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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of ContextFold - scored higher in this pairwise comparison

  4. Performance of RNAalifold(seed) - scored lower in this pairwise comparison

  5. Compile and download dataset for ContextFold & RNAalifold(seed) [.zip] - may take several seconds...


Overview

Metric ContextFold RNAalifold(seed)
MCC 0.799 > 0.744
Average MCC ± 95% Confidence Intervals 0.801 ± 0.043 > 0.742 ± 0.039
Sensitivity 0.757 > 0.678
Positive Predictive Value 0.843 > 0.818
Total TP 24309 > 21759
Total TN 85764531 < 85766748
Total FP 5644 < 5870
Total FP CONTRA 802 < 1107
Total FP INCONS 3722 < 3750
Total FP COMP 1120 > 1013
Total FN 7793 < 10343
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of ContextFold and RNAalifold(seed). 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 ContextFold and RNAalifold(seed)).

  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 ContextFold and RNAalifold(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold and RNAalifold(seed). 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 ContextFold and RNAalifold(seed)).

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 24309
Total TN 85764531
Total FP 5644
Total FP CONTRA 802
Total FP INCONS 3722
Total FP COMP 1120
Total FN 7793
Total Scores
MCC 0.799
Average MCC ± 95% Confidence Intervals 0.801 ± 0.043
Sensitivity 0.757
Positive Predictive Value 0.843
Nr of predictions 68

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00024 0.95 0.92 0.98 423 1085170 15 3 5 7 35
CRW_00034 0.91 0.89 0.93 421 1141864 43 16 15 12 53
CRW_00048 0.94 0.90 0.98 421 1170787 8 3 4 1 49
CRW_00054 0.94 0.90 0.97 412 1107393 12 2 9 1 44
CRW_00059 0.91 0.88 0.95 416 1172309 22 2 19 1 57
CRW_00061 0.94 0.90 0.97 429 1181511 14 7 6 1 47
CRW_00068 0.95 0.92 0.99 421 1108878 11 2 4 5 36
CRW_00096 0.96 0.92 0.99 430 1178445 8 0 5 3 35
CRW_00140 0.93 0.90 0.97 415 1135850 16 2 11 3 48
CRW_00141 0.93 0.89 0.97 426 1201584 22 4 11 7 50
CRW_00150 0.85 0.81 0.90 376 1152502 48 6 37 5 90
CRW_00152 0.91 0.87 0.95 412 1179984 23 8 12 3 59
CRW_00166 0.95 0.91 0.99 427 1190763 11 0 6 5 41
CRW_00173 0.78 0.71 0.85 318 1082280 60 6 52 2 127
CRW_00177 0.92 0.88 0.97 417 1178448 25 2 13 10 56
CRW_00196 0.94 0.89 1.00 424 1207810 4 1 0 3 51
CRW_00230 0.94 0.90 0.97 431 1198483 18 4 8 6 47
CRW_00245 0.93 0.89 0.97 404 1105911 13 2 11 0 49
CRW_00248 0.92 0.89 0.96 433 1218688 25 3 17 5 51
CRW_00250 0.94 0.91 0.98 435 1198481 12 4 6 2 43
