CompaRNA - on-line benchmarks of RNA structure prediction methods
Home

Methods
Datasets
Rankings
RNA 2D Atlas

Help
FAQ

Contact us
RSS feeds
Twitter

Table of contents:

  1. Overview

  2. Performance Plots

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

  4. Performance of RNASampler(20) - scored lower in this pairwise comparison

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


Overview

Metric MXScarna(seed) RNASampler(20)
MCC 0.778 > 0.578
Average MCC ± 95% Confidence Intervals 0.765 ± 0.051 > 0.525 ± 0.079
Sensitivity 0.721 > 0.384
Positive Predictive Value 0.841 < 0.871
Total TP 2767 > 1475
Total TN 1858628 < 1860227
Total FP 880 > 283
Total FP CONTRA 56 > 28
Total FP INCONS 469 > 190
Total FP COMP 355 > 65
Total FN 1071 < 2363
P-value 3.56938820447e-08

^top




Performance plots


  1. Comparison of performance of MXScarna(seed) and RNASampler(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 MXScarna(seed) and RNASampler(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 MXScarna(seed) and RNASampler(20)).

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

^top





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

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

Total Base Pair Counts
Total TP 2767
Total TN 1858628
Total FP 880
Total FP CONTRA 56
Total FP INCONS 469
Total FP COMP 355
Total FN 1071
Total Scores
MCC 0.778
Average MCC ± 95% Confidence Intervals 0.765 ± 0.051
Sensitivity 0.721
Positive Predictive Value 0.841
Nr of predictions 41

^top



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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
ASE_00064 0.82 0.71 0.94 63 45384 7 1 3 3 26
ASE_00090 0.66 0.54 0.81 55 55543 16 2 11 3 46
ASE_00135 0.40 0.32 0.51 35 63121 35 4 30 1 74
ASE_00153 0.60 0.48 0.76 35 57584 26 0 11 15 38
ASE_00215 0.38 0.26 0.54 26 48468 23 2 20 1 73
ASE_00305 0.73 0.68 0.77 58 54540 28 4 13 11 27
ASE_00328 0.73 0.66 0.80 74 72679 31 5 13 13 38
ASE_00361 0.66 0.46 0.94 59 75403 7 1 3 3 68
ASE_00427 0.56 0.41 0.76 19 40730 18 1 5 12 27
ASE_00441 0.32 0.24 0.43 27 64198 40 4 32 4 85
SRP_00006 0.84 0.82 0.86 83 45657 22 0 13 9 18
SRP_00011 0.77 0.77 0.78 80 46257 31 0 23 8 24
SRP_00015 0.87 0.85 0.89 84 46266 25 0 10 15 15
SRP_00024 0.81 0.75 0.88 65 37601 13 0 9 4 22
SRP_00026 0.80 0.73 0.88 64 36783 15 0 9 6 24
SRP_00030 0.84 0.78 0.91 69 36780 11 0 7 4 19
SRP_00031 0.84 0.78 0.91 69 36239 11 0 7 4 20
SRP_00037 0.84 0.77 0.92 67 36512 13 0 6 7 20
SRP_00050 0.92 0.91 0.94 90 44754 20 0 6 14 9
SRP_00066 0.85 0.83 0.86 83 45355 25 0 13 12 17
SRP_00086 0.91 0.90 0.93 90 44156 17 0 7 10 10
SRP_00088 0.77 0.69 0.86 61 34120 13 1 9 3 28
SRP_00089 0.80 0.73 0.88 66 35703 13 1 8 4 24
SRP_00090 0.78 0.71 0.86 64 35437 14 1 9 4 26
SRP_00102 0.90 0.88 0.93 89 44455 16 0 7 9 12
SRP_00103 0.91 0.89 0.92 91 45352 17 0 8 9 11
SRP_00152 0.88 0.86 0.89 89 45653 21 0 11 10 14
SRP_00171 0.83 0.83 0.84 73 45364 36 0 14 22 15
SRP_00178 0.89 0.88 0.89 90 45652 23 0 11 12 12
SRP_00179 0.87 0.86 0.88 90 45954 23 0 12 11 15
SRP_00181 0.80 0.79 0.80 81 45955 30 0 20 10 21
SRP_00182 0.84 0.83 0.85 84 45957 25 0 15 10 17
SRP_00188 0.54 0.51 0.58 40 31056 32 7 22 3 39
SRP_00228 0.89 0.87 0.90 83 45359 23 0 9 14 12
SRP_00234 0.84 0.76 0.93 65 36245 14 0 5 9 21
SRP_00308 0.82 0.73 0.91 64 36245 15 0 6 9 24
SRP_00317 0.89 0.87 0.92 85 45058 22 0 7 15 13
SRP_00335 0.35 0.44 0.29 17 35186 58 21 21 16 22
SRP_00337 0.78 0.71 0.84 65 35434 14 1 11 2 26
SRP_00347 0.93 0.93 0.94 89 46570 18 0 6 12 7
SRP_00368 0.90 0.88 0.92 86 43863 19 0 7 12 12

