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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of PETfold_pre2.0(20) - scored higher in this pairwise comparison

  4. Performance of RNAfold - scored lower in this pairwise comparison

  5. Compile and download dataset for PETfold_pre2.0(20) & RNAfold [.zip] - may take several seconds...


Overview

Metric PETfold_pre2.0(20) RNAfold
MCC 0.728 > 0.396
Average MCC ± 95% Confidence Intervals 0.730 ± 0.030 > 0.398 ± 0.029
Sensitivity 0.697 > 0.398
Positive Predictive Value 0.760 > 0.394
Total TP 25763 > 14714
Total TN 104336584 > 104333103
Total FP 11045 < 25011
Total FP CONTRA 1367 < 3719
Total FP INCONS 6752 < 18930
Total FP COMP 2926 > 2362
Total FN 11201 < 22250
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of PETfold_pre2.0(20) and RNAfold. Positive Predictive Value (PPV) is plotted against sensitivity. Each dot represents a single test of each method. See tables below for raw data (individual counts for PETfold_pre2.0(20) and RNAfold).

  2. Average Matthews Correlation Coefficients (MCC) with 95% confidence intervals (CIs) were plotted for different RNA families, for which at least 3 members were present in the benchmarking dataset. 'n' denotes the number of MCCs used to calculate the average and CI. See tables below for raw data (individual counts for PETfold_pre2.0(20) and RNAfold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(20) and RNAfold. The whiskers correspond to 95% confidence intervals (CIs). 'n' denotes the number of MCCs used to calculate average MCCs and CIs. See tables below for raw data (individual counts for PETfold_pre2.0(20) and RNAfold).

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Performance of PETfold_pre2.0(20) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(20)

Total Base Pair Counts
Total TP 25763
Total TN 104336584
Total FP 11045
Total FP CONTRA 1367
Total FP INCONS 6752
Total FP COMP 2926
Total FN 11201
Total Scores
MCC 0.728
Average MCC ± 95% Confidence Intervals 0.730 ± 0.030
Sensitivity 0.697
Positive Predictive Value 0.760
Nr of predictions 77