CRW_00256 0.86 0.80 0.91 376 1192327 51 4 33 14 92
CRW_00270 0.91 0.86 0.95 391 1111876 31 0 19 12 64
CRW_00271 0.92 0.88 0.98 405 1122336 12 2 8 2 57
CRW_00273 0.91 0.86 0.97 383 1085207 14 1 10 3 63
CRW_00275 0.94 0.90 0.98 412 1114849 15 3 7 5 45
CRW_00277 0.83 0.79 0.87 359 1110384 57 9 43 5 94
CRW_00278 0.77 0.70 0.84 316 1129880 68 9 51 8 134
CRW_00279 0.89 0.84 0.94 389 1180004 36 4 19 13 75
CRW_00280 0.92 0.88 0.95 398 1117843 21 4 15 2 55
CRW_00281 0.92 0.87 0.96 405 1144919 21 2 15 4 59
CRW_00283 0.75 0.69 0.81 298 1015659 88 12 56 20 134
CRW_00284 0.85 0.80 0.89 365 1131352 48 0 43 5 91
CRW_00285 0.95 0.91 0.99 416 1117839 7 2 3 2 42
CRW_00289 0.85 0.80 0.90 382 1189229 44 4 38 2 94
CRW_00292 0.76 0.70 0.81 325 1123851 81 12 62 7 136
CRW_00306 0.37 0.36 0.37 168 1445399 304 63 220 21 294
CRW_00326 0.58 0.54 0.63 271 1627677 194 30 132 32 231
CRW_00358 0.46 0.45 0.47 227 1674887 268 53 198 17 280
CRW_00366 0.45 0.42 0.48 202 1579334 251 36 181 34 280
CRW_00371 0.56 0.53 0.58 263 1611460 230 33 154 43 233
CRW_00372 0.47 0.45 0.49 225 1625846 264 44 191 29 273
CRW_00379 0.62 0.59 0.65 314 2126472 237 36 131 70 220
CRW_00386 0.39 0.38 0.39 197 1750754 338 55 250 33 318
CRW_00411 0.55 0.52 0.59 257 1615067 222 34 145 43 239
CRW_00414 0.43 0.41 0.44 205 1665761 293 45 214 34 290
CRW_00466 0.95 0.92 0.98 421 1116336 10 3 5 2 37
CRW_00589 0.84 0.79 0.90 350 1094071 49 3 36 10 95
CRW_00590 0.85 0.79 0.91 358 1119364 45 3 31 11 94
CRW_00591 0.92 0.88 0.96 393 1098492 32 6 12 14 53
CRW_00759 0.40 0.38 0.42 181 1636714 284 45 205 34 300
CRW_00763 0.75 0.69 0.82 306 1215649 111 12 53 46 140
CRW_00772 0.71 0.65 0.79 262 945667 95 9 62 24 142
CRW_00778 0.71 0.64 0.79 246 1201714 124 13 52 59 138
CRW_00789 0.85 0.80 0.91 357 1137392 54 3 34 17 90
CRW_00795 0.65 0.59 0.71 232 1152596 140 14 79 47 162
CRW_00800 0.83 0.77 0.89 361 1401569 111 5 40 66 109
CRW_00849 0.93 0.90 0.96 425 1117816 31 1 18 12 45
CRW_00997 0.92 0.90 0.95 419 1135835 28 6 18 4 45
CRW_01153 0.41 0.40 0.43 199 1606068 288 37 224 27 304
CRW_01171 0.50 0.47 0.53 237 1593555 238 35 178 25 269
CRW_01343 0.82 0.76 0.89 328 977531 59 6 36 17 106
PDB_00703 0.87 0.79 0.96 392 1073435 37 4 14 19 103
PDB_00854 0.90 0.85 0.95 455 1500298 52 7 18 27 80
PDB_01088 0.85 0.78 0.93 426 1471011 64 4 29 31 121
PDB_01103 0.86 0.81 0.91 455 1606027 68 3 43 22 107
PDB_01105 0.90 0.85 0.96 459 1433493 36 3 16 17 81
PDB_01120 0.88 0.80 0.97 422 1204693 33 2 11 20 105
PDB_01273 0.86 0.78 0.94 385 1117852 50 4 19 27 106

