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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RSpredict(seed) UNAFold
MCC 0.532 > 0.448
Average MCC ± 95% Confidence Intervals 0.529 ± 0.062 > 0.448 ± 0.037
Sensitivity 0.447 > 0.442
Positive Predictive Value 0.632 > 0.454
Total TP 12037 > 11881
Total TN 71042306 > 71035187
Total FP 8416 < 15779
Total FP CONTRA 1137 < 2077
Total FP INCONS 5864 < 12199
Total FP COMP 1415 < 1503
Total FN 14867 < 15023
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of RSpredict(seed) - scored higher 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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Performance of UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 11881
Total TN 71035187
Total FP 15779
Total FP CONTRA 2077
Total FP INCONS 12199
Total FP COMP 1503
Total FN 15023
Total Scores
MCC 0.448
Average MCC ± 95% Confidence Intervals 0.448 ± 0.037
Sensitivity 0.442
Positive Predictive Value 0.454
Nr of predictions 57

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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_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_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_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_00306 0.16 0.16 0.16 76 1445368 444 67 339 38 386
CRW_00366 0.33 0.35 0.32 167 1579237 391 83 266 42 315
CRW_00371 0.31 0.32 0.30 159 1611384 399 75 292 32 337
CRW_00379 0.40 0.40 0.39 215 2126404 429 56 278 95 319
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_00759 0.23 0.24 0.22 117 1636617 466 66 345 55 364
CRW_00763 0.29 0.27 0.30 122 1215612 330 26 260 44 324
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_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_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.