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2. Individual counts for PETfold_pre2.0(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00024 0.89 0.88 0.90 404 1085151 82 10 36 36 54
CRW_00034 0.82 0.79 0.85 374 1141875 86 17 50 19 100
CRW_00048 0.84 0.83 0.84 390 1170753 91 18 54 19 80
CRW_00054 0.84 0.84 0.84 381 1107361 95 17 57 21 75
CRW_00059 0.84 0.82 0.85 390 1172289 85 17 50 18 83
CRW_00061 0.84 0.82 0.86 390 1181501 85 16 46 23 86
CRW_00068 0.84 0.84 0.84 383 1108851 87 16 55 16 74
CRW_00096 0.85 0.83 0.87 388 1178436 81 12 44 25 77
CRW_00140 0.85 0.84 0.86 388 1135827 85 15 48 22 75
CRW_00141 0.83 0.81 0.85 387 1201568 90 18 52 20 89
CRW_00150 0.83 0.82 0.85 381 1152473 90 16 51 23 85
CRW_00152 0.83 0.81 0.85 381 1179968 89 17 50 22 90
CRW_00166 0.85 0.83 0.86 387 1190748 90 11 50 29 81
CRW_00173 0.80 0.80 0.81 354 1082220 107 18 64 25 91
CRW_00177 0.82 0.81 0.84 382 1178424 101 17 57 27 91
CRW_00196 0.83 0.81 0.85 387 1207780 91 16 52 23 88
CRW_00230 0.85 0.82 0.87 394 1198472 81 16 44 21 84
CRW_00245 0.87 0.86 0.87 390 1105881 79 17 40 22 63
CRW_00248 0.84 0.82 0.87 396 1218684 87 15 46 26 88
CRW_00250 0.83 0.80 0.85 382 1198478 88 15 51 22 96
CRW_00256 0.83 0.81 0.85 379 1192296 87 16 49 22 89
CRW_00270 0.86 0.86 0.86 390 1111833 85 15 48 22 65
CRW_00271 0.82 0.81 0.84 375 1122302 98 14 60 24 87
CRW_00273 0.84 0.84 0.84 375 1085156 94 14 56 24 71
CRW_00275 0.86 0.86 0.87 391 1114821 86 15 44 27 66
CRW_00277 0.84 0.84 0.85 379 1110348 89 16 52 21 74
CRW_00278 0.84 0.82 0.86 371 1129827 85 12 46 27 79
CRW_00279 0.82 0.81 0.84 377 1179965 98 18 56 24 87
CRW_00280 0.85 0.85 0.86 384 1117811 93 15 50 28 69
CRW_00281 0.84 0.82 0.85 381 1144895 89 14 51 24 83
CRW_00284 0.84 0.82 0.85 376 1131317 94 16 51 27 80
CRW_00285 0.84 0.83 0.86 380 1117816 91 17 47 27 78
CRW_00289 0.83 0.81 0.85 386 1189199 95 13 55 27 90
CRW_00298 0.58 0.54 0.63 267 1620473 212 31 129 52 227
CRW_00301 0.49 0.46 0.53 240 1762048 265 37 178 50 279
CRW_00306 0.60 0.57 0.63 263 1445430 208 26 131 51 199
CRW_00310 0.55 0.51 0.59 264 1805500 238 32 154 52 257
CRW_00326 0.64 0.60 0.68 299 1627669 193 22 120 51 203
CRW_00330 0.55 0.51 0.60 262 1988577 231 26 150 55 255
CRW_00332 0.51 0.48 0.56 227 1769613 237 20 161 56 250
CRW_00333 0.48 0.43 0.53 220 1892069 260 36 160 64 294
CRW_00345 0.56 0.53 0.60 262 1586434 224 28 147 49 236
CRW_00346 0.59 0.55 0.63 278 1584648 213 32 132 49 223
CRW_00348 0.58 0.54 0.61 272 1615059 225 29 143 53 231
CRW_00358 0.56 0.53 0.60 269 1674914 228 29 153 46 238
CRW_00366 0.60 0.56 0.64 269 1579331 210 25 128 57 213
CRW_00370 0.60 0.57 0.64 288 1640315 211 20 143 48 218
CRW_00371 0.58 0.55 0.60 275 1611455 232 17 163 52 221
CRW_00372 0.59 0.55 0.62 275 1625865 212 23 143 46 223
CRW_00379 0.58 0.52 0.65 277 2126526 213 25 125 63 257
CRW_00386 0.49 0.46 0.53 236 1750812 258 28 180 50 279
CRW_00403 0.53 0.52 0.54 240 1606084 283 31 173 79 224
CRW_00411 0.58 0.54 0.61 269 1615064 222 21 149 52 227
CRW_00414 0.57 0.53 0.62 263 1665801 210 25 136 49 232
CRW_00466 0.85 0.85 0.85 388 1116310 90 13 54 23 70
CRW_00589 0.84 0.82 0.86 367 1094034 98 8 51 39 78
CRW_00590 0.87 0.84 0.89 381 1119329 87 4 42 41 71
CRW_00591 0.85 0.84 0.86 373 1098469 103 7 54 42 73
CRW_00598 0.54 0.51 0.58 250 1665793 234 28 154 52 241
CRW_00758 0.57 0.54 0.61 263 1640333 241 27 143 71 220
CRW_00759 0.56 0.53 0.59 254 1636715 232 18 158 56 227
CRW_00760 0.53 0.49 0.57 239 1638533 247 16 167 64 247
CRW_00772 0.78 0.76 0.80 306 945618 127 7 69 51 98
CRW_00789 0.82 0.80 0.85 357 1137365 108 8 56 44 90
CRW_00795 0.79 0.76 0.82 301 1152552 149 5 63 81 93
CRW_00849 0.80 0.78 0.82 366 1117816 101 14 64 23 104
CRW_00997 0.85 0.84 0.85 389 1135822 85 16 51 18 75
CRW_01153 0.59 0.56 0.63 283 1606076 220 25 144 51 220
CRW_01171 0.52 0.48 0.56 245 1593566 240 31 163 46 261
CRW_01300 0.60 0.55 0.67 283 1693295 193 17 125 51 232
PDB_00703 0.78 0.72 0.84 355 1073423 101 6 61 34 140
PDB_00854 0.75 0.68 0.84 363 1500344 118 10 61 47 172
PDB_01088 0.74 0.65 0.83 357 1471042 115 5 66 44 190
PDB_01103 0.75 0.66 0.85 373 1606088 99 8 59 32 189
PDB_01105 0.75 0.68 0.84 366 1433533 107 4 68 35 174
PDB_01120 0.78 0.72 0.85 378 1204681 101 9 60 32 149
PDB_01273 0.78 0.73 0.84 358 1117834 110 9 59 42 133

