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 Carnac(seed) - scored lower in this pairwise comparison

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


Overview

Metric CentroidAlifold(seed) Carnac(seed)
MCC 0.680 > 0.253
Average MCC ± 95% Confidence Intervals 0.659 ± 0.044 > 0.107 ± 0.067
Sensitivity 0.514 > 0.068
Positive Predictive Value 0.899 < 0.940
Total TP 2731 > 362
Total TN 4546159 < 4548811
Total FP 471 > 40
Total FP CONTRA 34 > 9
Total FP INCONS 272 > 14
Total FP COMP 165 > 17
Total FN 2583 < 4952
P-value 3.56938820447e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) 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 CentroidAlifold(seed) and Carnac(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 2731
Total TN 4546159
Total FP 471
Total FP CONTRA 34
Total FP INCONS 272
Total FP COMP 165
Total FN 2583
Total Scores
MCC 0.680
Average MCC ± 95% Confidence Intervals 0.659 ± 0.044
Sensitivity 0.514
Positive Predictive Value 0.899
Nr of predictions 62

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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
ASE_00001 0.81 0.65 1.00 49 34142 0 0 0 0 26
ASE_00002 0.82 0.67 1.00 49 35462 0 0 0 0 24
ASE_00009 0.79 0.67 0.94 45 26058 3 0 3 0 22
ASE_00014 0.74 0.58 0.95 61 54221 3 0 3 0 45
ASE_00116 0.86 0.76 0.98 50 31575 1 0 1 0 16
ASE_00120 0.79 0.64 0.98 60 46910 2 0 1 1 34
ASE_00121 0.81 0.66 0.98 61 45088 1 0 1 0 31
ASE_00145 0.77 0.59 1.00 66 70059 0 0 0 0 45
ASE_00148 0.62 0.41 0.95 63 112509 3 0 3 0 91
ASE_00154 0.75 0.59 0.95 63 65275 3 0 3 0 44
ASE_00155 0.68 0.46 1.00 66 93462 0 0 0 0 76
ASE_00187 0.69 0.51 0.92 59 68571 5 1 4 0 56
ASE_00196 0.82 0.69 0.96 52 31572 2 0 2 0 23
ASE_00205 0.82 0.67 1.00 60 45996 1 0 0 1 30
ASE_00209 0.83 0.69 0.98 61 43009 1 0 1 0 27
ASE_00210 0.74 0.65 0.86 42 27212 9 0 7 2 23
ASE_00213 0.83 0.71 0.98 47 27213 3 0 1 2 19
ASE_00222 0.65 0.42 1.00 66 112035 0 0 0 0 91
ASE_00346 0.61 0.49 0.75 48 48141 16 0 16 0 49
ASE_00359 0.77 0.61 0.98 49 42728 2 0 1 1 31
ASE_00360 0.87 0.77 0.98 50 29352 1 0 1 0 15
ASE_00417 0.80 0.65 0.98 65 54549 1 0 1 0 35
ASE_00418 0.81 0.67 0.98 50 38730 1 0 1 0 25
CRW_00013 0.37 0.21 0.65 24 103703 17 1 12 4 91
CRW_00016 0.36 0.20 0.65 24 77384 16 1 12 3 96
CRW_00024 0.90 0.86 0.95 393 1085187 55 6 15 34 65
CRW_00610 0.51 0.33 0.77 27 36280 11 1 7 3 54
CRW_00613 0.48 0.32 0.71 25 34945 14 0 10 4 53
CRW_00614 0.43 0.30 0.63 17 121744 16 2 8 6 40
CRW_00618 0.41 0.28 0.61 17 56252 12 3 8 1 44
CRW_00619 0.53 0.30 0.92 22 165001 5 0 2 3 51
CRW_00620 0.44 0.29 0.69 18 150949 18 0 8 10 45
CRW_00621 0.40 0.27 0.61 19 153150 14 3 9 2 52
CRW_00623 0.49 0.29 0.83 24 129766 9 1 4 4 59
CRW_00633 0.31 0.17 0.58 18 63515 14 2 11 1 88
CRW_00634 0.35 0.20 0.61 19 64589 20 1 11 8 75
CRW_00670 0.49 0.28 0.89 33 70088 8 0 4 4 87
CRW_00671 0.50 0.28 0.89 33 62798 8 0 4 4 84
CRW_00672 0.51 0.30 0.89 33 72353 8 0 4 4 78
CRW_00674 0.29 0.16 0.54 20 83399 20 6 11 3 104
CRW_00676 0.35 0.17 0.69 20 93499 20 0 9 11 95
CRW_00692 0.39 0.22 0.69 20 68606 20 0 9 11 70
PDB_00005 0.80 0.64 1.00 9 937 0 0 0 0 5
PDB_00716 0.75 0.61 0.93 14 2686 1 0 1 0 9
PDB_00827 0.58 0.40 0.84 32 26990 6 1 5 0 49
PDB_01092 0.72 0.58 0.91 30 10120 4 0 3 1 22
RFA_00597 0.73 0.64 0.83 70 97819 19 0 14 5 39
RFA_00598 0.72 0.63 0.81 64 84587 26 0 15 11 37
RFA_00599 0.85 0.73 0.99 81 101393 4 0 1 3 30
RFA_00600 0.79 0.68 0.92 68 120221 15 0 6 9 32
RFA_00601 0.82 0.71 0.95 81 99150 9 0 4 5 33
RFA_00602 0.81 0.71 0.93 82 101387 10 0 6 4 34
RFA_00632 0.74 0.64 0.86 18 4074 3 2 1 0 10
RFA_00636 0.78 0.68 0.90 19 3984 2 2 0 0 9
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_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

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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.