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The correlation network's extraction

Usage

pNetCor(
  dat_meta,
  dat_gene,
  cor_method = "pearson",
  cor_threshold = 0.9,
  p_threshold = 0.01
)

Arguments

dat_meta

the metabolite data, the row is the metabolite's KEGGID, and the column is the sample

dat_gene

the gene expression data, the row is the gene symbol, and the column is the sample

cor_method

specifies the type of correlations to compute. Spearman correlations are the Pearson linear correlations computed on the ranks of non-missing elements, using midranks for ties.

cor_threshold

the cutoff of correlation coefficient

p_threshold

the cutoff of correlation p value

Value

a figure and a data frame

Examples

res <- pNetCor(meta_dat, gene_dat)
#> [1] "Starting correlation calculation"
#> [1] "If the data is large, it will take some minutes"

res
#> $result
#>           name1       name2 cor_result            p      type1      type2
#> 1        C15025      C02862  0.9090227 1.519895e-12 metabolite metabolite
#> 2        C05100      C00408  0.9938503 0.000000e+00 metabolite metabolite
#> 3        C00408      C00064  0.9938415 0.000000e+00 metabolite metabolite
#> 4        C18170     C06178   0.9034416 3.473666e-12 metabolite metabolite
#> 5       C06178       C00180  0.9097769 1.353806e-12 metabolite metabolite
#> 6       C06178       C05851  0.9091564 1.489031e-12 metabolite metabolite
#> 7       C06178       C00041  0.9192446 2.886580e-13 metabolite metabolite
#> 8       C06178       C00407  0.9222833 1.687539e-13 metabolite metabolite
#> 9       C06178       C00073  0.9436416 1.776357e-15 metabolite metabolite
#> 10      C06178       C00079  0.9359937 1.110223e-14 metabolite metabolite
#> 11      C06178       C00148  0.9036987 3.347544e-12 metabolite metabolite
#> 12      C06178       C00047  0.9980774 0.000000e+00 metabolite metabolite
#> 13       C02220      C01042  0.9745498 0.000000e+00 metabolite metabolite
#> 14       C00881      C00380  0.9543875 0.000000e+00 metabolite metabolite
#> 15       C02630      C00490  0.9519425 2.220446e-16 metabolite metabolite
#> 16       C00632      C00299  0.9843097 0.000000e+00 metabolite metabolite
#> 17     C03465        C00141  0.9194898 2.766676e-13 metabolite metabolite
#> 18       C05100      C00064  0.9999999 0.000000e+00 metabolite metabolite
#> 19       C05635      C00328  0.9997317 0.000000e+00 metabolite metabolite
#> 20       C00186      C00170  0.9288082 4.929390e-14 metabolite metabolite
#> 21       C00170      C00042  0.9251233 1.003642e-13 metabolite metabolite
#> 22       C16513      C03242  0.9016127 4.504841e-12 metabolite metabolite
#> 23       C18170      C00570  0.9014385 4.616751e-12 metabolite metabolite
#> 24       C18170      C00041  0.9042347 3.098188e-12 metabolite metabolite
#> 25       C18170      C00148  0.9999757 0.000000e+00 metabolite metabolite
#> 26       C00035      C00008  0.9224744 1.629807e-13 metabolite metabolite
#> 27       C00015      C00008  0.9109386 1.130429e-12 metabolite metabolite
#> 28       C06192      C05673  0.9231250 1.449951e-13 metabolite metabolite
#> 29       C06192      C00013  0.9119375 9.663381e-13 metabolite metabolite
#> 30       C06192      C00096  0.9519796 2.220446e-16 metabolite metabolite
#> 31       C06192     C05938   0.9467321 8.881784e-16 metabolite metabolite
#> 32       C06192      C00025  0.9472578 6.661338e-16 metabolite metabolite
#> 33       C06192      C01210  0.9054145 2.608580e-12 metabolite metabolite
#> 34       C06192      C00190  0.9570487 0.000000e+00 metabolite metabolite
#> 35       C06192      C00043  0.9423130 2.664535e-15 metabolite metabolite
#> 36       C02045      C00267  0.9521105 2.220446e-16 metabolite metabolite
#> 37       C00035      C00020  0.9309883 3.197442e-14 metabolite metabolite
#> 38      C00144       C00020  0.9173576 3.985701e-13 metabolite metabolite
#> 39       C00105      C00020  0.9481682 4.440892e-16 metabolite metabolite
#> 40       C00075      C00002  0.9575343 0.000000e+00 metabolite metabolite
#> 41       C08261      C02678  0.9438559 1.776357e-15 metabolite metabolite
#> 42       C05851      C00180  0.9991263 0.000000e+00 metabolite metabolite
#> 43       C00407      C00180  0.9268270 7.260859e-14 metabolite metabolite
#> 44       C00180      C00079  0.9543253 0.000000e+00 metabolite metabolite
#> 45       C00180      C00078  0.9015487 4.545697e-12 metabolite metabolite
#> 46       C00180      C00082  0.9968227 0.000000e+00 metabolite metabolite
#> 47       C00180      C00047  0.9147989 6.097345e-13 metabolite metabolite
#> 48       C00601      C00180  0.9911016 0.000000e+00 metabolite metabolite
#> 49       C05378      C00447  0.9158378 5.138112e-13 metabolite metabolite
#> 50       C00475      C00120  0.9808235 0.000000e+00 metabolite metabolite
#> 51       C02862      C02571  0.9012962 4.710010e-12 metabolite metabolite
#> 52       C00112      C00035  0.9076922 1.859624e-12 metabolite metabolite
#> 53       C00112      C00015  0.9317351 2.753353e-14 metabolite metabolite
#> 54       C00570      C00307  0.9655488 0.000000e+00 metabolite metabolite
#> 55       C05674      C00307  0.9457925 1.110223e-15 metabolite metabolite
#> 56       C00307      C00242  0.9340423 1.687539e-14 metabolite metabolite
#> 57       C05674      C00570  0.9133353 7.731593e-13 metabolite metabolite
#> 58       C00570      C00242  0.9296643 4.174439e-14 metabolite metabolite
#> 59       C00570      C00186  0.9059235 2.420508e-12 metabolite metabolite
#> 60       C00570      C00148  0.9005289 5.242917e-12 metabolite metabolite
#> 61       C00570      C00043  0.9305337 3.508305e-14 metabolite metabolite
#> 62       C00588      C00010  0.9083373 1.687095e-12 metabolite metabolite
#> 63       C00588      C00035  0.9052106 2.687850e-12 metabolite metabolite
#> 64       C01210      C00588  0.9084480 1.658895e-12 metabolite metabolite
#> 65       C13482      C00588  0.9256054 9.148238e-14 metabolite metabolite
#> 66       C00588      C00190  0.9238702 1.265654e-13 metabolite metabolite
#> 67       C00588      C00043  0.9210902 2.089440e-13 metabolite metabolite
#> 68       C00588      C00105  0.9032072 3.592238e-12 metabolite metabolite
#> 69       C13482      C00158  0.9152486 5.664358e-13 metabolite metabolite
#> 70       C00158      C00043  0.9153172 5.599965e-13 metabolite metabolite
#> 71       C05673      C00013  0.9149792 5.919709e-13 metabolite metabolite
#> 72       C05673      C00096  0.9052700 2.664535e-12 metabolite metabolite
#> 73       C05673     C00144   0.9074493 1.928679e-12 metabolite metabolite
#> 74      C05938       C05673  0.9115677 1.024292e-12 metabolite metabolite
#> 75       C05673      C00025  0.9110455 1.111555e-12 metabolite metabolite
#> 76       C05673      C00190  0.9008967 4.980905e-12 metabolite metabolite
#> 77       C05674      C00242  0.9425198 2.442491e-15 metabolite metabolite
#> 78       C00051      C00010  0.9408520 3.552714e-15 metabolite metabolite
#> 79       C05851      C00407  0.9270096 7.016610e-14 metabolite metabolite
#> 80       C05851      C00079  0.9554133 0.000000e+00 metabolite metabolite
#> 81       C05851      C00082  0.9963136 0.000000e+00 metabolite metabolite
#> 82       C05851      C00047  0.9134013 7.651657e-13 metabolite metabolite
#> 83       C05851      C00601  0.9919686 0.000000e+00 metabolite metabolite
#> 84       C00300      C00041  0.9337976 1.776357e-14 metabolite metabolite
#> 85      C05938       C00352  0.9290490 4.707346e-14 metabolite metabolite
#> 86       C00352      C00025  0.9291737 4.596323e-14 metabolite metabolite
#> 87       C00407      C00352  0.9022675 4.106937e-12 metabolite metabolite
#> 88       C00352      C00079  0.9061803 2.330358e-12 metabolite metabolite
#> 89       C00111      C00043  0.9117729 9.916512e-13 metabolite metabolite
#> 90      C00144       C00013  0.9236323 1.321165e-13 metabolite metabolite
#> 91      C05938       C00013  0.9066996 2.157385e-12 metabolite metabolite
#> 92       C00025      C00013  0.9069057 2.092326e-12 metabolite metabolite
#> 93       C00190      C00013  0.9155242 5.413447e-13 metabolite metabolite
#> 94       C00149      C00122  0.9960786 0.000000e+00 metabolite metabolite
#> 95       C00122      C00043  0.9148743 6.024070e-13 metabolite metabolite
#> 96       C05382      C00092  0.9086527 1.608047e-12 metabolite metabolite
#> 97       C00035      C00015  0.9683562 0.000000e+00 metabolite metabolite
#> 98       C00043      C00035  0.9092442 1.469269e-12 metabolite metabolite
#> 99      C05938       C00096  0.9112888 1.070255e-12 metabolite metabolite
#> 100      C00096      C00025  0.9118443 9.805490e-13 metabolite metabolite
#> 101      C00190      C00096  0.9505742 4.440892e-16 metabolite metabolite
#> 102      C00096      C00043  0.9574429 0.000000e+00 metabolite metabolite
#> 103      C01419      C00051  0.9698552 0.000000e+00 metabolite metabolite
#> 104      C01210     C00144   0.9259852 8.526513e-14 metabolite metabolite
#> 105     C00144       C00105  0.9568950 0.000000e+00 metabolite metabolite
#> 106     C00387       C00294  0.9619177 0.000000e+00 metabolite metabolite
#> 107     C05938       C00025  0.9999788 0.000000e+00 metabolite metabolite
#> 108     C05938       C00407  0.9130914 8.042456e-13 metabolite metabolite
#> 109     C05938       C00190  0.9212451 2.033929e-13 metabolite metabolite
#> 110     C05938       C00043  0.9135412 7.480683e-13 metabolite metabolite
#> 111     C05938       C00106  0.9171159 4.152234e-13 metabolite metabolite
#> 112      C00186      C00025  0.9003608 5.366818e-12 metabolite metabolite
#> 113      C00407      C00186  0.9429396 2.220446e-15 metabolite metabolite
#> 114      C00186      C00079  0.9328416 2.176037e-14 metabolite metabolite
#> 115      C00186      C00047  0.9010833 4.852563e-12 metabolite metabolite
#> 116      C00186      C00042  0.9302305 3.730349e-14 metabolite metabolite
#> 117      C00186      C00043  0.9203316 2.389200e-13 metabolite metabolite
#> 118      C00148      C00041  0.9046948 2.898126e-12 metabolite metabolite
#> 119      C00047      C00041  0.9149022 5.995204e-13 metabolite metabolite
#> 120      C00041      C00019  0.9036069 3.391953e-12 metabolite metabolite
#> 121      C02642      C00152  0.9999987 0.000000e+00 metabolite metabolite
#> 122      C00407      C00025  0.9135047 7.522871e-13 metabolite metabolite
#> 123      C00190      C00025  0.9214098 1.973977e-13 metabolite metabolite
#> 124      C00043      C00025  0.9143505 6.561418e-13 metabolite metabolite
#> 125      C00106      C00025  0.9171151 4.152234e-13 metabolite metabolite
#> 126      C02576      C00521  0.9176025 3.823608e-13 metabolite metabolite
#> 127      C01595      C00712  0.9310832 3.130829e-14 metabolite metabolite
#> 128      C00407      C00079  0.9825118 0.000000e+00 metabolite metabolite
#> 129      C00407      C00082  0.9268123 7.283063e-14 metabolite metabolite
#> 130      C00407      C00047  0.9328737 2.176037e-14 metabolite metabolite
#> 131      C00601      C00407  0.9276174 6.239453e-14 metabolite metabolite
#> 132      C00407      C00106  0.9334060 1.931788e-14 metabolite metabolite
#> 133      C00407      C00183  0.9033827 3.502976e-12 metabolite metabolite
#> 134      C00079      C00073  0.9223105 1.678657e-13 metabolite metabolite
#> 135      C00073      C00047  0.9440754 1.776357e-15 metabolite metabolite
#> 136      C00082      C00079  0.9524477 0.000000e+00 metabolite metabolite
#> 137      C00079      C00047  0.9427778 2.220446e-15 metabolite metabolite
#> 138      C00601      C00079  0.9486169 4.440892e-16 metabolite metabolite
#> 139      C00106      C00079  0.9310514 3.153033e-14 metabolite metabolite
#> 140      C00082      C00078  0.9056798 2.509104e-12 metabolite metabolite
#> 141      C13482      C00078  0.9020568 4.231282e-12 metabolite metabolite
#> 142      C00082      C00047  0.9055120 2.571721e-12 metabolite metabolite
#> 143      C00601      C00082  0.9902250 0.000000e+00 metabolite metabolite
#> 144      C00601      C00047  0.9006637 5.145440e-12 metabolite metabolite
#> 145      C00149      C00043  0.9068770 2.101208e-12 metabolite metabolite
#> 146      C01210      C00190  0.9323578 2.398082e-14 metabolite metabolite
#> 147      C01210      C00105  0.9244232 1.141309e-13 metabolite metabolite
#> 148      C08362      C00712  0.9202998 2.402523e-13 metabolite metabolite
#> 149      C00043      C00042  0.9111588 1.092015e-12 metabolite metabolite
#> 150      C00190      C00043  0.9645821 0.000000e+00 metabolite metabolite
#> 151       GNG11        AASS  0.9069613 4.155802e-10       gene       gene
#> 152        CA12        ABAT  0.9051743 2.702283e-12       gene       gene
#> 153      MAN2B2        ABAT  0.9236836 1.310063e-13       gene       gene
#> 154       P4HTM        ABAT  0.9157217 5.240253e-13       gene       gene
#> 155        POLN        ABAT  0.9380572 7.105427e-15       gene       gene
#> 156       ABCC9       ABCA1  0.9069973 1.204681e-11       gene       gene
#> 157      ACVRL1       ABCA1  0.9387218 5.995204e-15       gene       gene
#> 158        AKT3       ABCA1  0.9031466 3.623546e-12       gene       gene
#> 159     ALOX5AP       ABCA1  0.9051278 3.732747e-11       gene       gene
#> 160       CSF1R       ABCA1  0.9476597 6.661338e-16       gene       gene
#> 161        CYBB       ABCA1  0.9263373 7.971401e-14       gene       gene
#> 162        FLT1       ABCA1  0.9164850 4.614087e-13       gene       gene
#> 163        GNG2       ABCA1  0.9181918 8.881784e-13       gene       gene
#> 164    HSD17B11       ABCA1  0.9006204 2.837108e-11       gene       gene
#> 165       MECOM       ABCA1  0.9031094 3.642864e-12       gene       gene
#> 166       PARP8       ABCA1  0.9042525 3.090195e-12       gene       gene
#> 167       PDE1B       ABCA1  0.9001281 5.543122e-12       gene       gene
#> 168      PIK3CG       ABCA1  0.9194362 7.223111e-13       gene       gene
#> 169      PIK3R5       ABCA1  0.9018723 4.343192e-12       gene       gene
#> 170       PRKG1       ABCA1  0.9162172 4.827250e-13       gene       gene
#> 171      PTGER4       ABCA1  0.9010581 1.142064e-11       gene       gene
#> 172       PTPRB       ABCA1  0.9009843 4.920064e-12       gene       gene
#> 173       PTPRC       ABCA1  0.9106585 1.180833e-12       gene       gene
#> 174       PTPRE       ABCA1  0.9011743 4.791056e-12       gene       gene
#> 175      SLC8A1       ABCA1  0.9172942 4.027889e-13       gene       gene
#> 176     SLCO2B1       ABCA1  0.9202788 1.630474e-12       gene       gene
#> 177     ST8SIA4       ABCA1  0.9018554 2.414469e-11       gene       gene
#> 178        TIE1       ABCA1  0.9278050 6.017409e-14       gene       gene
#> 179       ABCG2       ABCA8  0.9218643 8.675727e-12       gene       gene
#> 180      ADRA2A       ABCA8  0.9092633 5.244871e-11       gene       gene
#> 181        AOX1       ABCA8  0.9069971 7.050116e-11       gene       gene
#> 182        ASPA       ABCA8  0.9279205 3.272049e-12       gene       gene
#> 183         BMX       ABCA8  0.9039339 2.478400e-10       gene       gene
#> 184        CAV1       ABCA8  0.9140057 2.752465e-11       gene       gene
#> 185        CYGB       ABCA8  0.9018642 1.341083e-10       gene       gene
#> 186         F10       ABCA8  0.9278297 9.084733e-12       gene       gene
#> 187        INMT       ABCA8  0.9019850 1.745957e-09       gene       gene
#> 188          KL       ABCA8  0.9143186 2.634426e-11       gene       gene
#> 189       LYVE1       ABCA8  0.9048504 2.219840e-10       gene       gene
#> 190        NPR1       ABCA8  0.9475742 6.794565e-14       gene       gene
#> 191       PDE2A       ABCA8  0.9521911 2.220446e-14       gene       gene
#> 192      CAPN11       ABCB1  0.9006138 2.020935e-09       gene       gene
#> 193      ACVRL1       ABCC9  0.9611130 0.000000e+00       gene       gene
#> 194      ADRA2A       ABCC9  0.9300653 2.269740e-12       gene       gene
#> 195        AKT3       ABCC9  0.9396859 4.241052e-14       gene       gene
#> 196        AOC3       ABCC9  0.9433207 1.865175e-14       gene       gene
#> 197  CSGALNACT1       ABCC9  0.9029267 2.095546e-11       gene       gene
#> 198         DCN       ABCC9  0.9384082 1.645351e-13       gene       gene
#> 199       F13A1       ABCC9  0.9016960 5.807355e-11       gene       gene
#> 200        FLT1       ABCC9  0.9261876 5.973000e-13       gene       gene
#> 201        FMOD       ABCC9  0.9360520 9.148238e-14       gene       gene
#> 202       GNG11       ABCC9  0.9499079 3.907985e-14       gene       gene
#> 203        GNG2       ABCC9  0.9265940 1.505462e-12       gene       gene
#> 204    HSD17B11       ABCC9  0.9148892 2.430989e-11       gene       gene
#> 205       KCNJ8       ABCC9  0.9718499 0.000000e+00       gene       gene
#> 206       MECOM       ABCC9  0.9695464 0.000000e+00       gene       gene
#> 207       PDE1A       ABCC9  0.9599045 2.220446e-16       gene       gene
#> 208       PDE1B       ABCC9  0.9386318 5.329071e-14       gene       gene
#> 209       PDE3A       ABCC9  0.9023036 3.006924e-10       gene       gene
#> 210       PLCL1       ABCC9  0.9246915 2.076561e-12       gene       gene
#> 211       PRKG1       ABCC9  0.9612267 0.000000e+00       gene       gene
#> 212      PTGER3       ABCC9  0.9107474 7.070344e-12       gene       gene
#> 213      PTGER4       ABCC9  0.9288372 3.705924e-13       gene       gene
#> 214       PTPRB       ABCC9  0.9703811 0.000000e+00       gene       gene
#> 215       S1PR1       ABCC9  0.9528181 1.776357e-15       gene       gene
#> 216     SLCO2A1       ABCC9  0.9273902 4.820588e-13       gene       gene
#> 217     SLCO2B1       ABCC9  0.9303692 7.744916e-13       gene       gene
#> 218        SNRK       ABCC9  0.9204206 1.592948e-12       gene       gene
#> 219         TEK       ABCC9  0.9596725 2.220446e-16       gene       gene
