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

  1. Overview

  2. Performance Plots

  3. Performance of Fold - scored higher in this pairwise comparison

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

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


Overview

Metric Fold Carnac(seed)
MCC 0.494 > 0.253
Average MCC ± 95% Confidence Intervals 0.477 ± 0.055 > 0.107 ± 0.067
Sensitivity 0.497 > 0.068
Positive Predictive Value 0.491 < 0.940
Total TP 2643 > 362
Total TN 4543815 < 4548811
Total FP 3574 > 40
Total FP CONTRA 481 > 9
Total FP INCONS 2257 > 14
Total FP COMP 836 > 17
Total FN 2671 < 4952
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Fold and Carnac(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 Fold and Carnac(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 Fold and Carnac(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Fold and Carnac(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 Fold and Carnac(seed)).

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Performance of Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 2643
Total TN 4543815
Total FP 3574
Total FP CONTRA 481
Total FP INCONS 2257
Total FP COMP 836
Total FN 2671
Total Scores
MCC 0.494
Average MCC ± 95% Confidence Intervals 0.477 ± 0.055
Sensitivity 0.497
Positive Predictive Value 0.491
Nr of predictions 62

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00001 0.84 0.81 0.87 61 34121 17 2 7 8 14
ASE_00002 0.70 0.67 0.73 49 35444 21 4 14 3 24
ASE_00009 0.38 0.37 0.38 25 26041 42 4 36 2 42
ASE_00014 0.42 0.42 0.43 44 54182 67 2 57 8 62
ASE_00116 0.20 0.20 0.20 13 31560 56 5 48 3 53
ASE_00120 0.50 0.49 0.51 46 46880 45 4 41 0 48
ASE_00121 0.25 0.25 0.25 23 45059 70 6 62 2 69
ASE_00145 0.45 0.44 0.46 49 70018 68 7 51 10 62
ASE_00148 0.67 0.66 0.69 101 112428 49 4 42 3 53
ASE_00154 0.58 0.58 0.58 62 65234 49 4 41 4 45
ASE_00155 0.60 0.59 0.60 84 93389 61 10 45 6 58
ASE_00187 0.30 0.30 0.31 34 68524 84 7 70 7 81
ASE_00196 0.80 0.79 0.81 59 31553 21 2 12 7 16
ASE_00205 0.44 0.46 0.44 41 45962 56 8 45 3 49
ASE_00209 0.40 0.39 0.41 34 42989 49 4 44 1 54
ASE_00210 0.65 0.66 0.64 43 27194 25 6 18 1 22
ASE_00213 0.74 0.73 0.76 48 27198 16 3 12 1 18
ASE_00222 0.53 0.52 0.54 81 111950 70 8 62 0 76
ASE_00346 0.53 0.53 0.54 51 48110 52 4 40 8 46
ASE_00359 0.09 0.10 0.09 8 42688 82 9 73 0 72
ASE_00360 0.31 0.31 0.31 20 29339 50 11 33 6 45
ASE_00417 0.35 0.36 0.35 36 54511 70 9 59 2 64
ASE_00418 0.20 0.21 0.20 16 38701 67 9 55 3 59
CRW_00013 0.21 0.21 0.21 24 103627 115 11 78 26 91
CRW_00016 0.79 0.75 0.83 90 77313 31 5 13 13 30
CRW_00024 0.56 0.57 0.56 259 1085140 238 22 180 36 199
CRW_00610 0.43 0.43 0.42 35 36232 49 9 39 1 46
CRW_00613 0.89 0.85 0.93 66 34909 13 0 5 8 12
CRW_00614 0.13 0.16 0.11 9 121688 143 18 56 69 48
CRW_00618 0.19 0.20 0.18 12 56212 81 8 48 25 49
CRW_00619 0.36 0.37 0.34 27 164946 145 7 45 93 46
CRW_00620 0.26 0.30 0.23 19 150891 164 18 47 99 44
CRW_00621 0.41 0.41 0.42 29 153112 137 9 31 97 42
CRW_00623 0.19 0.19 0.20 16 129714 133 15 50 68 67
CRW_00633 0.44 0.43 0.44 46 63441 61 13 46 2 60
CRW_00634 0.28 0.30 0.26 28 64513 83 12 67 4 66
CRW_00670 0.54 0.55 0.54 66 70002 59 12 45 2 54
CRW_00671 0.71 0.68 0.74 79 62728 34 1 27 6 38
CRW_00672 0.75 0.77 0.74 85 72275 40 6 24 10 26
CRW_00674 0.66 0.67 0.66 83 83310 52 9 34 9 41
CRW_00676 0.55 0.57 0.54 66 93405 75 12 45 18 49
CRW_00692 0.23 0.24 0.21 22 68530 90 27 56 7 68
PDB_00005 0.88 0.79 1.00 11 935 0 0 0 0 3
PDB_00716 -0.01 0.00 0.00 0 2678 24 1 22 1 23
PDB_00827 0.65 0.59 0.72 48 26961 21 0 19 2 33
PDB_01092 0.73 0.63 0.85 33 10114 8 0 6 2 19
RFA_00597 0.27 0.29 0.26 32 97779 107 18 74 15 77
RFA_00598 0.69 0.66 0.71 67 84572 57 4 23 30 34
RFA_00599 0.73 0.74 0.72 82 101361 60 10 22 28 29
RFA_00600 0.63 0.71 0.56 71 120169 87 30 25 32 29
RFA_00601 0.42 0.46 0.39 52 99103 95 33 47 15 62
RFA_00602 0.60 0.63 0.57 73 101347 77 23 32 22 43
RFA_00632 0.39 0.39 0.39 11 4067 17 2 15 0 17
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00767 0.44 0.44 0.44 8 1873 10 1 9 0 10
RFA_00768 0.45 0.44 0.47 8 1874 10 1 8 1 10
RFA_00769 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00770 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.71 0.56 0.91 10 1942 3 1 0 2 8
RFA_00779 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00808 -0.01 0.00 0.00 0 2000 18 2 14 2 16
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10

