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 CMfinder(20) - scored lower in this pairwise comparison

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


Overview

Metric ContextFold CMfinder(20)
MCC 0.641 > 0.521
Average MCC ± 95% Confidence Intervals 0.610 ± 0.194 > 0.514 ± 0.127
Sensitivity 0.528 > 0.366
Positive Predictive Value 0.783 > 0.748
Total TP 235 > 163
Total TN 67880 < 67962
Total FP 89 > 61
Total FP CONTRA 13 > 4
Total FP INCONS 52 > 51
Total FP COMP 24 > 6
Total FN 210 < 282
P-value 2.04409141234e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold and CMfinder(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 CMfinder(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 235
Total TN 67880
Total FP 89
Total FP CONTRA 13
Total FP INCONS 52
Total FP COMP 24
Total FN 210
Total Scores
MCC 0.641
Average MCC ± 95% Confidence Intervals 0.610 ± 0.194
Sensitivity 0.528
Positive Predictive Value 0.783
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 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J2L_3 0.79 0.62 1.00 33 7842 2 0 0 2 20
3J3D_C 0.73 0.61 0.89 17 2756 2 0 2 0 11
3J3E_8 0.00 0.00 0.00 0 7483 29 9 11 9 33
3J3E_7 0.72 0.56 0.94 30 7108 2 0 2 0 24
3J3F_8 0.33 0.31 0.37 11 12216 29 3 16 10 25
3J3F_7 0.81 0.68 0.97 34 7225 1 0 1 0 16
3J3V_B 0.76 0.58 1.00 33 6988 0 0 0 0 24
3ZEX_D 0.81 0.67 0.97 33 6987 1 0 1 0 16
3ZND_W 0.21 0.22 0.22 5 2980 20 0 18 2 18
4FRG_B 0.71 0.56 0.90 18 3466 2 1 1 0 14

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

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

Total Base Pair Counts
Total TP 163
Total TN 67962
Total FP 61
Total FP CONTRA 4
Total FP INCONS 51
Total FP COMP 6
Total FN 282
Total Scores
MCC 0.521
Average MCC ± 95% Confidence Intervals 0.514 ± 0.127
Sensitivity 0.366
Positive Predictive Value 0.748
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.75 0.57 1.00 17 2833 1 0 0 1 13
3J2L_3 0.45 0.32 0.63 17 7848 11 1 9 1 36
3J3D_C 0.76 0.61 0.94 17 2757 1 0 1 0 11
3J3E_8 0.10 0.06 0.17 2 7491 10 1 9 0 31
3J3E_7 0.62 0.46 0.83 25 7110 5 1 4 0 29
3J3F_8 0.45 0.33 0.60 12 12226 8 1 7 0 24
3J3F_7 0.66 0.52 0.84 26 7229 6 0 5 1 24
3J3V_B 0.38 0.21 0.71 12 7004 5 0 5 0 45
3ZEX_D 0.58 0.39 0.86 19 6999 3 0 3 0 30
3ZND_W 0.45 0.39 0.53 9 2986 11 0 8 3 14
4FRG_B 0.47 0.22 1.00 7 3479 0 0 0 0 25

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