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 RNAwolf - scored lower in this pairwise comparison

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


Overview

Metric CMfinder(20) RNAwolf
MCC 0.521 > 0.370
Average MCC ± 95% Confidence Intervals 0.514 ± 0.127 > 0.388 ± 0.147
Sensitivity 0.366 > 0.346
Positive Predictive Value 0.748 > 0.403
Total TP 163 > 154
Total TN 67962 > 67798
Total FP 61 < 257
Total FP CONTRA 4 < 20
Total FP INCONS 51 < 208
Total FP COMP 6 < 29
Total FN 282 < 291
P-value 6.99051034341e-09

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Performance plots


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

  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 RNAwolf).

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

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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 RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 154
Total TN 67798
Total FP 257
Total FP CONTRA 20
Total FP INCONS 208
Total FP COMP 29
Total FN 291
Total Scores
MCC 0.370
Average MCC ± 95% Confidence Intervals 0.388 ± 0.147
Sensitivity 0.346
Positive Predictive Value 0.403
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.40 0.40 0.41 12 2821 18 0 17 1 18
3J2L_3 0.55 0.49 0.62 26 7833 18 0 16 2 27
3J3D_C 0.79 0.75 0.84 21 2750 5 2 2 1 7
3J3E_8 0.00 0.00 0.00 0 7470 42 4 29 9 33
3J3E_7 0.41 0.35 0.49 19 7101 20 1 19 0 35
3J3F_8 0.23 0.25 0.21 9 12204 45 5 28 12 27
3J3F_7 0.21 0.20 0.23 10 7216 34 2 32 0 40
3J3V_B 0.43 0.37 0.51 21 6980 20 2 18 0 36
3ZEX_D 0.20 0.18 0.22 9 6980 32 3 29 0 40
3ZND_W 0.50 0.48 0.52 11 2982 13 0 10 3 12
4FRG_B 0.56 0.50 0.64 16 3461 10 1 8 1 16

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