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Performance of RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP 14714
Total TN 104333103
Total FP 25011
Total FP CONTRA 3719
Total FP INCONS 18930
Total FP COMP 2362
Total FN 22250
Total Scores
MCC 0.396
Average MCC ± 95% Confidence Intervals 0.398 ± 0.029
Sensitivity 0.398
Positive Predictive Value 0.394
Nr of predictions 77

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2. Individual counts for RNAfold [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00024 0.78 0.76 0.79 350 1085158 132 17 76 39 108
CRW_00034 0.63 0.63 0.63 300 1141838 201 31 147 23 174
CRW_00048 0.35 0.35 0.36 164 1170755 315 33 263 19 306
CRW_00054 0.53 0.52 0.54 238 1107379 215 34 165 16 218
CRW_00059 0.60 0.60 0.61 283 1172280 205 23 160 22 190
CRW_00061 0.53 0.53 0.53 252 1181474 240 37 190 13 224
CRW_00068 0.46 0.46 0.46 210 1108845 266 27 223 16 247
CRW_00096 0.47 0.47 0.47 220 1178412 266 29 219 18 245
CRW_00140 0.59 0.58 0.59 270 1135819 209 32 157 20 193
CRW_00141 0.59 0.58 0.61 277 1201568 204 13 167 24 199
CRW_00150 0.39 0.38 0.39 179 1152463 296 36 243 17 287
CRW_00152 0.54 0.53 0.55 249 1179962 229 32 173 24 222
CRW_00166 0.47 0.46 0.47 217 1190733 262 26 220 16 251
CRW_00173 0.29 0.29 0.29 131 1082204 330 37 284 9 314
CRW_00177 0.42 0.42 0.42 197 1178408 288 34 241 13 276
CRW_00196 0.44 0.44 0.44 208 1207762 286 29 236 21 267
CRW_00230 0.56 0.54 0.57 259 1198471 217 29 167 21 219
CRW_00245 0.39 0.39 0.39 176 1105876 287 34 242 11 277
CRW_00248 0.57 0.57 0.58 276 1218664 233 24 177 32 208
CRW_00250 0.40 0.40 0.40 190 1198454 296 51 231 14 288
CRW_00256 0.41 0.41 0.42 190 1192286 279 40 224 15 278
CRW_00270 0.38 0.37 0.40 170 1111856 279 38 222 19 285
CRW_00271 0.49 0.48 0.50 224 1122302 241 35 190 16 238
CRW_00273 0.55 0.54 0.55 240 1085168 217 29 164 24 206
CRW_00275 0.50 0.49 0.51 226 1114829 235 24 192 19 231
CRW_00277 0.37 0.37 0.37 169 1110340 304 41 245 18 284
CRW_00278 0.42 0.41 0.43 186 1129828 264 31 211 22 264
CRW_00279 0.35 0.34 0.35 157 1179973 303 36 250 17 307
CRW_00280 0.50 0.49 0.50 222 1117818 233 28 192 13 231
CRW_00281 0.30 0.30 0.29 138 1144872 346 41 290 15 326
CRW_00284 0.28 0.27 0.28 124 1131316 333 36 284 13 332
CRW_00285 0.63 0.62 0.63 284 1117810 186 24 142 20 174
CRW_00289 0.39 0.38 0.40 181 1189200 291 36 236 19 295
CRW_00298 0.17 0.18 0.16 88 1620349 501 88 375 38 406
