ensembl)
ensembl <- useEnsembl(biomart="ensembl", dataset="mmusculus_gene_ensembl")
                     
hgnc <- getBM(attributes=c('ensembl_gene_id', 'external_gene_name'),
        filters = 'ensembl_gene_id', values = data['ensembl_gene_id'], mart = ensembl)

annotated <- merge(data, hgnc, by='ensembl_gene_id', all.x=TRUE)
%preview hgnc[1:5,]
> hgnc[1:5,]:
ensembl_gene_idexternal_gene_name
ENSMUSG00000000214Th
ENSMUSG00000000278Scpep1
ENSMUSG00000000308Ckmt1
ENSMUSG00000000320Alox12
ENSMUSG00000000416Cttnbp2

Result

We transfer the annotated result back to Python and write it to another excel file. The content of the file is previewed and list here:

In [4]:
%get annotated --from R
%preview -n annotated_DEG_list.xlsx -l 2000
annotated = annotated.set_index('external_gene_name')
annotated.sort_values(by='padj', inplace=True)
annotated.to_excel('annotated_DEG_list.xlsx')
%preview annotated_DEG_list.xlsx
> annotated_DEG_list.xlsx (108.7 KiB):
  external_gene_name   ensembl_gene_id   baseMean   log2FoldChange   stat   pvalue   padj  
0 Gpr151 ENSMUSG00000042816 1686.121821 3.390100 -28.589868 8.979679e-180 7.696034e-176
1 Anxa10 ENSMUSG00000031635 358.401785 3.614133 -21.471980 2.846325e-102 8.131476e-99
2 Slc6a4 ENSMUSG00000020838 551.448621 2.532469 -18.878942 1.699551e-79 2.913201e-76
3 Fst ENSMUSG00000021765 597.716318 2.265537 -17.571072 4.103412e-69 5.024042e-66
4 S100a11 ENSMUSG00000027907 3236.448003 1.306965 -15.152852 7.254873e-52 6.908654e-49
5 Ecel1 ENSMUSG00000026247 744.567819 1.999957 -14.202403 8.852428e-46 6.897249e-43
6 Camk1 ENSMUSG00000030272 3322.013499 1.029098 -13.056674 5.821582e-39 3.837990e-36
7 Slfn9 ENSMUSG00000069793 317.952685 1.645894 -12.727226 4.174068e-37 2.384924e-34
8 Plin2 ENSMUSG00000028494 4659.305199 1.051199 -12.102120 1.029183e-33 5.188595e-31
9 Gm7361 ENSMUSG00000059645 107.043454 1.777720 -11.629145 2.930187e-31 1.287855e-28
10 Acvr1c ENSMUSG00000026834 184.146231 1.576185 -10.924823 8.771122e-28 3.496414e-25
11 Gm5152 ENSMUSG00000069355 78.423674 1.896248 -10.639715 1.947240e-26 7.101625e-24
12 Xdh ENSMUSG00000024066 1207.689222 1.287185 -10.412868 2.165954e-25 7.279729e-23
13 Pde1a ENSMUSG00000059173 2047.297734 1.290401 -10.363868 3.620191e-25 1.128249e-22
14 Liph ENSMUSG00000044626 107.545685 1.479431 -9.920675 3.384591e-23 9.833097e-21
15 Tes ENSMUSG00000029552 990.570372 0.942947 -9.652480 4.798095e-22 1.305463e-19
16 Scpep1 ENSMUSG00000000278 2246.095680 0.820046 -9.477766 2.597862e-21 6.646262e-19
17 Cdkn1a ENSMUSG00000023067 3740.729262 0.935633 -9.180521 4.290090e-20 1.035725e-17
18 Ktn1 ENSMUSG00000021843 8362.210457 0.774680 -8.942443 3.806602e-19 8.699862e-17
19 Ctla2a ENSMUSG00000044258 622.236008 1.062715 -8.723723 2.692001e-18 5.840961e-16
20 Phlda1 ENSMUSG00000020205 1313.876243 1.029466 -8.587091 8.919931e-18 1.842127e-15
21 Galnt6 ENSMUSG00000037280 336.544531 1.119365 -8.342550 7.270520e-17 1.432460e-14
22 Car1 ENSMUSG00000027556 365.075577 1.161261 -8.021451 1.045036e-15 1.968457e-13
23 Tpm4 ENSMUSG00000031799 7421.027362 0.624473 -7.913186 2.508835e-15 4.526730e-13
24 C1qb ENSMUSG00000036905 1706.843435 0.709253 -7.846027 4.294230e-15 7.435091e-13
25 Plppr4 ENSMUSG00000044667 545.471721 0.867126 -7.784684 6.988793e-15 1.163057e-12
26 Arg2 ENSMUSG00000021125 389.752252 0.884616 -7.713982 1.219520e-14 1.953626e-12
27 Cd63 ENSMUSG00000025351 5138.213127 0.601866 -7.593747 3.107838e-14 4.799230e-12
28 1700025G04Rik ENSMUSG00000032666 5242.276743 0.592958 -7.454353 9.030998e-14 1.346090e-11
29 Aim1 ENSMUSG00000019866 554.456799 0.850782 -7.439136 1.013460e-13 1.459809e-11
30 Podxl ENSMUSG00000025608 1575.642204 0.686405 -7.364919 1.772542e-13 2.470174e-11
31 Filip1l ENSMUSG00000043336 572.398895 0.802930 -7.234809 4.661851e-13 6.292031e-11
32 Inpp4b ENSMUSG00000037940 265.079339 0.911853 -7.210731 5.565229e-13 7.312611e-11
33 Sectm1b ENSMUSG00000039364 194.167058 0.998772 -6.998846 2.580798e-12 3.276849e-10
34 Nfil3 ENSMUSG00000056749 345.920854 0.914688 -6.969709 3.175962e-12 3.916486e-10
35 Srxn1 ENSMUSG00000032802 17749.447535 0.598266 -6.892196 5.493748e-12 6.585198e-10
36 Ms4a7 ENSMUSG00000024672 211.819493 0.887656 -6.825385 8.769012e-12 1.022515e-09
37 Rnf112 ENSMUSG00000010086 4098.481132 -0.572777 6.720270 1.813879e-11 2.059053e-09
38 En1 ENSMUSG00000058665 29.247691 0.967621 -6.683662 2.330438e-11 2.577164e-09
39 Taf7l ENSMUSG00000009596 58.610232 0.944848 -6.642619 3.081587e-11 3.301343e-09
40 Ibsp ENSMUSG00000029306 515.056424 0.913920 -6.578546 4.750698e-11 4.965348e-09
41 Pde4b ENSMUSG00000028525 1397.491979 0.579037 -6.531912 6.493551e-11 6.625354e-09
42 A830010M20Rik ENSMUSG00000044060 2919.794150 0.634026 -6.424378 1.324101e-10 1.319559e-08
43 Pnp ENSMUSG00000021871 1033.326078 0.621687 -6.372998 1.853679e-10 1.805336e-08
44 Uap1 ENSMUSG00000026670 4392.649088 0.461576 -6.338069 2.326619e-10 2.215588e-08
45 Nmb ENSMUSG00000025723 3256.551545 -0.668514 6.308321 2.820793e-10 2.627783e-08
46 Fcer1g ENSMUSG00000058715 556.298426 0.735078 -6.194826 5.834941e-10 5.320039e-08
47 Th ENSMUSG00000000214 4138.211600 -0.610492 6.070828 1.272524e-09 1.136059e-07
48 Pxdc1 ENSMUSG00000021411 477.330006 0.732723 -6.026429 1.676222e-09 1.465924e-07
49 Gpr119 ENSMUSG00000051209 145.343991 0.822896 -5.958867 2.539931e-09 2.176848e-07
50 Plaur ENSMUSG00000046223 471.768674 0.710971 -5.915084 3.317058e-09 2.787141e-07
51 Esd ENSMUSG00000021996 6915.461113 0.554238 -5.878588 4.137815e-09 3.394226e-07
52 Ly6g ENSMUSG00000022582 88.869956 0.845882 -5.836138 5.342459e-09 4.319579e-07
53 Ccdc162 ENSMUSG00000075225 187.970746 0.762592 -5.775902 7.654194e-09 6.046108e-07
54 Cited2 ENSMUSG00000039910 898.929113 0.706779 -5.760166 8.403126e-09 6.517556e-07
55 Itga7 ENSMUSG00000025348 8836.099402 0.687449 -5.706812 1.151120e-08 8.769487e-07
56 Them4 ENSMUSG00000028145 2209.860304 0.477298 -5.685315 1.305714e-08 9.773471e-07
57 Syt7 ENSMUSG00000024743 12173.281232 -0.480565 5.650580 1.599070e-08 1.176380e-06
58 Synpo2 ENSMUSG00000050315 661.302294 0.782864 -5.630019 1.801894e-08 1.303218e-06
59 Slc6a19 ENSMUSG00000021565 1407.135648 0.641439 -5.608616 2.039504e-08 1.450587e-06
60 Tcf4 ENSMUSG00000053477 3221.484564 0.476041 -5.551818 2.827136e-08 1.977956e-06
61 Tgfbr1 ENSMUSG00000007613 1878.831124 0.555008 -5.511270 3.562528e-08 2.452195e-06
62 Lin7b ENSMUSG00000003872 498.277117 -0.614792 5.487667 4.072760e-08 2.759335e-06
63 Chpt1 ENSMUSG00000060002 3216.792835 0.613103 -5.473168 4.420617e-08 2.952715e-06
64 Ckm ENSMUSG00000030399 1621.263042 0.200993 -5.436427 5.435973e-08 3.556413e-06
65 Sdpr ENSMUSG00000045954 1547.190653 0.602709 -5.420474 5.944109e-08 3.844829e-06
66 Arhgap42 ENSMUSG00000050730 1914.008502 0.490603 -5.411401 6.253366e-08 3.990567e-06
67 Csf1r ENSMUSG00000024621 2058.520289 0.561670 -5.392116 6.963283e-08 4.356118e-06
68 Paqr7 ENSMUSG00000037348 2683.166398 -0.453835 5.374706 7.670781e-08 4.746746e-06
69 C3ar1 ENSMUSG00000040552 416.790372 0.638669 -5.351247 8.735010e-08 5.328356e-06
70 Ccng1 ENSMUSG00000020326 8930.360647 0.487337 -5.334489 9.581412e-08 5.762631e-06
71 Prdm1 ENSMUSG00000038151 69.583461 0.782195 -5.311110 1.089594e-07 6.440249e-06
72 Phf24 ENSMUSG00000036062 74983.323382 -0.453463 5.290473 1.220002e-07 7.112942e-06
73 Rab37 ENSMUSG00000020732 2187.919687 -0.428484 5.278700 1.301033e-07 7.483561e-06
74 Crem ENSMUSG00000063889 640.069865 0.586185 -5.270856 1.357893e-07 7.715518e-06
75 Unc45b ENSMUSG00000018845 111.480390 0.708201 -5.246122 1.553341e-07 8.701247e-06
76 Unc5b ENSMUSG00000020099 464.164167 -0.602612 5.210926 1.879007e-07 1.038969e-05
77 Jph3 ENSMUSG00000025318 6202.137797 -0.541901 5.195926 2.037029e-07 1.111997e-05
78 Prkcq ENSMUSG00000026778 5643.562480 -0.371148 5.163726 2.420823e-07 1.304885e-05
79 Ddr2 ENSMUSG00000026674 3577.461644 0.561261 -5.144960 2.675772e-07 1.424392e-05
80 Sh3kbp1 ENSMUSG00000040990 1922.697737 0.425620 -5.124828 2.978093e-07 1.565874e-05
81 Fgf11 ENSMUSG00000042826 1061.179181 0.541590 -5.111255 3.200253e-07 1.662289e-05
82 Serpina3g ENSMUSG00000041481 4975.589229 -0.422457 5.097114 3.448701e-07 1.769886e-05
83 Stfa2 ENSMUSG00000022902 17.415075 0.569847 -5.073514 3.905364e-07 1.974686e-05
84 Spns3 ENSMUSG00000020798 54.631755 0.727070 -5.057038 4.258182e-07 2.134196e-05
85 Ntrk1 ENSMUSG00000028072 7499.283874 -0.545480 5.040457 4.644211e-07 2.300764e-05
86 Dach2 ENSMUSG00000025592 65.433682 0.740815 -5.026139 5.004525e-07 2.450930e-05
87 Mylk ENSMUSG00000022836 1330.233343 0.623212 -5.016758 5.255078e-07 2.544556e-05
88 Chd5 ENSMUSG00000005045 3628.388469 -0.426177 4.997166 5.817912e-07 2.779091e-05
89 Ccdc172 ENSMUSG00000025090 608.762834 0.543096 -4.988483 6.085519e-07 2.881544e-05
90 Cttnbp2 ENSMUSG00000000416 1155.098102 0.542034 -4.956080 7.192943e-07 3.368695e-05
91 1810041L15Rik ENSMUSG00000062760 4008.249143 -0.416101 4.928459 8.288085e-07 3.839624e-05
92 Coil ENSMUSG00000033983 902.301269 0.462619 -4.924519 8.456817e-07 3.875890e-05
93 Igfbp3 ENSMUSG00000020427 1337.503405 0.604765 -4.910723 9.074128e-07 4.114805e-05
94 Hn1 ENSMUSG00000020737 6621.883776 0.416878 -4.885709 1.030572e-06 4.624356e-05
95 Sh3glb1 ENSMUSG00000037062 6076.458447 0.420008 -4.881184 1.054506e-06 4.682715e-05
96 Asb11 ENSMUSG00000031382 45.167336 0.406106 -4.867451 1.130467e-06 4.968546e-05
97 L3mbtl1 ENSMUSG00000035576 464.441725 -0.592566 4.849521 1.237598e-06 5.384179e-05
98 Cnn1 ENSMUSG00000001349 148.230383 0.660789 -4.841966 1.285610e-06 5.536844e-05
99 Clec12a ENSMUSG00000053063 392.418630 0.679222 -4.825189 1.398703e-06 5.978657e-05
100 Cd33 ENSMUSG00000004609 275.760166 0.673551 -4.811205 1.500234e-06 6.333868e-05
101 Cnih2 ENSMUSG00000024873 562.289469 -0.581251 4.794897 1.627581e-06 6.804478e-05
102 1700001L05Rik ENSMUSG00000075511 1418.494601 -0.454450 4.775298 1.794410e-06 7.429463e-05
103 Brinp2 ENSMUSG00000004031 2248.642201 -0.398909 4.753532 1.998932e-06 8.197055e-05
104 Cd72 ENSMUSG00000028459 150.698103 0.666142 -4.738651 2.151452e-06 8.738872e-05
105 Asb5 ENSMUSG00000031519 65.708107 0.492228 -4.719913 2.359458e-06 9.493774e-05
106 Kitl ENSMUSG00000019966 4772.631620 0.423625 -4.709819 2.479374e-06 9.883477e-05
107 Ildr2 ENSMUSG00000040612 1708.813914 0.604766 -4.693462 2.686198e-06 1.060924e-04
108 Cd52 ENSMUSG00000000682 484.846830 0.626666 -4.680273 2.864929e-06 1.121181e-04
109 Pnpla3 ENSMUSG00000041653 935.219188 -0.606189 4.674512 2.946540e-06 1.144430e-04
110 Arhgef15 ENSMUSG00000052921 484.158457 0.536571 -4.646985 3.368215e-06 1.294497e-04
111 Chst2 ENSMUSG00000033350 4599.085909 0.551091 -4.635570 3.559546e-06 1.355870e-04
112 Evi2a ENSMUSG00000078771 182.455994 0.620041 -4.625054 3.745010e-06 1.413947e-04
113 Syt3 ENSMUSG00000030731 1060.826544 -0.542463 4.611812 3.991747e-06 1.493942e-04
114 Camk2b ENSMUSG00000057897 2165.501453 -0.393365 4.603239 4.159713e-06 1.543325e-04
115 Tpmt ENSMUSG00000021376 636.677868 0.560542 -4.578840 4.675618e-06 1.712495e-04
116 Fam163a ENSMUSG00000015484 140.888497 0.673017 -4.571208 4.849216e-06 1.768519e-04
117 Adcyap1 ENSMUSG00000024256 6083.247354 0.487655 -4.557837 5.168315e-06 1.868989e-04
118 Kcna2 ENSMUSG00000040724 6615.498840 -0.317752 4.521351 6.144612e-06 2.203447e-04
119 Ajap1 ENSMUSG00000039546 56.647051 0.667581 -4.508363 6.532977e-06 2.327259e-04
120 Ugdh ENSMUSG00000029201 1776.636541 0.388157 -4.494057 6.987887e-06 2.464596e-04
121 Corin ENSMUSG00000005220 118.438206 0.640279 -4.483429 7.345319e-06 2.569513e-04
122 Rtn4 ENSMUSG00000020458 53205.000765 0.377116 -4.476709 7.580255e-06 2.630226e-04
123 Lmod1 ENSMUSG00000048096 130.140644 0.657768 -4.470087 7.818788e-06 2.691202e-04
124 Fsip2 ENSMUSG00000075249 23.933902 0.529569 -4.458699 8.245873e-06 2.815588e-04
125 Rpl35 ENSMUSG00000062997 5890.793347 0.390708 -4.449010 8.626681e-06 2.922331e-04
126 Gm14287 ENSMUSG00000082329 27.549398 -0.316849 4.429224 9.457291e-06 3.178577e-04
127 Gm16551 ENSMUSG00000066477 457.333336 -0.552386 4.413249 1.018310e-05 3.389291e-04
128 Tm4sf1 ENSMUSG00000027800 1352.981210 0.480121 -4.400013 1.082442e-05 3.574201e-04
129 Eml1 ENSMUSG00000058070 20208.608139 -0.378708 4.392670 1.119671e-05 3.669653e-04
130 Stom ENSMUSG00000026880 2706.839047 0.449022 -4.373607 1.222106e-05 3.967446e-04
131 Itgb8 ENSMUSG00000025321 10607.677389 0.431241 -4.361491 1.291788e-05 4.169970e-04
132 Pde11a ENSMUSG00000075270 2926.923451 -0.408322 4.352885 1.343575e-05 4.304715e-04
133 Rpl23a ENSMUSG00000058546 4217.501963 0.452739 -4.343360 1.403199e-05 4.462381e-04
134 Tmem173 ENSMUSG00000024349 492.890523 0.468243 -4.333088 1.470324e-05 4.641402e-04
135 Kirrel3 ENSMUSG00000032036 1545.213929 -0.412749 4.328413 1.501878e-05 4.704466e-04
136 Chac1 ENSMUSG00000027313 280.148989 0.573529 -4.324163 1.531123e-05 4.744788e-04
137 Anp32a ENSMUSG00000032249 4214.430836 0.356434 -4.319295 1.565285e-05 4.834333e-04
138 Pnck ENSMUSG00000002012 450.459400 -0.491098 4.310303 1.630308e-05 4.999127e-04
139 Clec4a3 ENSMUSG00000043832 150.109531 0.609018 -4.307250 1.652967e-05 5.032594e-04
140 Fgf7 ENSMUSG00000027208 523.843600 0.519336 -4.297960 1.723771e-05 5.211139e-04
141 Rimkla ENSMUSG00000048899 6744.401771 -0.349289 4.291974 1.770918e-05 5.316166e-04
142 Clec4a1 ENSMUSG00000049037 155.677742 0.608852 -4.286058 1.818718e-05 5.427030e-04
143 Igkv6-15 ENSMUSG00000094797 18.370489 0.358503 -4.275262 1.909123e-05 5.651862e-04
144 Cxcl14 ENSMUSG00000021508 142.253613 0.629162 -4.268241 1.970204e-05 5.801245e-04
145 Rgs3 ENSMUSG00000059810 3919.962308 -0.365216 4.259339 2.050325e-05 5.985518e-04
146 Jak2 ENSMUSG00000024789 1955.949602 0.381019 -4.251012 2.128072e-05 6.172130e-04
147 Sgpp2 ENSMUSG00000032908 6283.349406 -0.377863 4.243526 2.200346e-05 6.338846e-04
148 Htr3a ENSMUSG00000032269 5359.788720 -0.545080 4.224672 2.392889e-05 6.847497e-04
149 Prr33 ENSMUSG00000043795 94.737661 0.612872 -4.213025 2.519727e-05 7.150769e-04
150 Rpl30 ENSMUSG00000058600 4786.732120 0.347805 -4.204510 2.616484e-05 7.376506e-04
151 Arfgap3 ENSMUSG00000054277 3590.835421 -0.344597 4.197494 2.698853e-05 7.556487e-04
152 Gm10123 ENSMUSG00000062933 384.082182 -0.592479 4.191350 2.772993e-05 7.716213e-04
153 Tmprss11b ENSMUSG00000035861 22.762075 0.528728 -4.181275 2.898784e-05 8.014202e-04
154 Meox2 ENSMUSG00000036144 704.558374 0.482705 -4.176654 2.958290e-05 8.126290e-04
155 Gm12312 ENSMUSG00000082145 18.081713 -0.315132 4.173833 2.995175e-05 8.175207e-04
156 Itga8 ENSMUSG00000026768 134.869847 0.609512 -4.163156 3.138793e-05 8.512984e-04
157 Mthfd2 ENSMUSG00000005667 1392.797019 0.406644 -4.156987 3.224728e-05 8.677404e-04
158 Abra ENSMUSG00000042895 26.892136 0.283982 -4.151201 3.307356e-05 8.858029e-04
