Table 2 Number of differentially expressed genes (DEGs) for each comparison between the transformed cell lines in 11-clusters of gene expression into the 8 + 2 hallmarks of cancer (panels 1 and 3) and percentages of the genetic contribution of each hallmark of cancer to the invasion and metastasis process (panels 2 and 4).
Clusters of gene expression | p-values | q-values | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
# of genes | % of contribution | # of genes | % of contribution | ||||||||||
ZsG vs. LN1 | LN1 vs. LN2 | LN2 vs. LN3 | ZsG vs. LN1 | LN1 vs. LN2 | LN2 vs. LN3 | ZsG vs. LN1 | LN1 vs. LN2 | LN2 vs. LN3 | ZsG vs. LN1 | LN1 vs. LN2 | LN2 vs. LN3 | ||
Invasion and metastasis | Exclusive Parental | 9 | 3 | 1 | 100,0 | 100,0 | 100,0 | 4 | 0 | 0 | 100,0 | 100,0 | 100,0 |
Exclusive Derived | 3 | 5 | 6 | 100,0 | 100,0 | 100,0 | 3 | 0 | 0 | 100,0 | 100,0 | 100,0 | |
Continuum | 381 | 252 | 60 | 100,0 | 100,0 | 100,0 | 269 | 0 | 2 | 100,0 | 100,0 | 100,0 | |
Exclusive Parental DW | 144 | 541 | 209 | 100,0 | 100,0 | 100,0 | 135 | 596 | 23 | 100,0 | 100,0 | 100,0 | |
Exclusive Parental UP | 149 | 658 | 43 | 100,0 | 100,0 | 100,0 | 131 | 850 | 3 | 100,0 | 100,0 | 100,0 | |
Exclusive Derived DW | 253 | 235 | 343 | 100,0 | 100,0 | 100,0 | 255 | 8 | 323 | 100,0 | 100,0 | 100,0 | |
Exclusive Derived UP | 500 | 42 | 645 | 100,0 | 100,0 | 100,0 | 494 | 1 | 638 | 100,0 | 100,0 | 100,0 | |
Common DW | 42 | 76 | 86 | 100,0 | 100,0 | 100,0 | 33 | 8 | 12 | 100,0 | 100,0 | 100,0 | |
Common UP | 24 | 37 | 20 | 100,0 | 100,0 | 100,0 | 15 | 9 | 1 | 100,0 | 100,0 | 100,0 | |
Common Parental DW Derived UP | 453 | 28 | 300 | 100,0 | 100,0 | 100,0 | 378 | 4 | 18 | 100,0 | 100,0 | 100,0 | |
Common Parental UP Derived DW | 343 | 287 | 44 | 100,0 | 100,0 | 100,0 | 319 | 35 | 10 | 100,0 | 100,0 | 100,0 | |
Proliferative signaling | Exclusive Parental | 2 | 1 | 0 | 100,0 | 100,0 | 0,0 | 2 | 0 | 0 | 100,0 | 0,0 | 0,0 |
Exclusive Derived | 1 | 2 | 3 | 0,0 | 100,0 | 100,0 | 1 | 0 | 0 | 0,0 | 0,0 | 0,0 | |
Continuum | 185 | 125 | 23 | 70,8 | 75,2 | 78,3 | 134 | 0 | 1 | 72,4 | 0,0 | 0,0 | |
Exclusive Parental DW | 85 | 236 | 110 | 87,1 | 69,1 | 70,0 | 77 | 265 | 15 | 87,0 | 67,2 | 73,3 | |
Exclusive Parental UP | 90 | 367 | 23 | 67,8 | 73,0 | 82,6 | 77 | 514 | 2 | 68,8 | 74,1 | 100,0 | |
