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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric PETfold_pre2.0(seed) UNAFold
MCC 0.761 > 0.413
Average MCC ± 95% Confidence Intervals 0.764 ± 0.022 > 0.416 ± 0.031
Sensitivity 0.731 > 0.411
Positive Predictive Value 0.793 > 0.416
Total TP 28948 > 16280
Total TN 111272158 > 111269510
Total FP 11845 < 25494
Total FP CONTRA 1174 < 3689
Total FP INCONS 6382 < 19183
Total FP COMP 4289 > 2622
Total FN 10643 < 23311
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of PETfold_pre2.0(seed) and UNAFold. 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(seed) and UNAFold).

  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(seed) and UNAFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) and UNAFold. 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(seed) and UNAFold).

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

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

Total Base Pair Counts
Total TP 28948
Total TN 111272158
Total FP 11845
Total FP CONTRA 1174
Total FP INCONS 6382
Total FP COMP 4289
Total FN 10643
Total Scores
MCC 0.761
Average MCC ± 95% Confidence Intervals 0.764 ± 0.022
Sensitivity 0.731
Positive Predictive Value 0.793
Nr of predictions 83

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2. Individual counts for PETfold_pre2.0(seed) [ 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 0.90 405 1085153 80 10 33 37 53
CRW_00034 0.80 0.78 0.83 369 1141870 113 17 60 36 105
CRW_00048 0.85 0.84 0.87 395 1170759 96 18 43 35 75
CRW_00054 0.86 0.86 0.87 390 1107367 95 16 43 36 66
CRW_00059 0.85 0.83 0.87 392 1172293 95 17 44 34 81
CRW_00061 0.84 0.82 0.86 388 1181504 96 16 45 35 88
CRW_00068 0.86 0.86 0.87 394 1108851 94 17 43 34 63
CRW_00096 0.86 0.84 0.88 392 1178434 98 11 43 44 73
CRW_00140 0.85 0.84 0.86 387 1135829 97 15 47 35 76
CRW_00141 0.85 0.82 0.87 392 1201573 98 16 44 38 84
CRW_00150 0.85 0.83 0.87 385 1152477 92 16 43 33 81
CRW_00152 0.84 0.82 0.86 386 1179969 96 16 45 35 85
CRW_00166 0.86 0.84 0.88 393 1190749 97 11 43 43 75
CRW_00173 0.80 0.79 0.81 353 1082222 118 17 64 37 92
CRW_00177 0.84 0.82 0.86 386 1178430 105 17 47 41 87
CRW_00196 0.83 0.81 0.86 384 1207786 102 15 50 37 91
CRW_00230 0.84 0.82 0.87 392 1198473 97 16 45 36 86
CRW_00245 0.86 0.86 0.87 388 1105880 95 18 42 35 65
CRW_00248 0.83 0.80 0.86 388 1218691 98 16 46 36 96
CRW_00250 0.84 0.82 0.87 391 1198474 97 16 45 36 87
CRW_00256 0.85 0.82 0.87 386 1192295 93 16 43 34 82
CRW_00270 0.87 0.86 0.87 391 1111838 94 15 42 37 64
CRW_00271 0.83 0.82 0.85 378 1122307 105 14 52 39 84
CRW_00273 0.86 0.85 0.86 380 1085161 98 14 46 38 66
CRW_00275 0.86 0.85 0.87 390 1114823 98 15 43 40 67
CRW_00277 0.84 0.83 0.85 377 1110354 101 16 48 37 76
CRW_00278 0.84 0.82 0.85 369 1129823 106 15 49 42 81
CRW_00279 0.85 0.83 0.86 385 1179970 103 16 45 42 79
CRW_00280 0.84 0.83 0.85 377 1117815 109 16 52 41 76