159 Kcnn1 ENSMUSG00000002908 1882.511166 -0.429813 4.138458 3.496486e-05 9.292971e-04
160 Rnf2 ENSMUSG00000026484 1079.820043 0.433964 -4.133742 3.569035e-05 9.440869e-04
161 Abracl ENSMUSG00000078453 407.984339 0.498521 -4.127025 3.674860e-05 9.661163e-04
162 Cdh15 ENSMUSG00000031962 393.447395 -0.482314 4.101942 4.096965e-05 1.070519e-03
163 Gm13341 ENSMUSG00000083863 82.380427 0.606053 -4.093140 4.255705e-05 1.104757e-03
164 Itgbl1 ENSMUSG00000032925 1548.604347 0.482915 -4.089063 4.331188e-05 1.118086e-03
165 Adh1 ENSMUSG00000074207 369.574207 0.524188 -4.078387 4.534922e-05 1.163669e-03
166 Slc45a3 ENSMUSG00000026435 1479.800973 -0.408509 4.071521 4.670711e-05 1.191379e-03
167 Emc9 ENSMUSG00000022217 2659.845733 -0.437365 4.067594 4.750108e-05 1.204462e-03
168 Mocs2 ENSMUSG00000015536 3903.413565 0.351420 -4.061839 4.868759e-05 1.227285e-03
169 Il1rn ENSMUSG00000026981 67.297339 0.596874 -4.052241 5.072928e-05 1.272811e-03
170 Gm14273 ENSMUSG00000085905 38.615920 0.574895 -4.043564 5.264488e-05 1.311607e-03
171 Hmgn5 ENSMUSG00000031245 279.135564 0.568970 -4.040085 5.343192e-05 1.321611e-03
172 Phip ENSMUSG00000032253 3612.102225 0.430972 -4.031820 5.534660e-05 1.363069e-03
173 Cplx2 ENSMUSG00000025867 13926.271701 -0.334032 4.028300 5.618151e-05 1.375725e-03
174 Rap1a ENSMUSG00000068798 2640.796289 0.419686 -4.020269 5.813161e-05 1.415389e-03
175 Rps24 ENSMUSG00000025290 12628.526847 0.371852 -4.011613 6.030528e-05 1.460018e-03
176 Igkv1-117 ENSMUSG00000094335 20.686622 0.426406 -4.003223 6.248541e-05 1.504301e-03
177 Adra2c ENSMUSG00000045318 775.498537 -0.496834 4.000499 6.320902e-05 1.517205e-03
178 Gm26656 ENSMUSG00000096931 35.233861 0.535329 -3.994924 6.471497e-05 1.540666e-03
179 Ets2 ENSMUSG00000022895 1134.245840 0.410693 -3.987475 6.678019e-05 1.581049e-03
180 Kcng4 ENSMUSG00000045246 509.419290 -0.491459 3.980554 6.875477e-05 1.618854e-03
181 Flywch2 ENSMUSG00000023911 370.424747 -0.492521 3.972239 7.120036e-05 1.667275e-03
182 Dkk3 ENSMUSG00000030772 6967.211749 -0.324692 3.955762 7.629094e-05 1.773005e-03
183 Lpp ENSMUSG00000033306 2060.455679 0.389209 -3.951667 7.760864e-05 1.797689e-03
184 Ldhd ENSMUSG00000031958 703.556060 -0.411147 3.941892 8.084140e-05 1.862503e-03
185 Rarres1 ENSMUSG00000049404 1872.396770 -0.387567 3.936694 8.261182e-05 1.893114e-03
186 Ppp2r3a ENSMUSG00000043154 1969.194245 0.329759 -3.929912 8.497691e-05 1.934887e-03
187 Fkbp4 ENSMUSG00000030357 17250.957141 -0.284794 3.909251 9.258278e-05 2.099155e-03
188 Qk ENSMUSG00000062078 11057.268805 0.433507 -3.900608 9.595139e-05 2.161239e-03
189 Cd68 ENSMUSG00000018774 332.882443 0.506687 -3.891611 9.958079e-05 2.234181e-03
190 Fitm1 ENSMUSG00000022215 18.180890 0.263239 -3.879550 1.046500e-04 2.333293e-03
191 Haglr ENSMUSG00000075277 254.185811 -0.483543 3.874812 1.067069e-04 2.369253e-03
192 Nectin4 ENSMUSG00000006411 969.972500 -0.377833 3.865833 1.107106e-04 2.445477e-03
193 Pcnx2 ENSMUSG00000060212 2673.217124 -0.394651 3.857940 1.143467e-04 2.512843e-03
194 Ly6a ENSMUSG00000075602 974.623857 0.413818 -3.848100 1.190377e-04 2.602582e-03
195 Lrrfip1 ENSMUSG00000026305 1492.203785 0.350318 -3.843718 1.211842e-04 2.632723e-03
196 Nln ENSMUSG00000021710 782.053114 0.371730 -3.840828 1.226199e-04 2.653823e-03
197 Grin1 ENSMUSG00000026959 3255.882216 -0.388816 3.834714 1.257103e-04 2.707035e-03
198 Casp6 ENSMUSG00000027997 313.742234 0.485476 -3.829868 1.282120e-04 2.748783e-03
199 Rasgrp1 ENSMUSG00000027347 11487.058826 -0.328126 3.824952 1.307974e-04 2.785091e-03
200 Ankrd45 ENSMUSG00000044835 879.344838 0.408229 -3.815416 1.359534e-04 2.870368e-03
201 Htr4 ENSMUSG00000026322 711.803855 -0.374611 3.814063 1.367008e-04 2.878610e-03
202 Nexn ENSMUSG00000039103 1213.440188 0.464109 -3.809387 1.393120e-04 2.917057e-03
203 Nono ENSMUSG00000031311 8910.800285 0.349014 -3.803340 1.427583e-04 2.976911e-03
204 Tmed5 ENSMUSG00000063406 1789.435606 0.455221 -3.800981 1.441242e-04 2.990839e-03
205 Adap2 ENSMUSG00000020709 183.050183 0.494374 -3.791906 1.494956e-04 3.085866e-03
206 Chia1 ENSMUSG00000062778 256.350583 -0.500925 3.788023 1.518505e-04 3.120947e-03
207 1110038B12Rik ENSMUSG00000092203 461.850576 0.445880 -3.783531 1.546191e-04 3.162679e-03
208 Dgcr6 ENSMUSG00000003531 1677.686903 -0.418876 3.777725 1.582672e-04 3.215833e-03
209 Ero1lb ENSMUSG00000057069 640.249126 -0.433351 3.775691 1.595648e-04 3.232979e-03
210 Ccl12 ENSMUSG00000035352 141.523912 0.551793 -3.767672 1.647773e-04 3.321718e-03
211 Tmem132e ENSMUSG00000020701 5790.646359 -0.463600 3.763220 1.677397e-04 3.366775e-03
212 Gls2 ENSMUSG00000044005 388.737151 -0.424081 3.759579 1.701995e-04 3.397904e-03
213 Mum1 ENSMUSG00000020156 1683.734126 -0.347253 3.752270 1.752408e-04 3.476623e-03
214 Ifi209 ENSMUSG00000043263 124.457285 0.547702 -3.748769 1.777043e-04 3.517356e-03
215 Rock1 ENSMUSG00000024290 2227.426616 0.332474 -3.740796 1.834384e-04 3.610008e-03
216 Pdlim3 ENSMUSG00000031636 106.291464 0.217803 -3.735140 1.876108e-04 3.679446e-03
217 Clec1a ENSMUSG00000033082 462.050537 0.424766 -3.731114 1.906346e-04 3.718390e-03
218 Plek ENSMUSG00000020120 1200.363890 0.468217 -3.727756 1.931923e-04 3.754546e-03
219 Agtpbp1 ENSMUSG00000021557 21765.312170 0.300580 -3.725010 1.953076e-04 3.770009e-03
220 Tmem59l ENSMUSG00000035964 4128.362764 -0.406923 3.720563 1.987790e-04 3.828394e-03
221 Sord ENSMUSG00000027227 2037.845090 -0.372889 3.715108 2.031168e-04 3.894436e-03
222 Tmem151b ENSMUSG00000096847 2633.169634 -0.421942 3.709991 2.072666e-04 3.956300e-03
223 Naa50 ENSMUSG00000022698 3387.707858 0.363103 -3.695099 2.198010e-04 4.172324e-03
224 Gm14025 ENSMUSG00000079051 137.134048 -0.521287 3.691475 2.229571e-04 4.213569e-03
225 Osbpl7 ENSMUSG00000038534 566.981026 -0.378742 3.687634 2.263493e-04 4.255927e-03
226 Mrps34 ENSMUSG00000038880 645.789812 -0.402377 3.685399 2.283450e-04 4.277663e-03
227 Ecm2 ENSMUSG00000043631 1916.349933 0.472538 -3.681676 2.317056e-04 4.320004e-03
228 Rps28 ENSMUSG00000067288 3887.124741 0.317472 -3.679032 2.341206e-04 4.347845e-03
229 Stag2 ENSMUSG00000025862 5946.260547 0.333320 -3.672762 2.399432e-04 4.436750e-03
230 Casz1 ENSMUSG00000028977 4168.156493 -0.360522 3.669001 2.434998e-04 4.483168e-03
231 Osbpl10 ENSMUSG00000040875 2270.591241 -0.373892 3.667982 2.444728e-04 4.486129e-03
232 Psd ENSMUSG00000037126 577.651465 -0.408141 3.663927 2.483777e-04 4.534018e-03
233 Lpcat2 ENSMUSG00000033192 362.983646 0.432837 -3.661016 2.512167e-04 4.561553e-03
234 Cd86 ENSMUSG00000022901 164.394908 0.493137 -3.656017 2.561648e-04 4.641518e-03
235 Gcnt1 ENSMUSG00000038843 181.071858 0.517056 -3.645448 2.669266e-04 4.811135e-03
236 Nbas ENSMUSG00000020576 3616.517998 -0.320289 3.642232 2.702840e-04 4.846169e-03
237 Eif1a ENSMUSG00000057561 4808.047429 0.361985 -3.637078 2.757487e-04 4.928685e-03
238 Itpkc ENSMUSG00000003752 532.867435 0.444491 -3.634768 2.782312e-04 4.952400e-03
239 Eps8l1 ENSMUSG00000006154 222.197620 0.516750 -3.631781 2.814719e-04 4.989358e-03
240 Dhrs1 ENSMUSG00000002332 7653.003870 0.268886 -3.625698 2.881817e-04 5.082915e-03
241 Zfp772 ENSMUSG00000066838 413.425696 0.435090 -3.625152 2.887911e-04 5.082915e-03
242 B630019K06Rik ENSMUSG00000052364 1118.123464 -0.361485 3.616917 2.981325e-04 5.225404e-03
243 Pbx1 ENSMUSG00000052534 3086.572273 0.305893 -3.611751 3.041362e-04 5.297966e-03
244 Ppfia4 ENSMUSG00000026458 2828.846507 -0.351944 3.602064 3.157007e-04 5.482702e-03
245 Cfap36 ENSMUSG00000020462 5716.497161 0.336844 -3.598725 3.197811e-04 5.530887e-03
246 Ak5 ENSMUSG00000039058 3334.448798 -0.301300 3.595226 3.241101e-04 5.583489e-03
247 Xpo1 ENSMUSG00000020290 6270.623614 0.298025 -3.587228 3.342120e-04 5.732053e-03
248 Snrpert ENSMUSG00000082044 142.482419 0.500472 -3.585229 3.367826e-04 5.755523e-03
249 Wdr34 ENSMUSG00000039715 427.735814 -0.399745 3.580239 3.432800e-04 5.843260e-03
250 Cln5 ENSMUSG00000022125 1847.661449 0.298759 -3.575720 3.492660e-04 5.921630e-03
251 Ptma ENSMUSG00000026238 8417.919582 0.291637 -3.565435 3.632532e-04 6.130152e-03
252 Aip ENSMUSG00000024847 4088.932032 -0.277783 3.563356 3.661436e-04 6.153007e-03
253 Sh2d5 ENSMUSG00000045349 444.883418 -0.419335 3.561268 3.690679e-04 6.183962e-03
254 Cpa3 ENSMUSG00000001865 509.589410 0.456629 -3.556262 3.761693e-04 6.278402e-03
255 Erg ENSMUSG00000040732 289.668742 0.434655 -3.553265 3.804807e-04 6.327510e-03
256 B230219D22Rik ENSMUSG00000045767 6202.921510 0.284007 -3.540916 3.987406e-04 6.603683e-03
257 Ndn ENSMUSG00000033585 9171.814768 -0.308947 3.537979 4.032026e-04 6.649777e-03
258 Crocc ENSMUSG00000040860 346.326247 -0.426669 3.533543 4.100292e-04 6.732098e-03
259 Itgb1bp2 ENSMUSG00000031312 25.814718 0.356772 -3.531559 4.131171e-04 6.763361e-03
260 Npm1 ENSMUSG00000057113 10279.814687 0.359075 -3.528970 4.171797e-04 6.803879e-03
261 Nrg1 ENSMUSG00000062991 3163.177566 -0.292840 3.525087 4.233432e-04 6.878223e-03
262 BC018473 ENSMUSG00000056032 31.307206 -0.140415 3.520677 4.304462e-04 6.967213e-03
263 Plp1 ENSMUSG00000031425 24665.956166 0.284945 -3.517678 4.353405e-04 7.019917e-03
264 Tcea1 ENSMUSG00000033813 2653.266550 0.339374 -3.514910 4.399033e-04 7.066901e-03
265 Foxj1 ENSMUSG00000034227 775.521878 -0.398713 3.511271 4.459700e-04 7.138160e-03
266 Eid1 ENSMUSG00000091337 2691.186671 0.348708 -3.500585 4.642376e-04 7.402322e-03
267 Igkv8-24 ENSMUSG00000076583 141.683451 0.078615 -3.495556 4.730761e-04 7.515289e-03
268 Angel1 ENSMUSG00000021257 2917.999944 -0.370008 3.491804 4.797696e-04 7.593472e-03
269 Bcan ENSMUSG00000004892 2876.581560 -0.406296 3.489102 4.846455e-04 7.635394e-03
270 Kcnc3 ENSMUSG00000062785 4528.161882 -0.402746 3.487161 4.881783e-04 7.671741e-03
271 9330132A10Rik ENSMUSG00000043498 825.782112 0.474181 -3.478903 5.034710e-04 7.888688e-03
272 Zfr2 ENSMUSG00000034949 1263.315657 -0.352389 3.473314 5.140734e-04 8.005982e-03
273 mt-Nd4 ENSMUSG00000064363 183223.512169 0.431526 -3.472040 5.165191e-04 8.026884e-03
274 Alkbh6 ENSMUSG00000042831 976.815382 -0.327958 3.466733 5.268254e-04 8.157465e-03
275 Exoc5 ENSMUSG00000061244 5341.225730 0.285454 -3.462415 5.353505e-04 8.252196e-03
276 Eif5b ENSMUSG00000026083 4297.302363 0.320767 -3.460191 5.397927e-04 8.298284e-03
277 Rps3a2 ENSMUSG00000062611 101.689797 -0.463230 3.458684 5.428211e-04 8.315010e-03
278 Kcnab2 ENSMUSG00000028931 37432.345438 -0.354631 3.452045 5.563551e-04 8.491971e-03
279 Lrfn1 ENSMUSG00000030600 1329.861669 -0.444234 3.449222 5.622053e-04 8.550809e-03
280 Pnrc2 ENSMUSG00000028675 2214.239941 0.337449 -3.446024 5.688996e-04 8.616305e-03
281 Dok7 ENSMUSG00000044716 251.040360 -0.444307 3.443985 5.732077e-04 8.664110e-03
282 5930412G12Rik ENSMUSG00000072591 85.254659 0.507776 -3.442565 5.762255e-04 8.671846e-03
283 Srsf10 ENSMUSG00000028676 2918.276408 0.329810 -3.437333 5.874736e-04 8.807132e-03
284 Myoz2 ENSMUSG00000028116 50.917668 0.389542 -3.433964 5.948229e-04 8.889154e-03
285 Adora1 ENSMUSG00000042429 4650.192623 -0.276671 3.431063 6.012212e-04 8.953547e-03
286 Tyrobp ENSMUSG00000030579 703.624717 0.476093 -3.427407 6.093751e-04 9.050610e-03
287 Cyb5r2 ENSMUSG00000048065 82.487195 0.504520 -3.420955 6.240160e-04 9.228868e-03
288 Plekhd1 ENSMUSG00000066438 3136.535302 -0.326070 3.419754 6.267773e-04 9.245139e-03
289 Smc2 ENSMUSG00000028312 822.500312 0.374505 -3.410866 6.475681e-04 9.511539e-03
290 Gm3608 ENSMUSG00000067017 130.205726 -0.248280 3.406014 6.591874e-04 9.649130e-03
291 Myh14 ENSMUSG00000030739 4091.269828 -0.321093 3.403066 6.663406e-04 9.720634e-03
292 Lrrn2 ENSMUSG00000026443 971.988791 -0.375692 3.396044 6.836741e-04 9.939659e-03
293 Wsb1 ENSMUSG00000017677 3107.523647 0.355059 -3.393673 6.896189e-04 9.992187e-03
294 Vwa7 ENSMUSG00000007030 2941.721803 -0.375195 3.388763 7.020866e-04 1.009401e-02
295 Coro1a ENSMUSG00000030707 5150.004503 -0.397022 3.388742 7.021399e-04 1.009401e-02
296 Clec4n ENSMUSG00000023349 47.825763 0.497887 -3.385251 7.111307e-04 1.019188e-02
297 Gfra4 ENSMUSG00000027316 510.289442 -0.393686 3.383384 7.159838e-04 1.023576e-02
298 Krcc1 ENSMUSG00000053012 1150.135480 0.386088 -3.377910 7.303895e-04 1.040699e-02
299 Myof ENSMUSG00000048612 639.914282 0.401548 -3.372154 7.458266e-04 1.059173e-02
300 9530077C05Rik ENSMUSG00000036411 923.077729 -0.337124 3.369998 7.516866e-04 1.063174e-02
301 Mcur1 ENSMUSG00000021371 1289.647818 0.294782 -3.366308 7.618148e-04 1.074755e-02
302 Ank1 ENSMUSG00000031543 15393.574840 -0.351262 3.361111 7.762965e-04 1.091591e-02
303 Lrif1 ENSMUSG00000056260 1107.357301 0.376875 -3.359571 7.806363e-04 1.094104e-02
304 Lnx1 ENSMUSG00000029228 498.295867 -0.383763 3.354824 7.941540e-04 1.109421e-02
305 Oscp1 ENSMUSG00000042616 1115.261589 -0.301143 3.352083 8.020611e-04 1.116826e-02
306 Ryk ENSMUSG00000032547 1244.392044 0.302429 -3.349088 8.107802e-04 1.124400e-02
307 Cxcl12 ENSMUSG00000061353 2955.706160 0.423646 -3.347377 8.158011e-04 1.128624e-02
308 Glipr2 ENSMUSG00000028480 1171.873571 0.315035 -3.345106 8.225111e-04 1.134245e-02
309 Prrxl1 ENSMUSG00000041730 1812.020956 -0.303050 3.342283 8.309233e-04 1.142697e-02
310 Mir6236 ENSMUSG00000098973 3337.553280 0.485888 -3.340461 8.363935e-04 1.146013e-02
311 Htr3b ENSMUSG00000008590 846.671340 -0.428022 3.336677 8.478641e-04 1.158027e-02
312 Gm11512 ENSMUSG00000081043 23.156137 0.428213 -3.332705 8.600614e-04 1.170954e-02
313 Mt3 ENSMUSG00000031760 5447.448895 -0.319051 3.325825 8.815715e-04 1.196438e-02
314 Ttk ENSMUSG00000038379 70.608381 0.489514 -3.323314 8.895461e-04 1.203450e-02
315 Snx10 ENSMUSG00000038301 8896.698750 0.284607 -3.319888 9.005353e-04 1.213528e-02
316 D130043K22Rik ENSMUSG00000006711 4541.022347 -0.347176 3.316704 9.108608e-04 1.224554e-02
317 Gm10125 ENSMUSG00000063087 262.012551 -0.424762 3.309238 9.355036e-04 1.253750e-02
318 Otoa ENSMUSG00000034990 428.332484 -0.402635 3.304104 9.528032e-04 1.272954e-02
319 Igkv3-4 ENSMUSG00000096715 16.382006 0.272538 -3.301588 9.613918e-04 1.280436e-02
320 Tpt1 ENSMUSG00000060126 28003.657271 0.279887 -3.298555 9.718389e-04 1.290340e-02
321 Mpp3 ENSMUSG00000052373 218.245975 -0.433898 3.294898 9.845742e-04 1.303211e-02
322 B3gnt5 ENSMUSG00000022686 503.805609 0.379980 -3.290581 9.998081e-04 1.319300e-02
323 Telo2 ENSMUSG00000024170 605.082910 -0.363991 3.289229 1.004621e-03 1.321582e-02
324 Col5a2 ENSMUSG00000026042 2728.404053 0.288054 -3.285720 1.017220e-03 1.334061e-02
325 Etfrf1 ENSMUSG00000040370 1667.219220 0.313946 -3.283632 1.024788e-03 1.340709e-02
326 Celf5 ENSMUSG00000034818 307.660914 -0.406625 3.282142 1.030219e-03 1.342888e-02
327 Stoml1 ENSMUSG00000032333 4810.930346 -0.327619 3.277853 1.045999e-03 1.359323e-02
328 Atp11c ENSMUSG00000062949 2206.106608 0.359088 -3.275377 1.055211e-03 1.367148e-02
329 Alg1 ENSMUSG00000039427 941.013376 -0.343933 3.272230 1.067027e-03 1.378290e-02