Exclusive Derived DW | 115 | 125 | 207 | 71,3 | 64,8 | 75,8 | 114 | 8 | 202 | 70,2 | 62,5 | 77,7 | |
Exclusive Derived UP | 292 | 23 | 329 | 71,6 | 87,0 | 69,6 | 302 | 1 | 347 | 72,2 | 0,0 | 67,4 | |
Common DW | 26 | 39 | 66 | 73,1 | 53,8 | 68,2 | 22 | 6 | 12 | 72,7 | 50,0 | 58,3 | |
Common UP | 17 | 25 | 13 | 64,7 | 88,0 | 76,9 | 14 | 7 | 1 | 64,3 | 100,0 | 100,0 | |
Common Parental DW Derived UP | 267 | 17 | 161 | 78,3 | 76,5 | 65,2 | 227 | 2 | 12 | 78,0 | 100,0 | 91,7 | |
Common Parental UP Derived DW | 149 | 181 | 29 | 63,1 | 74,0 | 89,7 | 139 | 26 | 7 | 63,3 | 73,1 | 85,7 | |
Evading growth suppressors | Exclusive Parental | 0 | 2 | 0 | 0,0 | 100,0 | 0,0 | 0 | 0 | 0 | 0,0 | 0,0 | 0,0 |
Exclusive Derived | 1 | 0 | 3 | 100,0 | 0,0 | 100,0 | 1 | 0 | 0 | 100,0 | 0,0 | 0,0 | |
Continuum | 143 | 98 | 19 | 74,8 | 76,5 | 73,7 | 101 | 0 | 1 | 76,2 | 0,0 | 0,0 | |
Exclusive Parental DW | 63 | 160 | 89 | 92,1 | 76,9 | 73,0 | 54 | 179 | 10 | 90,7 | 76,0 | 80,0 | |
Exclusive Parental UP | 70 | 266 | 16 | 64,3 | 71,8 | 87,5 | 60 | 378 | 1 | 65,0 | 73,3 | 100,0 | |
Exclusive Derived DW | 85 | 97 | 154 | 75,3 | 67,0 | 74,7 | 86 | 6 | 143 | 77,9 | 66,7 | 77,6 | |
Exclusive Derived UP | 222 | 15 | 230 | 71,2 | 86,7 | 72,2 | 231 | 1 | 240 | 71,9 | 0,0 | 69,2 | |
Common DW | 15 | 23 | 43 | 73,3 | 56,5 | 72,1 | 13 | 4 | 7 | 69,2 | 50,0 | 71,4 | |
Common UP | 12 | 18 | 8 | 58,3 | 94,4 | 87,5 | 10 | 4 | 0 | 60,0 | 100,0 | 0,0 | |
Common Parental DW Derived UP | 182 | 10 | 114 | 78,0 | 80,0 | 64,9 | 158 | 1 | 10 | 78,5 | 100,0 | 90,0 | |
Common Parental UP Derived DW | 90 | 136 | 19 | 73,3 | 75,0 | 89,5 | 86 | 17 | 5 | 74,4 | 82,4 | 80,0 | |
Resisting cell death | Exclusive Parental | 0 | 3 | 0 | 0,0 | 100,0 | 0,0 | 0 | 0 | 0 | 0,0 | 0,0 | 0,0 |
Exclusive Derived | 1 | 2 | 2 | 100,0 | 50,0 | 100,0 | 1 | 0 | 0 | 100,0 | 0,0 | 0,0 | |
Continuum | 232 | 137 | 28 | 67,2 | 70,1 | 75,0 | 164 | 0 | 0 | 68,3 | 0,0 | 0,0 | |
Exclusive Parental DW | 65 | 236 | 115 | 78,5 | 64,4 | 76,5 | 67 | 264 | 12 | 71,6 | 63,3 | 58,3 | |
Exclusive Parental UP | 103 | 304 | 16 | 57,3 | 72,4 | 93,8 | 94 | 436 | 1 | 55,3 | 75,0 | 100,0 | |
Exclusive Derived DW | 111 | 157 | 177 | 63,1 | 66,2 | 74,6 | 109 | 7 | 163 | 64,2 | 42,9 | 75,5 | |
