CompaRNA - on-line benchmarks of RNA structure prediction methods
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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 Fold - scored lower in this pairwise comparison

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


Overview

Metric RSpredict(seed) Fold
MCC 0.532 > 0.407
Average MCC ± 95% Confidence Intervals 0.529 ± 0.062 > 0.408 ± 0.027
Sensitivity 0.447 > 0.409
Positive Predictive Value 0.632 > 0.406
Total TP 12037 > 10997
Total TN 71042306 > 71034276
Total FP 8416 < 17687
Total FP CONTRA 1137 < 2253
Total FP INCONS 5864 < 13818
Total FP COMP 1415 < 1616
Total FN 14867 < 15907
P-value 3.56938820447e-08

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Performance plots


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

  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 Fold).

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

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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 Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 10997
Total TN 71034276
Total FP 17687
Total FP CONTRA 2253
Total FP INCONS 13818
Total FP COMP 1616
Total FN 15907
Total Scores
MCC 0.407
Average MCC ± 95% Confidence Intervals 0.408 ± 0.027
Sensitivity 0.409
Positive Predictive Value 0.406
Nr of predictions 57

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00024 0.56 0.57 0.56 259 1085140 238 22 180 36 199
CRW_00048 0.51 0.51 0.52 239 1170753 241 24 199 18 231
CRW_00054 0.40 0.41 0.40 185 1107355 286 30 246 10 271
CRW_00059 0.44 0.44 0.44 207 1172278 279 31 230 18 266
CRW_00061 0.54 0.54 0.54 259 1181475 236 33 186 17 217
CRW_00068 0.43 0.43 0.43 198 1108845 279 32 230 17 259
CRW_00096 0.42 0.43 0.42 200 1178403 299 28 249 22 265
CRW_00140 0.38 0.38 0.38 176 1135818 299 27 257 15 287
CRW_00141 0.53 0.53 0.54 253 1201553 246 34 185 27 223
CRW_00150 0.45 0.44 0.45 204 1152472 262 26 219 17 262
CRW_00152 0.53 0.52 0.54 246 1179962 231 33 175 23 225
CRW_00166 0.40 0.40 0.39 188 1190720 309 32 256 21 280
CRW_00173 0.28 0.28 0.28 125 1082214 333 31 286 16 320
CRW_00177 0.49 0.48 0.50 226 1178426 251 26 202 23 247
CRW_00196 0.45 0.46 0.44 219 1207740 296 42 234 20 256
CRW_00230 0.53 0.52 0.54 247 1198465 241 32 182 27 231
CRW_00245 0.37 0.37 0.37 167 1105882 297 32 247 18 286
CRW_00248 0.49 0.49 0.48 238 1218645 286 36 222 28 246
CRW_00250 0.37 0.38 0.37 181 1198432 321 48 265 8 297
CRW_00256 0.39 0.39 0.40 183 1192281 294 41 235 18 285
CRW_00270 0.54 0.54 0.54 245 1111832 232 27 182 23 210
CRW_00271 0.36 0.36 0.37 168 1122293 309 37 253 19 294
CRW_00273 0.52 0.52 0.52 233 1085151 238 41 176 21 213
CRW_00275 0.59 0.59 0.59 271 1114809 212 28 163 21 186
CRW_00277 0.32 0.32 0.32 144 1110348 313 38 265 10 309
CRW_00280 0.33 0.33 0.32 151 1117794 327 43 272 12 302
CRW_00281 0.53 0.52 0.53 243 1144885 238 27 186 25 221
CRW_00283 0.32 0.32 0.33 140 1015595 312 49 241 22 292
CRW_00289 0.51 0.50 0.52 237 1189193 251 38 185 28 239
CRW_00292 0.41 0.39 0.42 181 1123819 271 41 209 21 280
CRW_00306 0.09 0.09 0.08 43 1445337 532 80 390 62 419
CRW_00366 0.27 0.29 0.25 138 1579211 437 87 317 33 344
CRW_00371 0.34 0.35 0.33 173 1611383 414 61 293 60 323
CRW_00379 0.44 0.45 0.44 241 2126401 411 60 251 100 293
CRW_00411 0.35 0.36 0.34 177 1614982 392 60 284 48 319
CRW_00414 0.29 0.31 0.28 152 1665688 448 68 317 63 343
CRW_00466 0.57 0.56 0.57 257 1116315 221 28 165 28 201
CRW_00589 0.30 0.30 0.31 133 1094029 317 35 263 19 312
CRW_00590 0.42 0.42 0.42 191 1119306 279 34 225 20 261
CRW_00591 0.50 0.50 0.50 222 1098458 256 20 203 33 224
CRW_00759 0.31 0.32 0.29 156 1636612 443 67 310 66 325
CRW_00763 0.20 0.20 0.20 90 1215568 391 45 317 29 356
CRW_00778 0.27 0.28 0.26 107 1201617 345 45 256 44 277
CRW_00789 0.39 0.38 0.39 172 1137342 303 31 241 31 275
CRW_00795 0.32 0.33 0.30 130 1152494 342 43 254 45 264
CRW_00849 0.53 0.53 0.52 250 1117779 255 29 202 24 220
CRW_00997 0.37 0.38 0.37 175 1135806 315 41 256 18 289
CRW_01153 0.36 0.37 0.35 187 1605990 391 60 291 40 316
CRW_01171 0.28 0.28 0.27 143 1593476 430 75 311 44 363
CRW_01343 0.37 0.36 0.38 158 977486 272 36 221 15 276
PDB_00703 0.48 0.46 0.50 229 1073385 256 28 203 25 266
PDB_00854 0.46 0.46 0.46 246 1500244 334 36 252 46 289
PDB_01088 0.34 0.33 0.34 180 1470946 368 36 308 24 367
PDB_01103 0.44 0.44 0.44 245 1605966 343 42 275 26 317
PDB_01105 0.46 0.45 0.47 245 1433450 306 32 244 30 295
PDB_01120 0.31 0.30 0.33 158 1204643 339 37 290 12 369
PDB_01273 0.38 0.38 0.39 186 1117784 320 28 262 30 305

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