330 Ppp1r3a ENSMUSG00000042717 181.150181 0.233674 -3.270911 1.072018e-03 1.380576e-02
331 Ltbp1 ENSMUSG00000001870 762.307906 0.355735 -3.267733 1.084126e-03 1.391985e-02
332 Ndor1 ENSMUSG00000006471 985.948126 -0.297677 3.260253 1.113129e-03 1.423671e-02
333 Irs2 ENSMUSG00000038894 1979.751336 0.423230 -3.258803 1.118832e-03 1.427990e-02
334 Rgs18 ENSMUSG00000026357 100.579746 0.461663 -3.256924 1.126268e-03 1.433688e-02
335 Sirt3 ENSMUSG00000025486 1172.117362 -0.355268 3.254396 1.136338e-03 1.441745e-02
336 Lrrc8b ENSMUSG00000070639 3600.488943 -0.281970 3.252357 1.144522e-03 1.447841e-02
337 Trmt1 ENSMUSG00000001909 1565.248475 -0.288970 3.250489 1.152069e-03 1.453099e-02
338 Pqlc1 ENSMUSG00000034006 5854.652335 -0.324993 3.243944 1.178870e-03 1.482540e-02
339 Abtb2 ENSMUSG00000032724 2852.979295 -0.382913 3.241933 1.187220e-03 1.487584e-02
340 Tnk2 ENSMUSG00000022791 5782.664181 -0.351080 3.240407 1.193593e-03 1.492295e-02
341 mt-Co1 ENSMUSG00000064351 806562.235938 0.369570 -3.238855 1.200105e-03 1.496585e-02
342 Xirp1 ENSMUSG00000079243 25.266518 0.246467 -3.237709 1.204935e-03 1.498619e-02
343 Palld ENSMUSG00000058056 728.835466 0.335890 -3.234908 1.216820e-03 1.508135e-02
344 Galnt1 ENSMUSG00000000420 3554.753276 0.255312 -3.232391 1.227588e-03 1.514909e-02
345 Magi1 ENSMUSG00000045095 8367.020977 -0.249168 3.231871 1.229824e-03 1.515486e-02
346 Txndc17 ENSMUSG00000020803 4362.266443 0.267886 -3.228954 1.242439e-03 1.523476e-02
347 Scamp5 ENSMUSG00000040722 6610.117373 -0.304046 3.228242 1.245535e-03 1.526069e-02
348 Aim2 ENSMUSG00000037860 88.840978 0.470284 -3.223850 1.264794e-03 1.545249e-02
349 Ipo5 ENSMUSG00000030662 8961.095215 0.240294 -3.219897 1.282368e-03 1.562266e-02
350 Actl6b ENSMUSG00000029712 1314.890819 -0.283286 3.216684 1.296813e-03 1.575384e-02
351 Omp ENSMUSG00000074006 188.504715 -0.442943 3.214520 1.306630e-03 1.582823e-02
352 Sla ENSMUSG00000022372 241.331330 0.468136 -3.211344 1.321158e-03 1.595911e-02
353 Srrm3 ENSMUSG00000039860 1271.704737 -0.315417 3.209317 1.330505e-03 1.601558e-02
354 Lum ENSMUSG00000036446 6493.826776 0.346511 -3.205700 1.347345e-03 1.618419e-02
355 A330033J07Rik ENSMUSG00000097622 63.268414 -0.474081 3.199273 1.377745e-03 1.650309e-02
356 Krt19 ENSMUSG00000020911 192.436055 0.449436 -3.196010 1.393423e-03 1.664436e-02
357 Faim2 ENSMUSG00000023011 6001.308129 -0.332719 3.193157 1.407266e-03 1.676299e-02
358 Clec2l ENSMUSG00000079598 4049.849175 -0.419286 3.191721 1.414277e-03 1.681021e-02
359 Herc3 ENSMUSG00000029804 5451.206338 -0.266619 3.188880 1.428250e-03 1.691888e-02
360 Slc25a25 ENSMUSG00000026819 3858.514018 -0.278969 3.186405 1.440525e-03 1.702939e-02
361 Rims2 ENSMUSG00000037386 2018.822018 -0.278810 3.184993 1.447576e-03 1.703188e-02
362 Pde4d ENSMUSG00000021699 1865.301287 -0.270647 3.180992 1.467715e-03 1.724338e-02
363 Plekho2 ENSMUSG00000050721 1317.769920 0.355044 -3.177720 1.484380e-03 1.739150e-02
364 Usp19 ENSMUSG00000006676 5761.694392 -0.320045 3.175175 1.497459e-03 1.749486e-02
365 Bdnf ENSMUSG00000048482 2140.595192 0.321381 -3.172977 1.508843e-03 1.758197e-02
366 Cyb561d2 ENSMUSG00000037190 973.329095 -0.282810 3.171733 1.515325e-03 1.758930e-02
367 Mrgprd ENSMUSG00000051207 8528.816587 -0.343753 3.171378 1.517176e-03 1.759384e-02
368 Ipcef1 ENSMUSG00000064065 170.871894 0.440125 -3.167197 1.539160e-03 1.779011e-02
369 Hes6 ENSMUSG00000067071 845.897876 -0.365132 3.164289 1.554622e-03 1.792049e-02
370 Stim2 ENSMUSG00000039156 1903.232770 0.286183 -3.157679 1.590307e-03 1.828266e-02
371 Cds2 ENSMUSG00000058793 44768.782071 -0.288661 3.156552 1.596462e-03 1.831175e-02
372 Heca ENSMUSG00000039879 1471.660255 0.293523 -3.152596 1.618256e-03 1.850468e-02
373 Tsen34 ENSMUSG00000035585 2507.900405 -0.322669 3.150405 1.630442e-03 1.862942e-02
374 Gm1667 ENSMUSG00000087646 106.240853 -0.464767 3.148570 1.640713e-03 1.866188e-02
375 Foxn2 ENSMUSG00000034998 795.612025 0.309283 -3.145516 1.657943e-03 1.880794e-02
376 Zfp948 ENSMUSG00000067931 1533.166244 0.340049 -3.140377 1.687303e-03 1.909047e-02
377 Dip2a ENSMUSG00000020231 2375.121753 -0.289322 3.132610 1.732595e-03 1.955129e-02
378 Acat3 ENSMUSG00000062480 26.965548 0.397372 -3.126046 1.771737e-03 1.994047e-02
379 Vav1 ENSMUSG00000034116 191.675596 0.459883 -3.123360 1.787992e-03 2.004445e-02
380 Ppic ENSMUSG00000024538 474.620148 0.402381 -3.122259 1.794689e-03 2.008013e-02
381 Arhgap39 ENSMUSG00000033697 4324.845516 -0.266081 3.117299 1.825165e-03 2.038121e-02
382 Pwp2 ENSMUSG00000032834 1045.308928 -0.308035 3.115337 1.837350e-03 2.046395e-02
383 Trim59 ENSMUSG00000034317 188.872566 0.452568 -3.112094 1.857652e-03 2.063644e-02
384 Poll ENSMUSG00000025218 555.035933 -0.365994 3.110097 1.870262e-03 2.069604e-02
385 Igkv10-94 ENSMUSG00000096490 51.152757 0.075842 -3.109132 1.876381e-03 2.073698e-02
386 2900079G21Rik ENSMUSG00000087038 159.411547 -0.450273 3.107515 1.886673e-03 2.079708e-02
387 Selplg ENSMUSG00000048163 367.333325 0.445119 -3.106164 1.895317e-03 2.083876e-02
388 Mss51 ENSMUSG00000021815 52.622576 0.428962 -3.102083 1.921643e-03 2.103539e-02
389 Hmgb2 ENSMUSG00000054717 617.194800 0.452942 -3.101297 1.926748e-03 2.106275e-02
390 Sptbn4 ENSMUSG00000011751 2893.122846 -0.302498 3.100246 1.933600e-03 2.108825e-02
391 Ppp6r2 ENSMUSG00000036561 2896.244508 -0.252503 3.098006 1.948276e-03 2.120343e-02
392 Pdgfc ENSMUSG00000028019 190.270673 0.424398 -3.095902 1.962152e-03 2.130035e-02
393 Ankrd29 ENSMUSG00000057766 1378.528192 -0.389389 3.095467 1.965036e-03 2.130297e-02
394 Svop ENSMUSG00000042078 2763.717831 -0.375366 3.090440 1.998601e-03 2.158665e-02
395 Cdc23 ENSMUSG00000024370 1631.624320 0.265203 -3.088349 2.012722e-03 2.168452e-02
396 Ascc3 ENSMUSG00000038774 2280.354922 0.297193 -3.083223 2.047714e-03 2.201370e-02
397 Gm9825 ENSMUSG00000096403 29.135621 -0.247799 3.079376 2.074344e-03 2.223660e-02
398 Ddah1 ENSMUSG00000028194 3272.333330 0.275333 -3.076414 2.095064e-03 2.240268e-02
399 Apc2 ENSMUSG00000020135 8250.851806 -0.332249 3.071738 2.128164e-03 2.267464e-02
400 Inf2 ENSMUSG00000037679 3015.509045 0.297662 -3.069424 2.144720e-03 2.281977e-02
401 Kdm7a ENSMUSG00000042599 3136.936032 0.286882 -3.065663 2.171880e-03 2.305151e-02
402 Rag1 ENSMUSG00000061311 34.396372 0.403895 -3.063509 2.187577e-03 2.316602e-02
403 Man2a1 ENSMUSG00000024085 963.859114 0.333959 -3.060400 2.210416e-03 2.334488e-02
404 Scn11a ENSMUSG00000034115 23860.418258 -0.325509 3.058066 2.227706e-03 2.346964e-02
405 Gpr35 ENSMUSG00000026271 1677.355841 -0.277988 3.056427 2.239922e-03 2.354959e-02
406 Ppp1r35 ENSMUSG00000029725 662.176548 -0.417969 3.055057 2.250177e-03 2.358713e-02
407 Tmem203 ENSMUSG00000078201 187.585112 -0.408724 3.053031 2.265429e-03 2.369994e-02
408 Mthfr ENSMUSG00000029009 1815.285505 -0.289084 3.051356 2.278104e-03 2.374656e-02
409 Hck ENSMUSG00000003283 183.498027 0.445284 -3.050728 2.282874e-03 2.374774e-02
410 NaN ENSMUSG00000035349 27.645116 0.409496 -3.048526 2.299668e-03 2.387560e-02
411 Lurap1l ENSMUSG00000048706 590.500501 -0.324884 3.047716 2.305880e-03 2.388437e-02
412 Iqgap3 ENSMUSG00000028068 276.217740 -0.403700 3.047044 2.311035e-03 2.388982e-02
413 Tspoap1 ENSMUSG00000034156 749.360460 -0.337805 3.043937 2.335043e-03 2.406996e-02
414 Cnn3 ENSMUSG00000053931 17347.114925 0.258709 -3.042173 2.348767e-03 2.415130e-02
415 Fbxo21 ENSMUSG00000032898 4158.327796 -0.291505 3.040153 2.364577e-03 2.422666e-02
416 P2ry6 ENSMUSG00000048779 182.419048 0.408542 -3.039646 2.368563e-03 2.423853e-02
417 Ppp4r3b ENSMUSG00000020463 3093.411842 0.284309 -3.037395 2.386322e-03 2.433749e-02
418 Mbl2 ENSMUSG00000024863 31.373231 0.406538 -3.034552 2.408930e-03 2.451988e-02
419 4930455G09Rik ENSMUSG00000085761 27.528102 0.416563 -3.032054 2.428957e-03 2.467976e-02
420 Atp1a1 ENSMUSG00000033161 89669.030837 -0.293881 3.026448 2.474457e-03 2.508259e-02
421 Spag4 ENSMUSG00000038180 91.678219 -0.444582 3.025357 2.483399e-03 2.514290e-02
422 Ccdc82 ENSMUSG00000079084 939.738785 0.376332 -3.023293 2.500399e-03 2.522622e-02
423 6030419C18Rik ENSMUSG00000066607 4256.751202 -0.355704 3.019471 2.532166e-03 2.548846e-02
424 Ilvbl ENSMUSG00000032763 1132.668953 -0.318443 3.017827 2.545943e-03 2.556533e-02
425 Slfn2 ENSMUSG00000072620 396.625239 0.390802 -3.015907 2.562117e-03 2.566760e-02
426 Cdh13 ENSMUSG00000031841 506.584896 0.348630 -3.015254 2.567644e-03 2.567100e-02
427 Rin3 ENSMUSG00000044456 355.792933 0.420313 -3.009204 2.619330e-03 2.611864e-02
428 Prkce ENSMUSG00000045038 12555.241306 -0.263910 3.006538 2.642413e-03 2.628764e-02
429 Papss2 ENSMUSG00000024899 249.836980 0.421027 -3.003275 2.670907e-03 2.649868e-02
430 Ifitm6 ENSMUSG00000059108 142.781254 0.429724 -3.002282 2.679635e-03 2.653473e-02
431 Enpp6 ENSMUSG00000038173 100.617519 0.442013 -2.999376 2.705330e-03 2.671219e-02
432 Kcnj4 ENSMUSG00000044216 243.437489 -0.420495 2.997035 2.726191e-03 2.687155e-02
433 Runx1 ENSMUSG00000022952 4675.134580 -0.275370 2.995295 2.741796e-03 2.696335e-02
434 Rps6ka2 ENSMUSG00000023809 6474.361168 -0.306882 2.992425 2.767705e-03 2.715583e-02
435 Skil ENSMUSG00000027660 1313.493582 0.286419 -2.990845 2.782069e-03 2.723441e-02
436 Cog7 ENSMUSG00000034951 2042.760385 -0.251424 2.988869 2.800125e-03 2.734605e-02
437 Erc2 ENSMUSG00000040640 5252.424434 0.231770 -2.986607 2.820921e-03 2.747740e-02
438 Met ENSMUSG00000009376 319.646773 0.384000 -2.984798 2.837660e-03 2.757389e-02
439 A230052G05Rik ENSMUSG00000020887 174.024247 -0.414711 2.982142 2.862395e-03 2.775131e-02
440 Ppm1h ENSMUSG00000034613 4665.025796 -0.263948 2.979440 2.887755e-03 2.794975e-02
441 Otud7a ENSMUSG00000033510 1315.185007 -0.347099 2.976855 2.912215e-03 2.812297e-02
442 Pacsin1 ENSMUSG00000040276 11463.244402 -0.310615 2.975378 2.926273e-03 2.819519e-02
443 Sema7a ENSMUSG00000038264 2440.641454 -0.351059 2.974041 2.939055e-03 2.824774e-02
444 Il1f9 ENSMUSG00000044103 57.132856 0.428132 -2.971409 2.964363e-03 2.843433e-02
445 Cpeb1 ENSMUSG00000025586 9169.047243 -0.230477 2.970601 2.972176e-03 2.844560e-02
446 Sept4 ENSMUSG00000020486 1815.789426 -0.275949 2.967104 3.006196e-03 2.870708e-02
447 Tbl3 ENSMUSG00000040688 1520.811825 -0.275024 2.964613 3.030636e-03 2.887612e-02
448 Me3 ENSMUSG00000030621 463.432689 0.387680 -2.963202 3.044569e-03 2.894451e-02
449 Ssb ENSMUSG00000068882 6661.024924 0.314018 -2.962499 3.051527e-03 2.897029e-02
450 Slc30a4 ENSMUSG00000005802 1535.677055 0.252891 -2.958731 3.089089e-03 2.921892e-02
451 Sp140 ENSMUSG00000070031 183.529451 0.404840 -2.958073 3.095685e-03 2.923588e-02
452 Rpa1 ENSMUSG00000000751 3874.653413 -0.233132 2.954892 3.127784e-03 2.945788e-02
453 Micu1 ENSMUSG00000020111 6330.871048 -0.210256 2.953289 3.144078e-03 2.954874e-02
454 Socs4 ENSMUSG00000048379 2217.980769 0.249370 -2.952247 3.154705e-03 2.959759e-02
455 Lbh ENSMUSG00000024063 4771.285135 0.236110 -2.949796 3.179841e-03 2.975199e-02
456 Hk2 ENSMUSG00000000628 319.764340 0.428094 -2.946737 3.211462e-03 2.997037e-02
457 Klhl29 ENSMUSG00000020627 2235.085655 -0.267582 2.946125 3.217828e-03 2.999282e-02
458 Plce1 ENSMUSG00000024998 2782.356506 0.229240 -2.943859 3.241476e-03 3.013059e-02
459 Maea ENSMUSG00000079562 5051.294953 -0.256828 2.941365 3.267691e-03 3.032566e-02
460 Atcay ENSMUSG00000034958 3868.580600 -0.295230 2.940735 3.274346e-03 3.033697e-02
461 Klhl5 ENSMUSG00000054920 7459.802372 -0.202309 2.935507 3.330031e-03 3.077092e-02
462 1110002E22Rik ENSMUSG00000090066 54.188817 0.169283 -2.931389 3.374499e-03 3.111473e-02
463 Eml2 ENSMUSG00000040811 8433.223065 -0.310591 2.928892 3.401727e-03 3.129845e-02
464 Creld1 ENSMUSG00000030284 4754.053548 -0.285732 2.924354 3.451720e-03 3.169456e-02
465 Card19 ENSMUSG00000037960 2955.787121 0.231924 -2.923551 3.460638e-03 3.170433e-02
466 C230012O17Rik ENSMUSG00000046219 26.602082 0.390782 -2.921235 3.486465e-03 3.187280e-02
467 Lyplal1 ENSMUSG00000039246 604.589325 0.357523 -2.918518 3.516998e-03 3.208348e-02
468 L3mbtl2 ENSMUSG00000022394 952.616680 -0.331694 2.915159 3.555073e-03 3.236099e-02
469 Ccdc71l ENSMUSG00000090946 832.722032 0.321571 -2.912684 3.583372e-03 3.255038e-02
470 Smarcd3 ENSMUSG00000028949 660.787548 -0.328943 2.910650 3.606781e-03 3.269373e-02
471 Ighv9-3 ENSMUSG00000096459 14.669469 0.212273 -2.909286 3.622557e-03 3.277822e-02
472 Tap2 ENSMUSG00000024339 722.017830 -0.289653 2.906246 3.657932e-03 3.300032e-02
473 Nceh1 ENSMUSG00000027698 5519.420306 0.241662 -2.905108 3.671264e-03 3.306594e-02
474 Itm2c ENSMUSG00000026223 14032.065550 -0.248486 2.901547 3.713249e-03 3.334151e-02
475 Mtmr10 ENSMUSG00000030522 1147.089824 0.264285 -2.900119 3.730215e-03 3.345181e-02
476 Trmt61a ENSMUSG00000060950 405.788327 -0.340270 2.897479 3.761745e-03 3.367106e-02
477 Plxnd1 ENSMUSG00000030123 7410.902784 -0.308182 2.895055 3.790925e-03 3.385557e-02
478 Zfp985 ENSMUSG00000065999 16.240618 0.317760 -2.894326 3.799734e-03 3.388510e-02
479 Ctdspl2 ENSMUSG00000033411 913.572656 0.331561 -2.892507 3.821804e-03 3.403080e-02
480 Ankrd2 ENSMUSG00000025172 27.202254 0.328964 -2.889122 3.863196e-03 3.425713e-02
481 Haus4 ENSMUSG00000022177 879.085196 -0.292434 2.885752 3.904801e-03 3.455457e-02
482 Skap2 ENSMUSG00000059182 1416.875381 0.265820 -2.884513 3.920193e-03 3.463713e-02
483 Pkp2 ENSMUSG00000041957 187.924075 0.387461 -2.882155 3.949659e-03 3.480777e-02
484 Igf1r ENSMUSG00000005533 1420.039821 -0.279744 2.880188 3.974378e-03 3.497167e-02
485 Folr2 ENSMUSG00000032725 91.727272 0.418907 -2.876713 4.018413e-03 3.528669e-02
486 St6galnac4 ENSMUSG00000079442 575.252706 0.370853 -2.874062 4.052293e-03 3.551143e-02
487 Nsa2 ENSMUSG00000060739 3148.455898 0.266697 -2.871168 4.089575e-03 3.576500e-02
488 Glg1 ENSMUSG00000003316 14272.921052 -0.273277 2.870238 4.101631e-03 3.579738e-02
489 Clk1 ENSMUSG00000026034 4529.816584 0.294582 -2.867650 4.135332e-03 3.601815e-02
490 Anp32e ENSMUSG00000015749 5034.436871 0.263183 -2.865365 4.165290e-03 3.619206e-02
491 Rab4b ENSMUSG00000053291 558.519942 -0.304047 2.863439 4.190695e-03 3.635258e-02
492 Bpifb1 ENSMUSG00000027485 27.129071 -0.376069 2.860441 4.230523e-03 3.660012e-02
493 Ctxn2 ENSMUSG00000074872 54.776641 -0.421191 2.859888 4.237904e-03 3.661387e-02
494 Clec14a ENSMUSG00000045930 594.532871 0.413277 -2.856166 4.287915e-03 3.695281e-02
495 Dctn3 ENSMUSG00000028447 5243.001592 -0.244316 2.854290 4.313308e-03 3.711567e-02
496 Depdc5 ENSMUSG00000037426 5049.547624 -0.212582 2.853255 4.327394e-03 3.714364e-02
497 Ube3a ENSMUSG00000025326 7472.729057 0.268571 -2.852455 4.338295e-03 3.718135e-02
498 Ankrd46 ENSMUSG00000048307 15529.341278 -0.213318 2.850427 4.366056e-03 3.734459e-02
499 Srcin1 ENSMUSG00000038453 2032.133760 -0.234292 2.849062 4.384838e-03 3.743054e-02