Exclusive Derived UP | 240 | 13 | 331 | 76,7 | 100,0 | 64,7 | 260 | 1 | 357 | 76,2 | 100,0 | 60,8 | |
Common DW | 20 | 33 | 40 | 70,0 | 57,6 | 85,0 | 16 | 2 | 7 | 62,5 | 100,0 | 71,4 | |
Common UP | 17 | 23 | 8 | 70,6 | 73,9 | 75,0 | 11 | 3 | 0 | 72,7 | 100,0 | 0,0 | |
Common Parental DW Derived UP | 214 | 9 | 188 | 72,4 | 66,7 | 62,8 | 181 | 1 | 4 | 73,5 | 100,0 | 75,0 | |
Common Parental UP Derived DW | 151 | 164 | 21 | 62,3 | 76,8 | 71,4 | 143 | 14 | 4 | 63,6 | 71,4 | 100,0 | |
Replicative immortality | Exclusive Parental | 0 | 0 | 0 | 0,0 | 0,0 | 0,0 | 0 | 0 | 0 | 0,0 | 0,0 | 0,0 |
Exclusive Derived | 0 | 0 | 1 | 0,0 | 0,0 | 100,0 | 0 | 0 | 0 | 0,0 | 0,0 | 0,0 | |
Continuum | 136 | 85 | 17 | 58,1 | 63,5 | 70,6 | 95 | 0 | 1 | 58,9 | 0,0 | 0,0 | |
Exclusive Parental DW | 43 | 190 | 63 | 81,4 | 57,9 | 61,9 | 38 | 212 | 6 | 73,7 | 57,5 | 83,3 | |
Exclusive Parental UP | 68 | 199 | 11 | 47,1 | 60,8 | 72,7 | 59 | 278 | 1 | 44,1 | 60,8 | 100,0 | |
Exclusive Derived DW | 90 | 83 | 101 | 55,6 | 51,8 | 69,3 | 94 | 3 | 97 | 57,4 | 33,3 | 72,2 | |
Exclusive Derived UP | 170 | 10 | 233 | 58,2 | 70,0 | 53,6 | 246 | 1 | 235 | 56,9 | 0,0 | 51,1 | |
Common DW | 9 | 19 | 27 | 55,6 | 52,6 | 77,8 | 10 | 1 | 4 | 50,0 | 100,0 | 50,0 | |
Common UP | 11 | 11 | 9 | 63,6 | 81,8 | 77,8 | 9 | 2 | 0 | 44,4 | 100,0 | 0,0 | |
Common Parental DW Derived UP | 123 | 10 | 104 | 65,9 | 60,0 | 46,2 | 114 | 0 | 6 | 67,5 | 0,0 | 100,0 | |
Common Parental UP Derived DW | 117 | 98 | 11 | 58,1 | 59,2 | 63,6 | 110 | 12 | 2 | 59,1 | 83,3 | 50,0 | |
Energy metabolism | Exclusive Parental | 4 | 0 | 2 | 25,0 | 0,0 | 0,0 | 2 | 0 | 1 | 50,0 | 0,0 | 0,0 |
Exclusive Derived | 3 | 3 | 2 | 33,3 | 66,7 | 50,0 | 3 | 0 | 0 | 33,3 | 0,0 | 0,0 | |
Continuum | 338 | 200 | 56 | 51,2 | 58,0 | 53,6 | 232 | 0 | 5 | 51,3 | 0,0 | 20,0 | |
Exclusive Parental DW | 120 | 626 | 147 | 59,2 | 48,7 | 54,4 | 115 | 674 | 22 | 60,0 | 47,9 | 59,1 | |
Exclusive Parental UP | 137 | 558 | 29 | 48,2 | 61,5 | 69,0 | 121 | 701 | 1 | 47,1 | 60,1 | 100,0 | |
Exclusive Derived DW | 291 | 183 | 294 | 47,8 | 49,7 | 58,2 | 299 | 13 | 275 | 49,2 | 38,5 | 56,7 | |
Exclusive Derived UP | 374 | 31 | 638 | 64,4 | 58,1 | 53,0 | 359 | 1 | 612 | 64,6 | 0,0 | 53,6 | |
Common DW | 30 | 61 | 75 | 56,7 | 36,1 | 49,3 | 27 | 4 | 10 | 51,9 | 0,0 | 20,0 | |
