Research Article
Integrative Analysis Reveals Comprehensive Altered Metabolic Genes Linking with Tumor Epigenetics Modification in Pan-Cancer
Table 2
The different expression genes with hypermethylation or hypomethylation in the specific types of cancer.
| Cancer types | Probe | Δβ | Gene | Fold change | value | r | value |
| BRCA | cg05661282 | 0.328652 | ZNF154 | –2.51052 | 0 | –0.5733 | 4.31E – 69 | cg02938205 | 0.313603 | CCDC36 | –4.76933 | 0 | –0.25194 | 1.03E – 12 | cg11417025 | 0.340146 | SOSTDC1 | –3.43449 | 5.82E – 11 | –0.45553 | 4.54E – 41 | cg17116120 | 0.203629 | COX4I2 | –2.06691 | 0 | –0.26144 | 1.31E – 13 | cg06087421 | 0.206592 | TAL1 | –3.82039 | 0 | –0.24326 | 6.26E – 12 | cg06363129 | 0.297534 | SOSTDC1 | –3.43449 | 5.82E – 11 | –0.49109 | 2.09E – 48 | cg03757145 | 0.274106 | CDKL2 | –2.28953 | 2.5E – 08 | –0.63537 | 4.45E – 89 | cg12042659 | 0.231631 | ZNF132 | –2.00658 | 0 | –0.48716 | 1.49E – 47 | cg07220448 | 0.29423 | SOSTDC1 | –3.43449 | 5.82E – 11 | –0.45009 | 5.08E – 40 | cg10168635 | 0.267563 | C2orf88 | –5.55411 | 0 | –0.32566 | 1.18E – 20 | cg14625175 | 0.405266 | HOXA10 | –2.7302 | 0 | –0.2537 | 7.06E – 13 | cg14263942 | 0.281991 | CDKL2 | –2.28953 | 2.5E – 08 | –0.63136 | 1.19E – 87 | cg18868483 | 0.301089 | B3GAT2 | –1.54216 | 4.51E – 05 | –0.22273 | 3.44E – 10 | cg01454592 | 0.245132 | CCDC36 | –4.76933 | 0 | –0.24726 | 2.75E – 12 | cg10344081 | 0.294167 | CDKL2 | –2.28953 | 2.5E – 08 | –0.63967 | 1.23E – 90 | cg06126713 | 0.395028 | SOSTDC1 | –3.43449 | 5.82E – 11 | –0.44907 | 7.94E – 40 | cg24432073 | 0.20478 | CDKL2 | –2.28953 | 2.5E – 08 | –0.62519 | 1.73E – 85 | cg02085507 | 0.372686 | TRIP10 | –1.54805 | 0 | –0.20553 | 7.39E – 09 | cg05308656 | 0.253266 | ARL4C | –1.64326 | 6.71E – 13 | –0.52274 | 1.06E – 55 | cg11270393 | 0.308156 | ITPRIPL1 | –5.73674 | 0 | –0.39404 | 2.9E – 30 | cg12506930 | 0.323833 | ZNF154 | –2.51052 | 0 | –0.57088 | 2.14E – 68 | cg07519235 | 0.459351 | GPRC5B | –2.5035 | 0 | –0.49936 | 3.06E – 50 | cg21113446 | 0.215296 | PPP2R2B | –3.10098 | 0 | –0.33333 | 1.29E – 21 | cg02324432 | 0.253122 | KLHL2 | –1.79165 | 0 | –0.23855 | 1.62E – 11 | cg04203238 | 0.274658 | PROM1 | –1.68571 | 0.000897 | –0.64459 | 1.9E – 92 | cg04243822 | 0.216055 | C1QTNF1 | –3.30512 | 0 | –0.22631 | 1.76E – 10 | cg00680551 | 0.424494 | NCALD | –3.00007 | 0 | –0.37035 | 1.14E – 26 | cg27049766 | 0.32279 | ZNF154 | –2.51052 | 0 | –0.61756 | 6.93E – 83 | cg08816590 | 0.288288 | PDE1B | –3.70157 | 0 | –0.30695 | 2.05E – 18 | cg14988503 | 0.210715 | CDKL2 | –2.28953 | 2.5E – 08 | –0.58357 | 4.19E – 72 | cg18236571 | 0.263708 | PABPC4L | –1.69422 | 2.54E – 09 | –0.48483 | 4.73E – 47 | cg18085435 | –0.20795 | ATP8B1 | 1.700614 | 8.59E – 08 | –0.56131 | 1.05E – 65 | cg01062470 | –0.2649 | KIF24 | 2.804288 | 0 | –0.30429 | 4.14E – 18 | cg04567302 | –0.25404 | SLC44A4 | 5.457885 | 0 | –0.6607 | 1.26E – 98 | cg16702815 | –0.32459 | AGR3 | 5.086635 | 3.09E – 12 | –0.69724 | 3.7E – 114 | cg10173620 | –0.29247 | ABHD2 | 1.920326 | 0.000667 | –0.36501 | 6.75E – 26 | cg11819637 | –0.26298 | THPO | 3.885221 | 1.36E – 06 | –0.67328 | 1E – 103 | cg08960448 | –0.33095 | SEPT12 | 5.27739 | 7.67E – 05 | –0.30054 | 1.1E – 17 | cg27530053 | –0.20353 | FAM83E | 3.858755 | 8.11E – 09 | –0.458 | 1.5E – 41 | cg23631538 | –0.3347 | DENND2D | 1.578295 | 8.5E – 13 | –0.43718 | 1.31E – 37 | cg12633764 | –0.29531 | MAPT | 1.804312 | 4.72E – 05 | –0.72534 | 8.3E – 128 |
| KIRC | cg27026192 | 0.214365 | KIFC3 | –1.57694 | 0 | –0.36061 | 2.72E – 11 | cg02993070 | 0.296156 | FERMT2 | –1.58269 | 3.77E – 15 | –0.26413 | 1.59E – 06 | cg02852670 | 0.260053 | KLHL33 | –3.21637 | 0 | –0.25921 | 2.52E – 06 |
| KIRP | cg11800117 | 0.293577 | C11orf75 | –1.50718 | 3.06E – 05 | –0.26745 | 7.16E – 06 | cg20962532 | 0.209952 | KCNJ1 | –32.1899 | 0 | –0.26319 | 1.01E – 05 | cg11968091 | 0.261459 | ODZ4 | –2.24539 | 0.000389 | –0.30657 | 2.26E – 07 | cg05227215 | 0.41792 | CXXC5 | –2.04975 | 0 | –0.25958 | 1.35E – 05 | cg04858586 | 0.269997 | RABGAP1L | –2.15075 | 5.35E – 13 | –0.21864 | 0.000266 | cg03648711 | 0.255349 | ODZ4 | –2.24539 | 0.000389 | –0.2788 | 2.77E – 06 | cg24277788 | 0.243307 | ACSL1 | –2.44389 | 1.27E – 14 | –0.33942 | 8.17E – 09 | cg03883256 | 0.265289 | USP2 | –3.63204 | 0 | –0.21891 | 0.000261 | cg10416846 | 0.299733 | PNOC | –4.19665 | 2.27E – 08 | –0.25688 | 1.67E – 05 | cg24127861 | 0.207238 | REC8 | –2.2299 | 0.000653 | –0.31031 | 1.58E – 07 | cg15974053 | 0.242659 | HSD17B14 | –2.21561 | 2.94E – 05 | –0.73157 | 3.69E – 47 | cg16530498 | 0.222937 | HSD17B14 | –2.21561 | 2.94E – 05 | –0.74962 | 1.14E – 50 | cg19414598 | 0.214085 | DMC1 | –1.57414 | 0.010418 | –0.46463 | 4.44E – 16 | cg15731317 | –0.37473 | SYTL2 | 1.895209 | 0.000186 | –0.50345 | 5.16E – 19 | cg00583003 | –0.28896 | SPP1 | 2.483728 | 3.64E – 06 | –0.2564 | 1.73E – 05 | cg21622977 | –0.22364 | RBPMS | 1.793989 | 3.22E – 08 | –0.49531 | 2.29E – 18 | cg17660833 | –0.53805 | HRH1 | 4.616294 | 2.92E – 08 | –0.33817 | 9.35E – 09 | cg20306842 | –0.21944 | CREB5 | 7.099205 | 1.84E – 10 | –0.40814 | 2.01E – 12 | cg23031196 | –0.31756 | SLC38A1 | 1.620018 | 0.000342 | –0.37927 | 8.38E – 11 | cg01944226 | –0.28436 | SLC16A3 | 4.39414 | 8.6E – 06 | –0.76961 | 6.36E – 55 | cg09182455 | –0.41989 | CORO1C | 2.191563 | 4E – 11 | –0.22222 | 0.000209 | cg01812894 | –0.26035 | ALDH1A1 | 2.206084 | 0.000791 | –0.2834 | 1.86E – 06 | cg01942558 | –0.4858 | TNFAIP6 | 45.14506 | 1.33E – 05 | –0.68008 | 1.51E – 38 | cg09122223 | –0.34216 | IL18 | 2.298725 | 1.94E – 07 | –0.24966 | 2.91E – 05 | cg16929739 | –0.38802 | HRH1 | 4.616294 | 2.92E – 08 | –0.32623 | 3.25E – 08 | cg09727050 | –0.39502 | TNFAIP6 | 45.14506 | 1.33E – 05 | –0.78361 | 3.61E – 58 | cg07042532 | –0.32291 | CREB5 | 7.099205 | 1.84E – 10 | –0.62039 | 1.54E – 30 | cg13445177 | –0.29628 | S100A10 | 