#> 220        TIE1       ABCC9  0.9297276 3.144152e-13       gene       gene
#> 221      ZDHHC2       ABCC9  0.9242450 2.236877e-12       gene       gene
#> 222        HNMT       ABCD4  0.9000484 5.604628e-12       gene       gene
#> 223          KL       ABCG2  0.9082262 2.468203e-11       gene       gene
#> 224       MED16     ABHD17A  0.9227723 1.545430e-13       gene       gene
#> 225       ADCY5       ACACB  0.9383784 6.439294e-15       gene       gene
#> 226       ALG13      ACAD11  0.9070023 2.062350e-12       gene       gene
#> 227      MAP3K5      ACAD11  0.9007595 5.077272e-12       gene       gene
#> 228  ST6GALNAC1       ACOX2  0.9159414 5.718153e-09       gene       gene
#> 229         FGR        ACP5  0.9050438 3.774092e-11       gene       gene
#> 230         FTL        ACP5  0.9144444 4.084288e-12       gene       gene
#> 231       PARP8        ACP5  0.9227956 1.073586e-12       gene       gene
#> 232      PIK3R5        ACP5  0.9482771 5.551115e-15       gene       gene
#> 233       PTPRC        ACP5  0.9006820 2.814504e-11       gene       gene
#> 234      SLC7A7        ACP5  0.9114879 6.346479e-12       gene       gene
#> 235     ST8SIA4        ACP5  0.9221645 1.193712e-12       gene       gene
#> 236      ZDHHC2        ACP5  0.9000366 3.059619e-11       gene       gene
#> 237       PLIN1       ACSM5  0.9291971 2.635447e-12       gene       gene
#> 238        RDH5       ACSM5  0.9049243 3.833622e-11       gene       gene
#> 239      ADRA2A      ACVRL1  0.9437366 5.240253e-14       gene       gene
#> 240        AKT3      ACVRL1  0.9512478 2.220446e-16       gene       gene
#> 241        AOC3      ACVRL1  0.9274019 6.505907e-14       gene       gene
#> 242       CSF1R      ACVRL1  0.9433529 1.998401e-15       gene       gene
#> 243        CYBB      ACVRL1  0.9005322 5.240475e-12       gene       gene
#> 244        CYGB      ACVRL1  0.9056173 2.532197e-12       gene       gene
#> 245     CYSLTR1      ACVRL1  0.9139998 1.741274e-12       gene       gene
#> 246         DCN      ACVRL1  0.9641382 0.000000e+00       gene       gene
#> 247       F13A1      ACVRL1  0.9005553 1.222156e-11       gene       gene
#> 248        FLT1      ACVRL1  0.9413493 3.108624e-15       gene       gene
#> 249        FMOD      ACVRL1  0.9188063 3.113065e-13       gene       gene
#> 250        GANC      ACVRL1  0.9302264 3.730349e-14       gene       gene
#> 251       GNG11      ACVRL1  0.9702326 0.000000e+00       gene       gene
#> 252        GNG2      ACVRL1  0.9548637 2.220446e-16       gene       gene
#> 253    HSD17B11      ACVRL1  0.9510524 2.664535e-15       gene       gene
#> 254       KCNJ8      ACVRL1  0.9286023 5.151435e-14       gene       gene
#> 255       LRRK2      ACVRL1  0.9413091 3.108624e-15       gene       gene
#> 256      MAN1C1      ACVRL1  0.9229245 1.503242e-13       gene       gene
#> 257     MAP3K12      ACVRL1  0.9110539 1.110223e-12       gene       gene
#> 258       MECOM      ACVRL1  0.9491853 4.440892e-16       gene       gene
#> 259       PARP8      ACVRL1  0.9365100 9.769963e-15       gene       gene
#> 260       PDE1A      ACVRL1  0.9302032 1.036948e-13       gene       gene
#> 261       PDE1B      ACVRL1  0.9056701 2.512657e-12       gene       gene
#> 262       PDE3A      ACVRL1  0.9142998 6.651191e-11       gene       gene
#> 263       PDE7B      ACVRL1  0.9040579 3.178346e-12       gene       gene
#> 264      PDGFRB      ACVRL1  0.9329190 2.131628e-14       gene       gene
#> 265      PIK3CG      ACVRL1  0.9124458 2.215783e-12       gene       gene
#> 266      PIK3R5      ACVRL1  0.9070626 2.043699e-12       gene       gene
#> 267       PLCL1      ACVRL1  0.9225041 4.276579e-13       gene       gene
#> 268       PRKG1      ACVRL1  0.9513762 2.220446e-16       gene       gene
#> 269      PTGER4      ACVRL1  0.9433506 6.217249e-15       gene       gene
#> 270       PTPRB      ACVRL1  0.9684628 0.000000e+00       gene       gene
#> 271       PTPRC      ACVRL1  0.9081998 1.722622e-12       gene       gene
#> 272       PTPRE      ACVRL1  0.9067297 2.147837e-12       gene       gene
#> 273     RPS6KA2      ACVRL1  0.9286197 5.129230e-14       gene       gene
#> 274       S1PR1      ACVRL1  0.9702329 0.000000e+00       gene       gene
#> 275     SEPSECS      ACVRL1  0.9056853 2.506884e-12       gene       gene
#> 276      SLC8A1      ACVRL1  0.9085601 1.630918e-12       gene       gene
#> 277     SLCO2A1      ACVRL1  0.9414967 3.108624e-15       gene       gene
#> 278     SLCO2B1      ACVRL1  0.9263054 5.850875e-13       gene       gene
#> 279        SNRK      ACVRL1  0.9070915 2.035039e-12       gene       gene
#> 280         TEK      ACVRL1  0.9536665 0.000000e+00       gene       gene
#> 281        TIE1      ACVRL1  0.9401880 4.218847e-15       gene       gene
#> 282       TPST2      ACVRL1  0.9176207 3.812506e-13       gene       gene
#> 283      ZDHHC2      ACVRL1  0.9386607 5.284662e-14       gene       gene
#> 284      GLT8D2       ADCY4  0.9054133 2.609024e-12       gene       gene
#> 285       IRAK3       ADCY4  0.9123228 9.090506e-13       gene       gene
#> 286       MSRB3       ADCY4  0.9131182 1.997513e-12       gene       gene
#> 287       NUAK1       ADCY4  0.9020147 4.256595e-12       gene       gene
#> 288      PDGFRB       ADCY4  0.9128273 8.388845e-13       gene       gene
#> 289       PLPP1       ADCY4  0.9268816 7.194245e-14       gene       gene
#> 290       PTPRM       ADCY4  0.9095315 1.405986e-12       gene       gene
#> 291     SLCO3A1       ADCY4  0.9014201 1.087441e-11       gene       gene
#> 292       VAMP2       ADCY5  0.9070288 2.054135e-12       gene       gene
#> 293        AQP7       ADH1B  0.9036359 1.993236e-08       gene       gene
#> 294       CIDEA       ADH1B  0.9189969 2.762453e-08       gene       gene
#> 295       CIDEC       ADH1B  0.9265238 4.530986e-09       gene       gene
#> 296       FABP4       ADH1B  0.9398140 8.768786e-11       gene       gene
#> 297        GPD1       ADH1B  0.9338957 2.185132e-10       gene       gene
#> 298        LIPE       ADH1B  0.9228264 9.808105e-10       gene       gene
#> 299        PDK4       ADH1B  0.9164149 2.120295e-09       gene       gene
#> 300       PLIN1       ADH1B  0.9202684 1.344328e-09       gene       gene
#> 301        CAV1       ADH1C  0.9253569 2.630247e-10       gene       gene
#> 302          KL       ADH1C  0.9118872 3.524944e-09       gene       gene
#> 303      GLIPR1       ADPRH  0.9106095 1.189937e-12       gene       gene
#> 304     ALDH1A1      ADRA2A  0.9027164 5.100897e-11       gene       gene
#> 305        AOC3      ADRA2A  0.9529137 5.329071e-15       gene       gene
#> 306        CD36      ADRA2A  0.9219060 3.276712e-12       gene       gene
#> 307        CYGB      ADRA2A  0.9298346 8.526513e-13       gene       gene
#> 308         DCN      ADRA2A  0.9510561 8.881784e-15       gene       gene
#> 309         F10      ADRA2A  0.9057678 8.251266e-11       gene       gene
#> 310       F13A1      ADRA2A  0.9022535 5.410961e-11       gene       gene
#> 311        FMOD      ADRA2A  0.9256321 1.773248e-12       gene       gene
#> 312     GALNT15      ADRA2A  0.9277931 1.223688e-12       gene       gene
#> 313       GNG11      ADRA2A  0.9558340 2.442491e-15       gene       gene
#> 314        GNG2      ADRA2A  0.9034612 4.635936e-11       gene       gene
#> 315    HSD17B11      ADRA2A  0.9084644 2.389466e-11       gene       gene
#> 316       KCNJ8      ADRA2A  0.9090150 2.216316e-11       gene       gene
#> 317          KL      ADRA2A  0.9121756 1.425526e-11       gene       gene
#> 318       MECOM      ADRA2A  0.9323208 5.413447e-13       gene       gene
#> 319        NPR1      ADRA2A  0.9385758 1.589839e-13       gene       gene
#> 320       PDE1A      ADRA2A  0.9665477 2.220446e-16       gene       gene
#> 321       PDE2A      ADRA2A  0.9310348 6.861178e-13       gene       gene
#> 322        PDK4      ADRA2A  0.9309463 6.972201e-13       gene       gene
#> 323       PLCL1      ADRA2A  0.9214960 3.499423e-12       gene       gene
#> 324       PLPP7      ADRA2A  0.9060051 3.324985e-11       gene       gene
#> 325       PNPT1      ADRA2A -0.9263641 1.565859e-12       gene       gene
#> 326       PRKG1      ADRA2A  0.9100341 1.925748e-11       gene       gene
#> 327      PTGER3      ADRA2A  0.9515055 7.993606e-15       gene       gene
#> 328      PTGER4      ADRA2A  0.9059607 3.344613e-11       gene       gene
#> 329       PTPRB      ADRA2A  0.9591008 8.881784e-16       gene       gene
#> 330       S1PR1      ADRA2A  0.9674976 0.000000e+00       gene       gene
#> 331         TEK      ADRA2A  0.9658895 0.000000e+00       gene       gene
#> 332        PIGU        AHCY  0.9372779 8.437695e-15       gene       gene
#> 333         AXL         AHR  0.9120779 9.450218e-13       gene       gene
#> 334      NDUFC1         AHR -0.9172226 4.076739e-13       gene       gene
#> 335      SLC8A1         AHR  0.9130905 8.042456e-13       gene       gene
#> 336     SLCO3A1         AHR  0.9175686 9.841017e-13       gene       gene
#> 337      AKR1C2      AKR1C1  0.9508092 2.220446e-16       gene       gene
#> 338       AKR7L      AKR7A3  0.9228816 1.514344e-13       gene       gene
#> 339        AOC3        AKT3  0.9077434 1.845413e-12       gene       gene
#> 340       ATXN3        AKT3  0.9315078 2.886580e-14       gene       gene
#> 341       CSF1R        AKT3  0.9096752 1.375122e-12       gene       gene
#> 342         DCN        AKT3  0.9043763 1.725464e-11       gene       gene
#> 343        FLT1        AKT3  0.9413023 3.108624e-15       gene       gene
#> 344        FMOD        AKT3  0.9125147 8.815171e-13       gene       gene
#> 345       GNG11        AKT3  0.9261476 1.624700e-12       gene       gene
#> 346        GNG2        AKT3  0.9095591 3.426592e-12       gene       gene
#> 347       KCNJ8        AKT3  0.9377674 7.549517e-15       gene       gene
#> 348       MECOM        AKT3  0.9406375 3.774758e-15       gene       gene
#> 349       PARP8        AKT3  0.9036272 3.382183e-12       gene       gene
#> 350       PRKG1        AKT3  0.9466214 8.881784e-16       gene       gene
#> 351       PTPRB        AKT3  0.9355282 1.221245e-14       gene       gene
#> 352     RPS6KA2        AKT3  0.9069602 2.075229e-12       gene       gene
#> 353       S1PR1        AKT3  0.9266970 7.460699e-14       gene       gene
#> 354     SLCO2A1        AKT3  0.9055673 2.550848e-12       gene       gene
#> 355        SNRK        AKT3  0.9077600 1.840750e-12       gene       gene
#> 356         TEK        AKT3  0.9307126 3.375078e-14       gene       gene
#> 357        TIE1        AKT3  0.9133970 7.656098e-13       gene       gene
#> 358      ZDHHC2        AKT3  0.9449389 1.287859e-14       gene       gene
#> 359        AOC3     ALDH1A1  0.9234954 1.354472e-13       gene       gene
#> 360        HNMT     ALDH1A1  0.9151422 5.764278e-13       gene       gene
#> 361       MECOM     ALDH1A1  0.9033025 3.543388e-12       gene       gene
#> 362       PDE1A     ALDH1A1  0.9213749 5.200285e-13       gene       gene
#> 363      PTGER4     ALDH1A1  0.9071777 4.856560e-12       gene       gene
#> 364       PTPRB     ALDH1A1  0.9218884 1.811884e-13       gene       gene
#> 365       S1PR1     ALDH1A1  0.9204361 2.344791e-13       gene       gene
#> 366         TEK     ALDH1A1  0.9082169 1.718181e-12       gene       gene
#> 367       PDE7B     ALDH1A2  0.9333732 1.565414e-13       gene       gene
#> 368       CIDEA     ALDH1L1  0.9040106 4.617360e-08       gene       gene
#> 369       AURKA        ALG3  0.9015422 4.549916e-12       gene       gene
#> 370   EEF1AKMT4        ALG3  0.9617165 0.000000e+00       gene       gene
#> 371         ME3        ALG3 -0.9007821 6.514922e-11       gene       gene
#> 372        POLQ        ALG3  0.9033610 3.514078e-12       gene       gene
#> 373      INPP5D       ALOX5  0.9081379 2.497957e-11       gene       gene
#> 374       PLCB2       ALOX5  0.9273628 1.318501e-12       gene       gene
#> 375       CSF1R     ALOX5AP  0.9339101 4.010126e-13       gene       gene
#> 376      CYB5R4     ALOX5AP  0.9021133 5.508305e-11       gene       gene
#> 377        CYBB     ALOX5AP  0.9373762 2.029488e-13       gene       gene
#> 378      CYP2S1     ALOX5AP  0.9222516 3.099299e-12       gene       gene
#> 379         FGR     ALOX5AP  0.9041783 4.225287e-11       gene       gene
#> 380        FLT1     ALOX5AP  0.9142918 1.050982e-11       gene       gene
#> 381      INPP5D     ALOX5AP  0.9011554 6.216871e-11       gene       gene
#> 382       KCNJ8     ALOX5AP  0.9056816 3.470335e-11       gene       gene
#> 383       PDE1B     ALOX5AP  0.9196901 4.654277e-12       gene       gene
#> 384      PIK3R5     ALOX5AP  0.9373183 2.056133e-13       gene       gene
#> 385       PLCB2     ALOX5AP  0.9201932 4.301670e-12       gene       gene
#> 386       PRDM1     ALOX5AP  0.9070209 2.904077e-11       gene       gene
#> 387       PTPRC     ALOX5AP  0.9154074 8.921308e-12       gene       gene
#> 388       PTPRO     ALOX5AP  0.9317698 5.995204e-13       gene       gene
#> 389       RAP1A     ALOX5AP  0.9024410 5.283329e-11       gene       gene
#> 390     SLCO2B1     ALOX5AP  0.9540727 3.996803e-15       gene       gene
#> 391     ST8SIA4     ALOX5AP  0.9622097 4.440892e-16       gene       gene
#> 392        TPP1     ALOX5AP  0.9572490 1.554312e-15       gene       gene
#> 393        CYC1       AMY2B -0.9072057 2.000622e-12       gene       gene
#> 394      DGLUCY       AMY2B  0.9019521 4.294343e-12       gene       gene
#> 395       INPP1       ANXA1  0.9188834 3.073097e-13       gene       gene
#> 396      PIK3R5        AOAH  0.9005950 2.024951e-09       gene       gene
#> 397        ASPA        AOC3  0.9148159 9.733769e-12       gene       gene
#> 398        CD36        AOC3  0.9180371 2.339018e-12       gene       gene
#> 399    COL4A3BP        AOC3  0.9119285 9.676704e-13       gene       gene
#> 400        CYGB        AOC3  0.9457666 1.110223e-15       gene       gene
#> 401         DCN        AOC3  0.9068377 1.231704e-11       gene       gene
#> 402        FMOD        AOC3  0.9505416 4.440892e-16       gene       gene
#> 403     GALNT15        AOC3  0.9124738 1.366240e-11       gene       gene
#> 404       GNG11        AOC3  0.9367639 2.295941e-13       gene       gene
#> 405       KCNJ8        AOC3  0.9052144 2.686296e-12       gene       gene
#> 406      MAN1C1        AOC3  0.9143293 6.583623e-13       gene       gene
#> 407       MECOM        AOC3  0.9591528 0.000000e+00       gene       gene
#> 408       PDE1A        AOC3  0.9612698 0.000000e+00       gene       gene
#> 409       PDE1B        AOC3  0.9118489 9.798828e-13       gene       gene
#> 410       PDE2A        AOC3  0.9318208 2.686740e-14       gene       gene
#> 411        PDK4        AOC3  0.9295033 4.307665e-14       gene       gene
#> 412       PLCL1        AOC3  0.9196377 6.983303e-13       gene       gene
#> 413       PLPP3        AOC3  0.9164034 4.678480e-13       gene       gene
#> 414       PRKG1        AOC3  0.9227785 1.545430e-13       gene       gene
#> 415      PTGER3        AOC3  0.9445277 1.332268e-15       gene       gene
#> 416       PTPRB        AOC3  0.9685499 0.000000e+00       gene       gene
#> 417        RDH5        AOC3  0.9040526 3.181011e-12       gene       gene
#> 418       S1PR1        AOC3  0.9608990 0.000000e+00       gene       gene
#> 419     SLC40A1        AOC3  0.9393884 5.107026e-15       gene       gene
#> 420        SNRK        AOC3  0.9324577 2.353673e-14       gene       gene
#> 421         TEK        AOC3  0.9504502 4.440892e-16       gene       gene
#> 422        TIE1        AOC3  0.9125973 8.701928e-13       gene       gene
#> 423        ASPA        AOX1  0.9079678 2.556244e-11       gene       gene
#> 424        INMT        AOX1  0.9114807 5.955483e-10       gene       gene
#> 425       PDE1A        AOX1  0.9058109 1.419265e-11       gene       gene
#> 426       PDE2A        AOX1  0.9109663 2.775558e-12       gene       gene
#> 427       PLPP3        AOX1  0.9084921 4.010792e-12       gene       gene
#> 428      TGFBR2        AOX1  0.9439742 5.329071e-15       gene       gene
#> 429     CYSLTR1    APOBEC3C  0.9062599 3.214451e-11       gene       gene
#> 430        HNMT    APOBEC3C  0.9202204 4.283240e-12       gene       gene
#> 431    HSD17B11    APOBEC3C  0.9138320 1.123679e-11       gene       gene
#> 432      INPP5D    APOBEC3C  0.9016610 5.833090e-11       gene       gene
#> 433       PARP8    APOBEC3C  0.9409413 9.681145e-14       gene       gene
#> 434      PTGER4    APOBEC3C  0.9221568 3.147038e-12       gene       gene
#> 435       TENT2    APOBEC3C  0.9140130 1.094524e-11       gene       gene
#> 436        TPK1    APOBEC3C  0.9105288 1.797718e-11       gene       gene
#> 437         BMX        AQP1  0.9092211 3.602452e-12       gene       gene
#> 438        INMT        AQP1  0.9254905 9.565815e-11       gene       gene
#> 439          KL        AQP1  0.9081188 2.504463e-11       gene       gene
#> 440      TGFBR2        AQP1  0.9148906 6.008527e-13       gene       gene
#> 441       DUSP4        AQP5 -0.9093788 7.632655e-10       gene       gene
#> 442       MYO3A        AQP5  0.9044397 1.510761e-06       gene       gene
#> 443        NEK8        AQP5 -0.9037584 1.440421e-09       gene       gene
#> 444      PTPN18        AQP5 -0.9048503 1.277155e-09       gene       gene
#> 445        ASPA        AQP7  0.9045004 1.836051e-08       gene       gene
#> 446        CD36        AQP7  0.9029503 8.916212e-09       gene       gene
#> 447       CIDEC        AQP7  0.9110520 2.388154e-08       gene       gene
#> 448       FABP4        AQP7  0.9350654 5.311456e-10       gene       gene
#> 449        GPD1        AQP7  0.9482767 6.189715e-12       gene       gene
#> 450        GPX3        AQP7  0.9181714 6.685061e-10       gene       gene
