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 Mastr(20) - scored lower in this pairwise comparison

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


Overview

Metric RNASampler(20) Mastr(20)
MCC 0.543 > 0.000
Average MCC ± 95% Confidence Intervals 0.539 ± 0.032 > 0.000 ± 0.000
Sensitivity 0.425 > 0.000
Positive Predictive Value 0.695 > 0.000
Total TP 1886 > 0
Total TN 2904341 < 2907053
Total FP 1026 > 0
Total FP CONTRA 246 > 0
Total FP INCONS 580 > 0
Total FP COMP 200 > 0
Total FN 2547 < 4433
P-value 3.56938820447e-08

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Performance plots


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

  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 Mastr(20)).

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

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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 1886
Total TN 2904341
Total FP 1026
Total FP CONTRA 246
Total FP INCONS 580
Total FP COMP 200
Total FN 2547
Total Scores
MCC 0.543
Average MCC ± 95% Confidence Intervals 0.539 ± 0.032
Sensitivity 0.425
Positive Predictive Value 0.695
Nr of predictions 45

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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
ASE_00064 0.44 0.34 0.58 30 45399 23 1 21 1 59
ASE_00090 0.54 0.40 0.74 40 55557 14 0 14 0 61
ASE_00135 0.54 0.36 0.83 39 63143 16 0 8 8 70
ASE_00153 0.38 0.33 0.44 24 57576 38 7 23 8 49
ASE_00215 0.38 0.23 0.62 23 48479 16 0 14 2 76
ASE_00328 0.70 0.57 0.85 64 72696 14 5 6 3 48
ASE_00361 0.34 0.21 0.55 27 75417 26 3 19 4 100
ASE_00441 0.46 0.31 0.69 35 64210 16 0 16 0 77
TMR_00017 0.60 0.45 0.81 46 67104 15 2 9 4 56
TMR_00018 0.52 0.41 0.64 38 64561 25 10 11 4 54
TMR_00042 0.60 0.42 0.85 41 62787 13 0 7 6 57
TMR_00046 0.48 0.40 0.58 38 62769 34 5 23 6 58
TMR_00048 0.61 0.46 0.80 44 64925 16 3 8 5 51
TMR_00080 0.49 0.41 0.60 39 70435 28 10 16 2 57
TMR_00082 0.43 0.31 0.59 30 67845 21 13 8 0 66
TMR_00123 0.60 0.46 0.79 46 66372 17 3 9 5 55
TMR_00137 0.47 0.37 0.59 33 61019 28 11 12 5 56
TMR_00142 0.56 0.47 0.67 48 70804 31 9 15 7 54
TMR_00207 0.52 0.39 0.70 40 72333 21 4 13 4 63
TMR_00257 0.56 0.40 0.78 39 67111 16 3 8 5 59
TMR_00271 0.48 0.34 0.69 31 64216 21 7 7 7 60
TMR_00332 0.52 0.41 0.66 41 67099 22 6 15 1 58
TMR_00366 0.55 0.46 0.65 46 67825 36 12 13 11 54
TMR_00378 0.55 0.46 0.65 45 67827 35 8 16 11 52
TMR_00404 0.66 0.54 0.81 50 67466 20 4 8 8 42
TMR_00427 0.47 0.34 0.65 33 67477 20 7 11 2 64
TMR_00443 0.56 0.41 0.75 43 67104 14 6 8 0 61
TMR_00451 0.34 0.25 0.47 22 63499 29 10 15 4 67
TMR_00458 0.55 0.42 0.72 39 63492 15 7 8 0 54
TMR_00469 0.72 0.61 0.86 61 64549 11 4 6 1 39
TMR_00472 0.75 0.63 0.88 61 64551 13 2 6 5 36
TMR_00519 0.50 0.40 0.62 38 63129 27 14 9 4 57
TMR_00520 0.40 0.31 0.52 31 63130 33 12 17 4 68
TMR_00522 0.54 0.42 0.68 41 63130 24 9 10 5 56
TMR_00528 0.49 0.40 0.59 39 63124 31 12 15 4 58
TMR_00540 0.47 0.37 0.59 38 73472 26 10 16 0 66
TMR_00568 0.72 0.66 0.78 65 60643 26 2 16 8 34
TMR_00571 0.77 0.71 0.83 70 60642 22 2 12 8 29
TMR_00580 0.53 0.47 0.59 47 60647 40 3 29 8 53
TMR_00584 0.71 0.65 0.79 63 60995 25 3 14 8 34
TMR_00586 0.61 0.52 0.72 50 61006 26 5 14 7 47
TMR_00616 0.66 0.57 0.77 56 67088 23 3 14 6 43
TMR_00699 0.54 0.38 0.76 39 67110 13 3 9 1 63
TMR_00702 0.42 0.32 0.56 32 67104 28 3 22 3 68
TMR_00703 0.56 0.41 0.76 41 67474 18 3 10 5 58