500 Mitf ENSMUSG00000035158 367.227309 0.335953 -2.844805 4.443861e-03 3.782985e-02
501 Kcnc4 ENSMUSG00000027895 2727.202827 -0.346452 2.844025 4.454753e-03 3.787645e-02
502 Tmpo ENSMUSG00000019961 1635.497222 0.291711 -2.843098 4.467730e-03 3.791157e-02
503 Il7 ENSMUSG00000040329 366.086063 0.341232 -2.841712 4.487203e-03 3.800155e-02
504 Fundc2 ENSMUSG00000031198 2314.889274 0.271902 -2.839387 4.520036e-03 3.820411e-02
505 Bid ENSMUSG00000004446 1326.706348 -0.279980 2.837592 4.545525e-03 3.834392e-02
506 S100a6 ENSMUSG00000001025 17006.747340 -0.257403 2.833605 4.602618e-03 3.874925e-02
507 Alpk3 ENSMUSG00000038763 59.304571 0.165734 -2.831651 4.630833e-03 3.891035e-02
508 Xrn2 ENSMUSG00000027433 2420.528403 0.260188 -2.830393 4.649088e-03 3.898729e-02
509 Ctsf ENSMUSG00000083282 1687.528262 -0.292565 2.829043 4.668743e-03 3.907636e-02
510 Josd2 ENSMUSG00000038695 1332.305386 -0.238685 2.827713 4.688181e-03 3.916184e-02
511 Ckmt1 ENSMUSG00000000308 9818.688762 -0.233856 2.821715 4.776759e-03 3.975285e-02
512 Gm16793 ENSMUSG00000097357 107.212979 0.402170 -2.821819 4.775216e-03 3.975285e-02
513 Slc4a7 ENSMUSG00000021733 674.067064 0.306268 -2.819287 4.813046e-03 3.997114e-02
514 Prpf40a ENSMUSG00000061136 3296.484670 0.289574 -2.817675 4.837269e-03 4.009460e-02
515 Syap1 ENSMUSG00000031357 2476.291439 0.274660 -2.814170 4.890336e-03 4.045620e-02
516 Cdk10 ENSMUSG00000033862 1403.701486 -0.257433 2.811911 4.924812e-03 4.066291e-02
517 Man2c1 ENSMUSG00000032295 2248.331046 -0.286240 2.810671 4.943837e-03 4.074149e-02
518 6720427I07Rik ENSMUSG00000097375 196.255308 0.378777 -2.808336 4.979819e-03 4.095925e-02
519 Tmem205 ENSMUSG00000040883 1575.876745 -0.315697 2.807244 4.996733e-03 4.101469e-02
520 Kcng1 ENSMUSG00000074575 137.610052 -0.397296 2.806284 5.011653e-03 4.106345e-02
521 Kctd3 ENSMUSG00000026608 2098.697464 -0.241490 2.803724 5.051605e-03 4.131182e-02
522 Dusp13 ENSMUSG00000021768 21.162557 0.305278 -2.802427 5.071974e-03 4.139938e-02
523 Grik5 ENSMUSG00000003378 2320.874226 -0.307712 2.798761 5.129915e-03 4.179271e-02
524 Cxx1c ENSMUSG00000051851 2880.712888 -0.232530 2.796455 5.166658e-03 4.201218e-02
525 Ephx1 ENSMUSG00000038776 4682.166761 -0.241191 2.792913 5.223568e-03 4.239069e-02
526 Snrpd1 ENSMUSG00000002477 1555.300674 0.291972 -2.790459 5.263340e-03 4.261640e-02
527 Rapgef2 ENSMUSG00000062232 1867.682199 -0.235239 2.789301 5.282195e-03 4.270854e-02
528 Gm13523 ENSMUSG00000087496 86.440241 -0.409151 2.788181 5.300491e-03 4.278017e-02
529 Lsp1 ENSMUSG00000018819 851.412490 0.390274 -2.786056 5.335368e-03 4.295908e-02
530 Manea ENSMUSG00000040520 3378.280291 0.286684 -2.784169 5.366513e-03 4.313312e-02
531 Hs2st1 ENSMUSG00000040151 3522.012832 0.239971 -2.783555 5.376667e-03 4.314675e-02
532 Kif5a ENSMUSG00000074657 57319.370599 -0.257493 2.781017 5.418883e-03 4.340424e-02
533 Hcrtr1 ENSMUSG00000028778 190.983741 -0.386417 2.777885 5.471395e-03 4.372270e-02
534 Rnf208 ENSMUSG00000044628 1913.641728 -0.343233 2.775333 5.514515e-03 4.400573e-02
535 Gramd3 ENSMUSG00000001700 311.687287 0.339385 -2.773708 5.542144e-03 4.412350e-02
536 Usmg5 ENSMUSG00000071528 4171.800866 0.281226 -2.772641 5.560335e-03 4.420673e-02
537 Ctbs ENSMUSG00000028189 445.077908 0.336592 -2.772329 5.565668e-03 4.421513e-02
538 Siah3 ENSMUSG00000091722 240.753543 -0.352121 2.771018 5.588127e-03 4.426344e-02
539 Cebpg ENSMUSG00000056216 2132.989383 0.230879 -2.768724 5.627632e-03 4.447360e-02
540 Ankrd23 ENSMUSG00000067653 456.916326 0.197291 -2.768218 5.636381e-03 4.448122e-02
541 Dnm3os ENSMUSG00000078190 90.296100 0.405029 -2.766045 5.674073e-03 4.469636e-02
542 Kif26a ENSMUSG00000021294 324.289338 -0.348539 2.762344 5.738791e-03 4.509304e-02
543 Sfr1 ENSMUSG00000025066 4989.960960 0.327407 -2.761628 5.751400e-03 4.511952e-02
544 Limk1 ENSMUSG00000029674 9572.042545 -0.311828 2.759686 5.785689e-03 4.534280e-02
545 Gm16796 ENSMUSG00000085495 17.027941 0.320105 -2.757592 5.822889e-03 4.553382e-02
546 Clcf1 ENSMUSG00000040663 109.505089 0.395739 -2.755426 5.861568e-03 4.573197e-02
547 Smad9 ENSMUSG00000027796 2579.767746 -0.248917 2.754256 5.882582e-03 4.579310e-02
548 Rb1 ENSMUSG00000022105 2281.325948 0.260556 -2.752867 5.907581e-03 4.593471e-02
549 Slc29a1 ENSMUSG00000023942 1747.191693 -0.267145 2.750425 5.951804e-03 4.618373e-02
550 Trps1 ENSMUSG00000038679 525.167148 0.281890 -2.749532 5.968045e-03 4.624695e-02
551 Selenom ENSMUSG00000075702 4205.739423 -0.259443 2.746173 6.029496e-03 4.663880e-02
552 Ppp1r3e ENSMUSG00000072494 728.773731 -0.361876 2.743882 6.071745e-03 4.688098e-02
553 Pdap1 ENSMUSG00000029623 3266.391589 0.232487 -2.742691 6.093804e-03 4.696668e-02
554 Vars2 ENSMUSG00000038838 772.890430 -0.310278 2.741088 6.123616e-03 4.711172e-02
555 Pgam2 ENSMUSG00000020475 295.912950 0.253754 -2.738859 6.165283e-03 4.734727e-02
556 Bace1 ENSMUSG00000032086 7677.073757 -0.244846 2.737893 6.183423e-03 4.740164e-02
557 Paqr4 ENSMUSG00000023909 4026.894578 -0.297291 2.736028 6.218564e-03 4.756466e-02
558 B3gnt3 ENSMUSG00000031803 62.492392 0.403201 -2.735401 6.230423e-03 4.758426e-02
559 Endov ENSMUSG00000039850 1062.995529 -0.270889 2.734713 6.243460e-03 4.760638e-02
560 Plxnc1 ENSMUSG00000074785 17591.249829 -0.230647 2.732871 6.278498e-03 4.778851e-02
561 Myo15 ENSMUSG00000042678 103.533459 -0.392454 2.731301 6.308478e-03 4.793157e-02
562 Plp2 ENSMUSG00000031146 774.323873 0.293629 -2.729432 6.344351e-03 4.811957e-02
563 Ssr3 ENSMUSG00000027828 9000.991011 0.234205 -2.728385 6.364535e-03 4.818662e-02
564 Yme1l1 ENSMUSG00000026775 8257.624271 0.258770 -2.726335 6.404188e-03 4.840131e-02
565 Cggbp1 ENSMUSG00000054604 2846.265283 0.245656 -2.723340 6.462552e-03 4.875643e-02
566 Isg20 ENSMUSG00000039236 274.991266 0.399652 -2.721622 6.496248e-03 4.890302e-02
567 Lypla1 ENSMUSG00000025903 2388.776706 0.302005 -2.718913 6.549683e-03 4.917168e-02
568 Tcerg1l ENSMUSG00000091002 749.915848 -0.315892 2.719046 6.547041e-03 4.917168e-02
569 Nucks1 ENSMUSG00000026434 4859.306679 0.237441 -2.717098 6.585713e-03 4.937439e-02
570 Cobl ENSMUSG00000020173 3190.378690 -0.236920 2.716215 6.603308e-03 4.937465e-02
571 1700003F12Rik ENSMUSG00000038523 72.924947 0.401471 -2.714992 6.627740e-03 4.948001e-02
572 Gm5620 ENSMUSG00000056904 110.387610 0.400183 -2.712831 6.671103e-03 4.970035e-02
573 Ppig ENSMUSG00000042133 4164.151100 0.298945 -2.712287 6.682072e-03 4.971241e-02
574 Lmod3 ENSMUSG00000044086 39.723814 0.093764 -2.711537 6.697208e-03 4.973867e-02
575 Tbc1d7 ENSMUSG00000021368 1245.801050 -0.241754 2.708190 6.765131e-03 5.015619e-02
576 Tlx2 ENSMUSG00000068327 3774.469867 -0.338083 2.706475 6.800166e-03 5.034786e-02
577 Atp9a ENSMUSG00000027546 21065.564790 -0.300185 2.704080 6.849380e-03 5.060570e-02
578 Serinc3 ENSMUSG00000017707 27966.777325 0.239634 -2.699688 6.940449e-03 5.119029e-02
579 Gm6264 ENSMUSG00000089716 43.605820 0.394625 -2.698151 6.972588e-03 5.132479e-02
580 Cnnm1 ENSMUSG00000025189 1036.354778 -0.348791 2.696916 6.998484e-03 5.144126e-02
581 Timm22 ENSMUSG00000020843 1789.279584 -0.262426 2.694434 7.050824e-03 5.173723e-02
582 Tspan31 ENSMUSG00000006736 2314.549509 -0.216191 2.691874 7.105186e-03 5.200209e-02
583 Aacs ENSMUSG00000029482 5614.283694 -0.309123 2.691535 7.112396e-03 5.201091e-02
584 Stx1a ENSMUSG00000007207 1567.294392 -0.233842 2.689696 7.151706e-03 5.220069e-02
585 Dab2ip ENSMUSG00000026883 4838.591265 -0.277051 2.688183 7.184201e-03 5.232615e-02
586 Ankrd27 ENSMUSG00000034867 3063.562166 -0.245891 2.687114 7.207238e-03 5.243602e-02
587 Ighmbp2 ENSMUSG00000024831 564.365358 -0.320825 2.685563 7.240772e-03 5.259071e-02
588 Rxrg ENSMUSG00000015843 513.186098 -0.317223 2.682535 7.306644e-03 5.297935e-02
589 Iscu ENSMUSG00000025825 6673.899772 -0.208834 2.680715 7.346498e-03 5.317835e-02
590 Asb2 ENSMUSG00000021200 282.866112 0.393998 -2.678982 7.384643e-03 5.336432e-02
591 Acaa1a ENSMUSG00000036138 1428.715026 -0.279665 2.677011 7.428211e-03 5.358879e-02
592 Tmem182 ENSMUSG00000079588 61.843649 0.194065 -2.675515 7.461454e-03 5.373814e-02
593 B3gat1 ENSMUSG00000045994 153.581537 -0.393525 2.674508 7.483905e-03 5.380940e-02
594 Slc11a1 ENSMUSG00000026177 199.450815 0.358804 -2.673901 7.497453e-03 5.382757e-02
595 Nat14 ENSMUSG00000035285 357.820965 -0.321328 2.671058 7.561261e-03 5.416112e-02
596 Ptpn2 ENSMUSG00000024539 609.328026 0.311331 -2.669934 7.586626e-03 5.427477e-02
597 Slc6a7 ENSMUSG00000052026 129.158361 -0.393320 2.668875 7.610587e-03 5.433281e-02
598 Hist1h2bj ENSMUSG00000069300 58.580099 -0.392034 2.668176 7.626427e-03 5.439447e-02
599 Ptpn9 ENSMUSG00000032290 4270.812971 -0.227805 2.666729 7.659340e-03 5.449003e-02
600 Gpx2 ENSMUSG00000042808 199.280111 -0.358916 2.663517 7.732858e-03 5.486077e-02
601 Arpp19 ENSMUSG00000007656 5817.586622 0.221976 -2.663718 7.728223e-03 5.486077e-02
602 Mapk12 ENSMUSG00000022610 1572.869005 -0.235521 2.662499 7.756270e-03 5.491542e-02
603 Jrk ENSMUSG00000046380 420.629619 -0.308732 2.661707 7.774563e-03 5.495414e-02
604 Pik3c3 ENSMUSG00000033628 2901.486537 -0.214516 2.660095 7.811872e-03 5.514963e-02
605 Mobp ENSMUSG00000032517 21.959975 0.278611 -2.658009 7.860372e-03 5.536197e-02
606 Clca3a1 ENSMUSG00000056025 81.136857 0.384990 -2.657692 7.867765e-03 5.536197e-02
607 Hnrnpc ENSMUSG00000060373 9370.014857 0.218769 -2.655524 7.918519e-03 5.562760e-02
608 Cldn1 ENSMUSG00000022512 3011.659199 0.290152 -2.653338 7.969990e-03 5.589754e-02
609 Colec12 ENSMUSG00000036103 1762.086292 0.325310 -2.649801 8.053920e-03 5.639389e-02
610 Ufl1 ENSMUSG00000040359 2189.962876 0.257986 -2.648957 8.074061e-03 5.644269e-02
611 Rgs17 ENSMUSG00000019775 3948.000229 0.303358 -2.646622 8.130029e-03 5.671829e-02
612 Hmgn1 ENSMUSG00000040681 2249.761092 0.214755 -2.645336 8.160994e-03 5.684968e-02
613 Nod2 ENSMUSG00000055994 162.177673 0.369031 -2.644375 8.184191e-03 5.693394e-02
614 Chmp1a ENSMUSG00000000743 4563.611985 -0.250845 2.641865 8.245084e-03 5.726458e-02
615 Lsm3 ENSMUSG00000034192 741.362583 0.263866 -2.640673 8.274159e-03 5.737353e-02
616 H1fx ENSMUSG00000044927 605.505953 -0.344483 2.639352 8.306472e-03 5.748132e-02
617 Mrpl37 ENSMUSG00000028622 1655.752747 -0.241934 2.637710 8.346791e-03 5.766721e-02
618 Klhl11 ENSMUSG00000048732 1876.849320 -0.219575 2.635328 8.405590e-03 5.797996e-02
619 Tmem33 ENSMUSG00000037720 7263.149248 0.253770 -2.633688 8.446318e-03 5.816727e-02
620 Dsc2 ENSMUSG00000024331 38.516884 0.364713 -2.632052 8.487093e-03 5.826288e-02
621 Arl4a ENSMUSG00000047446 2433.602892 0.272525 -2.631316 8.505496e-03 5.834042e-02
622 D430036J16Rik ENSMUSG00000097466 145.564341 0.380683 -2.630043 8.537396e-03 5.848909e-02
623 Lig1 ENSMUSG00000056394 771.764716 -0.263572 2.628638 8.572764e-03 5.863757e-02
624 Ppcs ENSMUSG00000028636 723.387856 -0.272637 2.627346 8.605388e-03 5.876691e-02
625 Tmem8 ENSMUSG00000024180 1618.324046 -0.238417 2.625636 8.648719e-03 5.892197e-02
626 H2-M3 ENSMUSG00000016206 361.504095 -0.315343 2.624857 8.668529e-03 5.899897e-02
627 Cd300ld ENSMUSG00000034641 131.241562 0.370461 -2.623533 8.702302e-03 5.914598e-02
628 Cetn3 ENSMUSG00000021537 2073.868331 0.285554 -2.621792 8.746872e-03 5.935477e-02
629 Tsr3 ENSMUSG00000015126 1113.192831 -0.228318 2.620040 8.791942e-03 5.954270e-02
630 Enoph1 ENSMUSG00000029326 1250.496641 -0.228000 2.619316 8.810641e-03 5.959874e-02
631 Sav1 ENSMUSG00000021067 1465.397610 0.252836 -2.616330 8.888053e-03 6.002762e-02
632 Tomm40 ENSMUSG00000002984 1725.610350 -0.301954 2.613949 8.950232e-03 6.032114e-02
633 Prrt2 ENSMUSG00000045114 227.532911 -0.343949 2.613605 8.959254e-03 6.032510e-02
634 Cd82 ENSMUSG00000027215 3463.713117 -0.205433 2.611664 9.010268e-03 6.056666e-02
635 Dnajc22 ENSMUSG00000038009 43.260280 -0.379862 2.609334 9.071875e-03 6.088528e-02
636 Cldn9 ENSMUSG00000066720 129.719416 -0.368516 2.607725 9.114607e-03 6.107642e-02
637 Ramp1 ENSMUSG00000034353 276.320590 0.383692 -2.606711 9.141650e-03 6.115704e-02
638 Smim8 ENSMUSG00000028295 725.045081 0.259448 -2.605436 9.175738e-03 6.129436e-02
639 Thap3 ENSMUSG00000039759 438.035454 -0.294150 2.601450 9.283062e-03 6.191477e-02
640 Ing3 ENSMUSG00000029670 793.613935 0.281003 -2.600249 9.315609e-03 6.203530e-02
641 Dse ENSMUSG00000039497 1326.980717 0.246696 -2.597894 9.379748e-03 6.236550e-02
642 Zfp365 ENSMUSG00000037855 3117.144624 -0.264189 2.596356 9.421833e-03 6.256715e-02
643 Trpc7 ENSMUSG00000021541 80.632409 -0.382445 2.595312 9.450507e-03 6.265471e-02
644 March7 ENSMUSG00000026977 3819.273740 0.259824 -2.594039 9.485585e-03 6.279051e-02
645 Gm7079 ENSMUSG00000068243 16.431662 0.299718 -2.591704 9.550197e-03 6.310714e-02
646 Zfp324 ENSMUSG00000004500 656.761749 -0.261839 2.589990 9.597871e-03 6.332452e-02
647 Hmg20a ENSMUSG00000032329 2456.059862 -0.212706 2.588406 9.642115e-03 6.353130e-02
648 Wdr83 ENSMUSG00000005150 801.633422 -0.243341 2.584649 9.747811e-03 6.411636e-02
649 Dmd ENSMUSG00000045103 4840.373123 0.250906 -2.583250 9.787434e-03 6.427832e-02
650 Ipo13 ENSMUSG00000033365 2998.652057 -0.249221 2.581318 9.842388e-03 6.454031e-02
651 Myo18b ENSMUSG00000072720 105.943087 0.215209 -2.580058 9.878385e-03 6.469636e-02
652 Sox4 ENSMUSG00000076431 891.036065 -0.298886 2.578946 9.910234e-03 6.478693e-02
653 Enpp2 ENSMUSG00000022425 2298.144568 0.257945 -2.577280 9.958136e-03 6.497618e-02
654 B3gnt8 ENSMUSG00000059479 752.971792 -0.299200 2.576289 9.986711e-03 6.508830e-02
655 Cfap126 ENSMUSG00000026649 68.056583 -0.381104 2.574843 1.002857e-02 6.521788e-02
656 Ptk7 ENSMUSG00000023972 1220.305207 -0.296324 2.574490 1.003880e-02 6.522935e-02
657 Hrh3 ENSMUSG00000039059 82.284150 -0.379556 2.573052 1.008060e-02 6.540180e-02
658 Tssk6 ENSMUSG00000047654 21.215484 -0.324529 2.570412 1.015778e-02 6.580289e-02
659 Hook3 ENSMUSG00000037234 6197.035681 0.286777 -2.568531 1.021307e-02 6.606119e-02
660 Zfp654 ENSMUSG00000047141 880.786959 0.291401 -2.566764 1.026524e-02 6.627365e-02
661 Hars ENSMUSG00000001380 7918.922528 0.182428 -2.565276 1.030939e-02 6.648355e-02
662 Grk2 ENSMUSG00000024858 9634.184551 -0.297040 2.563560 1.036049e-02 6.671270e-02
663 Snx5 ENSMUSG00000027423 2741.138275 0.228897 -2.560246 1.045982e-02 6.722601e-02
664 Hap1 ENSMUSG00000006930 371.567877 -0.289169 2.558101 1.052455e-02 6.754071e-02
665 Scara5 ENSMUSG00000022032 985.070624 0.352941 -2.556456 1.057443e-02 6.775936e-02
666 Dnajc27 ENSMUSG00000020657 2516.999934 -0.243375 2.555358 1.060786e-02 6.787212e-02
667 Lep ENSMUSG00000059201 24.163937 0.290641 -2.553696 1.065862e-02 6.806382e-02
668 Cbfb ENSMUSG00000031885 12268.960760 0.231687 -2.553465 1.066571e-02 6.806382e-02
669 Igkc ENSMUSG00000076609 2333.064582 0.173541 -2.551056 1.073971e-02 6.838390e-02