#> 451        LIPE        AQP7  0.9070040 2.435744e-09       gene       gene
#> 452       PLIN1        AQP7  0.9645697 1.252332e-13       gene       gene
#> 453       PPARG        AQP7  0.9045243 3.175172e-09       gene       gene
#> 454        RBP4        AQP7  0.9265214 6.099388e-10       gene       gene
#> 455        RDH5        AQP7  0.9480624 6.458167e-12       gene       gene
#> 456         BMX        ASPA  0.9053970 8.648637e-11       gene       gene
#> 457        CAV1        ASPA  0.9288029 1.024958e-12       gene       gene
#> 458        CYGB        ASPA  0.9190266 5.159873e-12       gene       gene
#> 459     CYP4F12        ASPA  0.9237085 6.502354e-12       gene       gene
#> 460         F10        ASPA  0.9463620 9.015011e-14       gene       gene
#> 461       FABP4        ASPA  0.9034195 6.273435e-10       gene       gene
#> 462     GPIHBP1        ASPA  0.9162116 7.916334e-12       gene       gene
#> 463       HYAL1        ASPA  0.9280486 1.170175e-12       gene       gene
#> 464          KL        ASPA  0.9086963 2.315081e-11       gene       gene
#> 465        NPR1        ASPA  0.9497791 1.243450e-14       gene       gene
#> 466       PDE2A        ASPA  0.9581644 1.332268e-15       gene       gene
#> 467       PLIN1        ASPA  0.9263625 4.238387e-12       gene       gene
#> 468       PLPP3        ASPA  0.9048023 3.895329e-11       gene       gene
#> 469     RAPGEF3        ASPA  0.9045339 4.034195e-11       gene       gene
#> 470        RDH5        ASPA  0.9152963 9.068968e-12       gene       gene
#> 471      TGFBR2        ASPA  0.9085501 2.361733e-11       gene       gene
#> 472        TNS2        ASPA  0.9204718 4.117151e-12       gene       gene
#> 473        CDK1       ATAD2  0.9041800 3.122835e-12       gene       gene
#> 474        FAR2      ATP10A  0.9100600 1.295852e-12       gene       gene
#> 475       GSTM5      ATP1B2  0.9031318 1.147982e-10       gene       gene
#> 476       BUB1B     ATP5F1C  0.9188092 3.113065e-13       gene       gene
#> 477      DHTKD1     ATP5F1C  0.9294225 4.374279e-14       gene       gene
#> 478          FH     ATP5F1C  0.9031257 3.634426e-12       gene       gene
#> 479        MELK     ATP5F1C  0.9106419 1.183942e-12       gene       gene
#> 480       NUDT5     ATP5F1C  0.9537685 0.000000e+00       gene       gene
#> 481       PDSS1     ATP5F1C  0.9341950 1.643130e-14       gene       gene
#> 482        PLK1     ATP5F1C  0.9107115 1.171063e-12       gene       gene
#> 483     SUV39H2     ATP5F1C  0.9148550 6.044054e-13       gene       gene
#> 484         TTK     ATP5F1C  0.9337290 1.820766e-14       gene       gene
#> 485       UCHL5     ATP5F1C  0.9343210 1.598721e-14       gene       gene
#> 486      NDUFS7     ATP5F1D  0.9341606 1.643130e-14       gene       gene
#> 487       JOSD2     ATP6V0C  0.9036717 3.360423e-12       gene       gene
#> 488       MGAT2     ATP6V0C  0.9203294 2.389200e-13       gene       gene
#> 489     DPY19L4    ATP6V1C1  0.9284491 5.306866e-14       gene       gene
#> 490     GUCY1B1      ATP8B2  0.9111534 1.093126e-12       gene       gene
#> 491       IRAK3      ATP8B2  0.9225631 1.605382e-13       gene       gene
#> 492      PDGFRB      ATP8B2  0.9005434 5.232259e-12       gene       gene
#> 493       PLPP1      ATP8B2  0.9013255 4.690470e-12       gene       gene
#> 494       PTPRM      ATP8B2  0.9452497 1.332268e-15       gene       gene
#> 495       KCNJ8       ATXN3  0.9068967 2.095213e-12       gene       gene
#> 496       MECOM       ATXN3  0.9145868 6.314949e-13       gene       gene
#> 497       PRKG1       ATXN3  0.9210585 2.100542e-13       gene       gene
#> 498      ZDHHC2       ATXN3  0.9087038 9.479528e-12       gene       gene
#> 499       AURKB       AURKA  0.9440869 1.776357e-15       gene       gene
#> 500        BUB1       AURKA  0.9691365 0.000000e+00       gene       gene
#> 501       BUB1B       AURKA  0.9542584 0.000000e+00       gene       gene
#> 502      CDC25A       AURKA  0.9168858 4.316547e-13       gene       gene
#> 503      CDC25C       AURKA  0.9757903 0.000000e+00       gene       gene
#> 504        CDK1       AURKA  0.9615361 0.000000e+00       gene       gene
#> 505       CHEK1       AURKA  0.9116541 1.010303e-12       gene       gene
#> 506         CIT       AURKA  0.9030013 3.699707e-12       gene       gene
#> 507   EEF1AKMT4       AURKA  0.9315456 2.842171e-14       gene       gene
#> 508        EZH2       AURKA  0.9147579 6.139533e-13       gene       gene
#> 509      HASPIN       AURKA  0.9309836 3.197442e-14       gene       gene
#> 510        HMMR       AURKA  0.9280145 5.773160e-14       gene       gene
#> 511       MASTL       AURKA  0.9204932 2.322587e-13       gene       gene
#> 512        MELK       AURKA  0.9553172 0.000000e+00       gene       gene
#> 513        NEK2       AURKA  0.9374236 7.993606e-15       gene       gene
#> 514         PBK       AURKA  0.9108055 1.154188e-12       gene       gene
#> 515       PDE2A       AURKA -0.9015148 4.567458e-12       gene       gene
#> 516      PKMYT1       AURKA  0.9166714 4.471978e-13       gene       gene
#> 517        PLK1       AURKA  0.9406855 3.774758e-15       gene       gene
#> 518        PLK4       AURKA  0.9246923 1.088019e-13       gene       gene
#> 519        POLQ       AURKA  0.9192002 2.908784e-13       gene       gene
#> 520        RRM2       AURKA  0.9191214 2.948752e-13       gene       gene
#> 521        TNS2       AURKA -0.9345844 1.509903e-14       gene       gene
#> 522         TTK       AURKA  0.9334248 1.909584e-14       gene       gene
#> 523        BUB1       AURKB  0.9489573 4.440892e-16       gene       gene
#> 524       BUB1B       AURKB  0.9608279 0.000000e+00       gene       gene
#> 525      CDC25A       AURKB  0.9239509 1.247891e-13       gene       gene
#> 526      CDC25C       AURKB  0.9489532 4.440892e-16       gene       gene
#> 527        CDK1       AURKB  0.9265694 7.638334e-14       gene       gene
#> 528       CHEK1       AURKB  0.9146158 6.283862e-13       gene       gene
#> 529        EZH2       AURKB  0.9172411 4.063416e-13       gene       gene
#> 530      HASPIN       AURKB  0.9146908 6.208367e-13       gene       gene
#> 531       MASTL       AURKB  0.9090943 1.503242e-12       gene       gene
#> 532        MELK       AURKB  0.9569659 0.000000e+00       gene       gene
#> 533        NEK2       AURKB  0.9077141 1.853628e-12       gene       gene
#> 534        RRM2       AURKB  0.9040932 3.162359e-12       gene       gene
#> 535        TNS2       AURKB -0.9262021 8.171241e-14       gene       gene
#> 536         TTK       AURKB  0.9586561 0.000000e+00       gene       gene
#> 537      CEMIP2         AXL  0.9210838 2.091660e-13       gene       gene
#> 538        GATB         AXL -0.9208892 2.164935e-13       gene       gene
#> 539        GGT5         AXL  0.9222774 4.449774e-13       gene       gene
#> 540      GLT8D2         AXL  0.9404330 3.996803e-15       gene       gene
#> 541     GUCY1B1         AXL  0.9233440 1.394440e-13       gene       gene
#> 542       MSRB3         AXL  0.9450398 3.996803e-15       gene       gene
#> 543      NDUFC1         AXL -0.9142212 6.701306e-13       gene       gene
#> 544       NUAK1         AXL  0.9353531 1.287859e-14       gene       gene
#> 545      PDGFRB         AXL  0.9507983 2.220446e-16       gene       gene
#> 546       PLPP1         AXL  0.9035407 3.424372e-12       gene       gene
#> 547      SLC8A1         AXL  0.9411879 3.330669e-15       gene       gene
#> 548     SLCO3A1         AXL  0.9160868 1.250999e-12       gene       gene
#> 549      SLC7A8      B3GNT5 -0.9236729 1.310063e-13       gene       gene
#> 550        CAV1         BMX  0.9041607 7.456258e-12       gene       gene
#> 551         F10         BMX  0.9007545 2.788081e-11       gene       gene
#> 552     GPIHBP1         BMX  0.9000687 1.304556e-11       gene       gene
#> 553          KL         BMX  0.9340869 1.106670e-12       gene       gene
#> 554       NUDT4         BMX  0.9057426 5.965894e-12       gene       gene
#> 555         OGN         BMX  0.9024578 2.230038e-11       gene       gene
#> 556       PDE2A         BMX  0.9471639 2.220446e-15       gene       gene
#> 557      TGFBR2         BMX  0.9364164 2.930989e-14       gene       gene
#> 558        TNS2         BMX  0.9049137 6.708634e-12       gene       gene
#> 559       GNG12       BRSK2 -0.9027308 9.091394e-12       gene       gene
#> 560         DCN        BST1  0.9007907 2.775002e-11       gene       gene
#> 561      DPYSL3        BST1  0.9281350 1.540990e-13       gene       gene
#> 562       KCNJ8        BST1  0.9041618 7.454926e-12       gene       gene
#> 563       PRKG1        BST1  0.9025654 9.300560e-12       gene       gene
#> 564      PTGER4        BST1  0.9099059 7.984280e-12       gene       gene
#> 565        TIE1        BST1  0.9108079 2.842615e-12       gene       gene
#> 566       CAMK4         BTK  0.9107445 2.870149e-12       gene       gene
#> 567        CYBB         BTK  0.9439046 1.776357e-15       gene       gene
#> 568         FTL         BTK  0.9025628 3.938183e-12       gene       gene
#> 569        HCST         BTK  0.9281201 4.223288e-13       gene       gene
#> 570      INPP5D         BTK  0.9568919 0.000000e+00       gene       gene
#> 571        JAK3         BTK  0.9185220 3.268497e-13       gene       gene
#> 572      MAP4K1         BTK  0.9356289 1.199041e-14       gene       gene
#> 573       PARP8         BTK  0.9062384 2.310374e-12       gene       gene
#> 574      PIK3CG         BTK  0.9460821 3.108624e-15       gene       gene
#> 575      PIK3R5         BTK  0.9535169 0.000000e+00       gene       gene
#> 576       PIPOX         BTK  0.9058684 5.860201e-12       gene       gene
#> 577       PRDM1         BTK  0.9085023 1.645351e-12       gene       gene
#> 578       PRKCB         BTK  0.9145644 1.593836e-12       gene       gene
#> 579      PTGER4         BTK  0.9225906 4.212186e-13       gene       gene
#> 580      PTPN22         BTK  0.9139310 7.023271e-13       gene       gene
#> 581       PTPN7         BTK  0.9666415 0.000000e+00       gene       gene
#> 582       PTPRC         BTK  0.9606287 0.000000e+00       gene       gene
#> 583       PTPRO         BTK  0.9258072 6.388223e-13       gene       gene
#> 584       RAP1A         BTK  0.9418997 2.664535e-15       gene       gene
#> 585      SLC7A7         BTK  0.9168209 4.360956e-13       gene       gene
#> 586     ST8SIA4         BTK  0.9536160 1.332268e-15       gene       gene
#> 587     TNFAIP8         BTK  0.9595595 0.000000e+00       gene       gene
#> 588   TNFAIP8L2         BTK  0.9489890 4.440892e-16       gene       gene
#> 589        TPK1         BTK  0.9041794 3.123057e-12       gene       gene
#> 590        TPP1         BTK  0.9110931 1.103562e-12       gene       gene
#> 591       BUB1B        BUB1  0.9624841 0.000000e+00       gene       gene
#> 592      CDC25A        BUB1  0.9551371 0.000000e+00       gene       gene
#> 593      CDC25C        BUB1  0.9711373 0.000000e+00       gene       gene
#> 594        CDK1        BUB1  0.9568210 0.000000e+00       gene       gene
#> 595       CDKN3        BUB1  0.9103355 1.241673e-12       gene       gene
#> 596       CHEK1        BUB1  0.9302571 3.685940e-14       gene       gene
#> 597         CIT        BUB1  0.9187039 3.168577e-13       gene       gene
#> 598       ESCO2        BUB1  0.9110380 1.112888e-12       gene       gene
#> 599        EZH2        BUB1  0.9258584 8.726353e-14       gene       gene
#> 600      HASPIN        BUB1  0.9317783 2.708944e-14       gene       gene
#> 601        HMMR        BUB1  0.9667073 0.000000e+00       gene       gene
#> 602       MASTL        BUB1  0.9391885 5.329071e-15       gene       gene
#> 603        MELK        BUB1  0.9703135 0.000000e+00       gene       gene
#> 604        NEK2        BUB1  0.9587695 0.000000e+00       gene       gene
#> 605         PBK        BUB1  0.9495900 4.440892e-16       gene       gene
#> 606      PKMYT1        BUB1  0.9181195 3.501643e-13       gene       gene
#> 607        PLK1        BUB1  0.9691279 0.000000e+00       gene       gene
#> 608        PLK4        BUB1  0.9426718 2.220446e-15       gene       gene
#> 609        POLQ        BUB1  0.9032212 3.585132e-12       gene       gene
#> 610        RRM2        BUB1  0.9331251 2.042810e-14       gene       gene
#> 611       SRPK1        BUB1  0.9064617 2.235101e-12       gene       gene
#> 612        TNS2        BUB1 -0.9322213 2.486900e-14       gene       gene
#> 613         TTK        BUB1  0.9608439 0.000000e+00       gene       gene
#> 614      CDC25A       BUB1B  0.9236812 1.310063e-13       gene       gene
#> 615      CDC25C       BUB1B  0.9627357 0.000000e+00       gene       gene
#> 616        CDK1       BUB1B  0.9248542 1.054712e-13       gene       gene
#> 617       ESCO2       BUB1B  0.9212277 2.038369e-13       gene       gene
#> 618      HASPIN       BUB1B  0.9092835 1.460387e-12       gene       gene
#> 619        HMMR       BUB1B  0.9190545 2.984279e-13       gene       gene
#> 620       MASTL       BUB1B  0.9011563 4.803269e-12       gene       gene
#> 621        MELK       BUB1B  0.9666373 0.000000e+00       gene       gene
#> 622        NEK2       BUB1B  0.9319806 2.620126e-14       gene       gene
#> 623         PBK       BUB1B  0.9355319 1.221245e-14       gene       gene
#> 624      PKMYT1       BUB1B  0.9072543 1.985967e-12       gene       gene
#> 625        PLK1       BUB1B  0.9448478 1.332268e-15       gene       gene
#> 626        PLK4       BUB1B  0.9075569 1.898037e-12       gene       gene
#> 627        RRM2       BUB1B  0.9157914 5.178080e-13       gene       gene
#> 628        TNS2       BUB1B -0.9243804 1.150191e-13       gene       gene
#> 629         TTK       BUB1B  0.9675330 0.000000e+00       gene       gene
#> 630       P4HTM        CA12  0.9020450 4.238387e-12       gene       gene
#> 631        PIGG        CA12  0.9153727 5.551115e-13       gene       gene
#> 632      PNPLA4        CA12  0.9209512 2.140510e-13       gene       gene
#> 633      CYBRD1     CACNA1C  0.9345272 4.352074e-14       gene       gene
#> 634       MSRB3     CACNA1C  0.9030167 8.740120e-12       gene       gene
#> 635      LRPPRC         CAD  0.9067138 2.152944e-12       gene       gene
#> 636      INPP5D       CAMK4  0.9283721 1.474376e-13       gene       gene
#> 637      MAP4K1       CAMK4  0.9433005 6.217249e-15       gene       gene
#> 638      PIK3R5       CAMK4  0.9330943 5.839773e-14       gene       gene
#> 639      PTPN22       CAMK4  0.9003533 1.255773e-11       gene       gene
#> 640       PTPN7       CAMK4  0.9356104 3.463896e-14       gene       gene
#> 641       PTPRC       CAMK4  0.9383560 1.909584e-14       gene       gene
#> 642     ST8SIA4       CAMK4  0.9109335 1.698797e-11       gene       gene
#> 643       ZAP70       CAMK4  0.9216515 4.956036e-13       gene       gene
#> 644       NUBP2      CAPN15  0.9267774 7.327472e-14       gene       gene
#> 645      METTL6       CAPN7  0.9173139 4.014566e-13       gene       gene
#> 646       ERBB4       CAPN8  0.9187177 6.246377e-10       gene       gene
#> 647         F10        CAV1  0.9038095 7.830625e-12       gene       gene
#> 648     GPIHBP1        CAV1  0.9068537 2.108536e-12       gene       gene
#> 649          KL        CAV1  0.9365322 2.404743e-13       gene       gene
#> 650       LYVE1        CAV1  0.9315462 4.911627e-12       gene       gene
#> 651        NPR1        CAV1  0.9073980 1.943778e-12       gene       gene
#> 652       PDE2A        CAV1  0.9075967 1.886491e-12       gene       gene
#> 653    COL4A3BP        CD36  0.9006120 2.840173e-11       gene       gene
#> 654        GNG2        CD36  0.9152950 3.587353e-12       gene       gene
#> 655      PTGER3        CD36  0.9127193 5.292211e-12       gene       gene
#> 656       PTPRB        CD36  0.9020653 2.348655e-11       gene       gene
#> 657       S1PR1        CD36  0.9091480 8.899326e-12       gene       gene
#> 658     SLC40A1        CD36  0.9005986 2.845102e-11       gene       gene
#> 659         TEK        CD36  0.9005195 2.874456e-11       gene       gene
#> 660      CDC25C      CDC25A  0.9245486 1.114664e-13       gene       gene
#> 661        CDK1      CDC25A  0.9047384 2.879696e-12       gene       gene
#> 662       CHEK1      CDC25A  0.9461582 8.881784e-16       gene       gene
#> 663       DESI2      CDC25A  0.9193633 2.828848e-13       gene       gene
#> 664        EZH2      CDC25A  0.9075976 1.886269e-12       gene       gene
#> 665      HASPIN      CDC25A  0.9077938 1.831424e-12       gene       gene
#> 666        HMMR      CDC25A  0.9370441 8.881784e-15       gene       gene
#> 667       MASTL      CDC25A  0.9414466 3.108624e-15       gene       gene
#> 668        MELK      CDC25A  0.9265231 7.682743e-14       gene       gene
#> 669        NANP      CDC25A  0.9020841 4.215073e-12       gene       gene
#> 670        NEK2      CDC25A  0.9286921 5.062617e-14       gene       gene
#> 671        PLK1      CDC25A  0.9392304 5.329071e-15       gene       gene
#> 672        PLK4      CDC25A  0.9426594 2.220446e-15       gene       gene
#> 673       SRPK1      CDC25A  0.9454074 1.332268e-15       gene       gene
#> 674     SUV39H2      CDC25A  0.9176756 3.776979e-13       gene       gene
#> 675        TNS2      CDC25A -0.9093607 1.443290e-12       gene       gene
#> 676         TTK      CDC25A  0.9491140 4.440892e-16       gene       gene
#> 677        CDK1      CDC25C  0.9536671 0.000000e+00       gene       gene
#> 678         CIT      CDC25C  0.9110997 1.102229e-12       gene       gene
#> 679        EZH2      CDC25C  0.9259506 8.570922e-14       gene       gene
#> 680      HASPIN      CDC25C  0.9232791 1.409983e-13       gene       gene
#> 681        HMMR      CDC25C  0.9440899 1.776357e-15       gene       gene
