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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAalifold(seed) RSpredict(seed)
MCC 0.762 > 0.532
Average MCC ± 95% Confidence Intervals 0.760 ± 0.039 > 0.529 ± 0.062
Sensitivity 0.698 > 0.447
Positive Predictive Value 0.832 > 0.632
Total TP 18771 > 12037
Total TN 71038781 < 71042306
Total FP 4654 < 8416
Total FP CONTRA 883 < 1137
Total FP INCONS 2909 < 5864
Total FP COMP 862 < 1415
Total FN 8133 < 14867
P-value 3.56938820447e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 18771
Total TN 71038781
Total FP 4654
Total FP CONTRA 883
Total FP INCONS 2909
Total FP COMP 862
Total FN 8133
Total Scores
MCC 0.762
Average MCC ± 95% Confidence Intervals 0.760 ± 0.039
Sensitivity 0.698
Positive Predictive Value 0.832
Nr of predictions 57

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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_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_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_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_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_00379 0.40 0.32 0.50 169 2126616 180 32 136 12 365
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_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_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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Performance of RSpredict(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 12037
Total TN 71042306
Total FP 8416
Total FP CONTRA 1137
Total FP INCONS 5864
Total FP COMP 1415
Total FN 14867
Total Scores
MCC 0.532
Average MCC ± 95% Confidence Intervals 0.529 ± 0.062
Sensitivity 0.447
Positive Predictive Value 0.632
Nr of predictions 57

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2. Individual counts for RSpredict(seed) [ 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 0.80 346 1085169 116 15 71 30 112
CRW_00048 0.65 0.57 0.74 268 1170853 120 15 79 26 202
CRW_00054 0.66 0.59 0.75 269 1107457 114 15 75 24 187
CRW_00059 0.63 0.54 0.73 257 1172394 120 18 77 25 216
CRW_00061 0.62 0.54 0.72 258 1181594 124 19 82 23 218
CRW_00068 0.65 0.57 0.75 261 1108955 113 16 73 24 196
CRW_00096 0.66 0.57 0.75 267 1178524 119 14 75 30 198
CRW_00140 0.67 0.59 0.76 273 1135921 112 13 71 28 190
CRW_00141 0.63 0.55 0.72 260 1201662 126 16 87 23 216
CRW_00150 0.66 0.58 0.74 270 1152558 117 19 74 24 196
CRW_00152 0.63 0.54 0.74 252 1180075 110 15 74 21 219
CRW_00166 0.64 0.55 0.74 258 1190849 118 11 78 29 210
CRW_00173 0.62 0.55 0.71 243 1082316 119 17 80 22 202
CRW_00177 0.67 0.58 0.77 274 1178524 103 15 67 21 199
CRW_00196 0.63 0.54 0.73 257 1207883 117 16 79 22 218
CRW_00230 0.62 0.54 0.71 257 1198565 127 16 88 23 221
CRW_00245 0.63 0.55 0.72 248 1105984 121 17 79 25 205
CRW_00248 0.65 0.57 0.75 278 1218768 123 17 78 28 206
CRW_00250 0.67 0.60 0.74 285 1198543 124 18 80 26 193
CRW_00256 0.62 0.54 0.72 251 1192392 119 17 80 22 217
CRW_00270 0.64 0.56 0.74 255 1111941 113 15 75 23 200
CRW_00271 0.62 0.53 0.73 243 1122417 115 15 76 24 219
CRW_00273 0.64 0.56 0.73 250 1085260 113 15 76 22 196
CRW_00275 0.63 0.54 0.72 249 1114926 120 15 81 24 208
CRW_00277 0.61 0.52 0.72 235 1110468 113 17 75 21 218
CRW_00280 0.61 0.53 0.70 240 1117918 122 15 87 20 213
CRW_00281 0.65 0.56 0.74 260 1144991 117 12 78 27 204
CRW_00283 0.53 0.42 0.68 180 1015761 96 14 70 12 252
CRW_00289 0.60 0.50 0.70 240 1189312 122 16 85 21 236
CRW_00292 0.55 0.43 0.72 196 1123976 99 12 66 21 265
CRW_00306 0.00 0.00 0.00 0 1445558 306 53 239 14 462
CRW_00366 0.00 0.00 0.00 0 1579464 301 50 239 12 482
CRW_00371 0.00 0.00 0.00 0 1611598 319 50 262 7 496
CRW_00379 0.00 0.00 0.00 0 2126581 414 77 295 42 534
CRW_00411 0.00 0.00 0.00 0 1615206 309 45 252 12 496
CRW_00414 0.00 0.00 0.00 0 1665933 312 53 239 20 495
CRW_00466 0.64 0.55 0.74 252 1116423 114 13 77 24 206
CRW_00589 0.63 0.53 0.74 236 1094141 110 9 74 27 209
CRW_00590 0.64 0.54 0.76 245 1119432 103 8 71 24 207
CRW_00591 0.66 0.58 0.76 258 1098562 118 11 72 35 188
CRW_00759 0.00 0.00 0.00 1 1636859 310 50 235 25 480
CRW_00763 0.62 0.49 0.79 217 1215744 86 5 54 27 229
CRW_00778 0.59 0.48 0.73 185 1201773 99 7 60 32 199
CRW_00789 0.64 0.56 0.74 249 1137451 114 13 73 28 198
CRW_00795 0.58 0.47 0.72 184 1152666 117 7 64 46 210
CRW_00849 0.60 0.49 0.73 232 1117943 100 11 74 15 238
CRW_00997 0.63 0.55 0.72 256 1135921 123 14 87 22 208
CRW_01153 0.00 0.00 0.00 0 1606225 319 65 238 16 503
CRW_01171 0.00 0.00 0.00 0 1593701 318 50 254 14 506
CRW_01343 0.52 0.41 0.68 177 977639 95 12 73 10 257
PDB_00703 0.63 0.53 0.76 261 1073500 115 11 73 31 234
PDB_00854 0.60 0.48 0.76 259 1500435 126 9 75 42 276
PDB_01088 0.60 0.47 0.76 259 1471129 122 8 74 40 288
PDB_01103 0.60 0.47 0.76 266 1606178 119 12 72 35 296
PDB_01105 0.61 0.50 0.76 268 1433617 119 7 79 33 272
PDB_01120 0.64 0.53 0.78 280 1204768 120 9 71 40 247
PDB_01273 0.65 0.55 0.76 272 1117903 116 13 72 31 219

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