670 Ankrd34c ENSMUSG00000047606 430.671272 -0.293062 2.549015 1.080276e-02 6.868330e-02
671 Ythdc1 ENSMUSG00000035851 2369.518396 0.236244 -2.547691 1.084384e-02 6.884234e-02
672 Itga1 ENSMUSG00000042284 834.286736 0.276554 -2.545023 1.092704e-02 6.926790e-02
673 Olfm1 ENSMUSG00000026833 11188.126810 -0.249070 2.543816 1.096489e-02 6.940517e-02
674 Emp3 ENSMUSG00000040212 1756.709353 0.234907 -2.542667 1.100099e-02 6.950533e-02
675 Smg5 ENSMUSG00000001415 4248.668568 -0.242227 2.539732 1.109373e-02 6.998002e-02
676 Thbs4 ENSMUSG00000021702 1132.380937 0.255214 -2.539268 1.110846e-02 6.998310e-02
677 Sirt1 ENSMUSG00000020063 817.882228 0.263228 -2.538076 1.114639e-02 7.011383e-02
678 Rusc1 ENSMUSG00000041263 8083.218288 -0.276795 2.537505 1.116459e-02 7.015634e-02
679 Srebf2 ENSMUSG00000022463 9601.842451 -0.258838 2.536350 1.120146e-02 7.027974e-02
680 Mfsd7b ENSMUSG00000066595 1416.360024 0.230081 -2.534734 1.125329e-02 7.050169e-02
681 C5ar1 ENSMUSG00000049130 96.771889 0.373763 -2.531803 1.134778e-02 7.098988e-02
682 Amph ENSMUSG00000021314 7822.541450 -0.191824 2.528119 1.146756e-02 7.160853e-02
683 Ppp2r2c ENSMUSG00000029120 16223.000944 -0.215881 2.526723 1.151323e-02 7.178911e-02
684 Irx6 ENSMUSG00000031738 24.271840 -0.305396 2.525303 1.155985e-02 7.200122e-02
685 Ttc7b ENSMUSG00000033530 2966.875585 -0.258293 2.523796 1.160952e-02 7.217947e-02
686 Snx21 ENSMUSG00000050373 3062.730981 -0.237658 2.523060 1.163386e-02 7.225216e-02
687 Mdh2 ENSMUSG00000019179 13738.739949 -0.200135 2.521148 1.169726e-02 7.254076e-02
688 Adgrb2 ENSMUSG00000028782 643.440839 -0.304215 2.517910 1.180535e-02 7.305252e-02
689 Coq2 ENSMUSG00000029319 2644.940335 -0.220167 2.516112 1.186575e-02 7.330627e-02
690 Fam163b ENSMUSG00000009216 98.552513 -0.372363 2.515877 1.187365e-02 7.330891e-02
691 Birc5 ENSMUSG00000017716 183.215971 0.367421 -2.515097 1.189996e-02 7.335184e-02
692 1700037H04Rik ENSMUSG00000027327 4594.037809 -0.237662 2.513634 1.194943e-02 7.356245e-02
693 Chst14 ENSMUSG00000074916 421.528724 -0.284715 2.512840 1.197636e-02 7.364729e-02
694 Mir6363 ENSMUSG00000098482 192.980606 0.350825 -2.511948 1.200668e-02 7.371295e-02
695 Prpf19 ENSMUSG00000024735 8295.127050 -0.195447 2.510873 1.204330e-02 7.385589e-02
696 Cacna1c ENSMUSG00000051331 2507.482993 -0.226133 2.509863 1.207779e-02 7.393763e-02
697 1700069B07Rik ENSMUSG00000053081 219.067920 -0.366211 2.508795 1.211436e-02 7.407239e-02
698 Gm14325 ENSMUSG00000095362 1014.129481 0.339303 -2.507800 1.214854e-02 7.415888e-02
699 Hmga1 ENSMUSG00000046711 1196.122121 -0.275488 2.505819 1.221680e-02 7.436372e-02
700 Klc4 ENSMUSG00000003546 1382.058442 -0.231607 2.506055 1.220865e-02 7.436372e-02
701 Zfp583 ENSMUSG00000030443 326.341288 0.302939 -2.503438 1.229934e-02 7.475989e-02
702 Fam189b ENSMUSG00000032657 19749.840684 -0.295369 2.501911 1.235249e-02 7.497661e-02
703 Tsc22d1 ENSMUSG00000022010 20158.674026 0.190115 -2.499265 1.244513e-02 7.543212e-02
704 Pabpc4l ENSMUSG00000090919 78.196480 0.367255 -2.497502 1.250716e-02 7.570101e-02
705 Chordc1 ENSMUSG00000001774 4364.573704 0.243083 -2.494867 1.260045e-02 7.610440e-02
706 Nudt22 ENSMUSG00000037349 406.658370 -0.311129 2.493543 1.264754e-02 7.630814e-02
707 Sphkap ENSMUSG00000026163 3066.547564 -0.253379 2.491642 1.271540e-02 7.663666e-02
708 Bclaf1 ENSMUSG00000037608 6602.604494 0.270626 -2.488926 1.281297e-02 7.711625e-02
709 Rsad2 ENSMUSG00000020641 815.567374 0.337592 -2.487771 1.285466e-02 7.725866e-02
710 Avil ENSMUSG00000025432 32669.485707 -0.233336 2.485942 1.292092e-02 7.752099e-02
711 Vamp7 ENSMUSG00000051412 3148.056369 0.311672 -2.484678 1.296686e-02 7.773462e-02
712 Pias2 ENSMUSG00000025423 1341.261658 0.254863 -2.483126 1.302350e-02 7.792505e-02
713 Fez2 ENSMUSG00000056121 3102.282715 -0.213646 2.482309 1.305339e-02 7.801537e-02
714 Ccna2 ENSMUSG00000027715 235.098642 0.366047 -2.479389 1.316076e-02 7.854754e-02
715 Taf9b ENSMUSG00000047242 2687.187785 0.249233 -2.478009 1.321180e-02 7.871520e-02
716 Ttc19 ENSMUSG00000042298 2757.459719 0.203482 -2.476684 1.326091e-02 7.892543e-02
717 Vps33b ENSMUSG00000030534 1213.085721 -0.217145 2.475742 1.329595e-02 7.902426e-02
718 2700081O15Rik ENSMUSG00000053080 2596.766831 -0.249794 2.475005 1.332342e-02 7.907782e-02
719 Rpl28 ENSMUSG00000030432 7315.181204 0.185443 -2.473567 1.337716e-02 7.928696e-02
720 Ndrg4 ENSMUSG00000036564 95346.153919 -0.217868 2.472332 1.342347e-02 7.945155e-02
721 Hoxb8 ENSMUSG00000056648 607.894476 -0.277741 2.470127 1.350652e-02 7.983284e-02
722 Sp1 ENSMUSG00000001280 2383.288580 0.224602 -2.467233 1.361619e-02 8.035354e-02
723 4930523C07Rik ENSMUSG00000090394 202.178687 0.330182 -2.466672 1.363750e-02 8.038530e-02
724 Atp13a3 ENSMUSG00000022533 3887.117986 0.227018 -2.465381 1.368675e-02 8.056475e-02
725 Tldc1 ENSMUSG00000034105 616.712705 -0.261686 2.464001 1.373958e-02 8.075860e-02
726 1110004F10Rik ENSMUSG00000030663 4457.092464 0.207578 -2.462913 1.378132e-02 8.089920e-02
727 Rexo1 ENSMUSG00000047417 1395.101938 -0.262458 2.461013 1.385455e-02 8.112499e-02
728 Ltbp3 ENSMUSG00000024940 3189.110589 -0.256562 2.461351 1.384148e-02 8.112499e-02
729 Alox5ap ENSMUSG00000060063 349.568129 0.359044 -2.459395 1.391712e-02 8.136201e-02
730 Bmx ENSMUSG00000031377 192.860549 0.334306 -2.457151 1.400437e-02 8.176052e-02
731 Adra1a ENSMUSG00000045875 89.471073 0.361894 -2.455926 1.405221e-02 8.192819e-02
732 Dnm1 ENSMUSG00000026825 19961.981250 -0.259652 2.454896 1.409254e-02 8.205173e-02
733 Pdk3 ENSMUSG00000035232 2663.819434 -0.194144 2.452777 1.417581e-02 8.242453e-02
734 Clec1b ENSMUSG00000030159 63.585993 0.332187 -2.451489 1.422667e-02 8.262122e-02
735 Slitrk6 ENSMUSG00000045871 59.309756 0.362470 -2.450331 1.427249e-02 8.276208e-02
736 Col8a1 ENSMUSG00000068196 1883.810819 0.308296 -2.447883 1.436981e-02 8.321384e-02
737 Zfp820 ENSMUSG00000069743 363.328185 0.311123 -2.446964 1.440651e-02 8.330317e-02
738 Elf4 ENSMUSG00000031103 247.199729 0.349202 -2.446232 1.443580e-02 8.337062e-02
739 Emc1 ENSMUSG00000078517 2476.885725 -0.242197 2.445659 1.445875e-02 8.343422e-02
740 Atad1 ENSMUSG00000013662 8247.581172 0.231987 -2.443504 1.454540e-02 8.374963e-02
741 Slc35f4 ENSMUSG00000021852 716.106509 -0.263969 2.442699 1.457789e-02 8.385221e-02
742 Gm20387 ENSMUSG00000092448 215.214069 0.334245 -2.441200 1.463854e-02 8.408821e-02
743 Mink1 ENSMUSG00000020827 9642.274081 -0.229425 2.439396 1.471183e-02 8.436787e-02
744 Cyp2j13 ENSMUSG00000028571 178.417044 -0.360266 2.438688 1.474067e-02 8.444848e-02
745 Sept11 ENSMUSG00000058013 4340.557928 0.197511 -2.437131 1.480431e-02 8.469982e-02
746 Atpaf1 ENSMUSG00000028710 1636.311393 -0.223283 2.433798 1.494133e-02 8.536980e-02
747 Clec4d ENSMUSG00000030144 28.823878 0.275597 -2.432675 1.498775e-02 8.552099e-02
748 Pbk ENSMUSG00000022033 67.012526 0.348562 -2.431395 1.504081e-02 8.570963e-02
749 Pgap3 ENSMUSG00000038208 403.989991 -0.299124 2.429524 1.511868e-02 8.603894e-02
750 Chac2 ENSMUSG00000020309 777.071074 0.279771 -2.427518 1.520255e-02 8.634423e-02
751 Rbl1 ENSMUSG00000027641 205.129300 0.327389 -2.425228 1.529877e-02 8.677571e-02
752 Zfp933 ENSMUSG00000059423 705.231837 0.266271 -2.424145 1.534449e-02 8.697747e-02
753 Zfp386 ENSMUSG00000042063 1619.363995 0.269770 -2.423458 1.537352e-02 8.701881e-02
754 mt-Th ENSMUSG00000064364 37.040768 0.340029 -2.422314 1.542202e-02 8.718632e-02
755 Sync ENSMUSG00000001333 1162.464914 -0.225560 2.420478 1.550010e-02 8.749375e-02
756 Bms1 ENSMUSG00000030138 1659.861325 0.219268 -2.419200 1.555467e-02 8.770481e-02
757 Lyst ENSMUSG00000019726 5448.161475 0.199912 -2.418084 1.560247e-02 8.785870e-02
758 Gba2 ENSMUSG00000028467 1372.576791 -0.237428 2.416892 1.565365e-02 8.800239e-02
759 Rnf5 ENSMUSG00000015478 1938.503895 -0.209330 2.415415 1.571730e-02 8.827336e-02
760 Cog8 ENSMUSG00000031916 1454.138638 -0.223621 2.413542 1.579829e-02 8.843841e-02
761 Sar1b ENSMUSG00000020386 1977.842853 0.237061 -2.413823 1.578614e-02 8.843841e-02
762 Urod ENSMUSG00000028684 2991.582579 -0.263181 2.411817 1.587323e-02 8.879149e-02
763 Celsr2 ENSMUSG00000068740 2024.787861 -0.257121 2.410208 1.594341e-02 8.907761e-02
764 Srp54b ENSMUSG00000079108 431.920789 -0.276213 2.409126 1.599077e-02 8.922452e-02
765 Gpcpd1 ENSMUSG00000027346 5951.926055 0.204185 -2.408043 1.603831e-02 8.937342e-02
766 Acsl1 ENSMUSG00000018796 2990.938129 0.252576 -2.404182 1.620869e-02 9.018512e-02
767 Cabp7 ENSMUSG00000009075 1002.669410 -0.298462 2.402370 1.628922e-02 9.052134e-02
768 Slc6a15 ENSMUSG00000019894 10457.707195 0.176334 -2.400701 1.636370e-02 9.082201e-02
769 Bop1 ENSMUSG00000022557 1686.955336 -0.262463 2.399194 1.643123e-02 9.100087e-02
770 Rad51d ENSMUSG00000018841 1437.878655 -0.208280 2.398527 1.646118e-02 9.113730e-02
771 Csde1 ENSMUSG00000068823 23535.156648 0.207643 -2.396265 1.656312e-02 9.159334e-02
772 A630033H20Rik ENSMUSG00000054293 25.867887 0.324416 -2.394391 1.664798e-02 9.193397e-02
773 Nova2 ENSMUSG00000030411 424.071916 -0.279565 2.392576 1.673058e-02 9.227119e-02
774 Tmem196 ENSMUSG00000048004 248.045778 -0.302386 2.391728 1.676924e-02 9.233589e-02
775 Adat3 ENSMUSG00000035370 93.506846 -0.353818 2.390899 1.680717e-02 9.245563e-02
776 Tug1 ENSMUSG00000056579 3026.503679 0.222727 -2.390028 1.684708e-02 9.255635e-02
777 Stat4 ENSMUSG00000062939 58.390224 0.353386 -2.389287 1.688110e-02 9.265085e-02
778 Pmm1 ENSMUSG00000022474 8544.689343 -0.193785 2.386871 1.699246e-02 9.311629e-02
779 Col9a3 ENSMUSG00000027570 54.182313 -0.351620 2.384012 1.712504e-02 9.372298e-02
780 Lgals12 ENSMUSG00000024972 48.153157 0.288653 -2.381309 1.725126e-02 9.426323e-02
781 Maf ENSMUSG00000055435 4443.318995 0.217419 -2.380051 1.731024e-02 9.446509e-02
782 Zfp518a ENSMUSG00000049164 1205.946550 0.243080 -2.378887 1.736502e-02 9.462397e-02
783 Tmem98 ENSMUSG00000035413 249.197611 0.315755 -2.378157 1.739939e-02 9.472287e-02
784 Bend4 ENSMUSG00000092060 1190.568124 -0.211776 2.377327 1.743861e-02 9.480341e-02
785 Lrguk ENSMUSG00000056215 168.526139 -0.342552 2.375485 1.752592e-02 9.515738e-02
786 Katnbl1 ENSMUSG00000027132 558.167766 0.291603 -2.373315 1.762921e-02 9.562051e-02
787 Aplp1 ENSMUSG00000006651 7515.539638 -0.240331 2.372336 1.767601e-02 9.567869e-02
788 Eno2 ENSMUSG00000004267 23404.415819 -0.225787 2.371178 1.773151e-02 9.584978e-02
789 Tmem115 ENSMUSG00000010045 1366.798815 -0.272849 2.370733 1.775285e-02 9.590344e-02
790 Prpf39 ENSMUSG00000035597 1615.576100 0.294154 -2.369788 1.779828e-02 9.602778e-02
791 Dusp15 ENSMUSG00000042662 2314.434378 -0.199442 2.368740 1.784880e-02 9.617928e-02
792 Abhd14b ENSMUSG00000042073 774.044888 -0.266504 2.367738 1.789722e-02 9.631907e-02
793 Lrpap1 ENSMUSG00000029103 10569.348638 -0.174196 2.366194 1.797205e-02 9.660045e-02
794 Map4k5 ENSMUSG00000034761 2818.820616 0.217404 -2.365067 1.802683e-02 9.679561e-02
795 Bcr ENSMUSG00000009681 4349.780210 -0.246414 2.363708 1.809306e-02 9.700297e-02
796 Aspm ENSMUSG00000033952 146.921942 0.344962 -2.362438 1.815518e-02 9.721900e-02
797 1700001K19Rik ENSMUSG00000056508 84.217621 -0.346107 2.361108 1.822043e-02 9.744799e-02
798 Ugt8a ENSMUSG00000032854 3615.179557 0.225511 -2.359558 1.829672e-02 9.769621e-02
799 Ppp2r2a ENSMUSG00000022052 4283.299027 0.212945 -2.357360 1.840537e-02 9.819062e-02
800 Zfp729b ENSMUSG00000058093 1201.810201 0.255625 -2.356246 1.846071e-02 9.836338e-02
801 Gm14412 ENSMUSG00000078868 213.498340 0.345388 -2.355256 1.850997e-02 9.850340e-02
802 Sema4d ENSMUSG00000021451 2412.664592 -0.232907 2.353210 1.861213e-02 9.892418e-02
803 Plk4 ENSMUSG00000025758 466.979447 0.257485 -2.352222 1.866161e-02 9.906432e-02
804 Cbx6 ENSMUSG00000089715 8279.646719 -0.255101 2.350476 1.874943e-02 9.940737e-02
805 Ssx2ip ENSMUSG00000036825 4878.900500 0.184773 -2.348731 1.883752e-02 9.975099e-02
806 Slc7a2 ENSMUSG00000031596 6039.143468 0.206117 -2.347788 1.888525e-02 9.990710e-02
807 Bcl2l2 ENSMUSG00000089682 5914.804971 -0.180791 2.346435 1.895397e-02 1.001202e-01
808 Mzb1 ENSMUSG00000024353 26.832956 0.253422 -2.343224 1.911792e-02 1.008619e-01
809 Man1b1 ENSMUSG00000036646 4577.981062 -0.228840 2.341990 1.918122e-02 1.011252e-01
810 Nck1 ENSMUSG00000032475 1538.004632 0.226673 -2.341163 1.922375e-02 1.012210e-01
811 Commd7 ENSMUSG00000056941 1713.045952 -0.192141 2.339997 1.928387e-02 1.013630e-01
812 Rdh5 ENSMUSG00000025350 395.673147 -0.315454 2.339048 1.933295e-02 1.014965e-01
813 Igkv1-110 ENSMUSG00000093861 31.727269 0.221576 -2.337800 1.939764e-02 1.017115e-01
814 Zdhhc14 ENSMUSG00000034265 1198.220759 -0.239151 2.336996 1.943939e-02 1.018282e-01
815 Ndufc2 ENSMUSG00000030647 4186.890120 -0.215722 2.334657 1.956137e-02 1.023196e-01
816 Sox5 ENSMUSG00000041540 281.392774 0.296341 -2.334198 1.958535e-02 1.023465e-01
817 Plxna2 ENSMUSG00000026640 6125.083314 -0.225183 2.333354 1.962956e-02 1.024408e-01
818 Cltb ENSMUSG00000047547 13729.545383 0.185290 -2.331559 1.972389e-02 1.027933e-01
819 Prps2 ENSMUSG00000025742 2140.807882 0.224581 -2.329857 1.981369e-02 1.030733e-01
820 Tmem181b-ps ENSMUSG00000096780 124.903362 -0.343824 2.328241 1.989932e-02 1.034559e-01
821 Cisd2 ENSMUSG00000028165 2001.779362 0.224309 -2.327515 1.993786e-02 1.035307e-01
822 Arhgef18 ENSMUSG00000004568 2278.144056 -0.220761 2.325154 2.006372e-02 1.040582e-01
823 Galt ENSMUSG00000036073 801.376496 -0.225721 2.323386 2.015845e-02 1.043915e-01
824 Tmem71 ENSMUSG00000036944 85.750843 0.341785 -2.321779 2.024483e-02 1.047439e-01
825 Prpf38b ENSMUSG00000027881 1982.240266 0.255998 -2.321134 2.027961e-02 1.047723e-01
826 Uba1 ENSMUSG00000001924 24575.966751 -0.210873 2.320610 2.030790e-02 1.048171e-01
827 Gpr179 ENSMUSG00000070337 243.374956 -0.300406 2.319598 2.036261e-02 1.049471e-01
828 Sun1 ENSMUSG00000036817 3338.980627 -0.192932 2.318897 2.040063e-02 1.050427e-01
829 Gpm6b ENSMUSG00000031342 19784.081481 0.230129 -2.318186 2.043920e-02 1.051253e-01
830 Zdhhc23 ENSMUSG00000036304 263.426388 -0.278111 2.317404 2.048174e-02 1.052693e-01
831 Cabp1 ENSMUSG00000029544 4999.877906 -0.302668 2.316248 2.054471e-02 1.054046e-01
832 Zfp120 ENSMUSG00000068134 940.594771 0.237327 -2.315226 2.060056e-02 1.055648e-01
833 Srl ENSMUSG00000022519 638.501173 0.315568 -2.312769 2.073536e-02 1.061287e-01
834 Sema4f ENSMUSG00000000627 4476.218886 0.271875 -2.310253 2.087415e-02 1.067084e-01
835 Lgmn ENSMUSG00000021190 14072.305649 -0.176750 2.308640 2.096357e-02 1.069874e-01
836 Irak4 ENSMUSG00000059883 248.465457 0.287622 -2.308081 2.099464e-02 1.070721e-01
837 Cuedc1 ENSMUSG00000018378 1774.879870 -0.225168 2.306632 2.107533e-02 1.072351e-01
838 Bcas3 ENSMUSG00000059439 2937.866686 -0.192653 2.307037 2.105278e-02 1.072351e-01
839 Bckdha ENSMUSG00000060376 2150.305147 -0.224019 2.306293 2.109429e-02 1.072418e-01