^top



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

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

Total Base Pair Counts
Total TP 1475
Total TN 1860227
Total FP 283
Total FP CONTRA 28
Total FP INCONS 190
Total FP COMP 65
Total FN 2363
Total Scores
MCC 0.578
Average MCC ± 95% Confidence Intervals 0.525 ± 0.079
Sensitivity 0.384
Positive Predictive Value 0.871
Nr of predictions 41

^top



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_00305 0.78 0.71 0.86 60 54545 14 1 9 4 25
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_00427 0.57 0.46 0.72 21 40726 18 1 7 10 25
ASE_00441 0.46 0.31 0.69 35 64210 16 0 16 0 77
SRP_00006 0.87 0.76 0.99 77 45675 4 0 1 3 24
SRP_00011 0.55 0.42 0.71 44 46298 18 4 14 0 60
SRP_00015 0.74 0.59 0.94 58 46298 5 3 1 1 41
SRP_00024 0.28 0.08 1.00 7 37668 0 0 0 0 80
SRP_00026 0.51 0.27 0.96 24 36831 1 0 1 0 64
SRP_00030 0.28 0.08 1.00 7 36849 0 0 0 0 81
SRP_00031 0.35 0.12 1.00 11 36304 0 0 0 0 78
SRP_00037 0.00 0.00 0.00 0 36585 0 0 0 0 87
SRP_00050 0.86 0.76 0.99 75 44774 3 0 1 2 24
SRP_00066 0.81 0.66 0.99 66 45384 1 0 1 0 34
SRP_00086 0.87 0.77 0.99 77 44175 3 0 1 2 23
SRP_00088 0.40 0.16 1.00 14 34177 0 0 0 0 75
SRP_00089 0.00 0.00 0.00 0 35778 0 0 0 0 90
SRP_00090 0.00 0.00 0.00 0 35511 0 0 0 0 90
SRP_00102 0.86 0.77 0.95 78 44469 4 0 4 0 23
SRP_00103 0.80 0.64 1.00 65 45386 0 0 0 0 37
SRP_00152 0.52 0.27 1.00 28 45725 0 0 0 0 75
SRP_00171 0.74 0.61 0.89 54 45390 7 2 5 0 34
SRP_00178 0.36 0.13 1.00 13 45740 0 0 0 0 89
SRP_00179 0.39 0.16 0.94 17 46038 1 0 1 0 88
SRP_00181 0.41 0.17 1.00 17 46039 0 0 0 0 85
SRP_00182 0.78 0.66 0.92 67 45983 6 0 6 0 34
SRP_00188 0.26 0.14 0.48 11 31102 12 1 11 0 68
SRP_00228 0.88 0.78 0.99 74 45376 7 0 1 6 21
SRP_00234 0.47 0.23 0.95 20 36294 1 0 1 0 66
SRP_00308 0.28 0.08 1.00 7 36308 0 0 0 0 81
SRP_00317 0.76 0.61 0.95 60 45087 8 0 3 5 38
SRP_00335 0.42 0.18 1.00 7 35238 0 0 0 0 32
SRP_00337 0.38 0.14 1.00 13 35498 0 0 0 0 78
SRP_00347 0.80 0.66 0.98 63 46601 5 0 1 4 33
SRP_00368 0.77 0.59 1.00 58 43898 2 0 0 2 40

^top


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