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

  1. Overview

  2. Performance Plots

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

  4. Performance of Murlet(seed) - scored lower in this pairwise comparison

  5. Compile and download dataset for Afold & Murlet(seed) [.zip] - may take several seconds...


Overview

Metric Afold Murlet(seed)
MCC 0.677 > 0.545
Average MCC ± 95% Confidence Intervals 0.733 ± 0.119 > 0.548 ± 0.093
Sensitivity 0.617 > 0.357
Positive Predictive Value 0.747 < 0.837
Total TP 363 > 210
Total TN 77642 < 77877
Total FP 168 > 43
Total FP CONTRA 15 > 5
Total FP INCONS 108 > 36
Total FP COMP 45 > 2
Total FN 225 < 378
P-value 5.02343278931e-08

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Performance plots


  1. Comparison of performance of Afold and Murlet(seed). 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 Afold and Murlet(seed)).

  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 Afold and Murlet(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and Murlet(seed). 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 Afold and Murlet(seed)).

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Performance of Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 363
Total TN 77642
Total FP 168
Total FP CONTRA 15
Total FP INCONS 108
Total FP COMP 45
Total FN 225
Total Scores
MCC 0.677
Average MCC ± 95% Confidence Intervals 0.733 ± 0.119
Sensitivity 0.617
Positive Predictive Value 0.747
Nr of predictions 21

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
2KE6_A 0.97 0.95 1.00 18 1110 1 0 0 1 1
2KUR_A 0.95 0.90 1.00 19 1109 0 0 0 0 2
2KUU_A 0.92 0.86 1.00 18 1110 1 0 0 1 3
2KUV_A 0.93 0.86 1.00 19 1109 0 0 0 0 3
2KUW_A 0.95 0.90 1.00 19 1109 0 0 0 0 2
2L1F_A 0.96 0.96 0.96 23 2056 1 0 1 0 1
2L1F_B 0.96 0.96 0.96 24 2120 1 0 1 0 1
2L94_A 0.97 0.95 1.00 19 971 0 0 0 0 1
2LC8_A 0.61 0.55 0.69 11 1524 6 0 5 1 9
2XXA_G 0.34 0.31 0.39 13 5118 20 1 19 0 29
3A3A_A 0.84 0.70 1.00 26 3629 0 0 0 0 11
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3JYX_4 0.31 0.30 0.31 10 12214 35 5 17 13 23
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.74 0.61 0.90 28 6990 5 0 3 2 18
3O58_3 0.34 0.34 0.34 12 12368 37 2 21 14 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3W3S_B 0.50 0.45 0.56 18 4721 15 1 13 1 22
4A1C_2 0.14 0.15 0.14 5 11745 43 5 26 12 28
4ENB_A 0.67 0.58 0.79 11 1261 3 1 2 0 8

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Performance of Murlet(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for Murlet(seed)

Total Base Pair Counts
Total TP 210
Total TN 77877
Total FP 43
Total FP CONTRA 5
Total FP INCONS 36
Total FP COMP 2
Total FN 378
Total Scores
MCC 0.545
Average MCC ± 95% Confidence Intervals 0.548 ± 0.093
Sensitivity 0.357
Positive Predictive Value 0.837
Nr of predictions 21

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2. Individual counts for Murlet(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.52 0.27 1.00 3 403 0 0 0 0 8
2KE6_A 0.66 0.53 0.83 10 1116 2 0 2 0 9
2KUR_A 0.63 0.48 0.83 10 1116 2 0 2 0 11
2KUU_A 0.63 0.48 0.83 10 1116 2 0 2 0 11
2KUV_A 0.85 0.73 1.00 16 1112 0 0 0 0 6
2KUW_A 0.84 0.76 0.94 16 1111 1 0 1 0 5
2L1F_A 0.82 0.75 0.90 18 2060 2 0 2 0 6
2L1F_B 0.80 0.72 0.90 18 2125 2 0 2 0 7
2L94_A 0.59 0.40 0.89 8 981 1 0 1 0 12
2LC8_A -0.01 0.00 0.00 0 1528 12 0 12 0 20
2XXA_G 0.38 0.14 1.00 6 5145 0 0 0 0 36
3A3A_A 0.57 0.32 1.00 12 3643 0 0 0 0 25
3IVN_B 0.53 0.39 0.75 12 2330 4 2 2 0 19
3JYX_4 0.23 0.09 0.60 3 12241 4 0 2 2 30
3LA5_A 0.58 0.41 0.82 14 2468 3 1 2 0 20
3NPB_A 0.49 0.28 0.87 13 7006 2 1 1 0 33
3O58_3 0.45 0.20 1.00 7 12396 0 0 0 0 28
3RKF_A 0.53 0.35 0.80 12 2196 3 1 2 0 22
3W3S_B 0.41 0.23 0.75 9 4741 3 0 3 0 31
4A1C_2 0.46 0.21 1.00 7 11774 0 0 0 0 26
4ENB_A 0.56 0.32 1.00 6 1269 0 0 0 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.