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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAsubopt CMfinder(seed)
MCC 0.602 > 0.454
Average MCC ± 95% Confidence Intervals 0.594 ± 0.059 > 0.456 ± 0.042
Sensitivity 0.612 > 0.271
Positive Predictive Value 0.595 < 0.762
Total TP 2815 > 1249
Total TN 2619956 < 2623051
Total FP 2352 > 419
Total FP CONTRA 344 > 30
Total FP INCONS 1575 > 360
Total FP COMP 433 > 29
Total FN 1788 < 3354
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RNAsubopt and CMfinder(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 RNAsubopt and CMfinder(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 RNAsubopt and CMfinder(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAsubopt and CMfinder(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 RNAsubopt and CMfinder(seed)).

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Performance of RNAsubopt - scored higher in this pairwise comparison

1. Total counts & total scores for RNAsubopt

Total Base Pair Counts
Total TP 2815
Total TN 2619956
Total FP 2352
Total FP CONTRA 344
Total FP INCONS 1575
Total FP COMP 433
Total FN 1788
Total Scores
MCC 0.602
Average MCC ± 95% Confidence Intervals 0.594 ± 0.059
Sensitivity 0.612
Positive Predictive Value 0.595
Nr of predictions 51

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.21 0.22 0.21 25 103620 117 13 82 22 90
CRW_00016 0.60 0.58 0.63 70 77309 55 5 37 13 50
CRW_00610 0.49 0.51 0.48 41 36230 44 9 35 0 40
CRW_00613 0.66 0.62 0.71 48 34912 28 1 19 8 30
CRW_00614 0.16 0.19 0.13 11 121684 137 27 49 61 46
CRW_00618 0.07 0.08 0.07 5 56205 92 15 55 22 56
CRW_00633 0.40 0.42 0.39 44 63434 70 10 58 2 62
CRW_00634 0.50 0.53 0.48 50 64516 59 11 43 5 44
CRW_00670 0.62 0.61 0.63 73 70009 45 9 34 2 47
CRW_00671 0.65 0.63 0.67 74 62725 43 1 35 7 43
CRW_00672 0.74 0.75 0.74 83 72278 38 6 23 9 28
CRW_00674 0.60 0.61 0.59 76 83308 55 10 42 3 48
CRW_00676 0.56 0.58 0.54 67 93403 71 15 43 13 48
CRW_00692 0.34 0.37 0.32 33 68532 80 22 48 10 57
PDB_00827 0.59 0.53 0.65 43 26962 24 3 20 1 38
RFA_00606 0.63 0.67 0.60 26 21278 33 8 9 16 13
RFA_00620 0.46 0.46 0.46 18 21906 36 7 14 15 21
RFA_00626 0.68 0.66 0.70 57 56535 42 6 18 18 30
RFA_00627 0.72 0.68 0.77 59 56876 33 4 14 15 28
RFA_00628 0.89 0.86 0.91 74 57210 32 2 5 25 12
RFA_00630 0.58 0.60 0.57 52 56861 51 12 28 11 35
RFA_00639 0.22 0.24 0.20 21 54512 86 20 62 4 66
RFA_00814 0.39 0.39 0.39 16 25159 40 5 20 15 25
RFA_00815 0.65 0.71 0.59 29 24482 35 5 15 15 12
RFA_00816 0.74 0.78 0.70 32 23174 24 8 6 10 9
RFA_00817 0.35 0.41 0.30 17 21889 43 11 28 4 24
RFA_00818 0.47 0.54 0.41 22 20247 39 13 19 7 19
RFA_00819 0.96 0.95 0.98 39 27926 31 0 1 30 2
SRP_00016 0.86 0.84 0.88 92 47790 15 2 11 2 17
SRP_00130 0.39 0.40 0.38 39 49667 64 9 55 0 58
SRP_00142 0.40 0.42 0.39 39 45955 64 6 56 2 54
SRP_00143 0.86 0.85 0.86 86 49670 20 1 13 6 15
SRP_00144 0.73 0.74 0.72 70 46568 34 1 26 7 24
SRP_00197 0.49 0.49 0.49 49 49355 54 3 48 3 52
SRP_00198 0.63 0.62 0.65 64 50941 39 2 33 4 39
SRP_00199 0.26 0.26 0.26 27 50938 77 4 71 2 78
SRP_00201 0.90 0.87 0.92 97 47790 10 0 8 2 14
SRP_00202 0.85 0.84 0.86 98 54171 20 0 16 4 19
SRP_00203 0.80 0.82 0.79 86 48719 29 1 22 6 19
SRP_00204 0.60 0.61 0.60 62 49037 43 7 35 1 40
SRP_00206 0.84 0.84 0.84 91 47787 18 6 11 1 17
SRP_00208 0.68 0.68 0.68 69 46564 34 7 25 2 32
SRP_00255 0.62 0.64 0.61 60 47487 46 3 36 7 34
SRP_00276 0.86 0.85 0.86 94 50612 16 5 10 1 16
SRP_00278 0.71 0.71 0.70 75 45949 34 2 30 2 30
SRP_00321 0.70 0.71 0.68 77 47473 38 7 29 2 31
SRP_00322 0.62 0.62 0.62 68 48406 43 5 37 1 41
SRP_00323 0.93 0.93 0.93 100 47171 11 0 7 4 7
SRP_00330 0.38 0.41 0.36 39 49978 70 6 63 1 56
SRP_00332 0.71 0.72 0.70 76 50295 38 3 29 6 30
SRP_00339 0.54 0.55 0.52 52 44451 52 6 42 4 42

