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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAshapes RNASampler(seed)
MCC 0.570 > 0.563
Average MCC ± 95% Confidence Intervals 0.586 ± 0.176 > 0.542 ± 0.178
Sensitivity 0.605 > 0.472
Positive Predictive Value 0.546 < 0.678
Total TP 173 > 135
Total TN 30241 < 30359
Total FP 218 > 99
Total FP CONTRA 45 > 21
Total FP INCONS 99 > 43
Total FP COMP 74 > 35
Total FN 113 < 151
P-value 0.000564395793884

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Performance plots


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

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

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Performance of RNAshapes - scored higher in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 173
Total TN 30241
Total FP 218
Total FP CONTRA 45
Total FP INCONS 99
Total FP COMP 74
Total FN 113
Total Scores
MCC 0.570
Average MCC ± 95% Confidence Intervals 0.586 ± 0.176
Sensitivity 0.605
Positive Predictive Value 0.546
Nr of predictions 12

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.64 0.61 0.69 11 512 5 0 5 0 7
3A3A_A 0.84 0.80 0.89 24 1473 3 0 3 0 6
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3J3E_8 0.26 0.33 0.21 5 2718 29 6 13 10 10
3J3F_8 0.33 0.42 0.26 8 4730 42 11 12 19 11
3O58_3 0.41 0.50 0.34 11 4732 38 6 15 17 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.77 0.76 0.79 22 1505 6 4 2 0 7
3W3S_B 0.60 0.58 0.63 19 1959 12 2 9 1 14
3ZEX_C 0.29 0.34 0.26 10 5335 42 5 24 13 19
4A1C_2 0.19 0.25 0.16 5 4484 41 11 16 14 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.