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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Multilign(20) RNAshapes
MCC 0.534 > 0.525
Average MCC ± 95% Confidence Intervals 0.527 ± 0.121 > 0.523 ± 0.111
Sensitivity 0.449 < 0.461
Positive Predictive Value 0.642 > 0.604
Total TP 306 < 314
Total TN 98631 > 98588
Total FP 195 < 245
Total FP CONTRA 18 < 19
Total FP INCONS 153 < 187
Total FP COMP 24 < 39
Total FN 375 > 367
P-value 2.8055779522e-08

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Performance plots


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

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

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Performance of Multilign(20) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 306
Total TN 98631
Total FP 195
Total FP CONTRA 18
Total FP INCONS 153
Total FP COMP 24
Total FN 375
Total Scores
MCC 0.534
Average MCC ± 95% Confidence Intervals 0.527 ± 0.121
Sensitivity 0.449
Positive Predictive Value 0.642
Nr of predictions 19

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3AMU_B 0.63 0.56 0.71 15 2982 8 0 6 2 12
3J20_0 0.61 0.53 0.70 16 2827 8 1 6 1 14
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2L_3 0.65 0.53 0.80 28 7840 9 0 7 2 25
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_7 0.58 0.48 0.70 26 7103 11 0 11 0 28
3J3E_8 0.00 0.00 0.00 0 7481 22 6 16 0 33
3J3F_7 0.43 0.30 0.63 15 7236 9 0 9 0 35
3J3F_8 0.41 0.36 0.46 13 12218 27 1 14 12 23
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.57 0.48 0.69 20 3887 9 1 8 0 22
3ZEX_D 0.75 0.65 0.86 32 6984 5 1 4 0 17
3ZND_W 0.41 0.39 0.43 9 2982 14 2 10 2 14
4A1C_3 0.70 0.59 0.84 32 7102 6 0 6 0 22
4A1C_2 0.15 0.15 0.15 5 11747 33 3 26 4 28
4AOB_A 0.49 0.38 0.64 16 4346 10 1 8 1 26
4ENB_A 0.34 0.26 0.45 5 1264 6 1 5 0 14
4ENC_A 0.65 0.47 0.90 9 1316 1 1 0 0 10
4FRG_B 0.12 0.09 0.17 3 3468 15 0 15 0 29

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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 314
Total TN 98588
Total FP 245
Total FP CONTRA 19
Total FP INCONS 187
Total FP COMP 39
Total FN 367
Total Scores
MCC 0.525
Average MCC ± 95% Confidence Intervals 0.523 ± 0.111
Sensitivity 0.461
Positive Predictive Value 0.604
Nr of predictions 19

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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
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
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_7 0.48 0.41 0.58 22 7102 16 1 15 0 32
3J3E_8 0.17 0.15 0.19 5 7477 29 2 19 8 28
3J3F_7 0.68 0.58 0.81 29 7224 7 1 6 0 21
3J3F_8 0.30 0.31 0.30 11 12209 39 3 23 13 25
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.64 0.52 0.79 22 3888 6 1 5 0 20
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
4A1C_3 0.68 0.57 0.82 31 7102 7 1 6 0 23
4A1C_2 0.14 0.15 0.14 5 11746 41 5 25 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.70 0.58 0.85 11 1262 2 1 1 0 8
4ENC_A 0.32 0.26 0.42 5 1314 7 1 6 0 14
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.