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Performance of RNAalifold(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for RNAalifold(seed)

Total Base Pair Counts
Total TP 21759
Total TN 85766748
Total FP 5870
Total FP CONTRA 1107
Total FP INCONS 3750
Total FP COMP 1013
Total FN 10343
Total Scores
MCC 0.744
Average MCC ± 95% Confidence Intervals 0.742 ± 0.039
Sensitivity 0.678
Positive Predictive Value 0.818
Nr of predictions 68

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2. Individual counts for RNAalifold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00024 0.87 0.84 0.90 385 1085175 58 7 34 17 73
CRW_00034 0.82 0.77 0.88 363 1141905 62 14 34 14 111
CRW_00048 0.84 0.79 0.88 372 1170793 59 16 34 9 98
CRW_00054 0.84 0.81 0.88 369 1107397 60 16 34 10 87
CRW_00059 0.82 0.78 0.88 367 1172327 61 16 36 9 106
CRW_00061 0.82 0.77 0.88 367 1181535 61 16 35 10 109
CRW_00068 0.85 0.81 0.88 370 1108886 58 15 34 9 87
CRW_00096 0.84 0.79 0.89 368 1178465 61 12 35 14 97
CRW_00140 0.83 0.79 0.87 367 1135858 62 16 37 9 96
CRW_00141 0.83 0.78 0.88 369 1201606 61 16 34 11 107
CRW_00150 0.85 0.79 0.91 368 1152515 47 13 25 9 98
CRW_00152 0.85 0.79 0.91 372 1180006 46 13 25 8 99
CRW_00166 0.83 0.78 0.88 365 1190782 64 12 37 15 103
CRW_00173 0.79 0.76 0.84 336 1082254 76 16 50 10 109
CRW_00177 0.82 0.77 0.87 364 1178460 66 16 40 10 109
CRW_00196 0.82 0.77 0.87 365 1207815 63 16 39 8 110
CRW_00230 0.83 0.77 0.88 369 1198508 59 15 34 10 109
CRW_00245 0.84 0.81 0.88 366 1105912 60 16 34 10 87
CRW_00248 0.82 0.76 0.88 369 1218720 61 16 36 9 115
CRW_00250 0.82 0.77 0.88 369 1198505 61 16 36 9 109
CRW_00256 0.85 0.79 0.91 369 1192333 48 13 25 10 99
CRW_00270 0.84 0.81 0.88 368 1111868 59 15 35 9 87
CRW_00271 0.83 0.78 0.90 359 1122350 51 13 29 9 103
CRW_00273 0.84 0.80 0.87 358 1085191 60 16 36 8 88
CRW_00275 0.84 0.80 0.88 366 1114854 59 16 35 8 91
CRW_00277 0.83 0.79 0.87 359 1110382 64 17 37 10 94
CRW_00278 0.83 0.78 0.88 349 1129861 58 13 33 12 101
CRW_00279 0.85 0.80 0.91 372 1180005 54 13 26 15 92
CRW_00280 0.84 0.80 0.89 363 1117851 59 13 33 13 90
CRW_00281 0.85 0.80 0.91 372 1144932 48 13 24 11 92
CRW_00283 0.80 0.75 0.85 323 1015644 67 14 44 9 109
CRW_00284 0.83 0.78 0.89 356 1131358 59 13 33 13 100
CRW_00285 0.82 0.78 0.86 356 1117847 66 17 40 9 102
CRW_00289 0.80 0.75 0.86 358 1189235 67 16 44 7 118
CRW_00292 0.77 0.71 0.84 329 1123856 76 14 51 11 132
CRW_00306 0.45 0.39 0.52 178 1445508 175 32 132 11 284
CRW_00326 0.44 0.37 0.53 184 1627762 174 32 132 10 318
CRW_00358 0.44 0.36 0.53 184 1675017 173 32 132 9 323
CRW_00366 0.42 0.36 0.51 172 1579413 180 32 136 12 310
CRW_00371 0.44 0.36 0.52 181 1611565 175 31 133 11 315
CRW_00372 0.44 0.37 0.53 184 1625958 174 32 132 10 314
CRW_00379 0.40 0.32 0.50 169 2126616 180 32 136 12 365
CRW_00386 0.44 0.35 0.55 182 1750923 164 28 123 13 333
CRW_00411 0.45 0.38 0.55 186 1615165 163 28 124 11 310
CRW_00414 0.45 0.37 0.54 182 1665890 171 28 125 18 313
CRW_00466 0.86 0.82 0.91 377 1116350 49 12 26 11 81
CRW_00589 0.86 0.81 0.92 361 1094068 53 6 25 22 84
CRW_00590 0.87 0.81 0.92 366 1119360 52 6 24 22 86
CRW_00591 0.87 0.82 0.92 365 1098507 56 8 23 25 81
CRW_00759 0.41 0.34 0.49 163 1636811 183 35 136 12 318
CRW_00763 0.85 0.78 0.92 348 1215641 59 6 25 28 98
CRW_00772 0.81 0.75 0.88 302 945656 72 5 37 30 102
CRW_00778 0.86 0.81 0.91 312 1201683 85 4 26 55 72
CRW_00789 0.85 0.79 0.91 355 1137395 59 8 28 23 92
CRW_00795 0.78 0.73 0.84 288 1152577 109 10 46 53 106
CRW_00800 0.42 0.33 0.52 156 1401675 160 25 119 16 314
CRW_00849 0.82 0.76 0.88 356 1117856 63 14 34 15 114
CRW_00997 0.84 0.80 0.88 372 1135856 59 15 35 9 92
CRW_01153 0.41 0.34 0.49 172 1606179 193 36 141 16 331
CRW_01171 0.43 0.36 0.52 181 1593657 177 34 133 10 325
CRW_01343 0.83 0.79 0.88 344 977508 71 5 44 22 90
PDB_00703 0.78 0.69 0.87 344 1073448 73 7 46 20 151
PDB_00854 0.74 0.64 0.87 342 1500383 85 10 43 32 193
PDB_01088 0.73 0.63 0.86 342 1471073 85 8 47 30 205
PDB_01103 0.74 0.63 0.87 355 1606120 72 10 43 19 207
PDB_01105 0.76 0.66 0.88 355 1433566 72 7 43 22 185
PDB_01120 0.77 0.68 0.87 358 1204715 73 7 48 18 169
PDB_01273 0.78 0.70 0.86 346 1117856 80 13 45 22 145

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