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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASampler(20) ProbKnot
MCC 0.633 > 0.597
Average MCC ± 95% Confidence Intervals 0.654 ± 0.099 > 0.609 ± 0.110
Sensitivity 0.478 < 0.536
Positive Predictive Value 0.843 > 0.669
Total TP 322 < 361
Total TN 154834 > 154676
Total FP 94 < 218
Total FP CONTRA 11 < 30
Total FP INCONS 49 < 149
Total FP COMP 34 < 39
Total FN 352 > 313
P-value 1.86109605532e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 322
Total TN 154834
Total FP 94
Total FP CONTRA 11
Total FP INCONS 49
Total FP COMP 34
Total FN 352
Total Scores
MCC 0.633
Average MCC ± 95% Confidence Intervals 0.654 ± 0.099
Sensitivity 0.478
Positive Predictive Value 0.843
Nr of predictions 15

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3AMU_B 0.82 0.70 0.95 19 2983 3 0 1 2 8
3IZ4_A 0.47 0.32 0.69 42 70815 23 6 13 4 90
3IZF_C 0.74 0.57 0.97 31 6871 1 0 1 0 23
3NPB_A 0.68 0.48 0.96 22 6998 4 1 0 3 24
3O58_3 0.43 0.34 0.55 12 12381 18 2 8 8 23
3O58_2 0.79 0.71 0.87 27 7229 5 2 2 1 11
3PDR_A 0.70 0.53 0.93 38 12839 5 0 3 2 34
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.67 0.48 0.95 20 3895 1 0 1 0 22
4A1C_2 0.18 0.15 0.23 5 11759 30 0 17 13 28
4A1C_3 0.74 0.56 1.00 30 7110 0 0 0 0 24
4AOB_A 0.58 0.40 0.85 17 4351 4 0 3 1 25
4ENB_A 0.60 0.37 1.00 7 1268 0 0 0 0 12
4ENC_A 0.76 0.58 1.00 11 1315 0 0 0 0 8

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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 361
Total TN 154676
Total FP 218
Total FP CONTRA 30
Total FP INCONS 149
Total FP COMP 39
Total FN 313
Total Scores
MCC 0.597
Average MCC ± 95% Confidence Intervals 0.609 ± 0.110
Sensitivity 0.536
Positive Predictive Value 0.669
Nr of predictions 15

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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
2XQD_Y 0.90 0.81 1.00 22 2828 1 0 0 1 5
3AMU_B 0.65 0.59 0.73 16 2981 8 0 6 2 11
3IZ4_A 0.52 0.46 0.60 61 70774 46 6 35 5 71
3IZF_C 0.72 0.61 0.85 33 6864 6 0 6 0 21
3NPB_A 0.72 0.61 0.85 28 6988 8 1 4 3 18
3O58_3 0.31 0.34 0.29 12 12362 41 4 25 12 23
3O58_2 0.76 0.76 0.76 29 7222 10 3 6 1 9
3PDR_A 0.74 0.64 0.85 46 12826 10 1 7 2 26
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
4A1C_2 0.13 0.15 0.12 5 11738 49 7 31 11 28
4A1C_3 0.73 0.61 0.87 33 7102 6 1 4 1 21
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

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