1.832289 | 4.18E – 08 | –0.34141 | 6.61E – 09 | cg14333454 | –0.30823 | SFN | 11.18657 | 0.034773 | –0.7839 | 3.08E – 58 | cg08778148 | –0.2173 | TFPI | 2.08801 | 0.00022 | –0.44876 | 5.55E – 15 | cg14578677 | –0.23981 | TLR6 | 2.307439 | 0.007805 | –0.44887 | 5.46E – 15 | cg12669354 | –0.35182 | CD151 | 1.854554 | 1.27E – 11 | –0.37366 | 1.66E – 10 | cg00449608 | –0.3179 | GPR45 | 3.093416 | 0.00448 | –0.44012 | 2.08E – 14 | cg26864526 | –0.36952 | HRH1 | 4.616294 | 2.92E – 08 | –0.53238 | 1.86E – 21 | cg10183885 | –0.26987 | SLC16A3 | 4.39414 | 8.6E – 06 | –0.8219 | 1.96E – 68 | cg06836480 | –0.24006 | DHRS9 | 9.536973 | 0.012336 | –0.23825 | 6.8E – 05 | cg11702866 | –0.44443 | HRH1 | 4.616294 | 2.92E – 08 | –0.29902 | 4.58E – 07 | cg06457736 | –0.44623 | HRH1 | 4.616294 | 2.92E – 08 | –0.31287 | 1.23E – 07 | cg24258705 | –0.47246 | MET | 4.732257 | 1.75E – 08 | –0.63402 | 3.26E – 32 | cg15717250 | –0.34571 | UPK1B | 4.304701 | 0.004226 | –0.66398 | 3.33E – 36 | cg03489712 | –0.29538 | ZYX | 1.99858 | 3.19E – 10 | –0.22033 | 0.000237 | cg09950681 | –0.33674 | PKP3 | 2.143401 | 0.047341 | –0.60723 | 5.34E – 29 | cg14550985 | –0.33893 | RIN1 | 5.119397 | 2.06E – 10 | –0.68575 | 2.09E – 39 | cg21950166 | –0.36612 | SFN | 11.18657 | 0.034773 | –0.71606 | 2.3E – 44 | cg06720467 | –0.34964 | SFN | 11.18657 | 0.034773 | –0.55134 | 3.43E – 23 | cg20992002 | –0.30043 | PKP3 | 2.143401 | 0.047341 | –0.6543 | 7.26E – 35 | cg02872476 | –0.23267 | DBNDD1 | 3.125374 | 4.05E – 08 | –0.66917 | 6.07E – 37 |
| LIHC | cg21831174 | 0.218134 | MASP1 | –2.16898 | 0 | –0.35207 | 1.19E – 11 | cg04951797 | –0.28077 | SGOL1 | 19.52393 | 5.5E – 07 | –0.62482 | 2.7E – 39 | cg17336139 | –0.25975 | PRAME | 231.9457 | 0.018915 | –0.36725 | 1.29E – 12 | cg23213217 | –0.24898 | DEGS1 | 2.328115 | 2.56E – 08 | –0.33786 | 8.59E – 11 | cg11225751 | –0.21878 | PRAME | 231.9457 | 0.018915 | –0.46426 | 4.12E – 20 | cg06442489 | –0.34313 | ZSCAN18 | 1.965757 | 0.001058 | –0.28886 | 3.75E – 08 | cg20441902 | –0.22001 | FUT2 | 14.81239 | 0.012527 | –0.54902 | 6.06E – 29 | cg25060890 | –0.22045 | RPS6KC1 | 2.58206 | 2.81E – 11 | –0.39031 | 3.5E – 14 | cg03368046 | –0.20541 | FAM186A | 4.276926 | 0.000748 | –0.24311 | 4.2E – 06 | cg23924737 | –0.25896 | MRPS23 | 2.825878 | 4E – 15 | –0.40317 | 4.11E – 15 | cg01999046 | –0.30348 | TRAF2 | 3.59974 | 4E – 15 | –0.48642 | 3.45E – 22 | cg03212674 | –0.22852 | CLK2 | 3.219276 | 7.32E – 13 | –0.26115 | 7.25E – 07 | cg02516101 | –0.21135 | CSNK1E | 2.573716 | 5E – 09 | –0.43473 | 1.44E – 17 | cg07303143 | –0.37162 | KIAA1143 | 1.713539 | 2.33E – 07 | –0.4433 | 2.79E – 18 |
| LUAD | cg04372674 | 0.214314 | AQP1 | –2.70913 | 7.09E – 14 | –0.6127 | 3.66E – 49 | cg25075794 | 0.226309 | AQP1 | –2.70913 | 7.09E – 14 | –0.60885 | 2.09E – 48 | cg02571816 | 0.216135 | PPP1R14A | –3.40955 | 0 | –0.34411 | 2.41E – 14 |
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