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

  1. Overview

  2. Performance Plots

  3. Performance of CMfinder(20) - scored higher in this pairwise comparison

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

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


Overview

Metric CMfinder(20) RNAfold
MCC 0.521 > 0.487
Average MCC ± 95% Confidence Intervals 0.514 ± 0.127 > 0.449 ± 0.143
Sensitivity 0.366 < 0.431
Positive Predictive Value 0.748 > 0.557
Total TP 163 < 192
Total TN 67962 > 67835
Total FP 61 < 181
Total FP CONTRA 4 < 10
Total FP INCONS 51 < 143
Total FP COMP 6 < 28
Total FN 282 > 253
P-value 1.59816551561e-08

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Performance plots


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

  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 CMfinder(20) and RNAfold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CMfinder(20) and RNAfold. 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 CMfinder(20) and RNAfold).

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

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP 192
Total TN 67835
Total FP 181
Total FP CONTRA 10
Total FP INCONS 143
Total FP COMP 28
Total FN 253
Total Scores
MCC 0.487
Average MCC ± 95% Confidence Intervals 0.449 ± 0.143
Sensitivity 0.431
Positive Predictive Value 0.557
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.28 0.25 0.32 7 2753 15 1 14 0 21
3J3E_8 0.16 0.15 0.19 5 7476 31 2 20 9 28
3J3E_7 0.58 0.48 0.70 26 7103 11 1 10 0 28
3J3F_8 0.30 0.31 0.31 11 12210 39 4 21 14 25
3J3F_7 0.73 0.64 0.84 32 7222 7 0 6 1 18
3J3V_B 0.54 0.44 0.68 25 6984 12 1 11 0 32
3ZEX_D 0.77 0.65 0.91 32 6986 3 0 3 0 17
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4FRG_B 0.32 0.28 0.38 9 3462 15 0 15 0 23

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