Common UP | 24 | 29 | 13 | 58,3 | 62,1 | 69,2 | 17 | 4 | 1 | 47,1 | 100,0 | 0,0 | |
Common Parental DW Derived UP | 379 | 22 | 221 | 59,4 | 50,0 | 56,1 | 325 | 1 | 11 | 55,1 | 100,0 | 72,7 | |
Common Parental UP Derived DW | 386 | 203 | 39 | 46,1 | 64,0 | 46,2 | 358 | 26 | 4 | 45,3 | 61,5 | 100,0 | |
Other cancer types | Exclusive Parental | 2 | 0 | 0 | 50,0 | 0,0 | 50,0 | 1 | 0 | 0 | 0,0 | 0,0 | 0,0 |
Exclusive Derived | 2 | 0 | 2 | 0,0 | 0,0 | 0,0 | 0 | 0 | 0 | 0,0 | 0,0 | 0,0 | |
Continuum | 85 | 65 | 20 | 61,2 | 69,2 | 68,0 | 68 | 0 | 0 | 64,7 | 0,0 | 0,0 | |
Exclusive Parental DW | 32 | 100 | 43 | 68,8 | 61,0 | 73,7 | 27 | 115 | 6 | 70,4 | 59,1 | 100,0 | |
Exclusive Parental UP | 30 | 180 | 10 | 60,0 | 71,7 | 66,7 | 26 | 253 | 2 | 57,7 | 70,8 | 100,0 | |
Exclusive Derived DW | 47 | 52 | 88 | 63,8 | 57,7 | 66,7 | 47 | 1 | 93 | 63,8 | 100,0 | 73,1 | |
Exclusive Derived UP | 148 | 9 | 137 | 74,3 | 55,6 | 75,8 | 152 | 0 | 158 | 77,0 | 0,0 | 58,2 | |
Common DW | 15 | 15 | 24 | 73,3 | 40,0 | 64,7 | 12 | 1 | 2 | 50,0 | 0,0 | 50,0 | |
Common UP | 6 | 9 | 2 | 33,3 | 77,8 | 42,9 | 7 | 2 | 0 | 57,1 | 100,0 | 0,0 | |
Common Parental DW Derived UP | 127 | 5 | 71 | 60,6 | 80,0 | 62,2 | 108 | 0 | 6 | 19,4 | 0,0 | 83,3 | |
Common Parental UP Derived DW | 61 | 94 | 8 | 50,8 | 69,1 | 54,3 | 58 | 12 | 0 | 56,9 | 83,3 | 0,0 | |
Chronic diseases | Exclusive Parental | 4 | 1 | 0 | 75,0 | 100,0 | 0,0 | 3 | 0 | 0 | 100,0 | 0,0 | 0,0 |
Exclusive Derived | 1 | 1 | 2 | 100,0 | 100,0 | 50,0 | 1 | 0 | 1 | 100,0 | 0,0 | 0,0 | |
Continuum | 172 | 128 | 27 | 65,1 | 68,8 | 59,3 | 130 | 0 | 0 | 65,4 | 0,0 | 0,0 | |
Exclusive Parental DW | 98 | 245 | 80 | 67,3 | 50,6 | 75,0 | 88 | 268 | 6 | 73,9 | 50,4 | 83,3 | |
Exclusive Parental UP | 87 | 353 | 23 | 62,1 | 70,3 | 60,9 | 84 | 456 | 0 | 58,3 | 71,9 | 0,0 | |
Exclusive Derived DW | 115 | 100 | 176 | 53,0 | 74,0 | 70,5 | 114 | 3 | 172 | 50,9 | 100,0 | 72,1 | |
Exclusive Derived UP | 249 | 29 | 343 | 75,1 | 58,6 | 58,3 | 258 | 1 | 331 | 76,0 | 0,0 | 63,1 | |
Common DW | 24 | 32 | 47 | 62,5 | 53,1 | 72,3 | 20 | 5 | 7 | 60,0 | 20,0 | 28,6 | |
Common UP | 15 | 20 | 9 | 66,7 | 80,0 | 66,7 | 10 | 4 | 1 | 70,0 | 75,0 | 0,0 | |
Common Parental DW Derived UP | 239 | 13 | 133 | 69,9 | 61,5 | 71,4 | 203 | 2 | 6 | 67,5 | 100,0 | 100,0 | |
