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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric PknotsRG MCFold
MCC 0.667 > 0.527
Average MCC ± 95% Confidence Intervals 0.672 ± 0.136 > 0.498 ± 0.118
Sensitivity 0.684 > 0.563
Positive Predictive Value 0.661 > 0.508
Total TP 318 > 262
Total TN 29947 > 29912
Total FP 193 < 299
Total FP CONTRA 48 < 68
Total FP INCONS 115 < 186
Total FP COMP 30 < 45
Total FN 147 < 203
P-value 5.19332990918e-08

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Performance plots


  1. Comparison of performance of PknotsRG and MCFold. 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 PknotsRG and MCFold).

  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 PknotsRG and MCFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PknotsRG and MCFold. 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 PknotsRG and MCFold).

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Performance of PknotsRG - scored higher in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 318
Total TN 29947
Total FP 193
Total FP CONTRA 48
Total FP INCONS 115
Total FP COMP 30
Total FN 147
Total Scores
MCC 0.667
Average MCC ± 95% Confidence Intervals 0.672 ± 0.136
Sensitivity 0.684
Positive Predictive Value 0.661
Nr of predictions 22

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KFC_A - 0.77 0.88 0.70 7 226 3 2 1 0 1
2LC8_A 0.66 0.61 0.73 11 513 4 2 2 0 7
2RP0_A - 0.87 1.00 0.78 7 107 2 2 0 0 0
2ZZN_D 0.93 0.95 0.91 21 961 2 2 0 0 1
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3A3A_A 0.97 0.93 1.00 28 1472 0 0 0 0 2
3GCA_A - 0.84 0.71 1.00 5 153 0 0 0 0 2
3GX2_A 0.80 0.79 0.81 22 1422 6 2 3 1 6
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.21 0.21 0.24 6 1447 19 1 18 0 22
3J0L_a - 0.18 0.18 0.22 2 402 8 3 4 1 9
3JYV_7 -0.02 0.00 0.00 0 1089 22 4 18 0 20
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3O58_3 0.41 0.50 0.34 11 4732 35 6 15 14 11
3PDR_A 0.90 0.90 0.90 45 4790 7 2 3 2 5
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.73 0.72 0.75 21 1505 7 4 3 0 8
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
4A1C_2 0.18 0.25 0.14 5 4480 43 11 20 12 15
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

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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP 262
Total TN 29912
Total FP 299
Total FP CONTRA 68
Total FP INCONS 186
Total FP COMP 45
Total FN 203
Total Scores
MCC 0.527
Average MCC ± 95% Confidence Intervals 0.498 ± 0.118
Sensitivity 0.563
Positive Predictive Value 0.508
Nr of predictions 22

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KFC_A - 0.54 0.63 0.50 5 226 5 2 3 0 3
2LC8_A 0.44 0.44 0.47 8 511 10 0 9 1 10
2RP0_A - 0.70 0.71 0.71 5 109 2 1 1 0 2
2ZZN_D 0.69 0.73 0.67 16 960 11 1 7 3 6
3A2K_C 0.49 0.55 0.46 12 1082 14 3 11 0 10
3A3A_A 0.98 0.97 1.00 29 1471 0 0 0 0 1
3GCA_A - -0.05 0.00 0.00 0 150 8 4 4 0 7
3GX2_A 0.58 0.61 0.57 17 1419 15 1 12 2 11
3IVN_B 0.45 0.48 0.46 11 879 14 5 8 1 12
3IWN_A 0.19 0.21 0.20 6 1442 24 5 19 0 22
3J0L_a - 0.14 0.18 0.15 2 398 13 1 10 2 9
3JYV_7 0.25 0.30 0.24 6 1086 20 8 11 1 14
3LA5_A 0.44 0.44 0.48 11 931 12 2 10 0 14
3NKB_B - 0.68 0.74 0.64 14 713 8 2 6 0 5
3O58_3 0.28 0.36 0.22 8 4727 39 14 15 10 14
3PDR_A 0.78 0.80 0.77 40 4788 14 5 7 2 10
3RKF_A 0.89 0.88 0.91 21 843 3 0 2 1 3
3SD1_A 0.43 0.45 0.43 13 1503 17 1 16 0 16
3U4M_B - 0.74 0.77 0.71 17 1252 10 1 6 3 5
4A1C_2 0.18 0.25 0.14 5 4480 45 12 19 14 15
4ENB_A 0.78 0.73 0.85 11 459 4 0 2 2 4
4ENC_A 0.34 0.33 0.38 5 483 11 0 8 3 10

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