840 Wdr82 ENSMUSG00000020257 3218.027787 0.179221 -2.304533 2.119276e-02 1.075703e-01
841 Iglc2 ENSMUSG00000076937 193.098120 0.122980 -2.303600 2.124510e-02 1.077235e-01
842 Nms ENSMUSG00000067604 27.352361 0.300094 -2.302120 2.132840e-02 1.080030e-01
843 Cyp46a1 ENSMUSG00000021259 342.585977 -0.283230 2.300152 2.143962e-02 1.083801e-01
844 Lyrm1 ENSMUSG00000030922 595.762666 0.249307 -2.299285 2.148875e-02 1.085195e-01
845 Zfp429 ENSMUSG00000078994 93.527664 0.336856 -2.297018 2.161774e-02 1.090493e-01
846 Btnl9 ENSMUSG00000040283 39.294158 0.321952 -2.295542 2.170210e-02 1.093462e-01
847 Wdr59 ENSMUSG00000031959 1840.259223 -0.182928 2.292278 2.188959e-02 1.101613e-01
848 Tbc1d8b ENSMUSG00000042473 824.756440 0.239949 -2.291577 2.193008e-02 1.102407e-01
849 Stat6 ENSMUSG00000002147 5289.164213 -0.182320 2.290505 2.199205e-02 1.103853e-01
850 Mmp19 ENSMUSG00000025355 163.027043 0.327158 -2.289593 2.204493e-02 1.105536e-01
851 Gm5113 ENSMUSG00000066647 717.573378 -0.224943 2.287515 2.216581e-02 1.110298e-01
852 Dclk3 ENSMUSG00000032500 1816.326337 -0.192503 2.285817 2.226498e-02 1.113964e-01
853 Atad2b ENSMUSG00000052812 567.532315 0.241484 -2.285025 2.231135e-02 1.114982e-01
854 Bphl ENSMUSG00000038286 568.299322 -0.261369 2.283123 2.242314e-02 1.118938e-01
855 Pik3c2a ENSMUSG00000030660 3767.240325 0.230968 -2.281716 2.250614e-02 1.122099e-01
856 Mettl26 ENSMUSG00000025731 1029.962320 -0.223861 2.280076 2.260316e-02 1.125420e-01
857 Zc3h15 ENSMUSG00000027091 6103.471443 0.201113 -2.279168 2.265708e-02 1.127199e-01
858 Erp44 ENSMUSG00000028343 1932.070335 0.201282 -2.277996 2.272685e-02 1.129162e-01
859 Caprin1 ENSMUSG00000027184 20732.967930 0.192663 -2.276174 2.283560e-02 1.133251e-01
860 Coasy ENSMUSG00000001755 1499.568213 -0.210614 2.275383 2.288294e-02 1.134287e-01
861 Zbtb46 ENSMUSG00000027583 880.212856 0.218094 -2.273784 2.297897e-02 1.137424e-01
862 Mef2c ENSMUSG00000005583 2004.951116 0.243342 -2.272003 2.308635e-02 1.141463e-01
863 Lamtor4 ENSMUSG00000050552 2325.042916 -0.248377 2.270489 2.317796e-02 1.144938e-01
864 Cabin1 ENSMUSG00000020196 2530.937238 -0.228681 2.269923 2.321224e-02 1.145592e-01
865 Fhl1 ENSMUSG00000023092 9602.988561 0.184649 -2.268374 2.330644e-02 1.148636e-01
866 Ptges2 ENSMUSG00000026820 1128.060352 -0.218076 2.264558 2.353982e-02 1.158805e-01
867 Swap70 ENSMUSG00000031015 981.854796 0.205400 -2.262734 2.365209e-02 1.162996e-01
868 Gata2 ENSMUSG00000015053 130.682885 0.326320 -2.260988 2.375999e-02 1.166963e-01
869 Rtbdn ENSMUSG00000048617 101.869376 -0.333958 2.260714 2.377697e-02 1.167140e-01
870 Ighv1-26 ENSMUSG00000094546 64.161416 0.075261 -2.260089 2.381575e-02 1.167772e-01
871 4933404O12Rik ENSMUSG00000097908 219.536423 -0.285051 2.258253 2.392987e-02 1.171279e-01
872 Urb2 ENSMUSG00000031976 808.810779 -0.226575 2.257023 2.400664e-02 1.173027e-01
873 Nudt4 ENSMUSG00000020029 11020.184520 0.191623 -2.256720 2.402559e-02 1.173282e-01
874 Zgpat ENSMUSG00000027582 903.961705 -0.240462 2.255930 2.407500e-02 1.174358e-01
875 Obscn ENSMUSG00000061462 391.757153 0.165406 -2.254003 2.419599e-02 1.178918e-01
876 Ndufs3 ENSMUSG00000005510 2920.891834 -0.219073 2.252048 2.431923e-02 1.183577e-01
877 Arhgef10l ENSMUSG00000040964 4458.206836 -0.265347 2.248365 2.455290e-02 1.193594e-01
878 Gm16295 ENSMUSG00000087041 131.016820 -0.311116 2.244701 2.478733e-02 1.203625e-01
879 Cyhr1 ENSMUSG00000053929 5185.362935 -0.244201 2.243636 2.485583e-02 1.205585e-01
880 Trpc4ap ENSMUSG00000038324 7729.045270 -0.209200 2.243132 2.488832e-02 1.206002e-01
881 Gm5141 ENSMUSG00000091183 206.983959 0.303781 -2.242119 2.495367e-02 1.207597e-01
882 Ska2 ENSMUSG00000020492 552.241393 0.256373 -2.240882 2.503372e-02 1.210104e-01
883 Insc ENSMUSG00000048782 492.940070 -0.241854 2.240121 2.508308e-02 1.211124e-01
884 Runx2 ENSMUSG00000039153 335.235945 0.300679 -2.239018 2.515474e-02 1.212535e-01
885 Sptlc2 ENSMUSG00000021036 4643.847107 0.170645 -2.236536 2.531666e-02 1.218897e-01
886 Slc19a1 ENSMUSG00000001436 1263.258383 -0.235864 2.236040 2.534914e-02 1.219163e-01
887 Gm4759 ENSMUSG00000053541 44.665689 0.305539 -2.234111 2.547578e-02 1.224223e-01
888 Erich3 ENSMUSG00000078161 1020.332181 -0.240069 2.232514 2.558100e-02 1.227902e-01
889 Rab12 ENSMUSG00000023460 1322.155497 0.201417 -2.231869 2.562364e-02 1.228229e-01
890 Dcaf5 ENSMUSG00000049106 3582.773127 -0.189712 2.230526 2.571253e-02 1.231457e-01
891 Clrn2 ENSMUSG00000049530 151.492452 -0.310043 2.229688 2.576818e-02 1.232745e-01
892 Rpe ENSMUSG00000026005 1867.530943 0.197276 -2.228191 2.586779e-02 1.235785e-01
893 Ksr1 ENSMUSG00000018334 1274.124630 -0.204481 2.227263 2.592971e-02 1.237628e-01
894 C1ql2 ENSMUSG00000036907 30.362215 0.277416 -2.226653 2.597049e-02 1.238276e-01
895 Mt2 ENSMUSG00000031762 1242.796208 0.261919 -2.225970 2.601618e-02 1.238847e-01
896 Tnrc18 ENSMUSG00000039477 2300.848381 -0.254264 2.225391 2.605498e-02 1.239546e-01
897 1110020A21Rik ENSMUSG00000097047 29.021538 0.302690 -2.223309 2.619498e-02 1.244824e-01
898 2700038G22Rik ENSMUSG00000097180 53.448333 0.323908 -2.222511 2.624878e-02 1.245999e-01
899 Ptov1 ENSMUSG00000038502 4706.353747 -0.267426 2.221623 2.630878e-02 1.247490e-01
900 Srp19 ENSMUSG00000014504 2347.044691 0.195264 -2.219249 2.646982e-02 1.253714e-01
901 Neurl3 ENSMUSG00000047180 159.357758 0.326518 -2.217341 2.659977e-02 1.258293e-01
902 Dmtn ENSMUSG00000022099 10374.495674 -0.194805 2.215911 2.669762e-02 1.261714e-01
903 Pfkfb1 ENSMUSG00000025271 119.781116 0.315927 -2.214618 2.678630e-02 1.264511e-01
904 Zfp157 ENSMUSG00000036898 974.553667 0.233004 -2.213367 2.687236e-02 1.267178e-01
905 Nup85 ENSMUSG00000020739 1092.896976 -0.224471 2.211613 2.699343e-02 1.271166e-01
906 Papola ENSMUSG00000021111 5017.604036 0.182196 -2.211111 2.702817e-02 1.271726e-01
907 Chic1 ENSMUSG00000031327 1102.301128 0.244418 -2.210105 2.709789e-02 1.273608e-01
908 Ptpn1 ENSMUSG00000027540 1798.965759 0.247319 -2.208723 2.719393e-02 1.276118e-01
909 BC034090 ENSMUSG00000033722 315.072837 -0.265587 2.208110 2.723661e-02 1.276627e-01
910 Gpr180 ENSMUSG00000022131 1144.291082 -0.208654 2.206136 2.737446e-02 1.282037e-01
911 Bard1 ENSMUSG00000026196 114.966850 0.325802 -2.204992 2.745464e-02 1.284038e-01
912 Esm1 ENSMUSG00000042379 143.855671 0.316134 -2.203854 2.753465e-02 1.285675e-01
913 Gorab ENSMUSG00000040124 593.207770 0.238662 -2.203728 2.754350e-02 1.285738e-01
914 5330417C22Rik ENSMUSG00000040412 690.155058 -0.265557 2.202662 2.761858e-02 1.288505e-01
915 Zfp644 ENSMUSG00000049606 3222.893569 0.222415 -2.201467 2.770296e-02 1.290371e-01
916 Emd ENSMUSG00000001964 1547.844892 0.186315 -2.199904 2.781371e-02 1.294123e-01
917 Mrpl32 ENSMUSG00000015672 1174.104271 0.234423 -2.198727 2.789732e-02 1.296191e-01
918 Clcn7 ENSMUSG00000036636 1768.218582 -0.211823 2.198175 2.793665e-02 1.297026e-01
919 Tonsl ENSMUSG00000059323 329.890836 -0.267507 2.196508 2.805562e-02 1.301140e-01
920 Sparcl1 ENSMUSG00000029309 28880.233749 0.191026 -2.195658 2.811641e-02 1.302550e-01
921 Themis2 ENSMUSG00000037731 157.838927 0.316693 -2.194033 2.823307e-02 1.306542e-01
922 Sox18 ENSMUSG00000046470 171.033057 0.317562 -2.192299 2.835794e-02 1.310904e-01
923 Inpp1 ENSMUSG00000026102 1383.684853 0.204811 -2.189017 2.859563e-02 1.320468e-01
924 Hsf1 ENSMUSG00000022556 1177.714196 -0.224279 2.187683 2.869272e-02 1.323525e-01
925 Pcsk9 ENSMUSG00000044254 147.098434 -0.313199 2.186416 2.878520e-02 1.326363e-01
926 Kcnk6 ENSMUSG00000046410 119.072040 0.321874 -2.184606 2.891777e-02 1.330683e-01
927 Gbp8 ENSMUSG00000034438 68.247032 0.322775 -2.183654 2.898768e-02 1.332469e-01
928 Stk24 ENSMUSG00000063410 5177.676422 -0.207790 2.182734 2.905541e-02 1.334509e-01
929 Ahctf1 ENSMUSG00000026491 2609.536592 0.202746 -2.181839 2.912141e-02 1.336108e-01
930 Cnep1r1 ENSMUSG00000036810 1965.043872 0.221773 -2.179019 2.933026e-02 1.344251e-01
931 Hnrnpk ENSMUSG00000021546 16748.157475 0.167446 -2.176611 2.950957e-02 1.350484e-01
932 Vps37a ENSMUSG00000031600 5238.402158 0.218003 -2.175986 2.955634e-02 1.351065e-01
933 Ptpn4 ENSMUSG00000026384 785.195136 0.227693 -2.175471 2.959486e-02 1.351383e-01
934 Tmod1 ENSMUSG00000028328 5467.683521 -0.167444 2.174847 2.964161e-02 1.352374e-01
935 Rad23b ENSMUSG00000028426 10241.418099 0.183389 -2.173931 2.971032e-02 1.354084e-01
936 Ephb6 ENSMUSG00000029869 1549.655661 -0.245976 2.171233 2.991357e-02 1.360638e-01
937 Slc14a1 ENSMUSG00000059336 197.103125 0.320177 -2.171248 2.991244e-02 1.360638e-01
938 Ptpa ENSMUSG00000039515 7837.234818 -0.242784 2.170080 3.000075e-02 1.363316e-01
939 Wdr4 ENSMUSG00000024037 832.502157 -0.214914 2.167883 3.016759e-02 1.369083e-01
940 BC029214 ENSMUSG00000047617 1054.355442 -0.230827 2.166966 3.023746e-02 1.370802e-01
941 Sdk1 ENSMUSG00000039683 911.463435 0.250637 -2.166370 3.028292e-02 1.371775e-01
942 Hlcs ENSMUSG00000040820 1588.976870 -0.198736 2.165495 3.034977e-02 1.373351e-01
943 Pex14 ENSMUSG00000028975 1444.635860 -0.235680 2.164638 3.041541e-02 1.374606e-01
944 Dmkn ENSMUSG00000060962 32.186101 0.265979 -2.164315 3.044016e-02 1.374702e-01
945 Mgat4c ENSMUSG00000019888 299.556491 0.297767 -2.163333 3.051558e-02 1.376131e-01
946 Zfp91 ENSMUSG00000024695 6759.173823 0.172457 -2.162643 3.056866e-02 1.377289e-01
947 Rac1 ENSMUSG00000001847 12823.805954 0.177860 -2.162103 3.061020e-02 1.377861e-01
948 Nxph4 ENSMUSG00000040258 55.439541 -0.319247 2.160722 3.071682e-02 1.380758e-01
949 Map3k10 ENSMUSG00000040390 3511.519103 -0.258920 2.159632 3.080120e-02 1.383552e-01
950 Hivep1 ENSMUSG00000021366 3099.827321 -0.194425 2.158500 3.088901e-02 1.386043e-01
951 Pidd1 ENSMUSG00000025507 193.835338 -0.291141 2.156756 3.102466e-02 1.390674e-01
952 Gnao1 ENSMUSG00000031748 31924.149793 -0.183627 2.155704 3.110677e-02 1.392898e-01
953 Chm ENSMUSG00000025531 3933.922604 0.236804 -2.153745 3.126015e-02 1.397940e-01
954 Nprl2 ENSMUSG00000010057 1110.828544 -0.197569 2.152967 3.132129e-02 1.398679e-01
955 Upp2 ENSMUSG00000026839 786.572997 -0.217132 2.152088 3.139040e-02 1.400840e-01
956 Lrig1 ENSMUSG00000030029 1067.655380 0.236141 -2.151459 3.143998e-02 1.401712e-01
957 Gng2 ENSMUSG00000043004 24123.001954 0.208470 -2.150878 3.148579e-02 1.402336e-01
958 Lin9 ENSMUSG00000058729 188.036884 0.296884 -2.149099 3.162656e-02 1.406984e-01
959 Zcchc3 ENSMUSG00000074682 384.857256 -0.263799 2.148444 3.167851e-02 1.407469e-01
960 Hgh1 ENSMUSG00000022554 218.638631 -0.293981 2.147418 3.176003e-02 1.409994e-01
961 Tspan5 ENSMUSG00000028152 3667.611616 -0.210879 2.144963 3.195577e-02 1.416993e-01
962 F8 ENSMUSG00000031196 886.590462 0.258799 -2.144405 3.200045e-02 1.417761e-01
963 Pla2g6 ENSMUSG00000042632 1708.929315 -0.218664 2.142944 3.211761e-02 1.421451e-01
964 Arhgef1 ENSMUSG00000040940 2259.840072 -0.221237 2.142242 3.217399e-02 1.422110e-01
965 Nfix ENSMUSG00000001911 1633.174086 0.242773 -2.141406 3.224132e-02 1.423618e-01
966 D930030I03Rik ENSMUSG00000097576 15.619078 0.250886 -2.140711 3.229731e-02 1.424989e-01
967 Mrgprb5 ENSMUSG00000070551 755.132112 -0.279889 2.139266 3.241415e-02 1.428673e-01
968 Vps37d ENSMUSG00000043614 279.816783 -0.287061 2.138695 3.246036e-02 1.429345e-01
969 Grin3a ENSMUSG00000039579 1443.825868 -0.256438 2.137381 3.256700e-02 1.431830e-01
970 Cxx1a ENSMUSG00000067925 1602.083670 -0.211776 2.136358 3.265023e-02 1.433916e-01
971 Sik2 ENSMUSG00000037112 401.617514 0.260792 -2.135493 3.272072e-02 1.435880e-01
972 Ctu2 ENSMUSG00000049482 478.056461 -0.254799 2.134062 3.283771e-02 1.439200e-01
973 Actr1b ENSMUSG00000037351 9371.316985 -0.219224 2.133166 3.291107e-02 1.440649e-01
974 Lmtk3 ENSMUSG00000062044 621.858187 -0.273796 2.132518 3.296429e-02 1.441798e-01
975 Arhgdib ENSMUSG00000030220 1116.204996 0.308014 -2.131663 3.303452e-02 1.443006e-01
976 Dhx33 ENSMUSG00000040620 1776.322228 -0.192547 2.131155 3.307635e-02 1.443753e-01
977 Btbd9 ENSMUSG00000062202 1826.711040 -0.218053 2.130791 3.310638e-02 1.443921e-01
978 Fam98c ENSMUSG00000030590 277.694751 -0.277981 2.128850 3.326668e-02 1.449108e-01
979 Sntb1 ENSMUSG00000060429 1234.361223 0.189880 -2.128169 3.332307e-02 1.450085e-01
980 Katnb1 ENSMUSG00000031787 1601.130037 -0.236134 2.126477 3.346356e-02 1.453989e-01
981 Lockd ENSMUSG00000098318 16.721908 0.240412 -2.126204 3.348625e-02 1.454238e-01
982 Mphosph10 ENSMUSG00000030521 1433.739573 0.224868 -2.124837 3.360026e-02 1.457477e-01
983 Klhl21 ENSMUSG00000073700 1434.812712 -0.259670 2.124517 3.362692e-02 1.457729e-01
984 Gm10814 ENSMUSG00000097404 101.130734 -0.312338 2.122148 3.382527e-02 1.464509e-01
985 Camkk1 ENSMUSG00000020785 1113.033795 -0.245196 2.120772 3.394103e-02 1.467652e-01
986 Bcl2l14 ENSMUSG00000030200 375.371657 -0.241390 2.119895 3.401491e-02 1.469750e-01
987 Canx ENSMUSG00000020368 25791.445466 0.205557 -2.118090 3.416741e-02 1.474480e-01
988 Brsk2 ENSMUSG00000053046 4523.514987 -0.205808 2.116249 3.432362e-02 1.480103e-01
989 Gm12279 ENSMUSG00000087120 20.325805 -0.262951 2.115629 3.437641e-02 1.481145e-01
990 Plppr1 ENSMUSG00000063446 89.258250 0.309224 -2.114498 3.447273e-02 1.483548e-01
991 Nuak2 ENSMUSG00000009772 70.346858 0.312973 -2.113566 3.455239e-02 1.484158e-01
992 Heatr5a ENSMUSG00000035181 3624.574063 -0.193226 2.113474 3.456024e-02 1.484158e-01
993 Mrln ENSMUSG00000019933 15.445140 0.215014 -2.112632 3.463224e-02 1.485935e-01
994 Cd28 ENSMUSG00000026012 26.009760 0.284932 -2.111615 3.471951e-02 1.488190e-01
995 Otud6b ENSMUSG00000040550 5562.191815 0.199093 -2.110695 3.479853e-02 1.490086e-01
996 Ezh2 ENSMUSG00000029687 270.416378 0.264585 -2.109474 3.490369e-02 1.492024e-01
997 Tyw5 ENSMUSG00000048495 540.783738 0.263201 -2.109232 3.492455e-02 1.492500e-01
998 Idi1 ENSMUSG00000058258 2352.954055 0.185564 -2.107737 3.505376e-02 1.496796e-01
999 Fbxo40 ENSMUSG00000047746 320.536500 0.311558 -2.106012 3.520328e-02 1.501417e-01
1000 Elp2 ENSMUSG00000024271 6205.337227 -0.166763 2.104751 3.531295e-02 1.504597e-01
1001 Msantd1 ENSMUSG00000051246 99.955173 -0.309749 2.103099 3.545710e-02 1.509238e-01
1002 Synrg ENSMUSG00000034940 5396.830120 -0.174498 2.101581 3.559000e-02 1.513392e-01
1003 Zfp595 ENSMUSG00000057842 274.873209 0.277454 -2.099512 3.577182e-02 1.519615e-01
1004 Emc4 ENSMUSG00000027131 3415.969425 -0.178568 2.096953 3.599773e-02 1.527698e-01
1005 Cecr6 ENSMUSG00000094626 22.445892 0.276541 -2.095705 3.610832e-02 1.530875e-01
1006 Trak2 ENSMUSG00000026028 6473.637490 0.154747 -2.094009 3.625915e-02 1.535371e-01
1007 Slc16a9 ENSMUSG00000037762 949.896482 0.236043 -2.093796 3.627813e-02 1.535554e-01
1008 Slc38a2 ENSMUSG00000022462 18808.011015 0.222123 -2.092920 3.635631e-02 1.536827e-01
1009 C1ra ENSMUSG00000055172 417.584074 0.243767 -2.092112 3.642852e-02 1.538362e-01
