CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of RNAwolf - scored higher in this pairwise comparison

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

  5. Compile and download dataset for RNAwolf & RDfolder [.zip] - may take several seconds...


Overview

Metric RNAwolf RDfolder
MCC 0.466 > 0.403
Average MCC ± 95% Confidence Intervals 0.406 ± 0.134 > 0.361 ± 0.158
Sensitivity 0.429 > 0.302
Positive Predictive Value 0.518 < 0.550
Total TP 172 > 121
Total TN 35349 < 35461
Total FP 167 > 103
Total FP CONTRA 13 > 8
Total FP INCONS 147 > 91
Total FP COMP 7 > 4
Total FN 229 < 280
P-value 2.76499031155e-08

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Performance plots


  1. Comparison of performance of RNAwolf and RDfolder. 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 RNAwolf and RDfolder).

  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 RNAwolf and RDfolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAwolf and RDfolder. 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 RNAwolf and RDfolder).

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Performance of RNAwolf - scored higher in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 172
Total TN 35349
Total FP 167
Total FP CONTRA 13
Total FP INCONS 147
Total FP COMP 7
Total FN 229
Total Scores
MCC 0.466
Average MCC ± 95% Confidence Intervals 0.406 ± 0.134
Sensitivity 0.429
Positive Predictive Value 0.518
Nr of predictions 16

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.52 0.50 0.56 10 1522 8 0 8 0 10
3AMU_B 0.68 0.63 0.74 17 2980 9 0 6 3 10
3J0L_7 - -0.01 0.00 0.00 0 1214 11 0 11 0 17
3J0L_a - 0.18 0.19 0.20 3 1113 12 1 11 0 13
3J0L_g - 0.16 0.25 0.11 1 456 8 6 2 0 3
3J16_L 0.45 0.40 0.52 12 2752 11 0 11 0 18
3J20_0 0.40 0.40 0.41 12 2821 18 0 17 1 18
3J3D_C 0.79 0.75 0.84 21 2750 5 2 2 1 7
3RKF_A 0.72 0.62 0.84 21 2186 4 0 4 0 13
3SD1_A 0.46 0.43 0.50 18 3880 18 0 18 0 24
3W3S_B 0.68 0.63 0.74 25 4719 10 0 9 1 15
4AOB_A 0.23 0.19 0.30 8 4344 20 1 18 1 34
4ATO_G - -0.02 0.00 0.00 0 520 8 1 7 0 10
4ENB_A 0.35 0.32 0.40 6 1260 9 1 8 0 13
4ENC_A 0.34 0.32 0.38 6 1310 10 1 9 0 13
4JRC_A - 0.58 0.52 0.67 12 1522 6 0 6 0 11

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 121
Total TN 35461
Total FP 103
Total FP CONTRA 8
Total FP INCONS 91
Total FP COMP 4
Total FN 280
Total Scores
MCC 0.403
Average MCC ± 95% Confidence Intervals 0.361 ± 0.158
Sensitivity 0.302
Positive Predictive Value 0.550
Nr of predictions 16

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.01 0.00 0.00 0 1526 14 2 12 0 20
3AMU_B 0.18 0.15 0.22 4 2985 16 2 12 2 23
3J0L_7 - -0.01 0.00 0.00 0 1220 5 0 5 0 17
3J0L_a - -0.01 0.00 0.00 0 1124 4 1 3 0 16
3J0L_g - -0.01 0.00 0.00 0 462 3 1 2 0 4
3J16_L 0.22 0.17 0.31 5 2759 11 0 11 0 25
3J20_0 0.73 0.57 0.94 17 2832 2 0 1 1 13
3J3D_C 0.72 0.61 0.85 17 2755 3 0 3 0 11
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.30 0.17 0.54 7 3903 6 0 6 0 35
3W3S_B 0.27 0.23 0.33 9 4726 18 1 17 0 31
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ATO_G - 0.63 0.40 1.00 4 524 0 0 0 0 6
4ENB_A 0.43 0.32 0.60 6 1265 4 0 4 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 0 4 0 13
4JRC_A - 0.81 0.65 1.00 15 1525 0 0 0 0 8

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