#> 682       MASTL      CDC25C  0.9216805 1.882938e-13       gene       gene
#> 683        MELK      CDC25C  0.9674048 0.000000e+00       gene       gene
#> 684        NEK2      CDC25C  0.9466513 8.881784e-16       gene       gene
#> 685         PBK      CDC25C  0.9044590 2.998934e-12       gene       gene
#> 686      PKMYT1      CDC25C  0.9141402 6.790124e-13       gene       gene
#> 687        PLK1      CDC25C  0.9327754 2.220446e-14       gene       gene
#> 688        PLK4      CDC25C  0.9055269 2.565947e-12       gene       gene
#> 689        POLQ      CDC25C  0.9246811 1.088019e-13       gene       gene
#> 690        RRM2      CDC25C  0.9288984 4.840572e-14       gene       gene
#> 691        TNS2      CDC25C -0.9311396 3.108624e-14       gene       gene
#> 692         TTK      CDC25C  0.9493831 4.440892e-16       gene       gene
#> 693       CDKN3        CDK1  0.9374958 7.993606e-15       gene       gene
#> 694       CHEK1        CDK1  0.9288090 4.929390e-14       gene       gene
#> 695         CIT        CDK1  0.9271779 6.794565e-14       gene       gene
#> 696   EEF1AKMT4        CDK1  0.9089932 1.526779e-12       gene       gene
#> 697        EZH2        CDK1  0.9532571 0.000000e+00       gene       gene
#> 698        HMMR        CDK1  0.9393239 5.329071e-15       gene       gene
#> 699        MELK        CDK1  0.9450051 1.332268e-15       gene       gene
#> 700        NEK2        CDK1  0.9555746 0.000000e+00       gene       gene
#> 701        PLK1        CDK1  0.9106585 1.180833e-12       gene       gene
#> 702        POLQ        CDK1  0.9157216 5.240253e-13       gene       gene
#> 703        RRM2        CDK1  0.9262805 8.060219e-14       gene       gene
#> 704         TTK        CDK1  0.9262938 8.038015e-14       gene       gene
#> 705        FLT1       CDK14  0.9052347 2.678302e-12       gene       gene
#> 706    HSD17B11       CDK14  0.9005330 2.869438e-11       gene       gene
#> 707    HSD17B10       CDK16  0.9085307 1.638245e-12       gene       gene
#> 708          FH        CDK5  0.9275439 6.328271e-14       gene       gene
#> 709        EZH2       CDKN3  0.9207402 2.222666e-13       gene       gene
#> 710        HMMR       CDKN3  0.9025042 3.971268e-12       gene       gene
#> 711        NEK2       CDKN3  0.9130979 8.033574e-13       gene       gene
#> 712      CHST11      CEMIP2  0.9112851 1.070699e-12       gene       gene
#> 713        GATB      CEMIP2 -0.9066151 2.184919e-12       gene       gene
#> 714        GGT5      CEMIP2  0.9128439 2.084111e-12       gene       gene
#> 715      GLT8D2      CEMIP2  0.9043555 3.044454e-12       gene       gene
#> 716      NDUFC1      CEMIP2 -0.9034428 3.473000e-12       gene       gene
#> 717      PDGFRB      CEMIP2  0.9123131 9.103829e-13       gene       gene
#> 718      SLC8A1      CEMIP2  0.9172639 4.050094e-13       gene       gene
#> 719     SLCO3A1      CEMIP2  0.9013263 1.101363e-11       gene       gene
#> 720        TGM2      CEMIP2  0.9374151 7.993606e-15       gene       gene
#> 721        EZH2       CHEK1  0.9220555 1.758593e-13       gene       gene
#> 722        HMMR       CHEK1  0.9161410 4.887202e-13       gene       gene
#> 723       MASTL       CHEK1  0.9081146 1.744827e-12       gene       gene
#> 724        NANP       CHEK1  0.9046421 2.920331e-12       gene       gene
#> 725        NEK2       CHEK1  0.9307653 3.330669e-14       gene       gene
#> 726        PLK1       CHEK1  0.9128050 8.417711e-13       gene       gene
#> 727         TTK       CHEK1  0.9194611 2.779998e-13       gene       gene
#> 728        PIGH        CHKB  0.9168453 4.343192e-13       gene       gene
#> 729         DSE      CHST11  0.9113678 1.056932e-12       gene       gene
#> 730         HCK      CHST11  0.9439951 5.329071e-15       gene       gene
#> 731        HEXB      CHST11  0.9373079 8.215650e-15       gene       gene
#> 732      SLC7A7      CHST11  0.9105058 1.209255e-12       gene       gene
#> 733      SLC8A1      CHST11  0.9372140 8.437695e-15       gene       gene
#> 734        TGM2      CHST11  0.9407239 3.774758e-15       gene       gene
#> 735        GGT5      CHST15  0.9108490 2.825296e-12       gene       gene
#> 736    HSD17B12      CHST15 -0.9238571 1.267875e-13       gene       gene
#> 737       PDE4A      CHST15  0.9115817 1.021849e-12       gene       gene
#> 738       STK39      CHST15  0.9110410 1.112443e-12       gene       gene
#> 739        GPC6       CHSY3  0.9227939 2.838618e-12       gene       gene
#> 740         LUM       CHSY3  0.9424233 7.016610e-14       gene       gene
#> 741       PRKG1       CHSY3  0.9079902 4.316325e-12       gene       gene
#> 742       PTPRD       CHSY3  0.9315982 2.207123e-13       gene       gene
#> 743        VCAN       CHSY3  0.9396411 4.285461e-14       gene       gene
#> 744        COQ9     CIAPIN1  0.9388001 5.773160e-15       gene       gene
#> 745       CIDEC       CIDEA  0.9631204 4.005130e-11       gene       gene
#> 746     SLC19A3       CIDEA  0.9231109 6.732044e-09       gene       gene
#> 747     SLC7A10       CIDEA  0.9419006 1.773579e-09       gene       gene
#> 748        G0S2       CIDEC  0.9058608 6.657808e-09       gene       gene
#> 749        GPD1       CIDEC  0.9552145 4.867884e-12       gene       gene
#> 750        LIPE       CIDEC  0.9813491 8.881784e-16       gene       gene
#> 751       PLIN1       CIDEC  0.9735118 2.753353e-14       gene       gene
#> 752      INPP5D       CIITA  0.9136625 7.336354e-13       gene       gene
#> 753       IRAK4       CIITA  0.9326143 2.287059e-14       gene       gene
#> 754        JAK3       CIITA  0.9362212 1.065814e-14       gene       gene
#> 755         LCK       CIITA  0.9163489 1.199485e-12       gene       gene
#> 756      MAP4K1       CIITA  0.9009142 4.968692e-12       gene       gene
#> 757       PARP8       CIITA  0.9029682 3.717249e-12       gene       gene
#> 758       PRKCB       CIITA  0.9039959 7.629897e-12       gene       gene
#> 759       PTPN7       CIITA  0.9069846 2.067679e-12       gene       gene
#> 760       PTPRC       CIITA  0.9184949 3.284040e-13       gene       gene
#> 761       ZAP70       CIITA  0.9338006 1.776357e-14       gene       gene
#> 762        HMMR         CIT  0.9150022 5.897505e-13       gene       gene
#> 763       MASTL         CIT  0.9037329 3.331113e-12       gene       gene
#> 764        NEK2         CIT  0.9068746 2.101874e-12       gene       gene
#> 765        PLK1         CIT  0.9033400 3.524514e-12       gene       gene
#> 766        POLQ         CIT  0.9115842 1.021627e-12       gene       gene
#> 767      CKMT1B      CKMT1A  0.9163360 1.201705e-12       gene       gene
#> 768       PARP8        CLK1  0.9004481 5.302203e-12       gene       gene
#> 769        OAS2       CMPK2  0.9078717 1.066081e-11       gene       gene
#> 770        OAS3       CMPK2  0.9461670 8.881784e-16       gene       gene
#> 771        CPS1    COL4A3BP  0.9123232 9.090506e-13       gene       gene
#> 772        FMOD    COL4A3BP  0.9328712 2.176037e-14       gene       gene
#> 773       MECOM    COL4A3BP  0.9078657 1.811662e-12       gene       gene
#> 774      PTGER3    COL4A3BP  0.9163906 4.689582e-13       gene       gene
#> 775       PTPRB    COL4A3BP  0.9244814 1.130207e-13       gene       gene
#> 776       S1PR1    COL4A3BP  0.9164045 4.676259e-13       gene       gene
#> 777     SLC40A1    COL4A3BP  0.9042079 3.110401e-12       gene       gene
#> 778         TEK    COL4A3BP  0.9203443 2.384759e-13       gene       gene
#> 779         MIF      COMTD1  0.9061924 2.326139e-12       gene       gene
#> 780    SECISBP2        COQ9 -0.9140795 6.856737e-13       gene       gene
#> 781     ST8SIA5        COQ9  0.9112523 6.120038e-10       gene       gene
#> 782       PDE1A      COX4I2  0.9322386 3.475775e-11       gene       gene
#> 783       PLPP1      COX4I2  0.9006019 2.023478e-09       gene       gene
#> 784       PTPRB      COX4I2  0.9087400 8.220780e-10       gene       gene
#> 785     RPS6KA2        CPS1  0.9008501 5.013323e-12       gene       gene
#> 786       DUSP9        CROT -0.9169227 3.041238e-10       gene       gene
#> 787     HSD17B4        CROT  0.9438633 1.776357e-15       gene       gene
#> 788        CYBB       CSF1R  0.9642722 0.000000e+00       gene       gene
#> 789       F13A1       CSF1R  0.9091421 3.644862e-12       gene       gene
#> 790        FLT1       CSF1R  0.9130145 8.140155e-13       gene       gene
#> 791        GNG2       CSF1R  0.9403675 1.221245e-14       gene       gene
#> 792    HSD17B11       CSF1R  0.9074328 1.133715e-11       gene       gene
#> 793       PARP8       CSF1R  0.9015452 4.547918e-12       gene       gene
#> 794      PI4K2A       CSF1R  0.9095865 1.393996e-12       gene       gene
#> 795      PIK3CG       CSF1R  0.9494838 1.332268e-15       gene       gene
#> 796      PIK3R5       CSF1R  0.9278816 5.928591e-14       gene       gene
#> 797      PTGER4       CSF1R  0.9237299 3.446132e-13       gene       gene
#> 798       PTPRC       CSF1R  0.9270877 6.905587e-14       gene       gene
#> 799       S1PR1       CSF1R  0.9083107 1.693756e-12       gene       gene
#> 800      SLC7A7       CSF1R  0.9195561 2.735590e-13       gene       gene
#> 801      SLC8A1       CSF1R  0.9323971 2.398082e-14       gene       gene
#> 802     SLCO2B1       CSF1R  0.9267602 5.395684e-13       gene       gene
#> 803     ST8SIA4       CSF1R  0.9047101 1.649259e-11       gene       gene
#> 804        TIE1       CSF1R  0.9016641 4.472422e-12       gene       gene
#> 805        USP4       CSF1R  0.9144440 6.461498e-13       gene       gene
#> 806        FLT1  CSGALNACT1  0.9011869 4.782619e-12       gene       gene
#> 807       GNG11  CSGALNACT1  0.9198857 4.514167e-12       gene       gene
#> 808       KCNJ8  CSGALNACT1  0.9142687 6.648015e-13       gene       gene
#> 809       MECOM  CSGALNACT1  0.9342974 1.598721e-14       gene       gene
#> 810       PARP8  CSGALNACT1  0.9018299 4.369172e-12       gene       gene
#> 811       PDE1A  CSGALNACT1  0.9060342 5.723200e-12       gene       gene
#> 812       PDE1B  CSGALNACT1  0.9073475 1.958433e-12       gene       gene
#> 813       PLCL1  CSGALNACT1  0.9069106 5.047518e-12       gene       gene
#> 814       PRKCH  CSGALNACT1  0.9316858 2.753353e-14       gene       gene
#> 815       PRKG1  CSGALNACT1  0.9182290 3.437250e-13       gene       gene
#> 816      PTGER4  CSGALNACT1  0.9003224 1.260991e-11       gene       gene
#> 817       PTPRB  CSGALNACT1  0.9166179 4.511946e-13       gene       gene
#> 818       S1PR1  CSGALNACT1  0.9081053 1.747491e-12       gene       gene
#> 819     SLC35A2  CSGALNACT1 -0.9107422 1.165734e-12       gene       gene
#> 820     SLCO2A1  CSGALNACT1  0.9050602 2.747580e-12       gene       gene
#> 821       NDOR1     CSNK1G2  0.9252470 9.792167e-14       gene       gene
#> 822       ITPR2       CTBP1  0.9389484 5.773160e-15       gene       gene
#> 823       PTPRM       CTBP1  0.9212785 2.020606e-13       gene       gene
#> 824      RIMKLB       CTBP1  0.9104317 1.223466e-12       gene       gene
#> 825       STK39       CTBP1  0.9087008 1.596501e-12       gene       gene
#> 826      CYBRD1      CTDSP1  0.9042217 3.104184e-12       gene       gene
#> 827       PDSS1      CTDSP1 -0.9164991 4.605205e-13       gene       gene
#> 828     SUV39H2      CTDSP1 -0.9067944 2.127187e-12       gene       gene
#> 829         RAN       CTPS1  0.9082108 1.719513e-12       gene       gene
#> 830      SLC8A3        CTSG  0.9138651 1.911033e-06       gene       gene
#> 831      TPSAB1        CTSG  0.9141672 1.752949e-08       gene       gene
#> 832      MAP4K1        CTSW  0.9110201 1.025913e-10       gene       gene
#> 833       PRKCB        CTSW  0.9014081 3.338951e-10       gene       gene
#> 834         DSE        CYBB  0.9035885 3.400835e-12       gene       gene
#> 835         FGR        CYBB  0.9174680 2.559286e-12       gene       gene
#> 836         FYN        CYBB  0.9049792 2.780443e-12       gene       gene
#> 837        GNG2        CYBB  0.9290153 1.303402e-13       gene       gene
#> 838        HCST        CYBB  0.9029186 2.097789e-11       gene       gene
#> 839      INPP5D        CYBB  0.9239155 1.254552e-13       gene       gene
#> 840        JAK3        CYBB  0.9175856 3.834710e-13       gene       gene
#> 841       LRRK2        CYBB  0.9019308 4.307443e-12       gene       gene
#> 842       PARP8        CYBB  0.9155018 5.433431e-13       gene       gene
#> 843      PIK3CG        CYBB  0.9531043 4.440892e-16       gene       gene
#> 844      PIK3R5        CYBB  0.9534256 0.000000e+00       gene       gene
#> 845      PTGER4        CYBB  0.9218756 4.769518e-13       gene       gene
#> 846       PTPN7        CYBB  0.9043707 3.037570e-12       gene       gene
#> 847       PTPRC        CYBB  0.9618130 0.000000e+00       gene       gene
#> 848       PTPRO        CYBB  0.9641765 0.000000e+00       gene       gene
#> 849      SLC7A7        CYBB  0.9685405 0.000000e+00       gene       gene
#> 850      SLC8A1        CYBB  0.9393678 5.107026e-15       gene       gene
#> 851     ST8SIA4        CYBB  0.9484489 5.329071e-15       gene       gene
#> 852   TNFAIP8L2        CYBB  0.9109326 1.131539e-12       gene       gene
#> 853        INMT      CYBRD1  0.9108054 6.454006e-10       gene       gene
#> 854       MSRB3      CYBRD1  0.9024383 9.464207e-12       gene       gene
#> 855       PLPP1      CYBRD1  0.9375133 7.993606e-15       gene       gene
#> 856       PROS1      CYBRD1  0.9123424 5.596412e-12       gene       gene
#> 857  ST6GALNAC6      CYBRD1  0.9140056 6.938894e-13       gene       gene
#> 858       UCHL5      CYBRD1 -0.9080214 1.769696e-12       gene       gene
#> 859       IRAK1        CYC1  0.9108484 1.146638e-12       gene       gene
#> 860     SLC52A2        CYC1  0.9168293 4.356515e-13       gene       gene
#> 861         EBP        CYCS  0.9312946 2.997602e-14       gene       gene
#> 862     MAP3K12        CYGB  0.9011069 4.836576e-12       gene       gene
#> 863       MECOM        CYGB  0.9166116 4.518608e-13       gene       gene
#> 864       PDE1A        CYGB  0.9357252 3.375078e-14       gene       gene
#> 865       PDE2A        CYGB  0.9327527 2.220446e-14       gene       gene
#> 866       PTPRB        CYGB  0.9319986 2.597922e-14       gene       gene
#> 867       S1PR1        CYGB  0.9407655 3.552714e-15       gene       gene
#> 868     SLC40A1        CYGB  0.9149487 5.950795e-13       gene       gene
#> 869         TEK        CYGB  0.9444635 1.332268e-15       gene       gene
#> 870        TNS2        CYGB  0.9108923 1.138645e-12       gene       gene
#> 871      INPP4B      CYP2E1  0.9035890 1.918243e-11       gene       gene
#> 872      PAPSS1      CYP2E1 -0.9293342 3.379519e-13       gene       gene
#> 873        PIGH      CYP2E1  0.9123726 5.571543e-12       gene       gene
#> 874        POLN      CYP2E1  0.9080987 1.032596e-11       gene       gene
#> 875       PTPRO      CYP2S1  0.9222505 1.176614e-12       gene       gene
#> 876     ST8SIA4      CYP2S1  0.9132895 4.860778e-12       gene       gene
#> 877     RAPGEF3     CYP4F12  0.9035746 1.086760e-10       gene       gene
#> 878        GNG2     CYSLTR1  0.9385468 1.842970e-14       gene       gene
#> 879        HNMT     CYSLTR1  0.9188983 7.900347e-13       gene       gene
#> 880    HSD17B11     CYSLTR1  0.9024827 2.222689e-11       gene       gene
#> 881      INPP5D     CYSLTR1  0.9486575 1.554312e-15       gene       gene
#> 882       LRRK2     CYSLTR1  0.9343955 4.485301e-14       gene       gene
#> 883       MECOM     CYSLTR1  0.9231930 3.790301e-13       gene       gene
#> 884       PARP8     CYSLTR1  0.9313552 8.260059e-14       gene       gene
#> 885       PDE1A     CYSLTR1  0.9056036 1.460188e-11       gene       gene
#> 886      PIK3CG     CYSLTR1  0.9385808 1.820766e-14       gene       gene
#> 887       PRKCB     CYSLTR1  0.9074377 1.132916e-11       gene       gene
#> 888       PRKCH     CYSLTR1  0.9250501 2.722267e-13       gene       gene
#> 889      PTGER4     CYSLTR1  0.9374062 6.905587e-14       gene       gene
#> 890       PTPRB     CYSLTR1  0.9038342 7.803758e-12       gene       gene
#> 891       PTPRC     CYSLTR1  0.9163090 1.207034e-12       gene       gene
#> 892       S1PR1     CYSLTR1  0.9178271 9.432455e-13       gene       gene
#> 893     SEPSECS     CYSLTR1  0.9055369 6.142642e-12       gene       gene
#> 894      STARD5     CYSLTR1  0.9243191 3.104184e-13       gene       gene
#> 895         TEK     CYSLTR1  0.9056590 6.037171e-12       gene       gene
#> 896       ZAP70     CYSLTR1  0.9019126 1.016964e-11       gene       gene
#> 897        FDPS       DARS2  0.9243546 1.156852e-13       gene       gene
#> 898       GNA14       DCLK1  0.9011377 2.652412e-11       gene       gene
#> 899     MAP3K12       DCLK1  0.9366758 2.753353e-14       gene       gene
#> 900       PDE7B       DCLK1  0.9405036 1.199041e-14       gene       gene
#> 901       PTPRB       DCLK1  0.9002315 1.276446e-11       gene       gene
#> 902        FMOD         DCN  0.9432225 1.909584e-14       gene       gene
#> 903     GALNT15         DCN  0.9153033 9.059420e-12       gene       gene
#> 904       GNG11         DCN  0.9606695 4.440892e-16       gene       gene
#> 905        GNG2         DCN  0.9389930 4.929390e-14       gene       gene
#> 906    HSD17B11         DCN  0.9256613 1.764366e-12       gene       gene
#> 907       KCNJ8         DCN  0.9238731 8.939516e-13       gene       gene
#> 908       LRRK2         DCN  0.9223111 1.164846e-12       gene       gene
#> 909         LUM         DCN  0.9127600 1.311462e-11       gene       gene
#> 910      MAN1C1         DCN  0.9146089 3.983480e-12       gene       gene
#> 911       MECOM         DCN  0.9130122 5.066392e-12       gene       gene
#> 912       PDE1A         DCN  0.9128644 1.291989e-11       gene       gene