1010 Smurf2 ENSMUSG00000018363 2278.398550 0.170376 -2.091400 3.649222e-02 1.539156e-01
1011 Fam102a ENSMUSG00000039157 3703.166747 -0.220357 2.090591 3.656471e-02 1.540697e-01
1012 Tmem101 ENSMUSG00000020921 763.333122 -0.204170 2.087005 3.688772e-02 1.552400e-01
1013 Ccar2 ENSMUSG00000033712 1946.466056 -0.203687 2.086500 3.693339e-02 1.553559e-01
1014 Clstn1 ENSMUSG00000039953 20364.841389 -0.231509 2.085184 3.705261e-02 1.557045e-01
1015 Tmem199 ENSMUSG00000051232 1313.406410 -0.187686 2.084513 3.711354e-02 1.557696e-01
1016 Zfp382 ENSMUSG00000074220 752.341519 -0.204412 2.084083 3.715261e-02 1.558191e-01
1017 Fip1l1 ENSMUSG00000029227 2107.794463 0.173835 -2.083453 3.720996e-02 1.559071e-01
1018 Lrp10 ENSMUSG00000022175 4978.832390 -0.247021 2.081829 3.735806e-02 1.563074e-01
1019 Arrdc2 ENSMUSG00000002910 457.093967 -0.248312 2.081042 3.743008e-02 1.564851e-01
1020 Scand1 ENSMUSG00000046229 871.725363 -0.283303 2.079258 3.759368e-02 1.570542e-01
1021 Fhod3 ENSMUSG00000034295 925.974915 0.224205 -2.077417 3.776307e-02 1.575315e-01
1022 Pitpnm1 ENSMUSG00000024851 2825.176174 -0.224483 2.076495 3.784817e-02 1.577329e-01
1023 Mgat4b ENSMUSG00000036620 2986.244309 -0.241161 2.074110 3.806914e-02 1.585767e-01
1024 D11Wsu47e ENSMUSG00000041623 464.088574 -0.227076 2.073046 3.816800e-02 1.588688e-01
1025 Eml6 ENSMUSG00000044072 1038.919367 -0.232911 2.071551 3.830737e-02 1.592495e-01
1026 Naip5 ENSMUSG00000071203 115.819679 0.295371 -2.070747 3.838244e-02 1.594169e-01
1027 6330403L08Rik ENSMUSG00000075585 781.331047 -0.210139 2.069890 3.846269e-02 1.595955e-01
1028 Tmem106c ENSMUSG00000052369 784.207845 -0.210269 2.068260 3.861560e-02 1.600750e-01
1029 Shkbp1 ENSMUSG00000089832 472.638232 -0.260824 2.067309 3.870504e-02 1.603100e-01
1030 Arhgef17 ENSMUSG00000032875 6450.932238 -0.224517 2.066791 3.875385e-02 1.603829e-01
1031 Igdcc4 ENSMUSG00000032816 686.193316 -0.230511 2.065404 3.888478e-02 1.607244e-01
1032 Acot8 ENSMUSG00000017307 375.200139 -0.241010 2.064566 3.896409e-02 1.608331e-01
1033 Cops2 ENSMUSG00000027206 13215.828861 0.217784 -2.064211 3.899769e-02 1.608807e-01
1034 Cpsf2 ENSMUSG00000041781 4520.388884 0.159364 -2.063007 3.911193e-02 1.611581e-01
1035 Epb41l4b ENSMUSG00000028434 2039.335585 0.190781 -2.061392 3.926570e-02 1.615974e-01
1036 Fkbp8 ENSMUSG00000019428 14723.341635 -0.205920 2.060986 3.930433e-02 1.616400e-01
1037 Hmcn1 ENSMUSG00000066842 574.891936 -0.252728 2.060158 3.938342e-02 1.617450e-01
1038 Vangl1 ENSMUSG00000027860 527.223932 0.251246 -2.059731 3.942423e-02 1.617450e-01
1039 Dpy19l4 ENSMUSG00000045205 2945.414536 0.189005 -2.058500 3.954213e-02 1.621123e-01
1040 Polr3a ENSMUSG00000025280 1599.418695 -0.214656 2.055730 3.980855e-02 1.630391e-01
1041 Sall2 ENSMUSG00000049532 1186.675991 -0.215265 2.055143 3.986520e-02 1.631247e-01
1042 Mapk8 ENSMUSG00000021936 5550.922402 0.192972 -2.053925 3.998295e-02 1.634504e-01
1043 Chst5 ENSMUSG00000031952 139.727258 -0.299164 2.052643 4.010718e-02 1.638021e-01
1044 Zfp946 ENSMUSG00000071266 1506.805666 0.235308 -2.052060 4.016383e-02 1.638772e-01
1045 Kxd1 ENSMUSG00000055553 1128.858867 -0.176580 2.050097 4.035497e-02 1.644614e-01
1046 Gabpb2 ENSMUSG00000038766 1535.239548 0.195394 -2.048393 4.052153e-02 1.649832e-01
1047 Prickle2 ENSMUSG00000030020 2325.531674 -0.164027 2.047143 4.064405e-02 1.652995e-01
1048 Mul1 ENSMUSG00000041241 2085.764879 -0.198672 2.046102 4.074631e-02 1.655838e-01
1049 Ipo7 ENSMUSG00000066232 6525.186805 0.166931 -2.044629 4.089145e-02 1.658591e-01
1050 Mecom ENSMUSG00000027684 155.377189 0.283326 -2.044672 4.088719e-02 1.658591e-01
1051 Ndrg3 ENSMUSG00000027634 7409.073138 -0.148641 2.043416 4.101131e-02 1.661330e-01
1052 Rdx ENSMUSG00000032050 7543.560248 0.165632 -2.042636 4.108847e-02 1.663433e-01
1053 Ugt1a6b ENSMUSG00000090145 25.923647 0.202945 -2.041436 4.120750e-02 1.666677e-01
1054 Zhx2 ENSMUSG00000071757 713.465342 0.231235 -2.040444 4.130614e-02 1.669091e-01
1055 Adamtsl3 ENSMUSG00000070469 834.992429 0.258963 -2.039889 4.136135e-02 1.670257e-01
1056 Stpg1 ENSMUSG00000028801 139.257835 -0.283276 2.038179 4.153205e-02 1.675061e-01
1057 4933440N22Rik ENSMUSG00000042087 19.249177 -0.256203 2.037143 4.163575e-02 1.677664e-01
1058 Mrpl45 ENSMUSG00000018882 1482.523089 -0.187981 2.035842 4.176627e-02 1.681343e-01
1059 Epha4 ENSMUSG00000026235 484.852828 0.255021 -2.034978 4.185310e-02 1.683291e-01
1060 Lrrcc1 ENSMUSG00000027550 1739.120279 0.228710 -2.033873 4.196438e-02 1.685754e-01
1061 Lzts1 ENSMUSG00000036306 1915.021920 -0.203752 2.032187 4.213474e-02 1.691013e-01
1062 Gm17732 ENSMUSG00000091744 69.358293 0.300370 -2.031748 4.217921e-02 1.691609e-01
1063 Nicn1 ENSMUSG00000032606 4543.549171 -0.154508 2.030185 4.233770e-02 1.696378e-01
1064 Gm12396 ENSMUSG00000056412 34.936104 0.290423 -2.028761 4.248261e-02 1.700594e-01
1065 Chrm2 ENSMUSG00000045613 726.714188 -0.234530 2.027297 4.263205e-02 1.705344e-01
1066 Znhit6 ENSMUSG00000074182 1026.430276 0.185943 -2.026560 4.270739e-02 1.706404e-01
1067 Rab6b ENSMUSG00000032549 46247.611194 -0.184686 2.023765 4.299437e-02 1.715978e-01
1068 Cd79b ENSMUSG00000040592 96.056706 0.263273 -2.022348 4.314042e-02 1.720098e-01
1069 Ccdc107 ENSMUSG00000028461 1052.791661 -0.198194 2.020756 4.330506e-02 1.725057e-01
1070 Snx17 ENSMUSG00000029146 3001.489862 -0.187116 2.020128 4.337007e-02 1.726106e-01
1071 Atxn7l3 ENSMUSG00000059995 6952.562750 -0.236431 2.018835 4.350433e-02 1.729779e-01
1072 Rpl13-ps1 ENSMUSG00000082806 30.245289 0.283355 -2.017886 4.360316e-02 1.732102e-01
1073 Pdcd7 ENSMUSG00000041837 908.057034 -0.217209 2.017229 4.367163e-02 1.733042e-01
1074 Klhl1 ENSMUSG00000022076 83.008760 0.296745 -2.016617 4.373545e-02 1.733042e-01
1075 Setd2 ENSMUSG00000044791 2755.259959 0.162596 -2.016375 4.376073e-02 1.733139e-01
1076 Faah ENSMUSG00000034171 687.724882 -0.219522 2.015908 4.380963e-02 1.733474e-01
1077 Polg ENSMUSG00000039176 1739.549232 -0.221535 2.014947 4.391024e-02 1.735852e-01
1078 AI429214 ENSMUSG00000074384 136.098425 0.289804 -2.014538 4.395310e-02 1.736403e-01
1079 Klhl26 ENSMUSG00000055707 1629.615665 -0.226512 2.013666 4.404459e-02 1.738609e-01
1080 Epdr1 ENSMUSG00000002808 14050.453711 -0.141691 2.011533 4.426921e-02 1.743208e-01
1081 Rhbdd2 ENSMUSG00000039917 1732.891210 -0.213942 2.011824 4.423844e-02 1.743208e-01
1082 Tram1 ENSMUSG00000025935 2934.026945 0.210362 -2.010952 4.433050e-02 1.744820e-01
1083 Ubxn6 ENSMUSG00000019578 4228.311583 -0.160927 2.009644 4.446884e-02 1.748520e-01
1084 Relt ENSMUSG00000008318 644.295437 -0.279363 2.009051 4.453175e-02 1.749527e-01
1085 Anapc10 ENSMUSG00000036977 809.574748 0.236375 -2.006960 4.475394e-02 1.756646e-01
1086 Slk ENSMUSG00000025060 6850.651563 0.177484 -2.005806 4.487697e-02 1.759162e-01
1087 Slc39a10 ENSMUSG00000025986 4373.058989 0.185126 -2.005007 4.496225e-02 1.760790e-01
1088 Ptbp2 ENSMUSG00000028134 6114.766009 0.217127 -2.004359 4.503160e-02 1.763041e-01
1089 Pld4 ENSMUSG00000052160 394.450336 0.271128 -2.003536 4.511976e-02 1.763317e-01
1090 Kcnn3 ENSMUSG00000000794 77.932213 -0.294547 2.003576 4.511548e-02 1.763317e-01
1091 Cdh23 ENSMUSG00000012819 29.255555 0.265852 -2.002289 4.525368e-02 1.766553e-01
1092 Cntnap5c ENSMUSG00000038048 264.887718 -0.264864 2.000712 4.542346e-02 1.771313e-01
1093 Atp6v0d1 ENSMUSG00000013160 8996.406611 -0.177997 1.999255 4.558073e-02 1.775277e-01
1094 Pcnx3 ENSMUSG00000054874 1921.783823 -0.208305 1.998862 4.562334e-02 1.776129e-01
1095 Las1l ENSMUSG00000057421 2632.158184 0.174302 -1.998029 4.571355e-02 1.776564e-01
1096 Plaa ENSMUSG00000028577 6592.626354 0.167083 -1.998145 4.570091e-02 1.776564e-01
1097 Sharpin ENSMUSG00000022552 1574.849549 -0.177730 1.996862 4.584015e-02 1.777659e-01
1098 Rabggta ENSMUSG00000040472 1172.329831 -0.210415 1.996794 4.584753e-02 1.777659e-01
1099 Hsp90b1 ENSMUSG00000020048 17517.616825 0.192668 -1.996107 4.592225e-02 1.779280e-01
1100 Gnb2 ENSMUSG00000029713 8880.187366 -0.236006 1.995565 4.598124e-02 1.780358e-01
1101 Smarcad1 ENSMUSG00000029920 1137.494501 0.208340 -1.994501 4.609734e-02 1.783242e-01
1102 Zswim1 ENSMUSG00000017764 659.811595 -0.225437 1.992459 4.632076e-02 1.790269e-01
1103 Lamp2 ENSMUSG00000016534 24941.910677 0.177324 -1.991028 4.647778e-02 1.794719e-01
1104 Srrm4os ENSMUSG00000086219 57.450900 0.282143 -1.989910 4.660090e-02 1.797853e-01
1105 Mir1188 ENSMUSG00000080406 24.359021 -0.253750 1.988313 4.677710e-02 1.803027e-01
1106 Dlk1 ENSMUSG00000040856 56.663773 -0.285175 1.987609 4.685494e-02 1.804405e-01
1107 Alox12 ENSMUSG00000000320 155.787128 0.287611 -1.986710 4.695454e-02 1.806179e-01
1108 Ik ENSMUSG00000024474 8409.132865 0.193899 -1.985167 4.712593e-02 1.811177e-01
1109 Macrod1 ENSMUSG00000036278 780.376422 -0.240731 1.984795 4.716729e-02 1.811654e-01
1110 Zfp442 ENSMUSG00000068130 175.333565 0.276797 -1.983694 4.728995e-02 1.814634e-01
1111 Tmem132c ENSMUSG00000034324 687.205649 -0.238319 1.982791 4.739073e-02 1.817039e-01
1112 Pld1 ENSMUSG00000027695 867.690568 0.200903 -1.981759 4.750620e-02 1.819577e-01
1113 Fermt3 ENSMUSG00000024965 283.748462 0.292444 -1.980381 4.766076e-02 1.823963e-01
1114 Cep295 ENSMUSG00000046111 1370.696091 0.216617 -1.979918 4.771274e-02 1.824323e-01
1115 Zfp24 ENSMUSG00000051469 3213.420319 0.178999 -1.978631 4.785755e-02 1.826194e-01
1116 Cd200r1 ENSMUSG00000022667 34.649311 0.281869 -1.978986 4.781754e-02 1.826194e-01
1117 BC029722 ENSMUSG00000074649 727.011357 -0.198466 1.978337 4.789066e-02 1.826238e-01
1118 Ptger1 ENSMUSG00000019464 1192.900265 -0.213099 1.976691 4.807652e-02 1.831056e-01
1119 Cd99l2 ENSMUSG00000035776 9732.090223 -0.134285 1.975843 4.817259e-02 1.833725e-01
1120 Hdac2 ENSMUSG00000019777 6286.481763 0.168040 -1.974641 4.830890e-02 1.837036e-01
1121 Kctd12b ENSMUSG00000041633 378.901174 0.250821 -1.973887 4.839458e-02 1.838908e-01
1122 Psme2 ENSMUSG00000079197 1974.457932 -0.197392 1.972734 4.852584e-02 1.842262e-01
1123 Slc16a12 ENSMUSG00000009378 1784.811355 -0.179101 1.972134 4.859429e-02 1.843228e-01
1124 Per2 ENSMUSG00000055866 697.367502 0.191426 -1.971447 4.867274e-02 1.844571e-01
1125 Gtf2h1 ENSMUSG00000006599 2740.895832 0.168635 -1.970026 4.883541e-02 1.849089e-01
1126 Hal ENSMUSG00000020017 577.709651 -0.262668 1.968329 4.903024e-02 1.854348e-01
1127 Dusp8 ENSMUSG00000037887 2096.075779 -0.217740 1.966838 4.920188e-02 1.859690e-01
1128 Klhl36 ENSMUSG00000031828 196.554515 -0.270615 1.965951 4.930423e-02 1.861916e-01
1129 Tuba1a ENSMUSG00000072235 122831.056771 0.152153 -1.965348 4.937398e-02 1.862499e-01
1130 Sirpb1b ENSMUSG00000095028 17.748802 0.220714 -1.964435 4.947964e-02 1.864843e-01
1131 Gss ENSMUSG00000027610 1212.486246 -0.206549 1.962314 4.972593e-02 1.871433e-01
1132 Phtf2 ENSMUSG00000039987 1358.334932 0.196134 -1.962283 4.972960e-02 1.871433e-01
1133 Dnmt3l ENSMUSG00000000730 7.627173 0.236257 -2.682550 7.306328e-03 NaN
1134 2310003L06Rik ENSMUSG00000007457 6.136792 0.155063 -2.023784 4.299236e-02 NaN
1135 Tnnc2 ENSMUSG00000017300 3.879376 0.126259 -2.560588 1.044951e-02 NaN
1136 Nt5c1b ENSMUSG00000020622 8.091502 0.228077 -2.473311 1.338675e-02 NaN
1137 Lrrc74b ENSMUSG00000022759 2.347386 0.088866 -1.963824 4.955053e-02 NaN
1138 Syce1 ENSMUSG00000025480 6.477699 -0.222065 2.988529 2.803243e-03 NaN
1139 Sele ENSMUSG00000026582 13.728549 0.232891 -2.172962 2.978316e-02 NaN
1140 Neurog2 ENSMUSG00000027967 3.821878 -0.148521 2.696864 6.999581e-03 NaN
1141 Gdf3 ENSMUSG00000030117 12.665999 0.247514 -2.277188 2.277503e-02 NaN
1142 Klk7 ENSMUSG00000030713 10.591502 0.357336 -3.726139 1.944352e-04 NaN
1143 Gm9758 ENSMUSG00000033219 6.702182 0.185202 -2.662110 7.765239e-03 NaN
1144 Chst4 ENSMUSG00000035930 11.536862 0.314457 -3.198451 1.381682e-03 NaN
1145 H2-M1 ENSMUSG00000037334 9.900333 0.298075 -3.162060 1.566572e-03 NaN
1146 Mettl11b ENSMUSG00000040113 4.055822 0.142217 -3.217362 1.293755e-03 NaN
1147 Nek10 ENSMUSG00000042567 5.730399 0.212638 -2.817071 4.846385e-03 NaN
1148 Lrtm1 ENSMUSG00000045776 8.973078 0.194259 -2.210105 2.709786e-02 NaN
1149 Antxrl ENSMUSG00000047441 8.299374 0.258354 -2.880199 3.974246e-03 NaN
1150 Gm6377 ENSMUSG00000048621 9.116589 0.224035 -2.306401 2.108821e-02 NaN
1151 Gm42743 ENSMUSG00000050936 10.655198 -0.157685 2.390905 1.680692e-02 NaN
1152 Ostn ENSMUSG00000052276 7.199161 0.154910 -2.366457 1.795925e-02 NaN
1153 Adm2 ENSMUSG00000054136 6.256190 0.192665 -2.497395 1.251094e-02 NaN
1154 Prp2 ENSMUSG00000058295 8.269097 0.257904 -4.359619 1.302893e-05 NaN
1155 Mug1 ENSMUSG00000059908 2.119972 0.091000 -2.368506 1.786007e-02 NaN
1156 Cav3 ENSMUSG00000062694 11.417044 0.186920 -2.000973 4.539525e-02 NaN
1157 Gm10145 ENSMUSG00000064208 5.522343 0.167744 -2.267913 2.333450e-02 NaN
1158 Cyp4a12a ENSMUSG00000066071 3.399191 0.142244 -2.560083 1.046472e-02 NaN
1159 4933402N22Rik ENSMUSG00000067848 6.576439 0.227692 -3.024221 2.492739e-03 NaN
1160 Nlrp1a ENSMUSG00000069830 10.732625 0.211096 -2.038451 4.150482e-02 NaN
1161 Lrrc30 ENSMUSG00000073375 9.917360 0.182950 -3.266767 1.087831e-03 NaN
1162 Krt76 ENSMUSG00000075402 8.226676 0.221293 -2.827504 4.691238e-03 NaN
1163 Igkv4-70 ENSMUSG00000076547 12.423159 0.249378 -3.758553 1.708986e-04 NaN
1164 Igkj1 ENSMUSG00000076604 11.701395 0.183554 -2.611784 9.007111e-03 NaN
1165 Gm11735 ENSMUSG00000078586 6.992499 -0.148232 2.800411 5.103750e-03 NaN
1166 Gm14744 ENSMUSG00000079522 2.380843 0.100501 -2.531459 1.135890e-02 NaN
1167 Gm8424 ENSMUSG00000081194 9.287949 0.186652 -2.620113 8.790054e-03 NaN
1168 Gm11425 ENSMUSG00000082419 8.363017 0.256328 -2.906168 3.658851e-03 NaN
1169 Gm11826 ENSMUSG00000083328 4.237606 0.135361 -1.963329 4.960799e-02 NaN
1170 Dbhos ENSMUSG00000085008 12.508859 0.236701 -2.493429 1.265157e-02 NaN
1171 Gm15520 ENSMUSG00000085449 6.530613 0.250002 -3.504754 4.570287e-04 NaN
1172 Gm11722 ENSMUSG00000086442 5.097951 -0.169731 2.503928 1.228230e-02 NaN
1173 Gm14697 ENSMUSG00000086948 7.547743 -0.174272 2.014010 4.400845e-02 NaN
1174 1500017E21Rik ENSMUSG00000087579 9.404797 0.181339 -2.000600 4.543548e-02 NaN
1175 Gm15825 ENSMUSG00000089787 2.731834 0.105402 -2.187137 2.873255e-02 NaN
1176 Speer4e ENSMUSG00000091255 6.020357 0.160173 -1.997030 4.582190e-02 NaN
1177 Gm20421 ENSMUSG00000092483 5.574849 -0.182953 2.366043 1.797937e-02 NaN
1178 Ighv1-80 ENSMUSG00000094075 11.076310 0.233399 -3.286665 1.013814e-03 NaN
1179 1500015L24Rik ENSMUSG00000094732 3.633133 0.148516 -3.182034 1.462445e-03 NaN
1180 Gm5861 ENSMUSG00000095918 8.390640 0.231786 -3.035931 2.397942e-03 NaN
1181 3300005D01Rik ENSMUSG00000096965 2.868267 0.110226 -2.252913 2.426467e-02 NaN
1182 Gm26863 ENSMUSG00000097645 11.668458 0.207856 -2.153071 3.131308e-02 NaN
1183 Mir6358 ENSMUSG00000098276 6.499809 0.228227 -3.102306 1.920195e-03 NaN

