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 Multilign(20) - scored lower in this pairwise comparison

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


Overview

Metric IPknot Multilign(20)
MCC 0.620 > 0.577
Average MCC ± 95% Confidence Intervals 0.625 ± 0.119 > 0.567 ± 0.146
Sensitivity 0.516 > 0.488
Positive Predictive Value 0.749 > 0.688
Total TP 236 > 223
Total TN 58866 > 58857
Total FP 90 < 111
Total FP CONTRA 7 < 9
Total FP INCONS 72 < 92
Total FP COMP 11 > 10
Total FN 221 < 234
P-value 1.61358433984e-08

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Performance plots


  1. Comparison of performance of IPknot and Multilign(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 IPknot and Multilign(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 IPknot and Multilign(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and Multilign(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 IPknot and Multilign(20)).

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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 236
Total TN 58866
Total FP 90
Total FP CONTRA 7
Total FP INCONS 72
Total FP COMP 11
Total FN 221
Total Scores
MCC 0.620
Average MCC ± 95% Confidence Intervals 0.625 ± 0.119
Sensitivity 0.516
Positive Predictive Value 0.749
Nr of predictions 13

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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
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J2L_3 0.66 0.55 0.81 29 7839 9 0 7 2 24
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.61 0.48 0.80 20 3891 5 0 5 0 22
3ZEX_D 0.72 0.63 0.82 31 6983 7 0 7 0 18
4A1C_3 0.69 0.57 0.84 31 7103 6 1 5 0 23
4A1C_2 0.17 0.15 0.19 5 11755 26 4 17 5 28
4AOB_A 0.42 0.33 0.54 14 4345 13 1 11 1 28
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.52 0.42 0.67 8 1314 4 0 4 0 11
4FRG_B 0.69 0.56 0.86 18 3465 3 1 2 0 14

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

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

Total Base Pair Counts
Total TP 223
Total TN 58857
Total FP 111
Total FP CONTRA 9
Total FP INCONS 92
Total FP COMP 10
Total FN 234
Total Scores
MCC 0.577
Average MCC ± 95% Confidence Intervals 0.567 ± 0.146
Sensitivity 0.488
Positive Predictive Value 0.688
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3AMU_B 0.63 0.56 0.71 15 2982 8 0 6 2 12
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.61 0.53 0.70 16 2827 8 1 6 1 14
3J2L_3 0.65 0.53 0.80 28 7840 9 0 7 2 25
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.57 0.48 0.69 20 3887 9 1 8 0 22
3ZEX_D 0.75 0.65 0.86 32 6984 5 1 4 0 17
4A1C_3 0.70 0.59 0.84 32 7102 6 0 6 0 22
4A1C_2 0.15 0.15 0.15 5 11747 33 3 26 4 28
4AOB_A 0.49 0.38 0.64 16 4346 10 1 8 1 26
4ENB_A 0.34 0.26 0.45 5 1264 6 1 5 0 14
4ENC_A 0.65 0.47 0.90 9 1316 1 1 0 0 10
4FRG_B 0.12 0.09 0.17 3 3468 15 0 15 0 29

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