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 PknotsRG - scored lower in this pairwise comparison

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


Overview

Metric CMfinder(20) PknotsRG
MCC 0.521 > 0.518
Average MCC ± 95% Confidence Intervals 0.514 ± 0.127 > 0.486 ± 0.146
Sensitivity 0.366 < 0.456
Positive Predictive Value 0.748 > 0.594
Total TP 163 < 203
Total TN 67962 > 67838
Total FP 61 < 166
Total FP CONTRA 4 < 9
Total FP INCONS 51 < 130
Total FP COMP 6 < 27
Total FN 282 > 242
P-value 0.144482071027

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Performance plots


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

  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 PknotsRG).

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

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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 PknotsRG - scored lower in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 203
Total TN 67838
Total FP 166
Total FP CONTRA 9
Total FP INCONS 130
Total FP COMP 27
Total FN 242
Total Scores
MCC 0.518
Average MCC ± 95% Confidence Intervals 0.486 ± 0.146
Sensitivity 0.456
Positive Predictive Value 0.594
Nr of predictions 11

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2. Individual counts for PknotsRG [ 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 0.60 0.54 0.68 15 2753 7 0 7 0 13
3J3E_8 0.17 0.15 0.19 5 7477 30 2 19 9 28
3J3E_7 0.58 0.48 0.70 26 7103 11 1 10 0 28
3J3F_8 0.31 0.31 0.31 11 12211 37 4 20 13 25
3J3F_7 0.80 0.70 0.92 35 7222 4 0 3 1 15
3J3V_B 0.55 0.44 0.69 25 6985 11 1 10 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.