Just to demonstrate the scatterplot style of %preview magic and the report_cell tag, here is the command to display a scatter plot of log2FoldChange vs baseMean. With the tooltip, you can easily figure out which gene has the highest baseMean.

In [5]:
%preview annotated -n -s scatterplot log2FoldChange baseMean \
    --tooltip ensembl_gene_id pvalue padj --log y
%preview annotated
> annotated: DataFrame of shape (1184, 6)

Report Generation

Now that we have completed our analysis, you can mark the cells with tags to control how they appear in the report. If you are not familiar with Jupyter, a tag is any string that can be attached to a cell. You can view, add, and remove tags from the tag toolbar, which can be turned on using View -> Cell Toolbar -> Tags.

You can

  1. Mark code cells that will be outputed with shortcut Ctrl-Shift-O. This will add a report_output tag to the cell and mark the cell with a gray bar to the right of the output area.
  2. Using the same shortcut, mark markdown cell that will be hidden with tag hide_output.
  3. Exclude cells from the report by tagging them with tag scratch. There is no shortcut so you have to do this manually.

Now you have a notebook with the following types of cells, they will appear in the generated report as follows:

|Cell type | Tag | Default status in report | |---|---|---|---| |Markdown cell| None | Displayed| |code cell| None | Hidden | |Markdown cell|hide_output | Hidden| |Code cell|report_cell| Displayed with hidden input and messages| |Code cell|report_output| Displayed with hidden messages | |Code cell|scratch| Excluded, not in report | |Markdown cell|scratch| Excluded, not in report |

To generate a report, you can execute cell magic

%sossave --to html --force

to convert file.ipynb to file.html under the same directory. The --force option allows SoS to overwrite an existing report. This command is available from the dropdown list of the panel cell input box so you do not have to enter it manually.

If you would like to save the report in another name or to another directory, you can use magic

%sossave myreport.html --force

or use convert the notebook from the command line using command

$ sos convert myanalysis.ipynb myanalysis.html --template sos-report

And this paragraph will be hidden from the report because of the hide_output tag.