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

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

Total Base Pair Counts
Total TP 1249
Total TN 2623051
Total FP 419
Total FP CONTRA 30
Total FP INCONS 360
Total FP COMP 29
Total FN 3354
Total Scores
MCC 0.454
Average MCC ± 95% Confidence Intervals 0.456 ± 0.042
Sensitivity 0.271
Positive Predictive Value 0.762
Nr of predictions 51

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.37 0.14 1.00 16 103724 0 0 0 0 99
CRW_00016 0.36 0.14 0.89 17 77402 2 0 2 0 103
CRW_00610 0.49 0.31 0.78 25 36283 7 1 6 0 56
CRW_00613 0.54 0.33 0.87 26 34950 4 0 4 0 52
CRW_00614 0.46 0.25 0.88 14 121755 9 0 2 7 43
CRW_00618 0.36 0.13 1.00 8 56272 0 0 0 0 53
CRW_00633 0.32 0.12 0.81 13 63530 3 1 2 0 93
CRW_00634 0.40 0.17 0.94 16 64603 1 0 1 0 78
CRW_00670 0.32 0.18 0.55 22 70085 18 0 18 0 98
CRW_00671 0.20 0.09 0.41 11 62808 16 0 16 0 106
CRW_00672 0.38 0.15 0.94 17 72372 1 0 1 0 94
CRW_00674 0.40 0.17 0.95 21 83414 1 0 1 0 103
CRW_00676 0.12 0.04 0.33 5 93513 10 1 9 0 110
CRW_00692 0.41 0.17 1.00 15 68620 0 0 0 0 75
PDB_00827 0.25 0.10 0.62 8 27015 5 0 5 0 73
RFA_00606 0.34 0.21 0.57 8 21307 8 2 4 2 31
RFA_00620 0.00 0.00 0.00 0 21939 6 0 6 0 39
RFA_00626 0.44 0.32 0.60 28 56569 22 2 17 3 59
RFA_00627 0.53 0.39 0.72 34 56906 15 3 10 2 53
RFA_00628 0.58 0.43 0.77 37 57243 14 3 8 3 49
RFA_00630 0.45 0.32 0.64 28 56909 17 3 13 1 59
RFA_00639 0.00 0.00 0.00 0 54575 44 6 34 4 87
RFA_00814 0.68 0.51 0.91 21 25177 2 0 2 0 20
RFA_00815 0.68 0.51 0.91 21 24508 2 0 2 0 20
RFA_00816 0.68 0.51 0.91 21 23197 2 0 2 0 20
RFA_00817 0.68 0.56 0.82 23 21917 5 0 5 0 18
RFA_00818 0.60 0.49 0.74 20 20274 8 1 6 1 21
RFA_00819 0.62 0.51 0.75 21 27938 7 0 7 0 20
SRP_00016 0.54 0.35 0.83 38 47849 8 0 8 0 71
SRP_00130 0.50 0.32 0.78 31 49730 10 1 8 1 66
SRP_00142 0.46 0.37 0.58 34 45997 26 1 24 1 59
SRP_00143 0.50 0.30 0.86 30 49735 5 0 5 0 71
SRP_00144 0.54 0.37 0.80 35 46621 11 0 9 2 59
SRP_00197 0.46 0.26 0.84 26 49424 5 0 5 0 75
SRP_00198 0.56 0.37 0.84 38 50995 7 0 7 0 65
SRP_00199 0.54 0.35 0.82 37 50995 8 0 8 0 68
SRP_00201 0.54 0.35 0.83 39 47848 8 0 8 0 72
SRP_00202 0.43 0.21 0.86 25 54256 4 0 4 0 92
SRP_00203 0.51 0.34 0.77 36 48781 12 0 11 1 69
SRP_00204 0.52 0.34 0.80 35 49097 9 1 8 0 67
SRP_00206 0.55 0.36 0.83 39 47848 8 0 8 0 69
SRP_00208 0.52 0.33 0.83 33 46625 7 1 6 0 68
SRP_00255 0.49 0.27 0.89 25 47558 3 0 3 0 69
SRP_00276 0.51 0.33 0.80 36 50676 9 0 9 0 74
SRP_00278 0.52 0.33 0.81 35 46013 8 0 8 0 70
SRP_00321 0.42 0.21 0.82 23 47558 5 1 4 0 85
SRP_00322 0.52 0.33 0.82 36 48472 8 0 8 0 73
SRP_00323 0.54 0.34 0.88 36 47237 5 0 5 0 71
SRP_00330 0.44 0.23 0.85 22 50060 5 0 4 1 73
SRP_00332 0.44 0.25 0.75 27 50367 9 0 9 0 79
SRP_00339 0.56 0.39 0.79 37 44504 10 2 8 0 57

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