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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric PPfold(20) MaxExpect
MCC 0.663 > 0.503
Average MCC ± 95% Confidence Intervals 0.642 ± 0.107 > 0.494 ± 0.103
Sensitivity 0.528 > 0.431
Positive Predictive Value 0.836 > 0.594
Total TP 387 > 316
Total TN 112841 > 112772
Total FP 98 < 267
Total FP CONTRA 0 < 20
Total FP INCONS 76 < 196
Total FP COMP 22 < 51
Total FN 346 < 417
P-value 5.02343278931e-08

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Performance plots


  1. Comparison of performance of PPfold(20) and MaxExpect. 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 PPfold(20) and MaxExpect).

  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 PPfold(20) and MaxExpect).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PPfold(20) and MaxExpect. 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 PPfold(20) and MaxExpect).

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

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

Total Base Pair Counts
Total TP 387
Total TN 112841
Total FP 98
Total FP CONTRA 0
Total FP INCONS 76
Total FP COMP 22
Total FN 346
Total Scores
MCC 0.663
Average MCC ± 95% Confidence Intervals 0.642 ± 0.107
Sensitivity 0.528
Positive Predictive Value 0.836
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3AMU_B 0.86 0.74 1.00 20 2983 1 0 0 1 7
3J20_0 0.84 0.70 1.00 21 2829 0 0 0 0 9
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2L_3 0.78 0.62 0.97 33 7841 3 0 1 2 20
3J3D_C 0.80 0.68 0.95 19 2755 1 0 1 0 9
3J3E_7 0.74 0.61 0.89 33 7103 4 0 4 0 21
3J3E_8 0.14 0.09 0.23 3 7490 13 0 10 3 30
3J3F_7 0.80 0.68 0.94 34 7224 3 0 2 1 16
3J3F_8 0.33 0.25 0.43 9 12225 18 0 12 6 27
3RKF_A 0.73 0.56 0.95 19 2191 1 0 1 0 15
3SD1_A 0.68 0.52 0.88 22 3891 3 0 3 0 20
3ZEX_D 0.81 0.71 0.92 35 6983 3 0 3 0 14
3ZEX_C 0.33 0.21 0.52 11 14175 12 0 10 2 41
3ZND_W 0.47 0.43 0.53 10 2984 11 0 9 2 13
4A1C_3 0.77 0.63 0.94 34 7104 2 0 2 0 20
4A1C_2 0.21 0.15 0.29 5 11764 16 0 12 4 28
4AOB_A 0.74 0.60 0.93 25 4344 3 0 2 1 17
4ENB_A 0.56 0.37 0.88 7 1267 1 0 1 0 12
4ENC_A 0.58 0.42 0.80 8 1316 2 0 2 0 11
4FRG_B 0.73 0.56 0.95 18 3467 1 0 1 0 14

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Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 316
Total TN 112772
Total FP 267
Total FP CONTRA 20
Total FP INCONS 196
Total FP COMP 51
Total FN 417
Total Scores
MCC 0.503
Average MCC ± 95% Confidence Intervals 0.494 ± 0.103
Sensitivity 0.431
Positive Predictive Value 0.594
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3AMU_B 0.64 0.59 0.70 16 2980 9 0 7 2 11
3J20_0 0.44 0.40 0.50 12 2826 13 0 12 1 18
3J20_1 0.73 0.70 0.76 16 2905 5 0 5 0 7
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.47 0.43 0.52 12 2752 11 1 10 0 16
3J3E_7 0.46 0.37 0.59 20 7106 14 1 13 0 34
3J3E_8 0.07 0.06 0.08 2 7478 32 2 21 9 31
3J3F_7 0.79 0.68 0.92 34 7223 4 0 3 1 16
3J3F_8 0.32 0.31 0.33 11 12213 36 3 19 14 25
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.58 0.48 0.71 20 3888 8 1 7 0 22
3ZEX_D 0.69 0.61 0.79 30 6983 8 1 7 0 19
3ZEX_C 0.41 0.27 0.64 14 14174 16 2 6 8 38
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_3 0.69 0.57 0.84 31 7103 6 0 6 0 23
4A1C_2 0.14 0.15 0.14 5 11746 41 4 26 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.31 0.26 0.38 5 1313 8 1 7 0 14
4FRG_B 0.30 0.22 0.41 7 3469 10 1 9 0 25

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