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 RNAalifold(20) - scored lower in this pairwise comparison

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


Overview

Metric ContextFold RNAalifold(20)
MCC 0.781 > 0.759
Average MCC ± 95% Confidence Intervals 0.762 ± 0.160 > 0.738 ± 0.167
Sensitivity 0.731 > 0.688
Positive Predictive Value 0.840 < 0.842
Total TP 204 > 192
Total TN 24164 < 24179
Total FP 74 > 52
Total FP CONTRA 13 > 8
Total FP INCONS 26 < 28
Total FP COMP 35 > 16
Total FN 75 < 87
P-value 1.66062906821e-08

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Performance plots


  1. Comparison of performance of ContextFold and RNAalifold(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 ContextFold and RNAalifold(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 ContextFold and RNAalifold(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold and RNAalifold(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 ContextFold and RNAalifold(20)).

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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 204
Total TN 24164
Total FP 74
Total FP CONTRA 13
Total FP INCONS 26
Total FP COMP 35
Total FN 75
Total Scores
MCC 0.781
Average MCC ± 95% Confidence Intervals 0.762 ± 0.160
Sensitivity 0.731
Positive Predictive Value 0.840
Nr of predictions 11

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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
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2L_3 0.95 0.91 1.00 31 2989 4 0 0 4 3
3ZEX_C 0.44 0.41 0.48 12 5349 23 4 9 10 17
3ZEX_D 0.92 0.86 1.00 30 2766 4 0 0 4 5
4A1C_2 0.26 0.25 0.28 5 4498 26 3 10 13 15
4A1C_3 0.96 0.92 1.00 34 2729 1 0 0 1 3
4AOB_A 0.62 0.59 0.68 17 1412 9 2 6 1 12
4ENB_A 0.77 0.60 1.00 9 463 0 0 0 0 6
4ENC_A 0.73 0.60 0.90 9 486 1 1 0 0 6
4FRG_B 0.77 0.71 0.85 17 1182 3 2 1 0 7

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

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

Total Base Pair Counts
Total TP 192
Total TN 24179
Total FP 52
Total FP CONTRA 8
Total FP INCONS 28
Total FP COMP 16
Total FN 87
Total Scores
MCC 0.759
Average MCC ± 95% Confidence Intervals 0.738 ± 0.167
Sensitivity 0.688
Positive Predictive Value 0.842
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.95 0.95 0.95 20 1198 1 1 0 0 1
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2L_3 0.86 0.74 1.00 25 2995 2 0 0 2 9
3ZEX_C 0.46 0.41 0.52 12 5351 16 2 9 5 17
3ZEX_D 0.91 0.89 0.94 31 2763 6 0 2 4 4
4A1C_2 0.22 0.25 0.19 5 4490 23 5 16 2 15
4A1C_3 0.90 0.84 0.97 31 2731 1 0 1 0 6
4AOB_A 0.85 0.72 1.00 21 1416 2 0 0 2 8
4ENB_A 0.51 0.27 1.00 4 468 0 0 0 0 11
4ENC_A 0.63 0.40 1.00 6 490 0 0 0 0 9
4FRG_B 0.84 0.71 1.00 17 1185 0 0 0 0 7

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