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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric CentroidFold RNASampler(seed)
MCC 0.647 > 0.563
Average MCC ± 95% Confidence Intervals 0.621 ± 0.193 > 0.542 ± 0.178
Sensitivity 0.622 > 0.472
Positive Predictive Value 0.679 > 0.678
Total TP 178 > 135
Total TN 30296 < 30359
Total FP 117 > 99
Total FP CONTRA 32 > 21
Total FP INCONS 52 > 43
Total FP COMP 33 < 35
Total FN 108 < 151
P-value 1.79203144115e-08

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Performance plots


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

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

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Performance of CentroidFold - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP 178
Total TN 30296
Total FP 117
Total FP CONTRA 32
Total FP INCONS 52
Total FP COMP 33
Total FN 108
Total Scores
MCC 0.647
Average MCC ± 95% Confidence Intervals 0.621 ± 0.193
Sensitivity 0.622
Positive Predictive Value 0.679
Nr of predictions 12

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.51 0.39 0.70 7 518 3 1 2 0 11
3A3A_A 0.97 0.93 1.00 28 1472 0 0 0 0 2
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3J3E_8 0.12 0.13 0.13 2 2726 22 4 10 8 13
3J3F_8 0.36 0.47 0.28 9 4729 37 12 11 14 10
3O58_3 0.44 0.41 0.47 9 4745 11 1 9 1 13
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.70 0.69 0.71 20 1505 8 4 4 0 9
3W3S_B 0.95 0.91 1.00 30 1959 1 0 0 1 3
3ZEX_C 0.48 0.34 0.67 10 5359 6 1 4 1 19
4A1C_2 0.22 0.25 0.19 5 4490 29 9 12 8 15
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5

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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 135
Total TN 30359
Total FP 99
Total FP CONTRA 21
Total FP INCONS 43
Total FP COMP 35
Total FN 151
Total Scores
MCC 0.563
Average MCC ± 95% Confidence Intervals 0.542 ± 0.178
Sensitivity 0.472
Positive Predictive Value 0.678
Nr of predictions 12

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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
2LC8_A -0.03 0.00 0.00 0 518 10 0 10 0 18
3A3A_A 0.77 0.60 1.00 18 1482 0 0 0 0 12
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3J3E_8 0.18 0.20 0.18 3 2725 22 5 9 8 12
3J3F_8 0.47 0.47 0.47 9 4742 18 5 5 8 10
3O58_3 0.54 0.50 0.58 11 4745 13 5 3 5 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.72 0.55 0.94 16 1516 1 0 1 0 13
3W3S_B 0.60 0.36 1.00 12 1977 1 0 0 1 21
3ZEX_C 0.39 0.31 0.50 9 5356 14 2 7 5 20
4A1C_2 0.40 0.40 0.40 8 4496 20 4 8 8 12
4JF2_A 0.64 0.42 1.00 10 1072 0 0 0 0 14

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