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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ProbKnot RNASampler(seed)
MCC 0.560 > 0.528
Average MCC ± 95% Confidence Intervals 0.592 ± 0.267 > 0.532 ± 0.192
Sensitivity 0.526 > 0.375
Positive Predictive Value 0.602 < 0.748
Total TP 171 > 122
Total TN 55731 < 55852
Total FP 140 > 58
Total FP CONTRA 18 > 3
Total FP INCONS 95 > 38
Total FP COMP 27 > 17
Total FN 154 < 203
P-value 1.63443860185e-08

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Performance plots


  1. Comparison of performance of ProbKnot and RNASampler(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 ProbKnot and RNASampler(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 ProbKnot and RNASampler(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and RNASampler(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 ProbKnot and RNASampler(seed)).

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 171
Total TN 55731
Total FP 140
Total FP CONTRA 18
Total FP INCONS 95
Total FP COMP 27
Total FN 154
Total Scores
MCC 0.560
Average MCC ± 95% Confidence Intervals 0.592 ± 0.267
Sensitivity 0.526
Positive Predictive Value 0.602
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L1F_B 0.98 0.96 1.00 24 2121 0 0 0 0 1
2L1F_A 0.98 0.96 1.00 23 2057 0 0 0 0 1
2L94_A 0.97 0.95 1.00 19 971 0 0 0 0 1
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
3O58_3 0.31 0.34 0.29 12 12362 41 4 25 12 23
3RKF_A 0.73 0.59 0.91 20 2189 2 1 1 0 14
3SD1_A 0.55 0.48 0.65 20 3885 11 2 9 0 22
3W3S_B 0.89 0.80 1.00 32 4721 1 0 0 1 8
3ZEX_C 0.38 0.31 0.47 16 14162 21 2 16 3 36
4A1C_2 0.13 0.15 0.12 5 11738 49 7 31 11 28

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

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

Total Base Pair Counts
Total TP 122
Total TN 55852
Total FP 58
Total FP CONTRA 3
Total FP INCONS 38
Total FP COMP 17
Total FN 203
Total Scores
MCC 0.528
Average MCC ± 95% Confidence Intervals 0.532 ± 0.192
Sensitivity 0.375
Positive Predictive Value 0.748
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L1F_B 0.82 0.68 1.00 17 2128 0 0 0 0 8
2L1F_A 0.81 0.67 1.00 16 2064 0 0 0 0 8
2L94_A 0.71 0.55 0.92 11 978 1 0 1 0 9
2LC8_A -0.01 0.00 0.00 0 1530 10 0 10 0 20
3O58_3 0.45 0.34 0.60 12 12383 12 2 6 4 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.60 0.38 0.94 16 3899 1 0 1 0 26
3W3S_B 0.55 0.30 1.00 12 4741 1 0 0 1 28
3ZEX_C 0.32 0.19 0.53 10 14177 13 1 8 4 42
4A1C_2 0.31 0.24 0.40 8 11761 20 0 12 8 25

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