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Performance of Mastr(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 0
Total TN 2907053
Total FP 0
Total FP CONTRA 0
Total FP INCONS 0
Total FP COMP 0
Total FN 4433
Total Scores
MCC 0.000
Average MCC ± 95% Confidence Intervals 0.000 ± 0.000
Sensitivity 0.000
Positive Predictive Value 0.000
Nr of predictions 45

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00064 0.00 0.00 0.00 0 45451 0 0 0 0 89
ASE_00090 0.00 0.00 0.00 0 55611 0 0 0 0 101
ASE_00135 0.00 0.00 0.00 0 63190 0 0 0 0 109
ASE_00153 0.00 0.00 0.00 0 57630 0 0 0 0 73
ASE_00215 0.00 0.00 0.00 0 48516 0 0 0 0 99
ASE_00328 0.00 0.00 0.00 0 72771 0 0 0 0 112
ASE_00361 0.00 0.00 0.00 0 75466 0 0 0 0 127
ASE_00441 0.00 0.00 0.00 0 64261 0 0 0 0 112
TMR_00017 0.00 0.00 0.00 0 67161 0 0 0 0 102
TMR_00018 0.00 0.00 0.00 0 64620 0 0 0 0 92
TMR_00042 0.00 0.00 0.00 0 62835 0 0 0 0 98
TMR_00046 0.00 0.00 0.00 0 62835 0 0 0 0 96
TMR_00048 0.00 0.00 0.00 0 64980 0 0 0 0 95
TMR_00080 0.00 0.00 0.00 0 70500 0 0 0 0 96
TMR_00082 0.00 0.00 0.00 0 67896 0 0 0 0 96
TMR_00123 0.00 0.00 0.00 0 66430 0 0 0 0 101
TMR_00137 0.00 0.00 0.00 0 61075 0 0 0 0 89
TMR_00142 0.00 0.00 0.00 0 70876 0 0 0 0 102
TMR_00207 0.00 0.00 0.00 0 72390 0 0 0 0 103
TMR_00257 0.00 0.00 0.00 0 67161 0 0 0 0 98
TMR_00271 0.00 0.00 0.00 0 64261 0 0 0 0 91
TMR_00332 0.00 0.00 0.00 0 67161 0 0 0 0 99
TMR_00366 0.00 0.00 0.00 0 67896 0 0 0 0 100
TMR_00378 0.00 0.00 0.00 0 67896 0 0 0 0 97
TMR_00404 0.00 0.00 0.00 0 67528 0 0 0 0 92
TMR_00427 0.00 0.00 0.00 0 67528 0 0 0 0 97
TMR_00443 0.00 0.00 0.00 0 67161 0 0 0 0 104
TMR_00451 0.00 0.00 0.00 0 63546 0 0 0 0 89
TMR_00458 0.00 0.00 0.00 0 63546 0 0 0 0 93
TMR_00469 0.00 0.00 0.00 0 64620 0 0 0 0 100
TMR_00472 0.00 0.00 0.00 0 64620 0 0 0 0 97
TMR_00519 0.00 0.00 0.00 0 63190 0 0 0 0 95
TMR_00520 0.00 0.00 0.00 0 63190 0 0 0 0 99
TMR_00522 0.00 0.00 0.00 0 63190 0 0 0 0 97
TMR_00528 0.00 0.00 0.00 0 63190 0 0 0 0 97
TMR_00540 0.00 0.00 0.00 0 73536 0 0 0 0 104
TMR_00568 0.00 0.00 0.00 0 60726 0 0 0 0 99
TMR_00571 0.00 0.00 0.00 0 60726 0 0 0 0 99
TMR_00580 0.00 0.00 0.00 0 60726 0 0 0 0 100
TMR_00584 0.00 0.00 0.00 0 61075 0 0 0 0 97
TMR_00586 0.00 0.00 0.00 0 61075 0 0 0 0 97
TMR_00616 0.00 0.00 0.00 0 67161 0 0 0 0 99
TMR_00699 0.00 0.00 0.00 0 67161 0 0 0 0 102
TMR_00702 0.00 0.00 0.00 0 67161 0 0 0 0 100
TMR_00703 0.00 0.00 0.00 0 67528 0 0 0 0 99

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