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(seed) - scored higher in this pairwise comparison

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

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


Overview

Metric PPfold(seed) McQFold
MCC 0.626 > 0.532
Average MCC ± 95% Confidence Intervals 0.464 ± 0.095 < 0.601 ± 0.073
Sensitivity 0.495 < 0.521
Positive Predictive Value 0.794 > 0.546
Total TP 1382 < 1456
Total TN 1177832 > 1176905
Total FP 501 < 1363
Total FP CONTRA 54 < 224
Total FP INCONS 304 < 987
Total FP COMP 143 < 152
Total FN 1412 > 1338
P-value 3.56938820447e-08

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Performance plots


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

  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(seed) and McQFold).

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

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

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 1456
Total TN 1176905
Total FP 1363
Total FP CONTRA 224
Total FP INCONS 987
Total FP COMP 152
Total FN 1338
Total Scores
MCC 0.532
Average MCC ± 95% Confidence Intervals 0.601 ± 0.073
Sensitivity 0.521
Positive Predictive Value 0.546
Nr of predictions 63

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_01001 0.37 0.39 0.37 7 2126 12 3 9 0 11
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00416 1.00 1.00 1.00 15 1470 4 0 0 4 0
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00626 0.21 0.22 0.21 19 56526 76 15 56 5 68
RFA_00627 0.42 0.40 0.44 35 56873 47 13 32 2 52
RFA_00628 0.42 0.41 0.43 35 57209 50 7 40 3 51
RFA_00630 0.63 0.63 0.63 55 56865 41 6 27 8 32
RFA_00654 -0.01 0.00 0.00 0 2403 12 2 10 0 18
RFA_00658 0.59 0.50 0.70 7 1118 5 0 3 2 7
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00708 0.40 0.29 0.57 4 1028 4 0 3 1 10
RFA_00749 0.48 0.42 0.56 5 894 5 1 3 1 7
RFA_00764 0.43 0.42 0.45 5 892 7 1 5 1 7
RFA_00765 0.51 0.42 0.63 5 895 4 0 3 1 7
RFA_00767 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00768 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00769 0.85 0.94 0.77 17 1931 5 4 1 0 1
RFA_00770 0.88 0.78 1.00 14 2002 4 0 0 4 4
RFA_00773 0.97 1.00 0.95 18 1934 5 1 0 4 0
RFA_00779 0.97 0.94 1.00 17 1936 0 0 0 0 1
RFA_00805 0.56 0.52 0.60 78 133256 57 3 49 5 72
RFA_00808 1.00 1.00 1.00 16 2000 0 0 0 0 0
RFA_00809 0.79 0.81 0.76 13 2128 4 0 4 0 3
RFA_00814 0.79 0.80 0.77 33 25157 21 0 10 11 8
RFA_00816 0.82 0.85 0.80 35 23176 12 4 5 3 6
RFA_00817 0.35 0.39 0.31 16 21894 39 9 26 4 25
RFA_00818 0.28 0.27 0.29 11 20263 30 12 15 3 30
RFA_00819 0.30 0.29 0.31 12 27927 50 4 23 23 29
SPR_00020 0.92 0.85 1.00 17 2684 2 0 0 2 3
SPR_00137 0.84 0.86 0.82 18 2904 11 0 4 7 3
SPR_00277 1.00 1.00 1.00 21 2905 0 0 0 0 0
SPR_00394 0.87 0.81 0.94 17 3637 8 0 1 7 4
SPR_00402 1.00 1.00 1.00 21 2535 2 0 0 2 0
SPR_00721 1.00 1.00 1.00 21 2905 2 0 0 2 0
SPR_00816 0.31 0.35 0.28 7 3461 21 5 13 3 13
SPR_01157 1.00 1.00 1.00 21 2754 1 0 0 1 0
SRP_00020 0.73 0.73 0.73 24 5532 10 1 8 1 9
SRP_00058 0.38 0.38 0.38 13 5744 23 4 17 2 21
SRP_00079 0.42 0.41 0.44 36 41823 55 1 45 9 52
SRP_00084 0.65 0.56 0.76 19 5435 6 2 4 0 15
SRP_00099 0.44 0.43 0.45 41 44759 50 6 44 0 54
SRP_00105 0.30 0.29 0.32 10 5534 21 0 21 0 24
SRP_00124 0.43 0.40 0.46 34 37054 43 6 34 3 51
SRP_00134 0.16 0.17 0.16 5 5964 29 6 20 3 24
SRP_00141 0.84 0.80 0.87 33 6290 5 1 4 0 8
SRP_00182 0.70 0.69 0.71 70 45957 32 7 22 3 31
SRP_00231 0.62 0.59 0.67 20 5430 10 2 8 0 14
SRP_00241 0.30 0.30 0.29 25 45971 62 12 48 2 57
SRP_00252 0.39 0.40 0.37 36 49044 62 19 42 1 53
SRP_00253 0.41 0.42 0.40 38 49361 62 8 48 6 52
SRP_00257 0.44 0.40 0.49 43 50953 45 7 37 1 65
SRP_00260 0.56 0.52 0.61 52 47810 36 7 26 3 48
SRP_00273 0.89 0.88 0.90 35 6747 5 2 2 1 5
SRP_00274 0.83 0.79 0.88 30 6869 4 1 3 0 8
SRP_00285 0.38 0.37 0.41 11 3714 16 1 15 0 19
SRP_00328 0.49 0.49 0.49 42 39536 43 10 33 0 43
SRP_00329 0.38 0.38 0.40 32 39822 50 8 41 1 53
SRP_00331 0.50 0.47 0.53 41 37598 36 4 32 0 46
SRP_00338 0.75 0.75 0.75 27 5424 9 3 6 0 9
SRP_00340 0.48 0.50 0.46 41 41238 51 9 40 2 41
SRP_00341 -0.01 0.00 0.00 0 4731 22 4 18 0 31
SRP_00357 0.46 0.47 0.46 17 5319 20 3 17 0 19

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