#> 913       PDE3A         DCN  0.9113494 9.829693e-11       gene       gene
#> 914      PDGFRB         DCN  0.9165685 2.946532e-12       gene       gene
#> 915       PLCL1         DCN  0.9041744 4.227374e-11       gene       gene
#> 916       PRKG1         DCN  0.9512348 2.664535e-15       gene       gene
#> 917      PTGER3         DCN  0.9066503 1.264144e-11       gene       gene
#> 918      PTGER4         DCN  0.9470742 7.549517e-15       gene       gene
#> 919       PTPRB         DCN  0.9408012 3.330669e-14       gene       gene
#> 920       S1PR1         DCN  0.9349784 1.136868e-13       gene       gene
#> 921         TEK         DCN  0.9394663 4.440892e-14       gene       gene
#> 922        TIE1         DCN  0.9029294 2.094791e-11       gene       gene
#> 923      ZDHHC2         DCN  0.9170767 2.721379e-12       gene       gene
#> 924     ST3GAL5       DDHD1  0.9037088 3.342659e-12       gene       gene
#> 925        NSD3       DDHD2  0.9364909 9.769963e-15       gene       gene
#> 926       MASTL       DESI2  0.9355640 1.221245e-14       gene       gene
#> 927        NANP       DESI2  0.9074991 1.914469e-12       gene       gene
#> 928       SRPK1       DESI2  0.9314518 2.908784e-14       gene       gene
#> 929     SUV39H2       DESI2  0.9342664 1.598721e-14       gene       gene
#> 930        YOD1       DESI2  0.9060489 2.376099e-12       gene       gene
#> 931        HNMT      DGLUCY  0.9008021 5.047074e-12       gene       gene
#> 932       NSDHL       DHCR7  0.9210954 2.087219e-13       gene       gene
#> 933       NUDT5      DHTKD1  0.9185662 3.244072e-13       gene       gene
#> 934        PIGU      DHTKD1  0.9324382 2.353673e-14       gene       gene
#> 935       UCHL5      DHTKD1  0.9231705 1.438849e-13       gene       gene
#> 936      DNMT3B        DKC1  0.9017563 4.414691e-12       gene       gene
#> 937        GART        DKC1  0.9032300 3.580691e-12       gene       gene
#> 938       NUDT5        DKC1  0.9048112 2.849276e-12       gene       gene
#> 939     SUV39H2        DKC1  0.9178470 3.668177e-13       gene       gene
#> 940         TTK        DKC1  0.9049440 2.794653e-12       gene       gene
#> 941         EBP      DNMT3B  0.9189364 3.044232e-13       gene       gene
#> 942       PLCB2       DPEP2  0.9052234 1.225326e-09       gene       gene
#> 943       SRPK1        DPM1  0.9042546 3.089307e-12       gene       gene
#> 944       GNG11        DPYD  0.9151096 1.508940e-10       gene       gene
#> 945      PTGER4        DPYD  0.9137984 1.788005e-10       gene       gene
#> 946        HEXB         DSE  0.9016308 4.493517e-12       gene       gene
#> 947      SLC8A1         DSE  0.9459134 8.881784e-16       gene       gene
#> 948     SUV39H1       DUSP1 -0.9083936 1.672662e-12       gene       gene
#> 949        NEK9      DUSP12 -0.9128129 8.406609e-13       gene       gene
#> 950        GANC       DUSP9 -0.9053236 1.211729e-09       gene       gene
#> 951     HSD17B4       DUSP9 -0.9111437 6.199761e-10       gene       gene
#> 952      NDUFC1       DUSP9  0.9090951 7.888965e-10       gene       gene
#> 953      OTUD7A       DUSP9 -0.9165297 3.197331e-10       gene       gene
#> 954       PARP8       DUSP9 -0.9151447 3.806639e-10       gene       gene
#> 955     RPS6KA2       DUSP9 -0.9360722 1.865041e-11       gene       gene
#> 956     ST3GAL5       DUSP9 -0.9064858 1.063678e-09       gene       gene
#> 957      STARD5       DUSP9 -0.9045685 1.317608e-09       gene       gene
#> 958        PPIA         EBP  0.9046322 2.924549e-12       gene       gene
#> 959       NUBP2        ECI1  0.9091370 1.493472e-12       gene       gene
#> 960        PIGQ        ECI1  0.9121821 9.294787e-13       gene       gene
#> 961      PKMYT1   EEF1AKMT4  0.9072337 1.992184e-12       gene       gene
#> 962       RAP1A      ENTPD1  0.9032130 3.589351e-12       gene       gene
#> 963        TPP1      ENTPD1  0.9140145 6.927792e-13       gene       gene
#> 964      PAPSS1       EPHB3  0.9267701 7.327472e-14       gene       gene
#> 965        PIGH       EPHB3 -0.9131199 8.004708e-13       gene       gene
#> 966         PBK       ESCO2  0.9611330 0.000000e+00       gene       gene
#> 967        HMMR        EZH2  0.9341248 1.665335e-14       gene       gene
#> 968        MELK        EZH2  0.9214179 1.971756e-13       gene       gene
#> 969        NEK2        EZH2  0.9161167 4.907186e-13       gene       gene
#> 970        POLQ        EZH2  0.9015474 4.546585e-12       gene       gene
#> 971        RRM2        EZH2  0.9217796 1.847411e-13       gene       gene
#> 972         TTK        EZH2  0.9123541 9.046097e-13       gene       gene
#> 973          KL         F10  0.9193664 1.268141e-11       gene       gene
#> 974       PDE2A         F10  0.9434403 5.773160e-15       gene       gene
#> 975       PLPP3         F10  0.9042338 7.380319e-12       gene       gene
#> 976      TGFBR2         F10  0.9058478 5.877299e-12       gene       gene
#> 977        FMOD       F13A1  0.9036092 8.051781e-12       gene       gene
#> 978       FOLR2       F13A1  0.9539469 1.614264e-13       gene       gene
#> 979       KCNJ8       F13A1  0.9094525 3.481215e-12       gene       gene
#> 980       PDE1A       F13A1  0.9135696 4.660716e-12       gene       gene
#> 981       PDE1B       F13A1  0.9136342 1.843858e-12       gene       gene
#> 982       PRKG1       F13A1  0.9070818 4.924505e-12       gene       gene
#> 983       S1PR1       F13A1  0.9152494 1.429967e-12       gene       gene
#> 984         TEK       F13A1  0.9142018 1.687095e-12       gene       gene
#> 985        PDK4       FABP4  0.9301627 1.723688e-11       gene       gene
#> 986       PLIN1       FABP4  0.9284033 2.274714e-11       gene       gene
#> 987       FADS2       FADS1  0.9159374 5.053735e-13       gene       gene
#> 988        IDI1       FDFT1  0.9303979 3.597123e-14       gene       gene
#> 989       UCHL5        FDPS  0.9219683 1.785239e-13       gene       gene
#> 990        HCST         FGR  0.9098436 8.056222e-12       gene       gene
#> 991      PIK3R5         FGR  0.9418477 2.620126e-14       gene       gene
#> 992       PRDM1         FGR  0.9087881 9.366730e-12       gene       gene
#> 993       PTPRC         FGR  0.9160241 3.206324e-12       gene       gene
#> 994      SLC2A5         FGR  0.9141015 4.301892e-12       gene       gene
#> 995      SLC7A7         FGR  0.9220435 1.218137e-12       gene       gene
#> 996     ST8SIA4         FGR  0.9186673 5.454304e-12       gene       gene
#> 997       UCHL5          FH  0.9055145 2.570832e-12       gene       gene
#> 998       KCNJ8        FLT1  0.9143053 6.610268e-13       gene       gene
#> 999       MECOM        FLT1  0.9172664 4.047873e-13       gene       gene
#> 1000     NDUFC1        FLT1 -0.9101112 1.285638e-12       gene       gene
#> 1001      PARP8        FLT1  0.9098062 1.347811e-12       gene       gene
#> 1002     PIK3R5        FLT1  0.9005046 5.260681e-12       gene       gene
#> 1003      PLCL1        FLT1  0.9146284 1.577849e-12       gene       gene
#> 1004      PRKG1        FLT1  0.9409938 3.552714e-15       gene       gene
#> 1005      PTPRB        FLT1  0.9294378 4.352074e-14       gene       gene
#> 1006    RAPGEF4        FLT1  0.9049434 2.794875e-12       gene       gene
#> 1007    RPS6KA2        FLT1  0.9205492 2.300382e-13       gene       gene
#> 1008      S1PR1        FLT1  0.9081801 1.727729e-12       gene       gene
#> 1009    SLCO2A1        FLT1  0.9448923 1.332268e-15       gene       gene
#> 1010    SLCO2B1        FLT1  0.9336014 1.496581e-13       gene       gene
#> 1011    ST8SIA4        FLT1  0.9131236 4.982681e-12       gene       gene
#> 1012       TIE1        FLT1  0.9029300 3.737455e-12       gene       gene
#> 1013     MAN1A1        FMO1  0.9042692 9.966916e-11       gene       gene
#> 1014    GALNT15        FMOD  0.9009634 6.368572e-11       gene       gene
#> 1015       GLDC        FMOD -0.9012151 4.763745e-12       gene       gene
#> 1016      GNG11        FMOD  0.9336543 4.209966e-13       gene       gene
#> 1017       GNG2        FMOD  0.9128236 2.090772e-12       gene       gene
#> 1018      KCNJ8        FMOD  0.9255811 9.192647e-14       gene       gene
#> 1019    MAP3K12        FMOD  0.9173443 3.994582e-13       gene       gene
#> 1020      MECOM        FMOD  0.9449078 1.332268e-15       gene       gene
#> 1021      PDE1A        FMOD  0.9372531 2.442491e-14       gene       gene
#> 1022      PDE1B        FMOD  0.9379019 7.105427e-15       gene       gene
#> 1023       PDK4        FMOD  0.9023416 4.063860e-12       gene       gene
#> 1024      PLCL1        FMOD  0.9005713 1.219558e-11       gene       gene
#> 1025      PRKG1        FMOD  0.9508807 2.220446e-16       gene       gene
#> 1026     PTGER3        FMOD  0.9542998 0.000000e+00       gene       gene
#> 1027      PTPRB        FMOD  0.9449092 1.332268e-15       gene       gene
#> 1028      S1PR1        FMOD  0.9382809 6.661338e-15       gene       gene
#> 1029    SLC40A1        FMOD  0.9159521 5.042633e-13       gene       gene
#> 1030    SLC43A1        FMOD  0.9055236 2.567280e-12       gene       gene
#> 1031        TEK        FMOD  0.9372510 8.437695e-15       gene       gene
#> 1032       TIE1        FMOD  0.9069503 2.078338e-12       gene       gene
#> 1033     ZDHHC2        FMOD  0.9112759 6.546319e-12       gene       gene
#> 1034    SLC13A2       FOLH1  0.9397824 2.942180e-11       gene       gene
#> 1035     NUDT16 FPGT-TNNI3K  0.9020265 2.360689e-11       gene       gene
#> 1036       PDK4 FPGT-TNNI3K  0.9125883 5.396128e-12       gene       gene
#> 1037     PIK3R5         FTL  0.9328188 2.176037e-14       gene       gene
#> 1038      PRDM1         FTL  0.9105158 1.207479e-12       gene       gene
#> 1039      RENBP         FTL  0.9033924 3.498091e-12       gene       gene
#> 1040     SLC7A7         FTL  0.9302734 3.685940e-14       gene       gene
#> 1041    ST8SIA4         FTL  0.9165552 2.952527e-12       gene       gene
#> 1042     TBXAS1         FTL  0.9459773 8.881784e-16       gene       gene
#> 1043       JAK3         FYN  0.9277488 6.084022e-14       gene       gene
#> 1044      PRKCB         FYN  0.9162126 1.225908e-12       gene       gene
#> 1045      PTPRC         FYN  0.9201886 2.449152e-13       gene       gene
#> 1046    SLC24A4         FYN  0.9037346 4.475198e-11       gene       gene
#> 1047       LIPE        G0S2  0.9096516 2.030465e-11       gene       gene
#> 1048      PLIN1        G0S2  0.9066372 7.384071e-11       gene       gene
#> 1049         KL     GALNT15  0.9031618 4.817968e-11       gene       gene
#> 1050      PDE2A     GALNT15  0.9017052 5.800604e-11       gene       gene
#> 1051     PTGER3     GALNT15  0.9054429 3.581313e-11       gene       gene
#> 1052      PTPRB     GALNT15  0.9101725 1.889133e-11       gene       gene
#> 1053        TEK     GALNT15  0.9166922 7.366108e-12       gene       gene
#> 1054     SLC4A8      GALNT6  0.9045295 2.968514e-12       gene       gene
#> 1055       GNG2        GANC  0.9114626 2.574829e-12       gene       gene
#> 1056   HSD17B11        GANC  0.9231668 1.008083e-12       gene       gene
#> 1057        IDS        GANC  0.9105700 1.197265e-12       gene       gene
#> 1058      IRAK4        GANC  0.9360053 1.110223e-14       gene       gene
#> 1059      LRRK2        GANC  0.9237053 1.303402e-13       gene       gene
#> 1060      MECOM        GANC  0.9099447 1.319167e-12       gene       gene
#> 1061     NDUFC1        GANC -0.9062127 2.319256e-12       gene       gene
#> 1062       NEK9        GANC  0.9054430 2.597922e-12       gene       gene
#> 1063      PARP8        GANC  0.9423108 2.664535e-15       gene       gene
#> 1064      PLCL1        GANC  0.9054659 6.205036e-12       gene       gene
#> 1065      PRKG1        GANC  0.9061556 2.339018e-12       gene       gene
#> 1066     PTGER4        GANC  0.9150958 1.465272e-12       gene       gene
#> 1067      PTPRB        GANC  0.9291098 4.662937e-14       gene       gene
#> 1068      PTPRE        GANC  0.9089772 1.530331e-12       gene       gene
#> 1069      S1PR1        GANC  0.9054719 2.586820e-12       gene       gene
#> 1070    SEPSECS        GANC  0.9298327 4.041212e-14       gene       gene
#> 1071     SETDB2        GANC  0.9284976 5.240253e-14       gene       gene
#> 1072    SLCO2A1        GANC  0.9204408 2.344791e-13       gene       gene
#> 1073    SLCO3A1        GANC  0.9046230 6.988632e-12       gene       gene
#> 1074     STARD5        GANC  0.9355722 1.199041e-14       gene       gene
#> 1075     TMEM91        GANC  0.9257401 8.926193e-14       gene       gene
#> 1076       TPI1       GAPDH  0.9594477 0.000000e+00       gene       gene
#> 1077       NANP        GART  0.9052242 2.682521e-12       gene       gene
#> 1078      NSDHL        GART  0.9010029 4.907408e-12       gene       gene
#> 1079      NUDT5        GART  0.9181079 3.508305e-13       gene       gene
#> 1080       PLK1        GART  0.9106334 1.185718e-12       gene       gene
#> 1081    SUV39H2        GART  0.9162332 4.813927e-13       gene       gene
#> 1082     GLT8D2        GATB -0.9002954 5.415890e-12       gene       gene
#> 1083      USP38        GATB  0.9396945 4.884981e-15       gene       gene
#> 1084     GLT8D2        GGT5  0.9077137 4.493739e-12       gene       gene
#> 1085      MSRB3        GGT5  0.9333120 5.595524e-14       gene       gene
#> 1086     PDGFRB        GGT5  0.9356604 3.419487e-14       gene       gene
#> 1087    SLCO3A1        GGT5  0.9035524 8.115730e-12       gene       gene
#> 1088    MAP3K12        GLDC -0.9455691 1.110223e-15       gene       gene
#> 1089    SLC22A4        GLDC -0.9015575 4.540146e-12       gene       gene
#> 1090    GUCY1B1      GLIPR1  0.9248151 1.061373e-13       gene       gene
#> 1091     STK17B      GLIPR1  0.9127659 8.471002e-13       gene       gene
#> 1092    GUCY1B1      GLT8D2  0.9145574 6.343814e-13       gene       gene
#> 1093      IRAK3      GLT8D2  0.9087942 1.573852e-12       gene       gene
#> 1094      MSRB3      GLT8D2  0.9703943 0.000000e+00       gene       gene
#> 1095      NUAK1      GLT8D2  0.9213622 1.989520e-13       gene       gene
#> 1096     PDGFRB      GLT8D2  0.9480027 4.440892e-16       gene       gene
#> 1097      PLPP1      GLT8D2  0.9455556 1.110223e-15       gene       gene
#> 1098    SLCO3A1      GLT8D2  0.9160843 1.251443e-12       gene       gene
#> 1099    MAP3K12       GNA14  0.9337937 1.438849e-13       gene       gene
#> 1100    NOSTRIN       GNA14  0.9086298 9.579448e-12       gene       gene
#> 1101     PAPSS1       GNA14 -0.9075705 1.112088e-11       gene       gene
#> 1102     PTPRN2       GNA14  0.9076145 2.681277e-11       gene       gene
#> 1103      PTPRM        GNB5  0.9167262 4.432010e-13       gene       gene
#> 1104       GNG2       GNG11  0.9271410 1.370237e-12       gene       gene
#> 1105       HNMT       GNG11  0.9229840 2.752021e-12       gene       gene
#> 1106   HSD17B11       GNG11  0.9473013 2.264855e-14       gene       gene
#> 1107       INMT       GNG11  0.9015658 1.826209e-09       gene       gene
#> 1108      KCNJ8       GNG11  0.9530706 5.329071e-15       gene       gene
#> 1109      LRRK2       GNG11  0.9112237 1.630962e-11       gene       gene
#> 1110      MECOM       GNG11  0.9554520 2.664535e-15       gene       gene
#> 1111      PDE1A       GNG11  0.9559116 8.215650e-15       gene       gene
#> 1112      PDE1B       GNG11  0.9206635 3.994360e-12       gene       gene
#> 1113      PLCL1       GNG11  0.9167725 7.277734e-12       gene       gene
#> 1114      PLPP7       GNG11  0.9015487 5.916423e-11       gene       gene
#> 1115      PRKG1       GNG11  0.9557364 2.442491e-15       gene       gene
#> 1116       PTEN       GNG11  0.9373933 2.025047e-13       gene       gene
#> 1117     PTGER3       GNG11  0.9339689 3.965717e-13       gene       gene
#> 1118     PTGER4       GNG11  0.9289268 1.002753e-12       gene       gene
#> 1119      PTPRB       GNG11  0.9660518 0.000000e+00       gene       gene
#> 1120      S1PR1       GNG11  0.9631806 2.220446e-16       gene       gene
#> 1121    SLC35A2       GNG11 -0.9310785 6.807888e-13       gene       gene
#> 1122    SLC43A1       GNG11  0.9227913 2.839950e-12       gene       gene
#> 1123    SLCO2B1       GNG11  0.9103495 1.843192e-11       gene       gene
#> 1124        TEK       GNG11  0.9615761 4.440892e-16       gene       gene
#> 1125       TIE1       GNG11  0.9159117 8.278267e-12       gene       gene
#> 1126       TPK1       GNG11  0.9028861 4.991341e-11       gene       gene
#> 1127     ZDHHC2       GNG11  0.9465951 2.708944e-14       gene       gene
#> 1128       HCST        GNG2  0.9045472 1.686051e-11       gene       gene
#> 1129   HSD17B11        GNG2  0.9527556 1.776357e-15       gene       gene
#> 1130     INPP5D        GNG2  0.9293963 1.212364e-13       gene       gene
#> 1131      KCNJ8        GNG2  0.9165730 1.156852e-12       gene       gene
#> 1132      LRRK2        GNG2  0.9438019 5.329071e-15       gene       gene
#> 1133      MECOM        GNG2  0.9305973 9.592327e-14       gene       gene
#> 1134      PARP8        GNG2  0.9329296 6.039613e-14       gene       gene
#> 1135      PDE1B        GNG2  0.9159004 1.288969e-12       gene       gene
#> 1136     PDGFRB        GNG2  0.9007194 1.195466e-11       gene       gene
#> 1137     PIK3CG        GNG2  0.9472651 2.220446e-15       gene       gene
#> 1138     PIK3R5        GNG2  0.9083884 4.072298e-12       gene       gene
#> 1139      PRKG1        GNG2  0.9265888 2.056133e-13       gene       gene
#> 1140     PTGER4        GNG2  0.9682377 0.000000e+00       gene       gene
#> 1141      PTPRB        GNG2  0.9306279 9.547918e-14       gene       gene
#> 1142      PTPRC        GNG2  0.9264137 2.122746e-13       gene       gene
#> 1143      S1PR1        GNG2  0.9332593 5.639933e-14       gene       gene