CRW_00281 0.85 0.84 0.87 388 1144894 97 16 43 38 76
CRW_00283 0.78 0.77 0.80 331 1015610 118 18 66 34 101
CRW_00284 0.83 0.82 0.84 372 1131319 111 16 53 42 84
CRW_00285 0.84 0.82 0.85 377 1117816 104 17 50 37 81
CRW_00289 0.82 0.80 0.84 382 1189200 109 16 55 38 94
CRW_00292 0.74 0.72 0.77 332 1123817 133 22 79 32 129
CRW_00298 0.66 0.63 0.69 310 1620452 212 16 122 74 184
CRW_00301 0.63 0.59 0.67 307 1762046 213 15 135 63 212
CRW_00306 0.68 0.66 0.70 305 1445417 186 15 113 58 157
CRW_00310 0.63 0.59 0.68 305 1805503 209 14 128 67 216
CRW_00326 0.66 0.63 0.69 315 1627654 205 15 126 64 187
CRW_00330 0.64 0.59 0.69 307 1988567 210 13 128 69 210
CRW_00332 0.60 0.56 0.63 269 1769595 236 16 141 79 208
CRW_00333 0.58 0.52 0.64 269 1892065 217 19 132 66 245
CRW_00345 0.64 0.61 0.67 305 1586418 211 15 133 63 193
CRW_00346 0.65 0.61 0.69 308 1584644 204 15 123 66 193
CRW_00348 0.65 0.62 0.68 312 1615046 210 15 130 65 191
CRW_00358 0.64 0.60 0.67 306 1674911 213 16 132 65 201
CRW_00366 0.65 0.62 0.68 300 1579311 211 15 127 69 182
CRW_00370 0.65 0.62 0.69 313 1640313 205 15 125 65 193
CRW_00371 0.68 0.65 0.71 322 1611455 199 13 120 66 174
CRW_00372 0.64 0.61 0.67 306 1625847 221 14 139 68 192
CRW_00379 0.60 0.54 0.66 286 2126521 223 18 128 77 248
CRW_00386 0.61 0.58 0.65 297 1750802 227 16 141 70 218
CRW_00403 0.68 0.66 0.70 306 1606090 215 15 117 83 158
CRW_00411 0.67 0.64 0.71 318 1615053 200 15 117 68 178
CRW_00414 0.64 0.61 0.67 303 1665770 223 20 132 71 192
CRW_00466 0.86 0.85 0.87 391 1116315 99 14 45 40 67
CRW_00589 0.87 0.84 0.89 376 1094037 99 6 41 52 69
CRW_00590 0.87 0.84 0.89 381 1119327 104 6 42 56 71
CRW_00591 0.87 0.86 0.89 382 1098473 103 6 42 55 64
CRW_00598 0.63 0.60 0.66 294 1665777 224 19 135 70 197
CRW_00758 0.64 0.61 0.67 294 1640327 224 15 130 79 189
CRW_00759 0.65 0.62 0.68 297 1636709 218 15 124 79 184
CRW_00760 0.63 0.59 0.66 287 1638522 227 17 129 81 199
CRW_00763 0.83 0.80 0.87 357 1215610 110 5 48 57 89
CRW_00772 0.79 0.76 0.81 309 945618 130 6 67 57 95
CRW_00778 0.84 0.83 0.85 317 1201654 139 6 48 85 67
CRW_00789 0.83 0.81 0.86 362 1137365 112 11 48 53 85
CRW_00795 0.79 0.76 0.82 299 1152557 159 6 59 94 95
CRW_00800 0.59 0.53 0.66 250 1401598 188 21 106 61 220
CRW_00849 0.79 0.76 0.81 359 1117819 116 16 66 34 111
CRW_00997 0.86 0.85 0.87 395 1135823 93 17 43 33 69
CRW_01153 0.61 0.58 0.64 294 1606070 223 18 146 59 209
CRW_01171 0.63 0.60 0.67 304 1593548 214 15 138 61 202
CRW_01300 0.62 0.59 0.66 302 1693261 218 17 140 61 213
CRW_01343 0.87 0.85 0.89 367 977489 81 8 37 36 67
PDB_00703 0.79 0.73 0.86 361 1073423 107 9 52 46 134
PDB_00854 0.76 0.68 0.86 364 1500354 120 9 51 60 171
PDB_01088 0.75 0.67 0.85 365 1471040 119 5 60 54 182
PDB_01103 0.76 0.67 0.86 376 1606090 108 8 54 46 186
PDB_01105 0.77 0.70 0.86 376 1433534 108 3 58 47 164
PDB_01120 0.80 0.73 0.86 387 1204680 102 10 51 41 140
PDB_01273 0.80 0.75 0.86 368 1117832 112 8 52 52 123

