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 CRWrnafold - scored lower in this pairwise comparison

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


Overview

Metric RSpredict(seed) CRWrnafold
MCC 0.624 > 0.525
Average MCC ± 95% Confidence Intervals 0.622 ± 0.016 > 0.523 ± 0.048
Sensitivity 0.531 > 0.518
Positive Predictive Value 0.733 > 0.532
Total TP 6025 > 5875
Total TN 27678979 > 27676166
Total FP 2794 < 5747
Total FP CONTRA 330 < 709
Total FP INCONS 1868 < 4452
Total FP COMP 596 > 586
Total FN 5318 < 5468
P-value 5.19332990918e-08

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Performance plots


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

  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 CRWrnafold).

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

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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 6025
Total TN 27678979
Total FP 2794
Total FP CONTRA 330
Total FP INCONS 1868
Total FP COMP 596
Total FN 5318
Total Scores
MCC 0.624
Average MCC ± 95% Confidence Intervals 0.622 ± 0.016
Sensitivity 0.531
Positive Predictive Value 0.733
Nr of predictions 25

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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_00054 0.66 0.59 0.75 269 1107457 114 15 75 24 187
CRW_00068 0.65 0.57 0.75 261 1108955 113 16 73 24 196
CRW_00140 0.67 0.59 0.76 273 1135921 112 13 71 28 190
CRW_00173 0.62 0.55 0.71 243 1082316 119 17 80 22 202
CRW_00245 0.63 0.55 0.72 248 1105984 121 17 79 25 205
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_00292 0.55 0.43 0.72 196 1123976 99 12 66 21 265
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_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_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_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_01273 0.65 0.55 0.76 272 1117903 116 13 72 31 219

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Performance of CRWrnafold - scored lower in this pairwise comparison

1. Total counts & total scores for CRWrnafold

Total Base Pair Counts
Total TP 5875
Total TN 27676166
Total FP 5747
Total FP CONTRA 709
Total FP INCONS 4452
Total FP COMP 586
Total FN 5468
Total Scores
MCC 0.525
Average MCC ± 95% Confidence Intervals 0.523 ± 0.048
Sensitivity 0.518
Positive Predictive Value 0.532
Nr of predictions 25

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00054 0.57 0.56 0.57 257 1107367 210 22 170 18 199
CRW_00068 0.57 0.57 0.58 259 1108856 209 20 170 19 198
CRW_00140 0.49 0.49 0.48 226 1135811 256 30 211 15 237
CRW_00173 0.38 0.38 0.39 168 1082220 282 31 237 14 277
CRW_00245 0.53 0.53 0.54 240 1105883 225 26 179 20 213
CRW_00270 0.49 0.49 0.50 225 1111832 246 27 202 17 230
CRW_00271 0.69 0.67 0.71 311 1122312 152 21 107 24 151
CRW_00273 0.41 0.41 0.41 181 1085155 279 39 226 14 265
CRW_00275 0.65 0.65 0.66 296 1114820 177 28 127 22 161
CRW_00277 0.44 0.43 0.44 196 1110351 263 35 213 15 257
CRW_00280 0.67 0.66 0.68 299 1117818 160 18 125 17 154
CRW_00281 0.60 0.59 0.61 274 1144893 197 27 147 23 190
CRW_00283 0.38 0.38 0.37 164 1015587 296 41 233 22 268
CRW_00292 0.33 0.33 0.34 151 1123806 312 48 245 19 310
CRW_00466 0.71 0.70 0.71 320 1116316 158 22 107 29 138
CRW_00589 0.35 0.34 0.36 153 1094035 290 40 232 18 292
CRW_00590 0.61 0.59 0.64 268 1119334 184 21 133 30 184
CRW_00591 0.56 0.56 0.56 249 1098461 218 30 163 25 197
CRW_00778 0.42 0.41 0.42 159 1201646 291 25 195 71 225
CRW_00789 0.51 0.50 0.52 224 1137356 236 32 174 30 223
CRW_00849 0.47 0.47 0.47 222 1117790 269 18 230 21 248
CRW_00997 0.69 0.69 0.69 318 1135820 167 27 113 27 146
CRW_01343 0.37 0.36 0.38 158 977489 271 43 211 17 276
PDB_00703 0.65 0.61 0.69 304 1073402 166 18 121 27 191
PDB_01273 0.54 0.52 0.56 253 1117806 233 20 181 32 238

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