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

  1. Overview

  2. Performance Plots

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

  4. Performance of RDfolder - scored lower in this pairwise comparison

  5. Compile and download dataset for ContextFold & RDfolder [.zip] - may take several seconds...


Overview

Metric ContextFold RDfolder
MCC 0.631 > 0.396
Average MCC ± 95% Confidence Intervals 0.537 ± 0.196 > 0.350 ± 0.184
Sensitivity 0.507 > 0.302
Positive Predictive Value 0.795 > 0.533
Total TP 151 > 90
Total TN 26361 < 26382
Total FP 42 < 81
Total FP CONTRA 3 < 6
Total FP INCONS 36 < 73
Total FP COMP 3 > 2
Total FN 147 < 208
P-value 1.69265863073e-08

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Performance plots


  1. Comparison of performance of ContextFold and RDfolder. 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 ContextFold and RDfolder).

  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 ContextFold and RDfolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold and RDfolder. 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 ContextFold and RDfolder).

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 151
Total TN 26361
Total FP 42
Total FP CONTRA 3
Total FP INCONS 36
Total FP COMP 3
Total FN 147
Total Scores
MCC 0.631
Average MCC ± 95% Confidence Intervals 0.537 ± 0.196
Sensitivity 0.507
Positive Predictive Value 0.795
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.55 0.50 0.63 10 1524 6 0 6 0 10
3J0L_a - 0.71 0.56 0.90 9 1118 1 0 1 0 7
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_g - -0.01 0.00 0.00 0 462 3 1 2 0 4
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J3D_C 0.73 0.61 0.89 17 2756 2 0 2 0 11
3W3S_B 0.79 0.70 0.90 28 4722 4 0 3 1 12
4AOB_A 0.52 0.40 0.68 17 4346 9 1 7 1 25
4ATO_G - -0.01 0.00 0.00 0 526 2 0 2 0 10
4ENB_A 0.69 0.47 1.00 9 1266 0 0 0 0 10
4ENC_A 0.65 0.47 0.90 9 1316 1 1 0 0 10
4JRC_A - 0.78 0.61 1.00 14 1526 0 0 0 0 9

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 90
Total TN 26382
Total FP 81
Total FP CONTRA 6
Total FP INCONS 73
Total FP COMP 2
Total FN 208
Total Scores
MCC 0.396
Average MCC ± 95% Confidence Intervals 0.350 ± 0.184
Sensitivity 0.302
Positive Predictive Value 0.533
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.01 0.00 0.00 0 1526 14 2 12 0 20
3J0L_a - -0.01 0.00 0.00 0 1124 4 1 3 0 16
3J0L_7 - -0.01 0.00 0.00 0 1220 5 0 5 0 17
3J0L_g - -0.01 0.00 0.00 0 462 3 1 2 0 4
3J16_L 0.22 0.17 0.31 5 2759 11 0 11 0 25
3J20_0 0.73 0.57 0.94 17 2832 2 0 1 1 13
3J3D_C 0.72 0.61 0.85 17 2755 3 0 3 0 11
3W3S_B 0.27 0.23 0.33 9 4726 18 1 17 0 31
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ATO_G - 0.63 0.40 1.00 4 524 0 0 0 0 6
4ENB_A 0.43 0.32 0.60 6 1265 4 0 4 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 0 4 0 13
4JRC_A - 0.81 0.65 1.00 15 1525 0 0 0 0 8

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