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Performance of UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 16280
Total TN 111269510
Total FP 25494
Total FP CONTRA 3689
Total FP INCONS 19183
Total FP COMP 2622
Total FN 23311
Total Scores
MCC 0.413
Average MCC ± 95% Confidence Intervals 0.416 ± 0.031
Sensitivity 0.411
Positive Predictive Value 0.416
Nr of predictions 83

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00024 0.77 0.76 0.78 347 1085158 132 19 77 36 111
CRW_00034 0.64 0.64 0.64 303 1141840 196 31 142 23 171
CRW_00048 0.52 0.51 0.53 241 1170762 229 24 188 17 229
CRW_00054 0.44 0.43 0.44 195 1107376 258 28 217 13 261
CRW_00059 0.49 0.48 0.50 227 1172295 238 32 192 14 246
CRW_00061 0.51 0.51 0.52 241 1181493 233 41 178 14 235
CRW_00068 0.46 0.46 0.47 209 1108862 250 23 211 16 248
CRW_00096 0.55 0.54 0.55 250 1178428 227 29 173 25 215
CRW_00140 0.66 0.65 0.67 303 1135826 172 19 130 23 160
CRW_00141 0.58 0.58 0.59 275 1201557 219 25 168 26 201
CRW_00150 0.41 0.41 0.42 190 1152471 280 32 228 20 276
CRW_00152 0.65 0.63 0.66 299 1179965 174 29 123 22 172
CRW_00166 0.45 0.44 0.45 207 1190736 269 34 219 16 261
CRW_00173 0.28 0.28 0.29 126 1082215 327 39 276 12 319
CRW_00177 0.51 0.49 0.53 234 1178440 221 29 177 15 239
CRW_00196 0.45 0.44 0.45 211 1207765 281 32 227 22 264
CRW_00230 0.55 0.54 0.57 256 1198474 218 27 169 22 222
CRW_00245 0.36 0.36 0.37 163 1105885 293 45 235 13 290
CRW_00248 0.58 0.57 0.58 276 1218667 230 24 174 32 208
CRW_00250 0.39 0.39 0.39 186 1198451 301 43 246 12 292
CRW_00256 0.50 0.49 0.52 228 1192304 228 35 173 20 240
CRW_00270 0.47 0.45 0.48 207 1111853 250 29 197 24 248
CRW_00271 0.48 0.47 0.50 217 1122314 236 33 187 16 245
CRW_00273 0.51 0.50 0.52 222 1085175 222 28 176 18 224
CRW_00275 0.68 0.68 0.69 310 1114822 160 19 120 21 147
CRW_00277 0.35 0.34 0.35 154 1110361 293 42 238 13 299
CRW_00278 0.43 0.41 0.44 186 1129832 259 29 209 21 264
CRW_00279 0.44 0.42 0.45 197 1179977 258 31 211 16 267
CRW_00280 0.68 0.67 0.68 302 1117819 159 19 120 20 151
CRW_00281 0.65 0.63 0.67 291 1144909 165 18 123 24 173
CRW_00283 0.25 0.24 0.25 103 1015621 323 37 264 22 329
CRW_00284 0.29 0.28 0.29 129 1131319 325 39 273 13 327
CRW_00285 0.75 0.74 0.76 338 1117818 130 22 82 26 120
CRW_00289 0.44 0.43 0.45 203 1189200 274 30 220 24 273
CRW_00292 0.41 0.40 0.43 184 1123823 255 41 202 12 277
CRW_00298 0.22 0.23 0.22 114 1620379 443 82 325 36 380
CRW_00301 0.31 0.31 0.30 163 1761959 431 87 294 50 356
CRW_00306 0.16 0.16 0.16 76 1445368 444 67 339 38 386