#> 1144    SEPSECS        GNG2  0.9096562 3.377298e-12       gene       gene
#> 1145    SLCO2A1        GNG2  0.9013086 1.104006e-11       gene       gene
#> 1146     STARD5        GNG2  0.9039676 7.660095e-12       gene       gene
#> 1147        TEK        GNG2  0.9341566 4.707346e-14       gene       gene
#> 1148       TIE1        GNG2  0.9090429 3.698597e-12       gene       gene
#> 1149     ZDHHC2        GNG2  0.9122418 5.680345e-12       gene       gene
#> 1150  TNFAIP8L2       GNGT2  0.9039552 1.409664e-09       gene       gene
#> 1151      PYCR3       GPAA1  0.9256150 9.148238e-14       gene       gene
#> 1152    SLC19A3        GPAM  0.9106719 2.901679e-12       gene       gene
#> 1153        LUM        GPC6  0.9230877 2.705836e-12       gene       gene
#> 1154      IRAK1      GPCPD1 -0.9025090 3.968603e-12       gene       gene
#> 1155       PIGH      GPCPD1  0.9058235 2.456479e-12       gene       gene
#> 1156       LIPE        GPD1  0.9139991 6.945555e-13       gene       gene
#> 1157      PLIN1        GPD1  0.9235532 3.557155e-13       gene       gene
#> 1158         KL     GPIHBP1  0.9022163 5.436607e-11       gene       gene
#> 1159      PDE2A     GPIHBP1  0.9204429 2.342571e-13       gene       gene
#> 1160    RAPGEF3     GPIHBP1  0.9127312 8.517631e-13       gene       gene
#> 1161    TNFAIP3      GPR183  0.9040665 1.022245e-10       gene       gene
#> 1162      PPARG        GPX3  0.9102642 1.255440e-12       gene       gene
#> 1163 ST6GALNAC6        GPX3  0.9298972 3.974598e-14       gene       gene
#> 1164     PKMYT1       GSTM2 -0.9155723 5.369039e-13       gene       gene
#> 1165       PLK1       GSTM2 -0.9282744 5.484502e-14       gene       gene
#> 1166       PLK4       GSTM2 -0.9194704 2.775558e-13       gene       gene
#> 1167      VAMP2       GSTM2  0.9050811 2.739142e-12       gene       gene
#> 1168      IRAK3     GUCY1B1  0.9172209 4.078959e-13       gene       gene
#> 1169      LACC1     GUCY1B1  0.9102906 1.250555e-12       gene       gene
#> 1170     PDGFRB     GUCY1B1  0.9265235 7.682743e-14       gene       gene
#> 1171      PTPRM     GUCY1B1  0.9152322 5.679901e-13       gene       gene
#> 1172     SLC8A1     GUCY1B1  0.9177012 3.761436e-13       gene       gene
#> 1173    SLCO3A1     GUCY1B1  0.9179359 9.263701e-13       gene       gene
#> 1174      MASTL      HASPIN  0.9113769 1.055600e-12       gene       gene
#> 1175       PLK1      HASPIN  0.9175112 3.883560e-13       gene       gene
#> 1176       PLK4      HASPIN  0.9181838 3.463896e-13       gene       gene
#> 1177    SLC27A1      HASPIN -0.9182782 3.408385e-13       gene       gene
#> 1178        TK2      HASPIN -0.9008646 5.003109e-12       gene       gene
#> 1179       TNS2      HASPIN -0.9349013 1.421085e-14       gene       gene
#> 1180        HBB        HBA1  0.9258488 4.610090e-12       gene       gene
#> 1181      MASTL        HCCS  0.9118295 9.827694e-13       gene       gene
#> 1182       PLK4        HCCS  0.9337303 1.820766e-14       gene       gene
#> 1183       TGM2         HCK  0.9040919 7.528200e-12       gene       gene
#> 1184     INPP5D        HCST  0.9547074 8.881784e-16       gene       gene
#> 1185       JAK3        HCST  0.9048948 1.608402e-11       gene       gene
#> 1186      LRRK2        HCST  0.9228810 1.058265e-12       gene       gene
#> 1187     MAP4K1        HCST  0.9233274 9.809931e-13       gene       gene
#> 1188      PARP8        HCST  0.9064726 1.295608e-11       gene       gene
#> 1189     PIK3CG        HCST  0.9341876 1.332268e-13       gene       gene
#> 1190     PIK3R5        HCST  0.9567257 4.440892e-16       gene       gene
#> 1191      PRDM1        HCST  0.9207970 1.497691e-12       gene       gene
#> 1192     PTGER4        HCST  0.9071426 2.857048e-11       gene       gene
#> 1193     PTPN22        HCST  0.9070338 1.198597e-11       gene       gene
#> 1194      PTPN7        HCST  0.9231372 1.013190e-12       gene       gene
#> 1195      PTPRC        HCST  0.9442486 1.509903e-14       gene       gene
#> 1196    TNFAIP8        HCST  0.9032571 2.005285e-11       gene       gene
#> 1197  TNFAIP8L2        HCST  0.9145173 4.039435e-12       gene       gene
#> 1198      ZAP70        HCST  0.9150102 3.747225e-12       gene       gene
#> 1199      HERC6       HERC5  0.9480972 4.440892e-16       gene       gene
#> 1200     SLC8A1        HEXB  0.9023979 4.031664e-12       gene       gene
#> 1201    SLC13A5      HGSNAT  0.9394333 3.956835e-13       gene       gene
#> 1202    SLC20A2      HGSNAT  0.9232880 1.407763e-13       gene       gene
#> 1203     SLC2A5         HK3  0.9136351 4.615419e-12       gene       gene
#> 1204       MELK        HMMR  0.9381131 6.883383e-15       gene       gene
#> 1205       NEK2        HMMR  0.9415236 3.108624e-15       gene       gene
#> 1206       PLK1        HMMR  0.9391330 5.329071e-15       gene       gene
#> 1207       PLK4        HMMR  0.9373941 7.993606e-15       gene       gene
#> 1208       RRM2        HMMR  0.9154293 5.497824e-13       gene       gene
#> 1209        TTK        HMMR  0.9216054 1.905143e-13       gene       gene
#> 1210       ISCU        HNMT  0.9195862 2.722267e-13       gene       gene
#> 1211      PDE1A        HNMT  0.9143345 1.652456e-12       gene       gene
#> 1212      PRKCH        HNMT  0.9157810 5.186962e-13       gene       gene
#> 1213       TPK1        HNMT  0.9329560 2.131628e-14       gene       gene
#> 1214    SUV39H1    HSD17B10  0.9210699 2.096101e-13       gene       gene
#> 1215      LRRK2    HSD17B11  0.9063198 1.323253e-11       gene       gene
#> 1216      MECOM    HSD17B11  0.9201052 1.677325e-12       gene       gene
#> 1217      PARP8    HSD17B11  0.9270757 5.100365e-13       gene       gene
#> 1218     PDGFRB    HSD17B11  0.9065638 1.279377e-11       gene       gene
#> 1219      PRKG1    HSD17B11  0.9215313 1.326494e-12       gene       gene
#> 1220     PTGER4    HSD17B11  0.9591484 8.881784e-16       gene       gene
#> 1221      PTPRB    HSD17B11  0.9215292 1.326939e-12       gene       gene
#> 1222      S1PR1    HSD17B11  0.9158592 3.288925e-12       gene       gene
#> 1223     SLC8A1    HSD17B11  0.9247884 7.633894e-13       gene       gene
#> 1224        TEK    HSD17B11  0.9292203 3.452794e-13       gene       gene
#> 1225       TIE1    HSD17B11  0.9043675 1.727529e-11       gene       gene
#> 1226       USB1       HSPA5  0.9068477 2.110312e-12       gene       gene
#> 1227      STK35       IDH3B  0.9001845 5.499823e-12       gene       gene
#> 1228     PARP12        IDO1  0.9360612 2.640110e-13       gene       gene
#> 1229       NEK9         IDS  0.9004495 5.301093e-12       gene       gene
#> 1230     RPUSD3       IMPA2  0.9160956 4.924949e-13       gene       gene
#> 1231        OGN        INMT  0.9055611 1.180037e-09       gene       gene
#> 1232      PDE1A        INMT  0.9049584 1.261943e-09       gene       gene
#> 1233      PDE2A        INMT  0.9049622 1.261409e-09       gene       gene
#> 1234        TEK        INMT  0.9058713 1.139789e-09       gene       gene
#> 1235     SLC7A2      INPP4B  0.9245990 1.105782e-13       gene       gene
#> 1236        ITK      INPP5D  0.9120756 5.545386e-10       gene       gene
#> 1237       JAK3      INPP5D  0.9161214 4.902745e-13       gene       gene
#> 1238      KCNJ8      INPP5D  0.9042613 3.086420e-12       gene       gene
#> 1239        LCK      INPP5D  0.9183621 8.637535e-13       gene       gene
#> 1240      LRRK2      INPP5D  0.9394131 5.107026e-15       gene       gene
#> 1241     MAP4K1      INPP5D  0.9479358 4.440892e-16       gene       gene
#> 1242      PARP8      INPP5D  0.9402384 4.218847e-15       gene       gene
#> 1243      PDE1B      INPP5D  0.9286258 5.107026e-14       gene       gene
#> 1244     PIK3CG      INPP5D  0.9659720 0.000000e+00       gene       gene
#> 1245     PIK3R5      INPP5D  0.9597248 0.000000e+00       gene       gene
#> 1246      PRKCB      INPP5D  0.9403755 1.221245e-14       gene       gene
#> 1247      PRKCH      INPP5D  0.9195198 2.753353e-13       gene       gene
#> 1248     PTGER4      INPP5D  0.9565467 0.000000e+00       gene       gene
#> 1249     PTPN22      INPP5D  0.9004521 5.299317e-12       gene       gene
#> 1250      PTPN7      INPP5D  0.9599870 0.000000e+00       gene       gene
#> 1251      PTPRC      INPP5D  0.9698189 0.000000e+00       gene       gene
#> 1252    SEPSECS      INPP5D  0.9024012 4.029665e-12       gene       gene
#> 1253    SLCO2B1      INPP5D  0.9008090 2.768408e-11       gene       gene
#> 1254    ST8SIA4      INPP5D  0.9412803 2.975398e-14       gene       gene
#> 1255      TENT2      INPP5D  0.9189664 3.028688e-13       gene       gene
#> 1256       TIE1      INPP5D  0.9131280 7.993606e-13       gene       gene
#> 1257    TNFAIP8      INPP5D  0.9323018 2.442491e-14       gene       gene
#> 1258  TNFAIP8L2      INPP5D  0.9132295 7.864820e-13       gene       gene
#> 1259       TPK1      INPP5D  0.9127646 8.473222e-13       gene       gene
#> 1260      ZAP70      INPP5D  0.9478077 6.661338e-16       gene       gene
#> 1261      PLCD4      INPP5J  0.9083626 1.680434e-12       gene       gene
#> 1262     PAPSS1        INSR -0.9117297 9.983125e-13       gene       gene
#> 1263       POLI        INSR  0.9008038 5.045742e-12       gene       gene
#> 1264    SLC35A2       IRAK1  0.9057361 2.488232e-12       gene       gene
#> 1265      PLPP1       IRAK3  0.9274347 6.461498e-14       gene       gene
#> 1266      PTPRM       IRAK3  0.9223771 1.660894e-13       gene       gene
#> 1267       JAK3       IRAK4  0.9156133 5.333511e-13       gene       gene
#> 1268      LRRK2       IRAK4  0.9092733 1.462830e-12       gene       gene
#> 1269      MKNK1       IRAK4  0.9011350 4.817480e-12       gene       gene
#> 1270      PARP8       IRAK4  0.9398732 4.440892e-15       gene       gene
#> 1271    PIP4K2A       IRAK4  0.9029338 3.735456e-12       gene       gene
#> 1272      PTPRC       IRAK4  0.9173336 4.001244e-13       gene       gene
#> 1273    SLCO2A1       IRAK4  0.9194682 2.775558e-13       gene       gene
#> 1274     STARD5       IRAK4  0.9085059 1.644462e-12       gene       gene
#> 1275      ZAP70       IRAK4  0.9088701 1.555645e-12       gene       gene
#> 1276      NCOA6        ISCU -0.9161843 4.851675e-13       gene       gene
#> 1277      TENT2        ISCU  0.9046206 2.929434e-12       gene       gene
#> 1278        LCK         ITK  0.9304307 4.604028e-11       gene       gene
#> 1279      PRKCB         ITK  0.9094982 7.527032e-10       gene       gene
#> 1280      PTPRC         ITK  0.9149337 3.908160e-10       gene       gene
#> 1281        TXK         ITK  0.9244016 1.116334e-10       gene       gene
#> 1282    UBASH3A         ITK  0.9002459 2.101056e-09       gene       gene
#> 1283      ZAP70         ITK  0.9209384 1.797400e-10       gene       gene
#> 1284      PTPRM       ITPR2  0.9320683 2.553513e-14       gene       gene
#> 1285       SNRK        JAK1  0.9020877 4.212852e-12       gene       gene
#> 1286        LCK        JAK3  0.9469091 2.664535e-15       gene       gene
#> 1287      LRRK2        JAK3  0.9105163 1.207479e-12       gene       gene
#> 1288     MAP4K1        JAK3  0.9405769 3.996803e-15       gene       gene
#> 1289     PARP15        JAK3  0.9245142 2.138734e-12       gene       gene
#> 1290      PARP8        JAK3  0.9165720 4.547474e-13       gene       gene
#> 1291     PIK3R5        JAK3  0.9189816 3.019807e-13       gene       gene
#> 1292    PIP4K2A        JAK3  0.9035079 3.440581e-12       gene       gene
#> 1293      PRKCB        JAK3  0.9372941 2.420286e-14       gene       gene
#> 1294      PTPN7        JAK3  0.9375575 7.771561e-15       gene       gene
#> 1295      PTPRC        JAK3  0.9541770 0.000000e+00       gene       gene
#> 1296     SLC7A7        JAK3  0.9054292 2.603029e-12       gene       gene
#> 1297  TNFAIP8L2        JAK3  0.9025460 3.947731e-12       gene       gene
#> 1298        TXK        JAK3  0.9095988 1.231499e-10       gene       gene
#> 1299      ZAP70        JAK3  0.9336389 1.842970e-14       gene       gene
#> 1300      LRRK2       KCNJ8  0.9005669 5.215384e-12       gene       gene
#> 1301      MECOM       KCNJ8  0.9476328 6.661338e-16       gene       gene
#> 1302      PDE1A       KCNJ8  0.9412565 9.992007e-15       gene       gene
#> 1303      PDE1B       KCNJ8  0.9535535 0.000000e+00       gene       gene
#> 1304      PLCL1       KCNJ8  0.9142100 1.684874e-12       gene       gene
#> 1305      PRKG1       KCNJ8  0.9616117 0.000000e+00       gene       gene
#> 1306     PTGER3       KCNJ8  0.9126761 8.593126e-13       gene       gene
#> 1307     PTGER4       KCNJ8  0.9337191 5.151435e-14       gene       gene
#> 1308      PTPRB       KCNJ8  0.9325612 2.309264e-14       gene       gene
#> 1309      S1PR1       KCNJ8  0.9305518 3.486100e-14       gene       gene
#> 1310    SLCO2A1       KCNJ8  0.9214314 1.967315e-13       gene       gene
#> 1311    SLCO2B1       KCNJ8  0.9266612 5.493384e-13       gene       gene
#> 1312    ST8SIA4       KCNJ8  0.9057043 1.440181e-11       gene       gene
#> 1313        TEK       KCNJ8  0.9467631 8.881784e-16       gene       gene
#> 1314       TIE1       KCNJ8  0.9327734 2.220446e-14       gene       gene
#> 1315     ZDHHC2       KCNJ8  0.9467776 8.215650e-15       gene       gene
#> 1316       SBK1       KDM5B  0.9088665 1.556533e-12       gene       gene
#> 1317     ZDHHC2        KDSR  0.9023770 2.254019e-11       gene       gene
#> 1318       NPR1          KL  0.9281740 1.144862e-12       gene       gene
#> 1319      PDE2A          KL  0.9570194 1.776357e-15       gene       gene
#> 1320      PLPP3          KL  0.9049003 3.845679e-11       gene       gene
#> 1321      PTPRB          KL  0.9017358 5.778200e-11       gene       gene
#> 1322    RAPGEF3          KL  0.9186237 5.491163e-12       gene       gene
#> 1323      S1PR1          KL  0.9044893 4.057754e-11       gene       gene
#> 1324        TEK          KL  0.9090692 2.199885e-11       gene       gene
#> 1325     TGFBR2          KL  0.9219456 3.256062e-12       gene       gene
#> 1326     SAMHD1        LAP3  0.9266408 7.527312e-14       gene       gene
#> 1327      PLPP1      LARGE1  0.9009788 4.924061e-12       gene       gene
#> 1328      PTPRM      LARGE1  0.9069988 2.063238e-12       gene       gene
#> 1329     RIMKLB      LARGE1  0.9181439 3.486100e-13       gene       gene
#> 1330     MAP4K1         LCK  0.9365062 2.864375e-14       gene       gene
#> 1331     PARP15         LCK  0.9271476 1.368683e-12       gene       gene
#> 1332      PRKCB         LCK  0.9662961 0.000000e+00       gene       gene
#> 1333      PTPN7         LCK  0.9487666 1.554312e-15       gene       gene
#> 1334      PTPRC         LCK  0.9299225 1.094680e-13       gene       gene
#> 1335    UBASH3A         LCK  0.9530990 6.696865e-13       gene       gene
#> 1336      ZAP70         LCK  0.9573878 0.000000e+00       gene       gene
#> 1337      VAMP2       LIMK1 -0.9157488 5.215828e-13       gene       gene
#> 1338      PLIN1        LIPE  0.9628021 0.000000e+00       gene       gene
#> 1339       RDH5        LIPE  0.9063274 2.280176e-12       gene       gene
#> 1340      P4HA3       LOXL3  0.9087674 3.852030e-12       gene       gene
#> 1341      MECOM       LRRK2  0.9101563 1.276756e-12       gene       gene
#> 1342      PARP8       LRRK2  0.9444737 1.332268e-15       gene       gene
#> 1343     PIK3CG       LRRK2  0.9236566 3.492762e-13       gene       gene
#> 1344     PIK3R5       LRRK2  0.9129031 8.286705e-13       gene       gene
#> 1345      PLCL1       LRRK2  0.9037020 7.948753e-12       gene       gene
#> 1346      PRDM8       LRRK2  0.9215219 3.484768e-12       gene       gene
#> 1347      PRKCB       LRRK2  0.9034335 8.250511e-12       gene       gene
#> 1348      PRKG1       LRRK2  0.9093833 1.438405e-12       gene       gene
#> 1349     PTGER4       LRRK2  0.9694866 0.000000e+00       gene       gene
#> 1350      PTPRB       LRRK2  0.9229182 1.505462e-13       gene       gene
#> 1351      PTPRC       LRRK2  0.9337481 1.798561e-14       gene       gene
#> 1352      S1PR1       LRRK2  0.9180397 3.550493e-13       gene       gene
#> 1353    SEPSECS       LRRK2  0.9228393 1.527667e-13       gene       gene
#> 1354    SLCO2A1       LRRK2  0.9097910 1.350919e-12       gene       gene
#> 1355     STARD5       LRRK2  0.9200871 2.493561e-13       gene       gene
#> 1356       TIE1       LRRK2  0.9166911 4.458656e-13       gene       gene
#> 1357      ZAP70       LRRK2  0.9235646 1.336709e-13       gene       gene
#> 1358      PTPRD         LUM  0.9416044 8.393286e-14       gene       gene
#> 1359       VCAN         LUM  0.9119188 1.478484e-11       gene       gene
#> 1360       NPR1       LYVE1  0.9193616 3.290035e-11       gene       gene
#> 1361     TGFBR2       LYVE1  0.9082379 1.462785e-10       gene       gene
#> 1362    MAP3K12      MAN1C1  0.9244423 1.136868e-13       gene       gene
#> 1363      MECOM      MAN1C1  0.9238131 1.278977e-13       gene       gene
#> 1364      PDE1A      MAN1C1  0.9296123 1.163514e-13       gene       gene
#> 1365      PDE3A      MAN1C1  0.9127564 8.173129e-11       gene       gene
#> 1366      PDE7B      MAN1C1  0.9010434 4.879652e-12       gene       gene
#> 1367      PLPP3      MAN1C1  0.9114621 1.041389e-12       gene       gene
#> 1368      PRKG1      MAN1C1  0.9101861 1.270983e-12       gene       gene
#> 1369      PTPRB      MAN1C1  0.9410237 3.552714e-15       gene       gene
#> 1370      S1PR1      MAN1C1  0.9290741 4.685141e-14       gene       gene
#> 1371       TCN2      MAN1C1  0.9041006 3.158807e-12       gene       gene
#> 1372        TEK      MAN1C1  0.9208332 2.187139e-13       gene       gene
#> 1373      TPST2      MAN1C1  0.9179127 3.628209e-13       gene       gene
#> 1374    MAP3K12      MAN2B2  0.9040106 3.200107e-12       gene       gene