Common Parental UP Derived DW | 151 | 133 | 29 | 47,0 | 75,9 | 72,4 | 142 | 11 | 6 | 48,6 | 72,7 | 83,3 | |
Angiogenesis | Exclusive Parental | 2 | 2 | 0 | 100,0 | 100,0 | 0,0 | 2 | 0 | 0 | 100,0 | 0,0 | 0,0 |
Exclusive Derived | 1 | 3 | 0 | 100,0 | 100,0 | 0,0 | 1 | 0 | 0 | 100,0 | 0,0 | 0,0 | |
Continuum | 118 | 81 | 19 | 82,2 | 87,7 | 89,5 | 84 | 0 | 1 | 82,1 | 0,0 | 0,0 | |
Exclusive Parental DW | 71 | 178 | 61 | 88,7 | 73,0 | 83,6 | 67 | 189 | 8 | 92,5 | 75,1 | 100,0 | |
Exclusive Parental UP | 43 | 297 | 20 | 86,0 | 85,2 | 100,0 | 40 | 387 | 3 | 82,5 | 85,3 | 100,0 | |
Exclusive Derived DW | 93 | 57 | 169 | 77,4 | 91,2 | 85,2 | 88 | 5 | 162 | 73,9 | 100,0 | 87,7 | |
Exclusive Derived UP | 210 | 18 | 233 | 83,8 | 94,4 | 78,1 | 213 | 2 | 234 | 85,4 | 50,0 | 82,1 | |
Common DW | 24 | 21 | 45 | 91,7 | 90,5 | 86,7 | 20 | 4 | 7 | 90,0 | 75,0 | 85,7 | |
Common UP | 12 | 24 | 13 | 75,0 | 91,7 | 92,3 | 8 | 9 | 3 | 75,0 | 88,9 | 33,3 | |
Common Parental DW Derived UP | 219 | 12 | 94 | 87,2 | 100,0 | 90,4 | 188 | 2 | 7 | 86,2 | 100,0 | 100,0 | |
Common Parental UP Derived DW | 95 | 122 | 21 | 71,6 | 86,1 | 95,2 | 84 | 13 | 7 | 72,6 | 92,3 | 100,0 | |
Evading immune destruction | Exclusive Parental | 2 | 3 | 0 | 50,0 | 100,0 | 0,0 | 1 | 0 | 0 | 0,0 | 0,0 | 0,0 |
Exclusive Derived | 2 | 2 | 2 | 100,0 | 100,0 | 100,0 | 2 | 0 | 0 | 100,0 | 0,0 | 0,0 | |
Continuum | 211 | 137 | 32 | 80,6 | 85,4 | 96,9 | 152 | 0 | 0 | 82,2 | 0,0 | 0,0 | |
Exclusive Parental DW | 92 | 301 | 122 | 87,0 | 86,0 | 75,4 | 86 | 330 | 7 | 87,2 | 83,0 | 85,7 | |
Exclusive Parental UP | 83 | 404 | 21 | 79,5 | 89,6 | 81,0 | 75 | 533 | 1 | 81,3 | 89,3 | 100,0 | |
Exclusive Derived DW | 157 | 114 | 219 | 80,9 | 82,5 | 89,0 | 150 | 4 | 215 | 82,0 | 75,0 | 87,4 | |
Exclusive Derived UP | 287 | 27 | 368 | 90,9 | 81,5 | 86,7 | 284 | 2 | 336 | 89,8 | 50,0 | 87,8 | |
Common DW | 20 | 43 | 55 | 90,0 | 67,4 | 94,5 | 15 | 1 | 6 | 86,7 | 100,0 | 100,0 | |
Common UP | 15 | 26 | 9 | 86,7 | 88,5 | 100,0 | 9 | 6 | 2 | 88,9 | 100,0 | 50,0 | |
Common Parental DW Derived UP | 283 | 13 | 135 | 88,7 | 76,9 | 85,9 | 243 | 2 | 9 | 88,5 | 100,0 | 88,9 | |
Common Parental UP Derived DW | 185 | 165 | 35 | 84,3 | 89,1 | 82,9 | 173 | 17 | 7 | 83,8 | 88,2 | 100,0 | |