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 ProbKnot - scored lower in this pairwise comparison

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


Overview

Metric PPfold(20) ProbKnot
MCC 0.663 > 0.502
Average MCC ± 95% Confidence Intervals 0.642 ± 0.107 > 0.499 ± 0.103
Sensitivity 0.528 > 0.441
Positive Predictive Value 0.836 > 0.578
Total TP 387 > 323
Total TN 112841 > 112745
Total FP 98 < 285
Total FP CONTRA 0 < 28
Total FP INCONS 76 < 208
Total FP COMP 22 < 49
Total FN 346 < 410
P-value 5.06544643719e-08

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Performance plots


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

  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 ProbKnot).

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

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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 ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 323
Total TN 112745
Total FP 285
Total FP CONTRA 28
Total FP INCONS 208
Total FP COMP 49
Total FN 410
Total Scores
MCC 0.502
Average MCC ± 95% Confidence Intervals 0.499 ± 0.103
Sensitivity 0.441
Positive Predictive Value 0.578
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3AMU_B 0.65 0.59 0.73 16 2981 8 0 6 2 11
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J20_1 0.71 0.70 0.73 16 2904 7 0 6 1 7
3J2L_3 0.60 0.49 0.74 26 7840 11 0 9 2 27
3J3D_C 0.46 0.43 0.50 12 2751 12 1 11 0 16
3J3E_7 0.47 0.35 0.63 19 7110 11 0 11 0 35
3J3E_8 0.00 0.00 0.00 0 7476 37 3 24 10 33
3J3F_7 0.76 0.64 0.91 32 7225 3 0 3 0 18
3J3F_8 0.35 0.33 0.36 12 12213 35 3 18 14 24
3RKF_A 0.73 0.59 0.91 20 2189 2 1 1 0 14
3SD1_A 0.55 0.48 0.65 20 3885 11 2 9 0 22
3ZEX_D 0.77 0.67 0.89 33 6984 4 0 4 0 16
3ZEX_C 0.38 0.31 0.47 16 14162 21 2 16 3 36
3ZND_W 0.20 0.22 0.19 5 2977 24 1 20 3 18
4A1C_3 0.73 0.61 0.87 33 7102 6 1 4 1 21
4A1C_2 0.13 0.15 0.12 5 11738 49 7 31 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.73 0.58 0.92 11 1263 1 1 0 0 8
4ENC_A 0.45 0.42 0.50 8 1310 8 1 7 0 11
4FRG_B 0.37 0.31 0.45 10 3464 12 3 9 0 22

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