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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

  4. Performance of PPfold(seed) - scored lower in this pairwise comparison

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


Overview

Metric CentroidAlifold(seed) PPfold(seed)
MCC 0.733 > 0.626
Average MCC ± 95% Confidence Intervals 0.725 ± 0.054 > 0.464 ± 0.095
Sensitivity 0.646 > 0.495
Positive Predictive Value 0.832 > 0.794
Total TP 1804 > 1382
Total TN 1177405 < 1177832
Total FP 562 > 501
Total FP CONTRA 56 > 54
Total FP INCONS 307 > 304
Total FP COMP 199 > 143
Total FN 990 < 1412
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(seed) and PPfold(seed). 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 CentroidAlifold(seed) and PPfold(seed)).

  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 CentroidAlifold(seed) and PPfold(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) and PPfold(seed). 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 CentroidAlifold(seed) and PPfold(seed)).

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Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidAlifold(seed)

Total Base Pair Counts
Total TP 1804
Total TN 1177405
Total FP 562
Total FP CONTRA 56
Total FP INCONS 307
Total FP COMP 199
Total FN 990
Total Scores
MCC 0.733
Average MCC ± 95% Confidence Intervals 0.725 ± 0.054
Sensitivity 0.646
Positive Predictive Value 0.832
Nr of predictions 63

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2. Individual counts for CentroidAlifold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_01001 0.00 0.00 0.00 0 2139 6 0 6 0 18
RFA_00390 0.97 0.93 1.00 14 1417 2 0 0 2 1
RFA_00416 0.97 0.93 1.00 14 1471 2 0 0 2 1
RFA_00433 0.97 0.93 1.00 14 1417 2 0 0 2 1
RFA_00626 0.98 0.95 1.00 83 56533 8 0 0 8 4
RFA_00627 0.98 0.97 1.00 84 56869 10 0 0 10 3
RFA_00628 0.98 0.95 1.00 82 57209 12 0 0 12 4
RFA_00630 0.93 0.90 0.96 78 56872 16 0 3 13 9
RFA_00654 0.00 0.00 0.00 0 2415 0 0 0 0 18
RFA_00658 0.71 0.57 0.89 8 1119 2 0 1 1 6
RFA_00664 0.65 0.43 1.00 6 984 0 0 0 0 8
RFA_00708 0.71 0.57 0.89 8 1026 2 0 1 1 6
RFA_00749 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00764 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00765 1.00 1.00 1.00 12 891 2 0 0 2 0
RFA_00767 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00769 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00770 0.74 0.56 1.00 10 2006 0 0 0 0 8
RFA_00773 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00779 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00805 0.64 0.41 1.00 61 133325 1 0 0 1 89
RFA_00808 0.65 0.56 0.75 9 2004 3 1 2 0 7
RFA_00809 0.43 0.38 0.50 6 2133 6 0 6 0 10
RFA_00814 0.91 0.83 1.00 34 25166 1 0 0 1 7
RFA_00816 0.94 0.88 1.00 36 23184 1 0 0 1 5
RFA_00817 0.92 0.85 1.00 35 21910 1 0 0 1 6
RFA_00818 0.94 0.88 1.00 36 20265 1 0 0 1 5
RFA_00819 0.94 0.88 1.00 36 27930 1 0 0 1 5
SPR_00020 0.55 0.30 1.00 6 2695 0 0 0 0 14
SPR_00137 0.49 0.24 1.00 5 2921 1 0 0 1 16
SPR_00277 0.53 0.29 1.00 6 2920 0 0 0 0 15
SPR_00394 0.53 0.29 1.00 6 3649 0 0 0 0 15
SPR_00402 0.53 0.29 1.00 6 2550 0 0 0 0 15
SPR_00721 0.53 0.29 1.00 6 2920 0 0 0 0 15
SPR_00816 0.55 0.30 1.00 6 3480 0 0 0 0 14
SPR_01157 0.53 0.29 1.00 6 2769 0 0 0 0 15
SRP_00020 0.89 0.85 0.93 28 5535 2 1 1 0 5
SRP_00058 0.88 0.82 0.93 28 5748 2 1 1 0 6
SRP_00079 0.74 0.68 0.81 60 41831 29 0 14 15 28
SRP_00084 0.88 0.82 0.93 28 5430 2 1 1 0 6
SRP_00099 0.61 0.58 0.64 55 44764 35 2 29 4 40
SRP_00105 0.89 0.79 1.00 27 5538 3 0 0 3 7
SRP_00124 0.64 0.58 0.72 49 37060 31 3 16 12 36
SRP_00134 0.70 0.62 0.78 18 5972 13 0 5 8 11
SRP_00141 0.78 0.66 0.93 27 6299 3 1 1 1 14
SRP_00182 0.87 0.79 0.95 80 45972 11 0 4 7 21
SRP_00231 0.88 0.82 0.93 28 5430 2 1 1 0 6
SRP_00241 0.53 0.51 0.55 42 45979 47 8 27 12 40
SRP_00252 0.62 0.58 0.65 52 49061 40 5 23 12 37
SRP_00253 0.62 0.59 0.65 53 49374 38 5 23 10 37
SRP_00257 0.54 0.47 0.62 51 50958 33 5 26 2 57
SRP_00260 0.58 0.52 0.64 52 47814 34 5 24 5 48
SRP_00273 0.79 0.68 0.93 27 6757 3 1 1 1 13
SRP_00274 0.81 0.71 0.93 27 6874 3 1 1 1 11
SRP_00285 0.87 0.77 1.00 23 3718 2 0 0 2 7
SRP_00328 0.59 0.54 0.65 46 39550 30 5 20 5 39
SRP_00329 0.71 0.64 0.79 54 39835 24 2 12 10 31
SRP_00331 0.65 0.59 0.73 51 37605 26 2 17 7 36
SRP_00338 0.90 0.81 1.00 29 5431 1 0 0 1 7
SRP_00340 0.55 0.52 0.59 43 41255 43 5 25 13 39
SRP_00341 0.44 0.42 0.46 13 4725 17 0 15 2 18
SRP_00357 0.82 0.72 0.93 26 5328 4 1 1 2 10

