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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Cylofold Mastr(20)
MCC 0.616 > 0.553
Average MCC ± 95% Confidence Intervals 0.645 ± 0.106 > 0.510 ± 0.144
Sensitivity 0.528 > 0.381
Positive Predictive Value 0.725 < 0.809
Total TP 358 > 258
Total TN 92763 < 92938
Total FP 163 > 73
Total FP CONTRA 22 > 6
Total FP INCONS 114 > 55
Total FP COMP 27 > 12
Total FN 320 < 420
P-value 2.78993384543e-08

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Performance plots


  1. Comparison of performance of Cylofold and Mastr(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 Cylofold and Mastr(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 Cylofold and Mastr(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Cylofold and Mastr(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 Cylofold and Mastr(20)).

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Performance of Cylofold - scored higher in this pairwise comparison

1. Total counts & total scores for Cylofold

Total Base Pair Counts
Total TP 358
Total TN 92763
Total FP 163
Total FP CONTRA 22
Total FP INCONS 114
Total FP COMP 27
Total FN 320
Total Scores
MCC 0.616
Average MCC ± 95% Confidence Intervals 0.645 ± 0.106
Sensitivity 0.528
Positive Predictive Value 0.725
Nr of predictions 19

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2. Individual counts for Cylofold [ 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 0.38 0.40 0.36 8 4538 23 7 7 9 12
2XQD_Y 0.81 0.78 0.84 21 2825 4 4 0 0 6
2XXA_G 0.10 0.10 0.11 4 5115 32 1 31 0 38
3AMU_B 0.67 0.59 0.76 16 2982 7 0 5 2 11
3IZF_C 0.68 0.56 0.83 30 6867 6 0 6 0 24
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J20_1 0.69 0.70 0.70 16 2903 7 2 5 0 7
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
3O58_3 0.36 0.34 0.38 12 12371 29 5 15 9 23
3O58_2 0.80 0.68 0.93 26 7232 3 0 2 1 12
3PDR_A 0.72 0.54 0.95 39 12839 4 0 2 2 33
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.62 0.50 0.78 21 3889 6 0 6 0 21
3ZEX_D 0.58 0.49 0.69 24 6986 11 0 11 0 25
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4
4FRG_B 0.81 0.66 1.00 21 3465 0 0 0 0 11

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

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

Total Base Pair Counts
Total TP 258
Total TN 92938
Total FP 73
Total FP CONTRA 6
Total FP INCONS 55
Total FP COMP 12
Total FN 420
Total Scores
MCC 0.553
Average MCC ± 95% Confidence Intervals 0.510 ± 0.144
Sensitivity 0.381
Positive Predictive Value 0.809
Nr of predictions 19

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.87 0.80 0.94 16 973 1 0 1 0 4
2XKV_B 0.45 0.20 1.00 4 4556 3 0 0 3 16
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2XXA_G 0.41 0.17 1.00 7 5144 0 0 0 0 35
3AMU_B 0.77 0.59 1.00 16 2987 1 0 0 1 11
3IZF_C 0.73 0.63 0.85 34 6863 7 1 5 1 20
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J20_1 0.25 0.22 0.29 5 2909 12 0 12 0 18
3J2L_3 0.34 0.25 0.48 13 7848 16 1 13 2 40
3O58_3 0.00 0.00 0.00 0 12403 0 0 0 0 35
3O58_2 0.76 0.76 0.76 29 7222 12 3 6 3 9
3PDR_A 0.00 0.00 0.00 0 12880 0 0 0 0 72
3RKF_A 0.70 0.50 1.00 17 2194 0 0 0 0 17
3SD1_A 0.61 0.50 0.75 21 3888 7 1 6 0 21
3ZEX_D 0.80 0.71 0.90 35 6982 4 0 4 0 14
4AOB_A 0.39 0.26 0.58 11 4352 9 0 8 1 31
4ENB_A 0.39 0.16 1.00 3 1272 0 0 0 0 16
4ENC_A 0.51 0.26 1.00 5 1321 0 0 0 0 14
4FRG_B 0.00 0.00 0.00 0 3486 0 0 0 0 32

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