CRW_00301 0.30 0.31 0.29 160 1761955 447 75 313 59 359
CRW_00306 0.26 0.26 0.25 121 1445372 410 63 294 53 341
CRW_00310 0.26 0.27 0.25 143 1805381 466 88 338 40 378
CRW_00326 0.38 0.38 0.37 190 1627600 364 68 252 44 312
CRW_00330 0.31 0.32 0.30 165 1988473 454 70 307 77 352
CRW_00332 0.24 0.25 0.22 121 1769478 461 108 314 39 356
CRW_00333 0.33 0.33 0.32 171 1891953 432 77 284 71 343
CRW_00345 0.35 0.36 0.33 181 1586320 404 77 293 34 317
CRW_00346 0.31 0.32 0.29 162 1584535 419 78 315 26 339
CRW_00348 0.24 0.24 0.24 123 1614984 435 64 332 39 380
CRW_00358 0.39 0.39 0.38 199 1674839 381 67 260 54 308
CRW_00366 0.35 0.36 0.33 174 1579233 393 84 262 47 308
CRW_00370 0.26 0.27 0.25 136 1640229 442 80 321 41 370
CRW_00371 0.33 0.33 0.32 166 1611391 395 72 281 42 330
CRW_00372 0.35 0.36 0.35 181 1625783 379 70 272 37 317
CRW_00379 0.42 0.43 0.41 227 2126398 426 63 265 98 307
CRW_00386 0.25 0.27 0.24 137 1750683 473 87 349 37 378
CRW_00403 0.31 0.33 0.29 154 1606000 439 76 298 65 310
CRW_00411 0.33 0.34 0.32 169 1614974 406 78 282 46 327
CRW_00414 0.28 0.29 0.27 143 1665688 437 80 314 43 352
CRW_00466 0.61 0.59 0.62 272 1116326 195 24 143 28 186
CRW_00589 0.18 0.18 0.18 78 1094024 373 34 324 15 367
CRW_00590 0.31 0.31 0.31 138 1119315 322 37 266 19 314
CRW_00591 0.37 0.38 0.37 168 1098447 302 42 246 14 278
CRW_00598 0.34 0.36 0.33 177 1665684 417 76 288 53 314
CRW_00758 0.28 0.29 0.27 142 1640237 420 85 302 33 341
CRW_00759 0.21 0.22 0.20 105 1636621 473 79 340 54 376
CRW_00760 0.29 0.29 0.29 143 1638460 405 76 276 53 343
CRW_00772 0.25 0.24 0.25 98 945608 317 41 253 23 306
CRW_00789 0.36 0.36 0.36 161 1137337 307 44 244 19 286
CRW_00795 0.22 0.23 0.21 89 1152504 360 53 275 32 305
CRW_00849 0.48 0.48 0.48 225 1117795 263 20 220 23 245
CRW_00997 0.62 0.61 0.62 282 1135826 195 25 145 25 182
CRW_01153 0.30 0.30 0.30 149 1606023 407 50 306 51 354
CRW_01171 0.26 0.27 0.25 136 1593470 434 80 319 35 370
CRW_01300 0.33 0.34 0.33 176 1693179 406 78 287 41 339
PDB_00703 0.48 0.46 0.51 228 1073395 247 19 203 25 267
PDB_00854 0.52 0.51 0.53 274 1500261 287 30 213 44 261
PDB_01088 0.37 0.36 0.38 196 1470957 345 47 270 28 351
PDB_01103 0.54 0.52 0.55 295 1605991 270 35 207 28 267
PDB_01105 0.48 0.47 0.49 254 1433456 289 27 234 28 286
PDB_01120 0.45 0.43 0.47 228 1204646 269 31 223 15 299
PDB_01273 0.49 0.47 0.50 232 1117800 256 26 202 28 259

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.