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 CentroidFold - scored lower in this pairwise comparison

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


Overview

Metric PPfold(20) CentroidFold
MCC 0.793 > 0.671
Average MCC ± 95% Confidence Intervals 0.749 ± 0.114 > 0.660 ± 0.116
Sensitivity 0.752 > 0.674
Positive Predictive Value 0.841 > 0.675
Total TP 376 > 337
Total TN 43210 > 43158
Total FP 119 < 228
Total FP CONTRA 14 < 55
Total FP INCONS 57 < 107
Total FP COMP 48 < 66
Total FN 124 < 163
P-value 4.94031556815e-08

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Performance plots


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

  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 CentroidFold).

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

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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 376
Total TN 43210
Total FP 119
Total FP CONTRA 14
Total FP INCONS 57
Total FP COMP 48
Total FN 124
Total Scores
MCC 0.793
Average MCC ± 95% Confidence Intervals 0.749 ± 0.114
Sensitivity 0.752
Positive Predictive Value 0.841
Nr of predictions 21

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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
2L94_A 0.66 0.50 0.90 9 347 1 0 1 0 9
3AMU_B 1.00 1.00 1.00 19 1138 2 0 0 2 0
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J20_0 0.95 0.95 0.95 20 1198 1 1 0 0 1
3J2L_3 0.97 0.94 1.00 32 2988 4 0 0 4 2
3J3D_C 0.87 0.89 0.85 17 948 3 3 0 0 2
3J3E_7 0.94 0.94 0.94 32 2707 5 0 2 3 2
3J3E_8 0.21 0.20 0.23 3 2729 13 2 8 3 12
3J3F_8 0.37 0.37 0.37 7 4742 20 5 7 8 12
3J3F_7 0.93 0.92 0.94 33 2899 4 0 2 2 3
3RKF_A 0.86 0.79 0.95 19 846 1 0 1 0 5
3SD1_A 0.81 0.76 0.88 22 1508 3 2 1 0 7
3ZEX_C 0.38 0.31 0.47 9 5355 14 0 10 4 20
3ZEX_D 0.93 0.91 0.94 32 2762 6 0 2 4 3
3ZND_W 0.67 0.75 0.60 6 1181 15 0 4 11 2
4A1C_3 0.93 0.92 0.94 34 2727 2 0 2 0 3
4A1C_2 0.27 0.25 0.29 5 4499 16 1 11 4 15
4AOB_A 0.87 0.83 0.92 24 1411 4 0 2 2 5
4ENB_A 0.63 0.47 0.88 7 464 1 0 1 0 8
4ENC_A 0.64 0.53 0.80 8 486 2 0 2 0 7
4FRG_B 0.84 0.75 0.95 18 1183 1 0 1 0 6

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Performance of CentroidFold - scored lower in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP 337
Total TN 43158
Total FP 228
Total FP CONTRA 55
Total FP INCONS 107
Total FP COMP 66
Total FN 163
Total Scores
MCC 0.671
Average MCC ± 95% Confidence Intervals 0.660 ± 0.116
Sensitivity 0.674
Positive Predictive Value 0.675
Nr of predictions 21

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.94 0.94 0.94 17 339 2 0 1 1 1
3AMU_B 0.81 0.79 0.83 15 1139 6 0 3 3 4
3J20_1 1.00 1.00 1.00 20 1092 2 0 0 2 0
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J2L_3 0.74 0.76 0.72 26 2984 15 1 9 5 8
3J3D_C 0.73 0.79 0.68 15 946 7 3 4 0 4
3J3E_7 0.61 0.59 0.65 20 2710 13 2 9 2 14
3J3E_8 0.12 0.13 0.13 2 2726 22 4 10 8 13
3J3F_8 0.36 0.47 0.28 9 4729 37 12 11 14 10
3J3F_7 0.84 0.86 0.82 31 2896 9 1 6 2 5
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.70 0.69 0.71 20 1505 8 4 4 0 9
3ZEX_C 0.48 0.34 0.67 10 5359 6 1 4 1 19
3ZEX_D 0.88 0.86 0.91 30 2763 8 0 3 5 5
3ZND_W 0.24 0.38 0.16 3 1172 25 9 7 9 5
4A1C_3 0.80 0.78 0.83 29 2728 8 0 6 2 8
4A1C_2 0.22 0.25 0.19 5 4490 29 9 12 8 15
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ENB_A 0.85 0.73 1.00 11 461 1 0 0 1 4
4ENC_A 0.85 0.73 1.00 11 485 1 0 0 1 4
4FRG_B 0.75 0.71 0.81 17 1181 4 3 1 0 7

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