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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of Murlet(20) - scored higher in this pairwise comparison

  4. Performance of RSpredict(20) - scored lower in this pairwise comparison

  5. Compile and download dataset for Murlet(20) & RSpredict(20) [.zip] - may take several seconds...


Overview

Metric Murlet(20) RSpredict(20)
MCC 0.621 > 0.469
Average MCC ± 95% Confidence Intervals 0.620 ± 0.161 > 0.478 ± 0.222
Sensitivity 0.544 > 0.417
Positive Predictive Value 0.708 > 0.527
Total TP 2368 > 1815
Total TN 12465477 > 12465376
Total FP 1159 < 1882
Total FP CONTRA 149 < 296
Total FP INCONS 828 < 1335
Total FP COMP 182 < 251
Total FN 1981 < 2534
P-value 0.0

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Performance plots


  1. Comparison of performance of Murlet(20) and RSpredict(20). 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 Murlet(20) and RSpredict(20)).

  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 Murlet(20) and RSpredict(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Murlet(20) and RSpredict(20). 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 Murlet(20) and RSpredict(20)).

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Performance of Murlet(20) - scored higher in this pairwise comparison

1. Total counts & total scores for Murlet(20)

Total Base Pair Counts
Total TP 2368
Total TN 12465477
Total FP 1159
Total FP CONTRA 149
Total FP INCONS 828
Total FP COMP 182
Total FN 1981
Total Scores
MCC 0.621
Average MCC ± 95% Confidence Intervals 0.620 ± 0.161
Sensitivity 0.544
Positive Predictive Value 0.708
Nr of predictions 9

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2. Individual counts for Murlet(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00177 0.75 0.70 0.81 330 1178473 93 14 63 16 143
CRW_00250 0.75 0.68 0.84 325 1198537 73 14 50 9 153
CRW_00278 0.75 0.67 0.83 302 1129893 75 12 49 14 148
CRW_00280 0.78 0.72 0.85 328 1117874 75 11 47 17 125
CRW_00330 0.39 0.31 0.49 160 1988690 189 26 139 24 357
CRW_00411 0.31 0.25 0.40 122 1615195 206 23 163 20 374
CRW_00414 0.33 0.29 0.36 146 1665818 288 38 223 27 349
CRW_00789 0.78 0.71 0.86 318 1137416 79 8 44 27 129
PDB_01105 0.73 0.62 0.86 337 1433581 81 3 50 28 203

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Performance of RSpredict(20) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(20)

Total Base Pair Counts
Total TP 1815
Total TN 12465376
Total FP 1882
Total FP CONTRA 296
Total FP INCONS 1335
Total FP COMP 251
Total FN 2534
Total Scores
MCC 0.469
Average MCC ± 95% Confidence Intervals 0.478 ± 0.222
Sensitivity 0.417
Positive Predictive Value 0.527
Nr of predictions 9

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2. Individual counts for RSpredict(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00177 0.66 0.60 0.74 283 1178495 122 22 80 20 190
CRW_00250 0.72 0.66 0.78 317 1198517 119 19 73 27 161
CRW_00278 0.60 0.51 0.71 231 1129930 115 14 81 20 219
CRW_00280 0.71 0.66 0.75 300 1117861 125 19 80 26 153
CRW_00330 0.02 0.02 0.02 8 1988575 477 82 350 45 509
CRW_00411 0.00 0.00 0.00 0 1615135 382 74 294 14 496
CRW_00414 0.33 0.31 0.36 152 1665808 305 45 220 40 343
CRW_00789 0.65 0.57 0.75 254 1137446 113 13 73 27 193
PDB_01105 0.61 0.50 0.75 270 1433609 124 8 84 32 270

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