#> 1375      PDE4A      MAN2B2  0.9391996 5.329071e-15       gene       gene
#> 1376       PIGG      MAN2B2  0.9127274 8.522072e-13       gene       gene
#> 1377       POLN      MAN2B2  0.9051469 2.712941e-12       gene       gene
#> 1378      TPST2      MAN2B2  0.9099711 1.313838e-12       gene       gene
#> 1379      PLIN1        MAOA  0.9140330 1.732392e-12       gene       gene
#> 1380       NEK9     MAP3K12  0.9012074 4.769074e-12       gene       gene
#> 1381       POLN     MAP3K12  0.9133118 7.762679e-13       gene       gene
#> 1382      PRKG1     MAP3K12  0.9162614 4.791723e-13       gene       gene
#> 1383      PTPRB     MAP3K12  0.9365142 9.769963e-15       gene       gene
#> 1384      S1PR1     MAP3K12  0.9137744 7.203127e-13       gene       gene
#> 1385    SLC43A1     MAP3K12  0.9150463 5.857537e-13       gene       gene
#> 1386     SLC7A2     MAP3K12  0.9054763 2.585043e-12       gene       gene
#> 1387        TEK     MAP3K12  0.9035735 3.408385e-12       gene       gene
#> 1388        TK2     MAP3K12  0.9135335 7.489565e-13       gene       gene
#> 1389     TMEM91     MAP3K12  0.9199170 2.566836e-13       gene       gene
#> 1390      TPST2     MAP3K12  0.9231791 1.434408e-13       gene       gene
#> 1391       PIGU     MAP3K14 -0.9047923 2.857270e-12       gene       gene
#> 1392     PARP15      MAP4K1  0.9110628 1.668266e-11       gene       gene
#> 1393      PARP8      MAP4K1  0.9202908 2.406964e-13       gene       gene
#> 1394     PIK3R5      MAP4K1  0.9361435 1.065814e-14       gene       gene
#> 1395      PRKCB      MAP4K1  0.9261653 2.222666e-13       gene       gene
#> 1396     PTPN22      MAP4K1  0.9166540 4.485301e-13       gene       gene
#> 1397      PTPN7      MAP4K1  0.9751826 0.000000e+00       gene       gene
#> 1398      PTPRC      MAP4K1  0.9493074 4.440892e-16       gene       gene
#> 1399      TENT2      MAP4K1  0.9019601 4.289458e-12       gene       gene
#> 1400    TNFAIP8      MAP4K1  0.9179055 3.632650e-13       gene       gene
#> 1401  TNFAIP8L2      MAP4K1  0.9146682 6.230572e-13       gene       gene
#> 1402        TXK      MAP4K1  0.9254724 1.319611e-11       gene       gene
#> 1403      ZAP70      MAP4K1  0.9612888 0.000000e+00       gene       gene
#> 1404    SLCO2A1       MAST3  0.9004966 5.266454e-12       gene       gene
#> 1405       MELK       MASTL  0.9104950 1.211475e-12       gene       gene
#> 1406       NEK2       MASTL  0.9005991 5.191847e-12       gene       gene
#> 1407       PLK1       MASTL  0.9273309 6.594725e-14       gene       gene
#> 1408       PLK4       MASTL  0.9312372 3.019807e-14       gene       gene
#> 1409      SRPK1       MASTL  0.9492105 4.440892e-16       gene       gene
#> 1410    SUV39H2       MASTL  0.9038924 3.255396e-12       gene       gene
#> 1411       TNS2       MASTL -0.9102029 1.267431e-12       gene       gene
#> 1412        TTK       MASTL  0.9094525 1.423084e-12       gene       gene
#> 1413      PARP8       MECOM  0.9172860 4.034550e-13       gene       gene
#> 1414      PDE1A       MECOM  0.9670994 0.000000e+00       gene       gene
#> 1415      PDE1B       MECOM  0.9400970 4.440892e-15       gene       gene
#> 1416      PLCL1       MECOM  0.9362897 2.997602e-14       gene       gene
#> 1417      PRKCH       MECOM  0.9098080 1.347367e-12       gene       gene
#> 1418      PRKG1       MECOM  0.9620268 0.000000e+00       gene       gene
#> 1419     PTGER3       MECOM  0.9117661 9.927614e-13       gene       gene
#> 1420     PTGER4       MECOM  0.9148735 1.517897e-12       gene       gene
#> 1421      PTPRB       MECOM  0.9766969 0.000000e+00       gene       gene
#> 1422      S1PR1       MECOM  0.9647745 0.000000e+00       gene       gene
#> 1423    SEPSECS       MECOM  0.9201122 2.482459e-13       gene       gene
#> 1424    SLC40A1       MECOM  0.9050859 2.737366e-12       gene       gene
#> 1425    SLC43A1       MECOM  0.9026514 3.888889e-12       gene       gene
#> 1426    SLCO2A1       MECOM  0.9144640 6.441514e-13       gene       gene
#> 1427    SLCO2B1       MECOM  0.9106955 7.123635e-12       gene       gene
#> 1428       SNRK       MECOM  0.9164590 4.636291e-13       gene       gene
#> 1429        TEK       MECOM  0.9656955 0.000000e+00       gene       gene
#> 1430       TIE1       MECOM  0.9486544 4.440892e-16       gene       gene
#> 1431     ZDHHC2       MECOM  0.9135614 4.666711e-12       gene       gene
#> 1432      STK11       MED16  0.9208197 2.191580e-13       gene       gene
#> 1433       NEK2        MELK  0.9289193 4.840572e-14       gene       gene
#> 1434        PBK        MELK  0.9116456 1.011635e-12       gene       gene
#> 1435       PLK1        MELK  0.9181555 3.481659e-13       gene       gene
#> 1436       RRM2        MELK  0.9365154 9.769963e-15       gene       gene
#> 1437       TNS2        MELK -0.9104574 1.218581e-12       gene       gene
#> 1438        TTK        MELK  0.9677622 0.000000e+00       gene       gene
#> 1439     PIK3R5      MICAL1  0.9009520 4.942491e-12       gene       gene
#> 1440     SLC7A7      MICAL1  0.9124043 8.972822e-13       gene       gene
#> 1441       TIE1       MKNK1  0.9119227 9.685586e-13       gene       gene
#> 1442       PPAT       MOCS3  0.9071659 2.012612e-12       gene       gene
#> 1443    RPS6KA2        MSRA  0.9025224 3.961054e-12       gene       gene
#> 1444       MYLK       MSRB3  0.9084930 4.010348e-12       gene       gene
#> 1445      NUAK1       MSRB3  0.9441503 4.884981e-15       gene       gene
#> 1446       PCCA       MSRB3  0.9233589 3.681500e-13       gene       gene
#> 1447     PDGFRB       MSRB3  0.9437284 5.551115e-15       gene       gene
#> 1448      PLPP1       MSRB3  0.9473453 2.220446e-15       gene       gene
#> 1449      PROS1       MSRB3  0.9126290 5.363709e-12       gene       gene
#> 1450    SLCO3A1       MSRB3  0.9314866 8.060219e-14       gene       gene
#> 1451     PKMYT1        MYLK -0.9092612 1.465494e-12       gene       gene
#> 1452      PLPP3        MYLK  0.9036693 3.361755e-12       gene       gene
#> 1453      VAMP2        MYLK  0.9093600 1.443290e-12       gene       gene
#> 1454       PLK4       NCOA6  0.9061815 2.329914e-12       gene       gene
#> 1455     PDGFRB      NDUFC1 -0.9095167 1.409095e-12       gene       gene
#> 1456      PTPRE      NDUFC1 -0.9013809 4.654277e-12       gene       gene
#> 1457    RPS6KA2      NDUFC1 -0.9350533 1.354472e-14       gene       gene
#> 1458     SLC8A1      NDUFC1 -0.9387182 5.995204e-15       gene       gene
#> 1459       TCN2      NDUFC1 -0.9163685 4.705125e-13       gene       gene
#> 1460        PBK        NEK2  0.9295651 4.263256e-14       gene       gene
#> 1461     PKMYT1        NEK2  0.9085781 1.626477e-12       gene       gene
#> 1462       PLK1        NEK2  0.9431261 2.220446e-15       gene       gene
#> 1463       PLK4        NEK2  0.9051610 2.707390e-12       gene       gene
#> 1464        TTK        NEK2  0.9465395 8.881784e-16       gene       gene
#> 1465     SETDB2        NEK9  0.9138696 7.094325e-13       gene       gene
#> 1466     STARD5        NEK9  0.9106427 1.183942e-12       gene       gene
#> 1467      PDE1A        NOS3  0.9139283 1.761036e-12       gene       gene
#> 1468      S1PR1        NOS3  0.9088004 1.572298e-12       gene       gene
#> 1469      PDE2A        NPR1  0.9025370 3.952838e-12       gene       gene
#> 1470      PLPP5        NSD3  0.9019928 4.269918e-12       gene       gene
#> 1471     PDGFRB       NUAK1  0.9373971 7.993606e-15       gene       gene
#> 1472      PLPP1       NUAK1  0.9211573 2.065015e-13       gene       gene
#> 1473       PLK1       NUDT5  0.9225182 1.618705e-13       gene       gene
#> 1474       PLK4       NUDT5  0.9026009 3.917089e-12       gene       gene
#> 1475     SEPHS1       NUDT5  0.9079223 1.796341e-12       gene       gene
#> 1476    SUV39H2       NUDT5  0.9311051 3.108624e-14       gene       gene
#> 1477        TTK       NUDT5  0.9089905 1.527445e-12       gene       gene
#> 1478      UCHL5       NUDT5  0.9059774 2.401190e-12       gene       gene
#> 1479       OAS2        OAS1  0.9809053 0.000000e+00       gene       gene
#> 1480       OAS3        OAS1  0.9658351 0.000000e+00       gene       gene
#> 1481     PARP12        OAS1  0.9543994 0.000000e+00       gene       gene
#> 1482     PARP14        OAS1  0.9479920 4.440892e-16       gene       gene
#> 1483      PARP9        OAS1  0.9423657 2.664535e-15       gene       gene
#> 1484       OAS3        OAS2  0.9700924 0.000000e+00       gene       gene
#> 1485     PARP12        OAS2  0.9164485 3.002043e-12       gene       gene
#> 1486     PARP14        OAS2  0.9275388 4.694023e-13       gene       gene
#> 1487      PARP9        OAS2  0.9337426 1.456613e-13       gene       gene
#> 1488     PARP12        OAS3  0.9013932 4.646061e-12       gene       gene
#> 1489     PARP14        OAS3  0.9062852 2.294387e-12       gene       gene
#> 1490     PAPSS1         OGA -0.9014177 4.630074e-12       gene       gene
#> 1491      PARP8         OGA  0.9072936 1.974421e-12       gene       gene
#> 1492     PIP4P1       OSGEP  0.9250837 1.010303e-13       gene       gene
#> 1493     PTDSS1      OTUD6B  0.9452451 1.332268e-15       gene       gene
#> 1494       VCAN       P4HA3  0.9071099 1.185940e-11       gene       gene
#> 1495        TK1        P4HB  0.9285094 5.240253e-14       gene       gene
#> 1496       POLN       P4HTM  0.9014129 4.633405e-12       gene       gene
#> 1497    SLC27A1       P4HTM  0.9035854 3.402612e-12       gene       gene
#> 1498       PPAT       PAICS  0.9395197 4.884981e-15       gene       gene
#> 1499       PIGH      PAPSS1 -0.9062391 2.310152e-12       gene       gene
#> 1500       POLN      PAPSS1 -0.9249233 1.039169e-13       gene       gene
#> 1501       UGT8      PAPSS1  0.9337962 1.776357e-14       gene       gene
#> 1502     PARP14      PARP12  0.9591643 0.000000e+00       gene       gene
#> 1503      PARP9      PARP12  0.9215732 1.918465e-13       gene       gene
#> 1504      PARP9      PARP14  0.9616310 0.000000e+00       gene       gene
#> 1505      PRKCB      PARP15  0.9446032 4.307665e-14       gene       gene
#> 1506      PTPN7      PARP15  0.9236121 2.483125e-12       gene       gene
#> 1507      PTPRC      PARP15  0.9086738 2.322231e-11       gene       gene
#> 1508    TNFAIP8      PARP15  0.9028648 5.004974e-11       gene       gene
#> 1509      ZAP70      PARP15  0.9012498 6.143486e-11       gene       gene
#> 1510     PIK3CG       PARP8  0.9160597 1.256328e-12       gene       gene
#> 1511     PIK3R5       PARP8  0.9490638 4.440892e-16       gene       gene
#> 1512      PLCL1       PARP8  0.9124017 2.230882e-12       gene       gene
#> 1513      PRKG1       PARP8  0.9191702 2.924327e-13       gene       gene
#> 1514     PTGER4       PARP8  0.9458044 3.330669e-15       gene       gene
#> 1515      PTPN7       PARP8  0.9195747 2.726708e-13       gene       gene
#> 1516      PTPRB       PARP8  0.9245290 1.119105e-13       gene       gene
#> 1517      PTPRC       PARP8  0.9618607 0.000000e+00       gene       gene
#> 1518      S1PR1       PARP8  0.9079899 1.778133e-12       gene       gene
#> 1519    SEPSECS       PARP8  0.9400059 4.440892e-15       gene       gene
#> 1520     SETDB2       PARP8  0.9126623 8.610890e-13       gene       gene
#> 1521     SLC7A7       PARP8  0.9135244 7.500667e-13       gene       gene
#> 1522    SLCO2A1       PARP8  0.9360128 1.110223e-14       gene       gene
#> 1523    SLCO2B1       PARP8  0.9031952 2.021938e-11       gene       gene
#> 1524    ST3GAL5       PARP8  0.9174799 3.903544e-13       gene       gene
#> 1525    ST8SIA4       PARP8  0.9327870 1.754152e-13       gene       gene
#> 1526     STARD5       PARP8  0.9436546 1.776357e-15       gene       gene
#> 1527      TENT2       PARP8  0.9116460 1.011635e-12       gene       gene
#> 1528       TIE1       PARP8  0.9056969 2.502665e-12       gene       gene
#> 1529       UGCG       PARP8  0.9074174 1.938005e-12       gene       gene
#> 1530      ZAP70       PARP8  0.9311347 3.108624e-14       gene       gene
#> 1531     ZDHHC2       PARP8  0.9214647 1.341371e-12       gene       gene
#> 1532     PKMYT1         PBK  0.9102524 1.257883e-12       gene       gene
#> 1533       PLK1         PBK  0.9393231 5.329071e-15       gene       gene
#> 1534        TTK         PBK  0.9118929 9.729995e-13       gene       gene
#> 1535    SLC19A3        PCK1  0.9194482 2.638446e-08       gene       gene
#> 1536    SLC43A1      PDE10A  0.9057141 2.496225e-12       gene       gene
#> 1537      PDE1B       PDE1A  0.9219661 4.694023e-13       gene       gene
#> 1538      PDE2A       PDE1A  0.9145998 1.584954e-12       gene       gene
#> 1539      PDE3A       PDE1A  0.9095553 1.238352e-10       gene       gene
#> 1540       PDK4       PDE1A  0.9150651 1.472600e-12       gene       gene
#> 1541      PLCL1       PDE1A  0.9150897 3.701928e-12       gene       gene
#> 1542      PLPP3       PDE1A  0.9189318 7.858159e-13       gene       gene
#> 1543      PRKCH       PDE1A  0.9149062 1.509903e-12       gene       gene
#> 1544      PRKG1       PDE1A  0.9403014 1.243450e-14       gene       gene
#> 1545     PTGER3       PDE1A  0.9356437 3.441691e-14       gene       gene
#> 1546     PTGER4       PDE1A  0.9144607 4.074296e-12       gene       gene
#> 1547      PTPRB       PDE1A  0.9657455 0.000000e+00       gene       gene
#> 1548      S1PR1       PDE1A  0.9677138 0.000000e+00       gene       gene
#> 1549    SLC40A1       PDE1A  0.9167218 1.129319e-12       gene       gene
#> 1550        TEK       PDE1A  0.9675572 0.000000e+00       gene       gene
#> 1551       TIE1       PDE1A  0.9118381 2.431833e-12       gene       gene
#> 1552     PIK3CG       PDE1B  0.9133073 1.939782e-12       gene       gene
#> 1553     PIK3R5       PDE1B  0.9128683 8.333334e-13       gene       gene
#> 1554      PRKG1       PDE1B  0.9295925 4.218847e-14       gene       gene
#> 1555     PTGER3       PDE1B  0.9046096 2.934097e-12       gene       gene
#> 1556     PTGER4       PDE1B  0.9235847 3.537171e-13       gene       gene
#> 1557      PTPRB       PDE1B  0.9208436 2.182698e-13       gene       gene
#> 1558      PTPRC       PDE1B  0.9088456 1.561418e-12       gene       gene
#> 1559      S1PR1       PDE1B  0.9195946 2.717826e-13       gene       gene
#> 1560    SLCO2A1       PDE1B  0.9269175 7.149836e-14       gene       gene
#> 1561    SLCO2B1       PDE1B  0.9405243 3.530509e-14       gene       gene
#> 1562    ST8SIA4       PDE1B  0.9137463 4.538592e-12       gene       gene
#> 1563        TEK       PDE1B  0.9075605 1.896927e-12       gene       gene
#> 1564       TIE1       PDE1B  0.9338121 1.776357e-14       gene       gene
#> 1565     ZDHHC2       PDE1B  0.9029859 2.079115e-11       gene       gene
#> 1566       PDK4       PDE2A  0.9177848 3.708145e-13       gene       gene
#> 1567      PLPP3       PDE2A  0.9031656 3.613776e-12       gene       gene
#> 1568      PTPRB       PDE2A  0.9000114 5.633272e-12       gene       gene
#> 1569    RAPGEF3       PDE2A  0.9273833 6.528111e-14       gene       gene
#> 1570      S1PR1       PDE2A  0.9120236 9.530154e-13       gene       gene
#> 1571    SLC40A1       PDE2A  0.9006919 5.125234e-12       gene       gene
#> 1572        TEK       PDE2A  0.9138284 7.140954e-13       gene       gene
#> 1573     TGFBR2       PDE2A  0.9254103 9.503509e-14       gene       gene
#> 1574       TNS2       PDE2A  0.9235979 1.330047e-13       gene       gene
#> 1575    SLC43A1       PDE3A  0.9265663 1.111422e-11       gene       gene
#> 1576     PDGFRB       PDE4A  0.9061318 2.347011e-12       gene       gene
#> 1577    PLA2G4C       PDE4A  0.9049607 2.787770e-12       gene       gene
#> 1578      PLPP3       PDE7B  0.9131265 7.995826e-13       gene       gene
#> 1579      PTPRB       PDE7B  0.9049846 2.778222e-12       gene       gene
#> 1580      S1PR1       PDE7B  0.9162991 4.760636e-13       gene       gene
#> 1581        TEK       PDE7B  0.9029485 3.727685e-12       gene       gene
#> 1582   SLC25A22         PDF  0.9309197 3.241851e-14       gene       gene
#> 1583      PLPP1      PDGFRB  0.9100828 1.291411e-12       gene       gene
#> 1584    RPS6KA2      PDGFRB  0.9011238 4.825029e-12       gene       gene
#> 1585     SLC8A1      PDGFRB  0.9256833 9.015011e-14       gene       gene
#> 1586    SLCO3A1      PDGFRB  0.9159465 1.279421e-12       gene       gene
#> 1587       VCAN      PDGFRB  0.9003152 1.262213e-11       gene       gene
#> 1588     PTGER3        PDK4  0.9446361 1.332268e-15       gene       gene
#> 1589      PTPRB        PDK4  0.9000773 5.582201e-12       gene       gene
#> 1590      S1PR1        PDK4  0.9035478 3.420819e-12       gene       gene
#> 1591    SLC40A1        PDK4  0.9137926 7.183143e-13       gene       gene
#> 1592    SUV39H2       PDSS1  0.9161798 4.856116e-13       gene       gene
#> 1593        TTK       PDSS1  0.9043846 3.031575e-12       gene       gene
#> 1594      UCHL5       PDSS1  0.9258923 8.659740e-14       gene       gene
#> 1595      VAMP2       PDSS1 -0.9032795 3.555378e-12       gene       gene
#> 1596 ST6GALNAC6      PHYKPL  0.9057720 2.475131e-12       gene       gene
#> 1597     PNPLA4        PIGG  0.9219209 1.803002e-13       gene       gene
#> 1598    SUV39H2        PIGG -0.9128068 8.415491e-13       gene       gene
#> 1599       POLI        PIGH  0.9168598 4.334311e-13       gene       gene
#> 1600      PTPN7      PIK3CD  0.9002498 5.450307e-12       gene       gene
#> 1601     PIK3R5      PIK3CG  0.9429645 6.661338e-15       gene       gene
#> 1602      PRKCB      PIK3CG  0.9171416 2.693845e-12       gene       gene
#> 1603     PTGER4      PIK3CG  0.9533792 1.332268e-15       gene       gene
#> 1604      PTPN7      PIK3CG  0.9119960 2.373879e-12       gene       gene
#> 1605      PTPRC      PIK3CG  0.9611947 0.000000e+00       gene       gene
