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

  1. Overview

  2. Performance Plots

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

  4. Performance of Vsfold5 - scored lower in this pairwise comparison

  5. Compile and download dataset for IPknot & Vsfold5 [.zip] - may take several seconds...


Overview

Metric IPknot Vsfold5
MCC 0.619 > 0.504
Average MCC ± 95% Confidence Intervals 0.589 ± 0.128 > 0.505 ± 0.151
Sensitivity 0.604 > 0.525
Positive Predictive Value 0.645 > 0.498
Total TP 243 > 211
Total TN 28355 > 28308
Total FP 171 < 256
Total FP CONTRA 45 < 76
Total FP INCONS 89 < 137
Total FP COMP 37 < 43
Total FN 159 < 191
P-value 5.23657817852e-08

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Performance plots


  1. Comparison of performance of IPknot and Vsfold5. 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 IPknot and Vsfold5).

  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 IPknot and Vsfold5).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and Vsfold5. 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 IPknot and Vsfold5).

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 243
Total TN 28355
Total FP 171
Total FP CONTRA 45
Total FP INCONS 89
Total FP COMP 37
Total FN 159
Total Scores
MCC 0.619
Average MCC ± 95% Confidence Intervals 0.589 ± 0.128
Sensitivity 0.604
Positive Predictive Value 0.645
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.41 0.33 0.55 6 517 5 1 4 0 12
2M58_A - 0.71 0.58 0.88 7 536 1 1 0 0 5
3J0L_a - 0.16 0.18 0.18 2 400 10 3 6 1 9
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J3D_C 0.52 0.53 0.53 10 949 9 3 6 0 9
3J3E_8 -0.01 0.00 0.00 0 2723 25 5 14 6 15
3J3F_8 0.36 0.47 0.28 9 4729 40 11 12 17 10
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.74 0.69 0.80 20 1508 5 0 5 0 9
3U4M_B - 0.91 0.91 0.91 20 1254 3 2 0 1 2
3W3S_B 0.94 0.91 0.97 30 1958 2 0 1 1 3
4A1C_2 0.23 0.25 0.22 5 4493 26 8 10 8 15
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ATO_G - 0.49 0.57 0.44 4 211 6 0 5 1 3
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.59 0.53 0.67 8 484 4 0 4 0 7
4FRG_B 0.75 0.71 0.81 17 1181 4 3 1 0 7
4FRN_A 0.79 0.71 0.87 20 1825 3 1 2 0 8
4JF2_A 0.96 0.96 0.96 23 1058 1 1 0 0 1
4JRC_A - 0.45 0.29 0.71 5 615 2 0 2 0 12

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Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 211
Total TN 28308
Total FP 256
Total FP CONTRA 76
Total FP INCONS 137
Total FP COMP 43
Total FN 191
Total Scores
MCC 0.504
Average MCC ± 95% Confidence Intervals 0.505 ± 0.151
Sensitivity 0.525
Positive Predictive Value 0.498
Nr of predictions 20

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.03 0.00 0.00 0 515 13 0 13 0 18
2M58_A - 0.37 0.33 0.44 4 535 5 4 1 0 8
3J0L_a - 0.39 0.36 0.44 4 402 6 4 1 1 7
3J20_0 0.76 0.76 0.76 16 1198 6 3 2 1 5
3J3D_C 0.63 0.68 0.59 13 946 9 3 6 0 6
3J3E_8 0.10 0.13 0.08 2 2718 31 10 12 9 13
3J3F_8 0.36 0.47 0.27 9 4728 38 13 11 14 10
3RKF_A 0.90 0.92 0.88 22 841 3 3 0 0 2
3SD1_A 0.13 0.14 0.15 4 1507 22 5 17 0 25
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3W3S_B 0.83 0.85 0.82 28 1955 7 2 4 1 5
4A1C_2 0.33 0.40 0.28 8 4487 37 8 13 16 12
4AOB_A 0.21 0.21 0.25 6 1413 19 2 16 1 23
4ATO_G - 0.67 0.86 0.55 6 209 5 5 0 0 1
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.60 0.58 0.64 14 1180 8 3 5 0 10
4FRN_A 0.15 0.14 0.17 4 1825 19 3 16 0 24
4JF2_A 0.96 1.00 0.92 24 1056 2 2 0 0 0
4JRC_A - 0.28 0.29 0.31 5 606 11 2 9 0 12

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