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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Fold RSpredict(20)
MCC 0.610 > 0.524
Average MCC ± 95% Confidence Intervals 0.607 ± 0.115 > 0.491 ± 0.127
Sensitivity 0.542 > 0.403
Positive Predictive Value 0.689 > 0.684
Total TP 410 > 305
Total TN 165322 < 165471
Total FP 237 > 154
Total FP CONTRA 24 < 32
Total FP INCONS 161 > 109
Total FP COMP 52 > 13
Total FN 346 < 451
P-value 3.07760058607e-08

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Performance plots


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

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

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Performance of Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 410
Total TN 165322
Total FP 237
Total FP CONTRA 24
Total FP INCONS 161
Total FP COMP 52
Total FN 346
Total Scores
MCC 0.610
Average MCC ± 95% Confidence Intervals 0.607 ± 0.115
Sensitivity 0.542
Positive Predictive Value 0.689
Nr of predictions 18

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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
2L94_A 0.97 0.95 1.00 19 971 0 0 0 0 1
2XKV_B 0.51 0.50 0.53 10 4541 24 0 9 15 10
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2XXA_G 0.93 0.86 1.00 36 5115 0 0 0 0 6
3AMU_B 0.64 0.59 0.70 16 2980 9 0 7 2 11
3IZ4_A 0.53 0.46 0.61 61 70776 44 5 34 5 71
3IZF_C 0.70 0.59 0.82 32 6864 7 1 6 0 22
3NPB_A 0.70 0.61 0.80 28 6986 10 1 6 3 18
3O58_2 0.71 0.71 0.71 27 7222 12 3 8 1 11
3O58_3 0.29 0.31 0.28 11 12363 41 3 26 12 24
3PDR_A 0.77 0.64 0.94 46 12831 5 0 3 2 26
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.57 0.48 0.69 20 3887 9 1 8 0 22
4A1C_2 0.14 0.15 0.14 5 11744 43 5 27 11 28
4A1C_3 0.68 0.57 0.82 31 7102 7 1 6 0 23
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.32 0.26 0.42 5 1263 7 1 6 0 14
4ENC_A 0.31 0.26 0.38 5 1313 8 1 7 0 14

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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 305
Total TN 165471
Total FP 154
Total FP CONTRA 32
Total FP INCONS 109
Total FP COMP 13
Total FN 451
Total Scores
MCC 0.524
Average MCC ± 95% Confidence Intervals 0.491 ± 0.127
Sensitivity 0.403
Positive Predictive Value 0.684
Nr of predictions 18

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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
2L94_A 0.55 0.50 0.63 10 974 6 0 6 0 10
2XKV_B 0.00 0.00 0.00 0 4556 4 0 4 0 20
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2XXA_G 0.46 0.21 1.00 9 5142 0 0 0 0 33
3AMU_B 0.61 0.41 0.92 11 2991 1 0 1 0 16
3IZ4_A 0.53 0.43 0.65 57 70788 35 8 23 4 75
3IZF_C 0.75 0.61 0.92 33 6867 3 1 2 0 21
3NPB_A 0.00 0.00 0.00 0 7015 6 1 5 0 46
3O58_2 0.76 0.76 0.76 29 7222 10 3 6 1 9
3O58_3 0.32 0.34 0.30 12 12363 28 12 16 0 23
3PDR_A 0.67 0.49 0.92 35 12842 5 0 3 2 37
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.68 0.60 0.78 25 3884 7 1 6 0 17
4A1C_2 0.19 0.18 0.20 6 11751 30 6 18 6 27
4A1C_3 0.48 0.33 0.69 18 7114 8 0 8 0 36
4AOB_A 0.28 0.14 0.55 6 4360 5 0 5 0 36
4ENB_A 0.48 0.32 0.75 6 1267 2 0 2 0 13
4ENC_A 0.45 0.32 0.67 6 1317 3 0 3 0 13

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