#> 1606    ST8SIA4      PIK3CG  0.9168852 2.804423e-12       gene       gene
#> 1607  TNFAIP8L2      PIK3CG  0.9179289 9.274803e-13       gene       gene
#> 1608      PRDM1      PIK3R5  0.9366121 9.769963e-15       gene       gene
#> 1609     PTGER4      PIK3R5  0.9244086 3.055334e-13       gene       gene
#> 1610      PTPN7      PIK3R5  0.9506781 4.440892e-16       gene       gene
#> 1611      PTPRC      PIK3R5  0.9788964 0.000000e+00       gene       gene
#> 1612      PTPRO      PIK3R5  0.9362505 8.770762e-14       gene       gene
#> 1613      RAP1A      PIK3R5  0.9049084 2.809308e-12       gene       gene
#> 1614     SLC7A7      PIK3R5  0.9557844 0.000000e+00       gene       gene
#> 1615    SLCO2A1      PIK3R5  0.9188728 3.077538e-13       gene       gene
#> 1616    SLCO2B1      PIK3R5  0.9283968 4.016787e-13       gene       gene
#> 1617    ST8SIA4      PIK3R5  0.9706706 0.000000e+00       gene       gene
#> 1618    TNFAIP8      PIK3R5  0.9141691 6.759038e-13       gene       gene
#> 1619  TNFAIP8L2      PIK3R5  0.9238412 1.272316e-13       gene       gene
#> 1620       TPP1      PIK3R5  0.9057325 2.489564e-12       gene       gene
#> 1621      ZAP70      PIK3R5  0.9257108 8.970602e-14       gene       gene
#> 1622     PRUNE1     PIP5K1A  0.9129872 8.175682e-13       gene       gene
#> 1623     SETDB1     PIP5K1A  0.9155612 5.380141e-13       gene       gene
#> 1624      RAP1A       PIPOX  0.9096220 3.394618e-12       gene       gene
#> 1625    ST8SIA4       PIPOX  0.9023653 5.334577e-11       gene       gene
#> 1626       PLK1      PKMYT1  0.9314050 2.930989e-14       gene       gene
#> 1627       PLK4      PKMYT1  0.9151303 5.777601e-13       gene       gene
#> 1628      PLPP3      PKMYT1 -0.9109334 1.131539e-12       gene       gene
#> 1629       PSPH      PKMYT1  0.9008764 4.995115e-12       gene       gene
#> 1630     PTPN22       PLCB2  0.9098101 1.346923e-12       gene       gene
#> 1631      RAP1A       PLCB2  0.9167921 4.383161e-13       gene       gene
#> 1632    ST8SIA4       PLCB2  0.9054083 1.499734e-11       gene       gene
#> 1633       TPK1       PLCB2  0.9499970 4.440892e-16       gene       gene
#> 1634      PRKG1       PLCL1  0.9325082 6.572520e-14       gene       gene
#> 1635     PTGER3       PLCL1  0.9022971 9.649170e-12       gene       gene
#> 1636     PTGER4       PLCL1  0.9135419 4.680256e-12       gene       gene
#> 1637      PTPRB       PLCL1  0.9550180 2.220446e-16       gene       gene
#> 1638      S1PR1       PLCL1  0.9409195 1.065814e-14       gene       gene
#> 1639    SLCO2A1       PLCL1  0.9333001 5.595524e-14       gene       gene
#> 1640    SLCO2B1       PLCL1  0.9220628 1.214140e-12       gene       gene
#> 1641        TEK       PLCL1  0.9219086 4.742873e-13       gene       gene
#> 1642       TIE1       PLCL1  0.9219017 4.747314e-13       gene       gene
#> 1643       RDH5       PLIN1  0.9500174 1.110223e-15       gene       gene
#> 1644       PLK4        PLK1  0.9668259 0.000000e+00       gene       gene
#> 1645      SRPK1        PLK1  0.9071156 2.027711e-12       gene       gene
#> 1646    SUV39H2        PLK1  0.9178561 3.663736e-13       gene       gene
#> 1647       TNS2        PLK1 -0.9291528 4.618528e-14       gene       gene
#> 1648       TRMO        PLK1 -0.9131145 8.011369e-13       gene       gene
#> 1649        TTK        PLK1  0.9251526 9.969803e-14       gene       gene
#> 1650      SRPK1        PLK4  0.9013689 4.662049e-12       gene       gene
#> 1651    SUV39H2        PLK4  0.9080442 1.763478e-12       gene       gene
#> 1652       TNS2        PLK4 -0.9243766 1.152411e-13       gene       gene
#> 1653      PROS1       PLPP1  0.9513904 2.442491e-15       gene       gene
#> 1654      PTPRM       PLPP1  0.9296451 4.174439e-14       gene       gene
#> 1655 ST6GALNAC6       PLPP1  0.9186247 3.210765e-13       gene       gene
#> 1656      PTPRB       PLPP3  0.9086803 1.601386e-12       gene       gene
#> 1657      S1PR1       PLPP3  0.9145052 6.399326e-13       gene       gene
#> 1658        TEK       PLPP3  0.9070982 2.033040e-12       gene       gene
#> 1659     TGFBR2       PLPP3  0.9110854 1.104894e-12       gene       gene
#> 1660       PTEN        POLI  0.9194467 2.788880e-13       gene       gene
#> 1661      ZADH2        POLI  0.9346395 1.487699e-14       gene       gene
#> 1662    SEPSECS        POLK  0.9076829 1.862288e-12       gene       gene
#> 1663      PTPRB        POLN  0.9035058 3.441691e-12       gene       gene
#> 1664     SLC7A2        POLN  0.9090684 1.509459e-12       gene       gene
#> 1665       UGT8        POLN -0.9287352 5.018208e-14       gene       gene
#> 1666       RRM2        POLQ  0.9064886 2.226219e-12       gene       gene
#> 1667        TK1        POLQ  0.9145242 6.377121e-13       gene       gene
#> 1668       RRM1     PPP2R5D  0.9174139 3.947953e-13       gene       gene
#> 1669    ST8SIA4       PRDM1  0.9194908 1.853184e-12       gene       gene
#> 1670       TPP1       PRDM1  0.9163385 4.729550e-13       gene       gene
#> 1671     PTGER4       PRDM8  0.9201067 4.360512e-12       gene       gene
#> 1672       TRMO       PRDX4 -0.9047264 2.884804e-12       gene       gene
#> 1673      PTPN7       PRKCB  0.9424251 7.549517e-15       gene       gene
#> 1674      PTPRC       PRKCB  0.9511774 8.881784e-16       gene       gene
#> 1675    TNFAIP8       PRKCB  0.9007529 1.190070e-11       gene       gene
#> 1676      ZAP70       PRKCB  0.9312831 8.393286e-14       gene       gene
#> 1677     PTGER4       PRKCH  0.9036376 8.020251e-12       gene       gene
#> 1678      S1PR1       PRKCH  0.9050161 2.765344e-12       gene       gene
#> 1679    SLC12A6       PRKCH  0.9183886 3.343992e-13       gene       gene
#> 1680       TPK1       PRKCH  0.9290828 4.685141e-14       gene       gene
#> 1681    SLC43A1       PRKD1  0.9036381 3.376854e-12       gene       gene
#> 1682     PTGER3       PRKG1  0.9148500 6.048495e-13       gene       gene
#> 1683     PTGER4       PRKG1  0.9317918 7.593925e-14       gene       gene
#> 1684      PTPRB       PRKG1  0.9622456 0.000000e+00       gene       gene
#> 1685      PTPRD       PRKG1  0.9077124 4.494627e-12       gene       gene
#> 1686      S1PR1       PRKG1  0.9401084 4.440892e-15       gene       gene
#> 1687    SEPSECS       PRKG1  0.9063283 2.279954e-12       gene       gene
#> 1688    SLC43A1       PRKG1  0.9121481 9.345857e-13       gene       gene
#> 1689    SLCO2A1       PRKG1  0.9358206 1.154632e-14       gene       gene
#> 1690    SLCO2B1       PRKG1  0.9295306 3.259615e-13       gene       gene
#> 1691        TEK       PRKG1  0.9512029 2.220446e-16       gene       gene
#> 1692       TIE1       PRKG1  0.9389235 5.773160e-15       gene       gene
#> 1693     ZDHHC2       PRKG1  0.9420350 2.531308e-14       gene       gene
#> 1694      ZADH2        PTEN  0.9029435 3.730349e-12       gene       gene
#> 1695      PTPRB      PTGER3  0.9316671 2.775558e-14       gene       gene
#> 1696      S1PR1      PTGER3  0.9355165 1.243450e-14       gene       gene
#> 1697    SLC40A1      PTGER3  0.9196903 2.673417e-13       gene       gene
#> 1698        TEK      PTGER3  0.9280408 5.728751e-14       gene       gene
#> 1699      PTPRB      PTGER4  0.9261471 2.229328e-13       gene       gene
#> 1700      PTPRC      PTGER4  0.9355308 3.530509e-14       gene       gene
#> 1701      S1PR1      PTGER4  0.9320948 7.149836e-14       gene       gene
#> 1702    SEPSECS      PTGER4  0.9060400 5.718537e-12       gene       gene
#> 1703    SLCO2A1      PTGER4  0.9121258 2.327250e-12       gene       gene
#> 1704    SLCO2B1      PTGER4  0.9205306 1.564526e-12       gene       gene
#> 1705    ST8SIA4      PTGER4  0.9094855 8.480772e-12       gene       gene
#> 1706     STARD5      PTGER4  0.9106585 2.907452e-12       gene       gene
#> 1707        TEK      PTGER4  0.9219489 4.709566e-13       gene       gene
#> 1708       TIE1      PTGER4  0.9206868 5.848655e-13       gene       gene
#> 1709     ZDHHC2      PTGER4  0.9142861 4.183542e-12       gene       gene
#> 1710      PTPN7      PTPN22  0.9436334 1.776357e-15       gene       gene
#> 1711      RAP1A      PTPN22  0.9159016 5.084821e-13       gene       gene
#> 1712    ST8SIA4      PTPN22  0.9138965 4.437339e-12       gene       gene
#> 1713    TNFAIP8      PTPN22  0.9264960 7.727152e-14       gene       gene
#> 1714  TNFAIP8L2      PTPN22  0.9204949 2.322587e-13       gene       gene
#> 1715      PTPRC       PTPN7  0.9649503 0.000000e+00       gene       gene
#> 1716      RAP1A       PTPN7  0.9134416 7.602807e-13       gene       gene
#> 1717    ST8SIA4       PTPN7  0.9243426 8.244516e-13       gene       gene
#> 1718      TENT2       PTPN7  0.9049088 2.808864e-12       gene       gene
#> 1719    TNFAIP8       PTPN7  0.9550097 0.000000e+00       gene       gene
#> 1720  TNFAIP8L2       PTPN7  0.9390577 5.551115e-15       gene       gene
#> 1721    UBASH3A       PTPN7  0.9296764 5.165379e-11       gene       gene
#> 1722      ZAP70       PTPN7  0.9506275 4.440892e-16       gene       gene
#> 1723    RPS6KA2       PTPRB  0.9136877 7.305268e-13       gene       gene
#> 1724      S1PR1       PTPRB  0.9827064 0.000000e+00       gene       gene
#> 1725    SEPSECS       PTPRB  0.9245596 1.114664e-13       gene       gene
#> 1726    SERINC1       PTPRB  0.9110848 1.104894e-12       gene       gene
#> 1727    SLC40A1       PTPRB  0.9253792 9.547918e-14       gene       gene
#> 1728    SLC43A1       PTPRB  0.9099018 1.327827e-12       gene       gene
#> 1729    SLCO2A1       PTPRB  0.9398811 4.440892e-15       gene       gene
#> 1730    SLCO2B1       PTPRB  0.9106824 7.137402e-12       gene       gene
#> 1731       SNRK       PTPRB  0.9198423 2.602363e-13       gene       gene
#> 1732        TEK       PTPRB  0.9729261 0.000000e+00       gene       gene
#> 1733       TIE1       PTPRB  0.9480317 4.440892e-16       gene       gene
#> 1734     TMEM91       PTPRB  0.9139990 6.945555e-13       gene       gene
#> 1735      TPST2       PTPRB  0.9205456 2.300382e-13       gene       gene
#> 1736     ZDHHC2       PTPRB  0.9127129 5.297096e-12       gene       gene
#> 1737      PTPRO       PTPRC  0.9230124 1.034950e-12       gene       gene
#> 1738    SEPSECS       PTPRC  0.9062475 2.307265e-12       gene       gene
#> 1739     SLC7A7       PTPRC  0.9416967 3.108624e-15       gene       gene
#> 1740    SLCO2A1       PTPRC  0.9170109 4.225509e-13       gene       gene
#> 1741    SLCO2B1       PTPRC  0.9008807 2.742739e-11       gene       gene
#> 1742    ST8SIA4       PTPRC  0.9616076 0.000000e+00       gene       gene
#> 1743     STARD5       PTPRC  0.9073181 1.967315e-12       gene       gene
#> 1744    TNFAIP8       PTPRC  0.9280445 5.728751e-14       gene       gene
#> 1745  TNFAIP8L2       PTPRC  0.9220455 1.763034e-13       gene       gene
#> 1746      ZAP70       PTPRC  0.9410750 3.552714e-15       gene       gene
#> 1747       VCAN       PTPRD  0.9143274 1.654232e-12       gene       gene
#> 1748     SLC8A1       PTPRE  0.9064947 2.224221e-12       gene       gene
#> 1749    SLCO2A1       PTPRE  0.9084841 1.649791e-12       gene       gene
#> 1750     RIMKLB       PTPRM  0.9425213 2.442491e-15       gene       gene
#> 1751     SLC2A5       PTPRO  0.9389628 4.973799e-14       gene       gene
#> 1752     SLC7A7       PTPRO  0.9599202 2.220446e-16       gene       gene
#> 1753     SLC8A1       PTPRO  0.9077103 1.090505e-11       gene       gene
#> 1754    ST8SIA4       PTPRO  0.9554691 8.881784e-16       gene       gene
#> 1755       TPP1       PTPRO  0.9149074 3.806511e-12       gene       gene
#> 1756    SLC7A10       PTPRQ  0.9029399 5.081680e-08       gene       gene
#> 1757    ST8SIA4       RAP1A  0.9496043 3.996803e-15       gene       gene
#> 1758    TNFAIP8       RAP1A  0.9196901 2.673417e-13       gene       gene
#> 1759       TPK1       RAP1A  0.9110266 1.115108e-12       gene       gene
#> 1760       TPP1       RAP1A  0.9258124 8.792966e-14       gene       gene
#> 1761 ST6GALNAC1     RAPGEF3  0.9304439 1.002153e-09       gene       gene
#> 1762       TNS2     RAPGEF3  0.9163498 4.720668e-13       gene       gene
#> 1763        TPO     RAPGEF3  0.9506282 8.881784e-16       gene       gene
#> 1764    SLCO2A1     RAPGEF4  0.9195880 2.720046e-13       gene       gene
#> 1765       TPP1       RENBP  0.9036286 3.381295e-12       gene       gene
#> 1766       RPS9      RPL13A  0.9303464 3.641532e-14       gene       gene
#> 1767      RPL23       RPL21  0.9102947 1.249667e-12       gene       gene
#> 1768      RPS23       RPL21  0.9089336 1.540545e-12       gene       gene
#> 1769       RPL4       RPL22  0.9088770 1.554090e-12       gene       gene
#> 1770     RPL23A       RPL23  0.9356599 1.199041e-14       gene       gene
#> 1771       RPL6       RPL23  0.9014010 4.641176e-12       gene       gene
#> 1772      RPS23       RPL23  0.9104184 1.225908e-12       gene       gene
#> 1773      RPS23      RPL23A  0.9267910 7.327472e-14       gene       gene
#> 1774     RPS15A       RPL37  0.9125035 8.832934e-13       gene       gene
#> 1775      RPS18       RPS10  0.9208840 2.167155e-13       gene       gene
#> 1776       RPS8       RPS25  0.9085903 1.623590e-12       gene       gene
#> 1777       TCN2     RPS6KA2  0.9304146 3.597123e-14       gene       gene
#> 1778      TPST2     RPS6KA2  0.9105627 1.198597e-12       gene       gene
#> 1779    SEPSECS       S1PR1  0.9076962 1.858513e-12       gene       gene
#> 1780    SLC40A1       S1PR1  0.9321842 2.486900e-14       gene       gene
#> 1781    SLC43A1       S1PR1  0.9116101 1.017408e-12       gene       gene
#> 1782    SLCO2A1       S1PR1  0.9280571 5.728751e-14       gene       gene
#> 1783    SLCO2B1       S1PR1  0.9016351 2.485345e-11       gene       gene
#> 1784       SNRK       S1PR1  0.9327316 2.220446e-14       gene       gene
#> 1785        TEK       S1PR1  0.9775779 0.000000e+00       gene       gene
#> 1786       TIE1       S1PR1  0.9395226 4.884981e-15       gene       gene
#> 1787      TPST2       S1PR1  0.9073889 1.946443e-12       gene       gene
#> 1788     ZDHHC2       S1PR1  0.9090260 9.055423e-12       gene       gene
#> 1789    ST8SIA5    SECISBP2 -0.9004531 2.055592e-09       gene       gene
#> 1790    SUV39H2      SEPHS1  0.9264246 7.838175e-14       gene       gene
#> 1791     SETDB2     SEPSECS  0.9587409 0.000000e+00       gene       gene
#> 1792     STARD5     SEPSECS  0.9017918 4.392708e-12       gene       gene
#> 1793        TEK     SEPSECS  0.9079852 1.779465e-12       gene       gene
#> 1794      TENT2     SEPSECS  0.9109547 1.127543e-12       gene       gene
#> 1795     ZDHHC2     SEPSECS  0.9106526 7.168266e-12       gene       gene
#> 1796     STARD5      SETDB2  0.9115728 1.023404e-12       gene       gene
#> 1797    SLC19A3        SIK2  0.9053233 6.331602e-12       gene       gene
#> 1798     SLC2A4        SIK2  0.9227025 4.130030e-13       gene       gene
#> 1799     SLC2A4     SLC19A3  0.9054820 1.484679e-11       gene       gene
#> 1800    SLC35A2    SLC25A10  0.9059226 2.420730e-12       gene       gene
#> 1801     TMEM91     SLC27A1  0.9060157 2.387868e-12       gene       gene
#> 1802     SLC7A7      SLC2A5  0.9238942 3.348433e-13       gene       gene
#> 1803       TPK1     SLC35A2 -0.9015189 4.564793e-12       gene       gene
#> 1804     SLC7A7     SLC38A5  0.9255480 1.798561e-12       gene       gene
#> 1805        TEK     SLC43A1  0.9113193 1.064926e-12       gene       gene
#> 1806     SLC8A1      SLC7A7  0.9294377 4.352074e-14       gene       gene
#> 1807    ST8SIA4      SLC7A7  0.9472505 7.105427e-15       gene       gene
#> 1808  TNFAIP8L2      SLC7A7  0.9137243 7.260859e-13       gene       gene
#> 1809    SLCO3A1      SLC8A1  0.9042558 7.357670e-12       gene       gene
#> 1810       TGM2      SLC8A1  0.9290362 4.707346e-14       gene       gene
#> 1811       VCAN      SLC8A1  0.9047632 6.852297e-12       gene       gene
#> 1812    SLCO2B1     SLCO2A1  0.9188228 2.063683e-12       gene       gene
#> 1813    ST3GAL5     SLCO2A1  0.9001207 5.548673e-12       gene       gene
#> 1814    ST8SIA4     SLCO2B1  0.9261319 1.628919e-12       gene       gene
#> 1815       TIE1     SLCO2B1  0.9308385 2.551293e-13       gene       gene
#> 1816     ZDHHC2     SLCO2B1  0.9047132 3.940959e-11       gene       gene
#> 1817        TEK        SNRK  0.9278273 5.995204e-14       gene       gene
#> 1818    SUV39H2       SRPK1  0.9341708 1.643130e-14       gene       gene
#> 1819       TNS2       SRPK1 -0.9092295 1.472600e-12       gene       gene
#> 1820        TTK       SRPK1  0.9048970 2.813749e-12       gene       gene
#> 1821     TBXAS1     ST3GAL5  0.9050998 2.731593e-12       gene       gene
#> 1822        TPO  ST6GALNAC1  0.9214061 3.085798e-09       gene       gene
#> 1823    TNFAIP8     ST8SIA4  0.9078166 1.074363e-11       gene       gene
#> 1824  TNFAIP8L2     ST8SIA4  0.9036369 1.905986e-11       gene       gene
#> 1825       TPP1     ST8SIA4  0.9395812 4.352074e-14       gene       gene
#> 1826     ZDHHC2     ST8SIA4  0.9117934 6.068479e-12       gene       gene
#> 1827    TRABD2A    STAMBPL1  0.9067805 2.131628e-12       gene       gene
#> 1828        TTK     SUV39H2  0.9148120 6.084022e-13       gene       gene
#> 1829      UCHL5     SUV39H2  0.9186640 3.190781e-13       gene       gene
#> 1830       TIE1         TEK  0.9356824 1.199041e-14       gene       gene
#> 1831     ZDHHC2         TEK  0.9100361 7.836176e-12       gene       gene
#> 1832     ZDHHC2        TIE1  0.9003454 2.940004e-11       gene       gene
#> 1833  TNFAIP8L2     TNFAIP8  0.9259031 8.659740e-14       gene       gene
#> 1834        TTK        TNS2 -0.9129564 8.215650e-13       gene       gene
#> 1835      TPSB2      TPSAB1  0.9478920 2.080558e-12       gene       gene
#> 1836      ZAP70     UBASH3A  0.9271159 7.563061e-11       gene       gene
#> 
#> $p
#> NULL
#>