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 RNAshapes - scored lower in this pairwise comparison

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


Overview

Metric CMfinder(20) RNAshapes
MCC 0.521 > 0.446
Average MCC ± 95% Confidence Intervals 0.514 ± 0.127 > 0.430 ± 0.140
Sensitivity 0.366 < 0.393
Positive Predictive Value 0.748 > 0.513
Total TP 163 < 175
Total TN 67962 > 67839
Total FP 61 < 191
Total FP CONTRA 4 < 8
Total FP INCONS 51 < 158
Total FP COMP 6 < 25
Total FN 282 > 270
P-value 2.08252958266e-08

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Performance plots


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

  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 RNAshapes).

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

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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 RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 175
Total TN 67839
Total FP 191
Total FP CONTRA 8
Total FP INCONS 158
Total FP COMP 25
Total FN 270
Total Scores
MCC 0.446
Average MCC ± 95% Confidence Intervals 0.430 ± 0.140
Sensitivity 0.393
Positive Predictive Value 0.513
Nr of predictions 11

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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
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J2L_3 0.59 0.51 0.69 27 7836 14 0 12 2 26
3J3D_C 0.60 0.54 0.68 15 2753 7 0 7 0 13
3J3E_8 0.17 0.15 0.19 5 7477 29 2 19 8 28
3J3E_7 0.48 0.41 0.58 22 7102 16 1 15 0 32
3J3F_8 0.30 0.31 0.30 11 12209 39 3 23 13 25
3J3F_7 0.68 0.58 0.81 29 7224 7 1 6 0 21
3J3V_B 0.20 0.16 0.26 9 6987 25 0 25 0 48
3ZEX_D 0.76 0.63 0.91 31 6987 3 0 3 0 18
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.