CRW_00310 0.26 0.27 0.26 141 1805406 466 81 322 63 380
CRW_00326 0.35 0.35 0.35 176 1627600 377 65 269 43 326
CRW_00330 0.29 0.31 0.28 158 1988457 459 73 327 59 359
CRW_00332 0.21 0.22 0.20 104 1769488 470 103 326 41 373
CRW_00333 0.33 0.33 0.32 169 1891961 426 77 278 71 345
CRW_00345 0.27 0.28 0.27 138 1586355 422 75 303 44 360
CRW_00346 0.30 0.31 0.29 155 1584555 401 76 304 21 346
CRW_00348 0.26 0.26 0.26 131 1615002 412 57 313 42 372
CRW_00358 0.39 0.39 0.39 200 1674848 370 67 250 53 307
CRW_00366 0.33 0.35 0.32 167 1579237 391 83 266 42 315
CRW_00370 0.25 0.26 0.25 130 1640246 437 74 316 47 376
CRW_00371 0.31 0.32 0.30 159 1611384 399 75 292 32 337
CRW_00372 0.36 0.36 0.36 180 1625800 366 59 267 40 318
CRW_00379 0.40 0.40 0.39 215 2126404 429 56 278 95 319
CRW_00386 0.25 0.27 0.24 137 1750675 476 78 366 32 378
CRW_00403 0.31 0.31 0.30 146 1606048 418 64 270 84 318
CRW_00411 0.27 0.28 0.27 138 1614990 413 60 315 38 358
CRW_00414 0.30 0.31 0.29 154 1665688 426 77 306 43 341
CRW_00466 0.59 0.58 0.61 265 1116332 195 23 145 27 193
CRW_00589 0.28 0.27 0.29 121 1094037 315 38 264 13 324
CRW_00590 0.35 0.34 0.37 153 1119337 287 30 236 21 299
CRW_00591 0.56 0.54 0.58 243 1098483 208 22 155 31 203
CRW_00598 0.36 0.37 0.35 183 1665703 391 62 277 52 308
CRW_00758 0.28 0.29 0.27 138 1640264 418 60 304 54 345
CRW_00759 0.23 0.24 0.22 117 1636617 466 66 345 55 364
CRW_00760 0.31 0.31 0.32 151 1638482 393 57 265 71 335
CRW_00763 0.29 0.27 0.30 122 1215612 330 26 260 44 324
CRW_00772 0.25 0.25 0.26 101 945612 317 39 248 30 303
CRW_00778 0.32 0.32 0.33 123 1201647 309 46 209 54 261
CRW_00789 0.34 0.33 0.34 147 1137356 300 35 248 17 300
CRW_00795 0.19 0.20 0.19 78 1152508 377 53 282 42 316
CRW_00800 0.51 0.51 0.52 238 1401519 271 33 185 53 232
CRW_00849 0.48 0.48 0.49 225 1117800 258 25 210 23 245
CRW_00997 0.59 0.58 0.61 268 1135838 197 24 148 25 196
CRW_01153 0.25 0.25 0.25 128 1606016 421 65 319 37 375
CRW_01171 0.24 0.24 0.24 123 1593484 433 84 314 35 383
CRW_01300 0.37 0.37 0.36 193 1693178 383 91 258 34 322
CRW_01343 0.35 0.35 0.35 151 977475 287 44 231 12 283
PDB_00703 0.54 0.52 0.57 258 1073389 221 20 178 23 237
PDB_00854 0.54 0.53 0.54 285 1500255 284 22 216 46 250
PDB_01088 0.39 0.37 0.41 202 1470973 322 44 251 27 345
PDB_01103 0.59 0.58 0.60 324 1605991 243 32 181 30 238
PDB_01105 0.60 0.58 0.61 315 1433457 227 14 185 28 225
PDB_01120 0.47 0.44 0.50 232 1204667 242 27 202 13 295
PDB_01273 0.50 0.48 0.53 235 1117815 238 14 196 28 256

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