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Performance of PPfold(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 1382
Total TN 1177832
Total FP 501
Total FP CONTRA 54
Total FP INCONS 304
Total FP COMP 143
Total FN 1412
Total Scores
MCC 0.626
Average MCC ± 95% Confidence Intervals 0.464 ± 0.095
Sensitivity 0.495
Positive Predictive Value 0.794
Nr of predictions 63

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_01001 0.00 0.00 0.00 0 2145 0 0 0 0 18
RFA_00390 1.00 1.00 1.00 15 1416 1 0 0 1 0
RFA_00416 1.00 1.00 1.00 15 1470 1 0 0 1 0
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00626 0.94 0.89 1.00 77 56539 1 0 0 1 10
RFA_00627 0.95 0.91 1.00 79 56874 4 0 0 4 8
RFA_00628 0.95 0.91 1.00 78 57213 2 0 0 2 8
RFA_00630 0.91 0.85 0.97 74 56877 5 0 2 3 13
RFA_00654 0.23 0.17 0.33 3 2406 6 0 6 0 15
RFA_00658 0.38 0.14 1.00 2 1126 1 0 0 1 12
RFA_00664 0.38 0.14 1.00 2 988 1 0 0 1 12
RFA_00708 0.38 0.14 1.00 2 1033 1 0 0 1 12
RFA_00749 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00764 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00765 0.78 0.75 0.82 9 892 2 0 2 0 3
RFA_00767 0.68 0.56 0.83 10 1879 2 1 1 0 8
RFA_00768 0.68 0.56 0.83 10 1879 2 1 1 0 8
RFA_00769 0.68 0.56 0.83 10 1941 2 1 1 0 8
RFA_00770 0.68 0.56 0.83 10 2004 2 1 1 0 8
RFA_00773 0.68 0.56 0.83 10 1941 2 1 1 0 8
RFA_00779 0.68 0.56 0.83 10 1941 2 1 1 0 8
RFA_00805 0.46 0.21 1.00 32 133354 0 0 0 0 118
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.50 0.38 0.67 6 2136 3 0 3 0 10
RFA_00814 0.94 0.88 1.00 36 25164 2 0 0 2 5
RFA_00816 0.95 0.90 1.00 37 23183 2 0 0 2 4
RFA_00817 0.95 0.90 1.00 37 21908 1 0 0 1 4
RFA_00818 0.94 0.88 1.00 36 20265 2 0 0 2 5
RFA_00819 0.95 0.90 1.00 37 27929 2 0 0 2 4
SPR_00020 0.00 0.00 0.00 0 2701 0 0 0 0 20
SPR_00137 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00277 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00394 0.00 0.00 0.00 0 3655 0 0 0 0 21
SPR_00402 0.00 0.00 0.00 0 2556 0 0 0 0 21
SPR_00721 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00816 0.00 0.00 0.00 0 3486 0 0 0 0 20
SPR_01157 0.00 0.00 0.00 0 2775 0 0 0 0 21
SRP_00020 0.00 0.00 0.00 0 5565 0 0 0 0 33
SRP_00058 0.00 0.00 0.00 0 5778 0 0 0 0 34
SRP_00079 0.74 0.69 0.79 61 41828 28 0 16 12 27
SRP_00084 0.00 0.00 0.00 0 5460 0 0 0 0 34
SRP_00099 0.60 0.59 0.62 56 44760 40 2 32 6 39
SRP_00105 0.00 0.00 0.00 0 5565 0 0 0 0 34
SRP_00124 0.71 0.66 0.76 56 37054 27 3 15 9 29
SRP_00134 0.00 0.00 0.00 0 5995 0 0 0 0 29
SRP_00141 0.00 0.00 0.00 0 6328 0 0 0 0 41
SRP_00182 0.85 0.78 0.92 79 45970 17 0 7 10 22
SRP_00231 0.00 0.00 0.00 0 5460 0 0 0 0 34
SRP_00241 0.53 0.52 0.54 43 45977 49 9 27 13 39
SRP_00252 0.64 0.63 0.64 56 49054 42 5 26 11 33
SRP_00253 0.64 0.62 0.66 56 49370 40 5 24 11 34
SRP_00257 0.51 0.44 0.59 48 50959 36 5 28 3 60
SRP_00260 0.56 0.51 0.61 51 47811 39 5 28 6 49
SRP_00273 0.00 0.00 0.00 0 6786 0 0 0 0 40
SRP_00274 0.00 0.00 0.00 0 6903 0 0 0 0 38
SRP_00285 0.00 0.00 0.00 0 3741 0 0 0 0 30
SRP_00328 0.61 0.56 0.67 48 39549 29 5 19 5 37
SRP_00329 0.72 0.67 0.78 57 39830 26 2 14 10 28
SRP_00331 0.63 0.59 0.69 51 37601 31 2 21 8 36
SRP_00338 0.00 0.00 0.00 0 5460 0 0 0 0 36
SRP_00340 0.54 0.50 0.59 41 41258 42 5 24 13 41
SRP_00341 0.00 0.00 0.00 0 4753 0 0 0 0 31
SRP_00357 0.00 0.00 0.00 0 5356 0 0 0 0 36

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