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 ContextFold - scored lower in this pairwise comparison

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


Overview

Metric PPfold(20) ContextFold
MCC 0.649 > 0.605
Average MCC ± 95% Confidence Intervals 0.622 ± 0.125 > 0.593 ± 0.142
Sensitivity 0.517 > 0.492
Positive Predictive Value 0.819 > 0.749
Total TP 326 > 310
Total TN 103776 > 103760
Total FP 93 < 148
Total FP CONTRA 0 < 16
Total FP INCONS 72 < 88
Total FP COMP 21 < 44
Total FN 304 < 320
P-value 3.42071836373e-08

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Performance plots


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

  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 ContextFold).

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

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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 326
Total TN 103776
Total FP 93
Total FP CONTRA 0
Total FP INCONS 72
Total FP COMP 21
Total FN 304
Total Scores
MCC 0.649
Average MCC ± 95% Confidence Intervals 0.622 ± 0.125
Sensitivity 0.517
Positive Predictive Value 0.819
Nr of predictions 17

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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
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.84 0.70 1.00 21 2829 0 0 0 0 9
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_8 0.33 0.25 0.43 9 12225 18 0 12 6 27
3J3F_7 0.80 0.68 0.94 34 7224 3 0 2 1 16
3ZEX_C 0.33 0.21 0.52 11 14175 12 0 10 2 41
3ZEX_D 0.81 0.71 0.92 35 6983 3 0 3 0 14
3ZND_W 0.47 0.43 0.53 10 2984 11 0 9 2 13
4A1C_2 0.21 0.15 0.29 5 11764 16 0 12 4 28
4A1C_3 0.77 0.63 0.94 34 7104 2 0 2 0 20
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 ContextFold - scored lower in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 310
Total TN 103760
Total FP 148
Total FP CONTRA 16
Total FP INCONS 88
Total FP COMP 44
Total FN 320
Total Scores
MCC 0.605
Average MCC ± 95% Confidence Intervals 0.593 ± 0.142
Sensitivity 0.492
Positive Predictive Value 0.749
Nr of predictions 17

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J2L_3 0.79 0.62 1.00 33 7842 2 0 0 2 20
3J3D_C 0.73 0.61 0.89 17 2756 2 0 2 0 11
3J3E_7 0.72 0.56 0.94 30 7108 2 0 2 0 24
3J3E_8 0.00 0.00 0.00 0 7483 29 9 11 9 33
3J3F_8 0.33 0.31 0.37 11 12216 29 3 16 10 25
3J3F_7 0.81 0.68 0.97 34 7225 1 0 1 0 16
3ZEX_C 0.33 0.25 0.45 13 14167 22 1 15 6 39
3ZEX_D 0.81 0.67 0.97 33 6987 1 0 1 0 16
3ZND_W 0.21 0.22 0.22 5 2980 20 0 18 2 18
4A1C_2 0.20 0.15 0.28 5 11763 26 0 13 13 28
4A1C_3 0.78 0.63 0.97 34 7105 1 0 1 0 20
4AOB_A 0.52 0.40 0.68 17 4346 9 1 7 1 25
4ENB_A 0.69 0.47 1.00 9 1266 0 0 0 0 10
4ENC_A 0.65 0.47 0.90 9 1316 1 1 0 0 10
4FRG_B 0.71 0.56 0.90 18 3466 2 1 1 0 14

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