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

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

Total Base Pair Counts
Total TP 362
Total TN 4548811
Total FP 40
Total FP CONTRA 9
Total FP INCONS 14
Total FP COMP 17
Total FN 4952
Total Scores
MCC 0.253
Average MCC ± 95% Confidence Intervals 0.107 ± 0.067
Sensitivity 0.068
Positive Predictive Value 0.940
Nr of predictions 62

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00001 0.00 0.00 0.00 0 34191 0 0 0 0 75
ASE_00002 0.00 0.00 0.00 0 35511 0 0 0 0 73
ASE_00009 0.00 0.00 0.00 0 26106 0 0 0 0 67
ASE_00014 0.00 0.00 0.00 0 54285 0 0 0 0 106
ASE_00116 0.00 0.00 0.00 0 31626 0 0 0 0 66
ASE_00120 0.00 0.00 0.00 0 46971 0 0 0 0 94
ASE_00121 0.00 0.00 0.00 0 45150 0 0 0 0 92
ASE_00145 0.00 0.00 0.00 0 70125 0 0 0 0 111
ASE_00148 0.00 0.00 0.00 0 112575 0 0 0 0 154
ASE_00154 0.00 0.00 0.00 0 65341 0 0 0 0 107
ASE_00155 0.00 0.00 0.00 0 93528 0 0 0 0 142
ASE_00187 0.00 0.00 0.00 0 68635 0 0 0 0 115
ASE_00196 0.00 0.00 0.00 0 31626 0 0 0 0 75
ASE_00205 0.00 0.00 0.00 0 46056 0 0 0 0 90
ASE_00209 0.00 0.00 0.00 0 43071 0 0 0 0 88
ASE_00210 0.00 0.00 0.00 0 27261 0 0 0 0 65
ASE_00213 0.00 0.00 0.00 0 27261 0 0 0 0 66
ASE_00222 0.00 0.00 0.00 0 112101 0 0 0 0 157
ASE_00346 0.00 0.00 0.00 0 48205 0 0 0 0 97
ASE_00359 0.00 0.00 0.00 0 42778 0 0 0 0 80
ASE_00360 0.00 0.00 0.00 0 29403 0 0 0 0 65
ASE_00417 0.00 0.00 0.00 0 54615 0 0 0 0 100
ASE_00418 0.00 0.00 0.00 0 38781 0 0 0 0 75
CRW_00013 0.00 0.00 0.00 0 103740 0 0 0 0 115
CRW_00016 0.00 0.00 0.00 0 77421 0 0 0 0 120
CRW_00024 0.73 0.57 0.93 261 1085321 35 6 13 16 197
CRW_00610 0.00 0.00 0.00 0 36315 0 0 0 0 81
CRW_00613 0.00 0.00 0.00 0 34980 0 0 0 0 78
CRW_00614 0.00 0.00 0.00 0 121771 0 0 0 0 57
CRW_00618 0.00 0.00 0.00 0 56280 0 0 0 0 61
CRW_00619 0.00 0.00 0.00 0 165025 0 0 0 0 73
CRW_00620 0.00 0.00 0.00 0 150975 0 0 0 0 63
CRW_00621 0.00 0.00 0.00 0 153181 0 0 0 0 71
CRW_00623 0.00 0.00 0.00 0 129795 0 0 0 0 83
CRW_00633 0.00 0.00 0.00 0 63546 0 0 0 0 106
CRW_00634 0.00 0.00 0.00 0 64620 0 0 0 0 94
CRW_00670 0.00 0.00 0.00 0 70125 0 0 0 0 120
CRW_00671 0.00 0.00 0.00 0 62835 0 0 0 0 117
CRW_00672 0.00 0.00 0.00 0 72390 0 0 0 0 111
CRW_00674 0.00 0.00 0.00 0 83436 0 0 0 0 124
CRW_00676 0.00 0.00 0.00 0 93528 0 0 0 0 115
CRW_00692 0.00 0.00 0.00 0 68635 0 0 0 0 90
PDB_00005 0.88 0.79 1.00 11 935 0 0 0 0 3
PDB_00716 0.00 0.00 0.00 0 2701 0 0 0 0 23
PDB_00827 0.00 0.00 0.00 0 27028 0 0 0 0 81
PDB_01092 0.77 0.63 0.94 33 10118 3 1 1 1 19
RFA_00597 0.00 0.00 0.00 0 97903 0 0 0 0 109
RFA_00598 0.00 0.00 0.00 0 84666 0 0 0 0 101
RFA_00599 0.00 0.00 0.00 0 101475 0 0 0 0 111
RFA_00600 0.00 0.00 0.00 0 120295 0 0 0 0 100
RFA_00601 0.00 0.00 0.00 0 99235 0 0 0 0 114
RFA_00602 0.00 0.00 0.00 0 101475 0 0 0 0 116
RFA_00632 0.00 0.00 0.00 0 4095 0 0 0 0 28
RFA_00636 0.00 0.00 0.00 0 4005 0 0 0 0 28
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 0.71 0.56 0.91 10 1942 1 1 0 0 8
RFA_00770 0.62 0.39 1.00 7 2009 0 0 0 0 11
RFA_00773 0.71 0.56 0.91 10 1942 1 1 0 0 8
RFA_00779 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00808 0.00 0.00 0.00 0 2016 0 0 0 0 16
RFA_00809 0.00 0.00 0.00 0 2145 0 0 0 0 16

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