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 CMfinder(seed) - scored higher in this pairwise comparison

  4. Performance of RNAwolf - scored lower in this pairwise comparison

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


Overview

Metric CMfinder(seed) RNAwolf
MCC 0.486 > 0.414
Average MCC ± 95% Confidence Intervals 0.505 ± 0.044 > 0.385 ± 0.048
Sensitivity 0.312 < 0.424
Positive Predictive Value 0.757 > 0.406
Total TP 1905 < 2588
Total TN 2881233 > 2877371
Total FP 688 < 4708
Total FP CONTRA 40 < 614
Total FP INCONS 572 < 3177
Total FP COMP 76 < 917
Total FN 4192 > 3509
P-value 3.56938820447e-08

^top




Performance plots


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

  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 CMfinder(seed) and RNAwolf).

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

^top





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

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

Total Base Pair Counts
Total TP 1905
Total TN 2881233
Total FP 688
Total FP CONTRA 40
Total FP INCONS 572
Total FP COMP 76
Total FN 4192
Total Scores
MCC 0.486
Average MCC ± 95% Confidence Intervals 0.505 ± 0.044
Sensitivity 0.312
Positive Predictive Value 0.757
Nr of predictions 129

^top



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_00005 0.47 0.36 0.63 5 938 3 0 3 0 9
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 0
PDB_00213 0.85 0.73 1.00 30 5020 0 0 0 0 11
PDB_00553 0.00 0.00 0.00 0 465 0 0 0 0 11
PDB_00716 -0.01 0.00 0.00 0 2688 13 0 13 0 23
PDB_00810 0.76 0.59 1.00 10 1071 0 0 0 0 7
PDB_00827 0.25 0.10 0.62 8 27015 5 0 5 0 73
PDB_01050 0.68 0.46 1.00 6 624 1 0 0 1 7
PDB_01051 0.83 0.69 1.00 9 894 4 0 0 4 4
PDB_01092 0.38 0.21 0.69 11 10137 6 0 5 1 41
PDB_01152 0.92 0.86 1.00 12 549 0 0 0 0 2
RFA_00603 0.70 0.60 0.81 21 13504 7 0 5 2 14
RFA_00604 0.63 0.51 0.78 18 13507 8 0 5 3 17
RFA_00605 0.14 0.06 0.33 2 15219 5 0 4 1 33
RFA_00606 0.34 0.21 0.57 8 21307 8 2 4 2 31
RFA_00607 0.08 0.06 0.13 2 17750 15 3 11 1 34
RFA_00609 0.32 0.22 0.47 8 17938 12 2 7 3 29
RFA_00610 0.39 0.30 0.52 11 17184 13 2 8 3 26
RFA_00611 0.65 0.51 0.82 18 13019 5 0 4 1 17
RFA_00613 0.70 0.57 0.87 20 12857 4 0 3 1 15
RFA_00615 0.57 0.49 0.68 17 13341 10 0 8 2 18
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_00632 0.27 0.25 0.29 7 4071 17 0 17 0 21
RFA_00636 0.71 0.64 0.78 18 3982 5 2 3 0 10
RFA_00639 0.00 0.00 0.00 0 54575 44 6 34 4 87
RFA_00642 0.44 0.28 0.71 5 2919 2 0 2 0 13
RFA_00643 -0.01 0.00 0.00 0 2203 8 0 8 0 18
RFA_00644 0.00 0.00 0.00 0 2693 8 0 8 0 18
RFA_00645 0.29 0.17 0.50 3 2409 3 0 3 0 15
RFA_00649 0.35 0.22 0.57 4 2138 3 0 3 0 14
RFA_00651 0.35 0.22 0.57 4 2073 3 0 3 0 14
RFA_00653 -0.01 0.00 0.00 0 2137 8 0 8 0 18
RFA_00654 0.38 0.22 0.67 4 2409 2 0 2 0 14
RFA_00658 0.40 0.29 0.57 4 1121 4 0 3 1 10
RFA_00659 0.23 0.14 0.40 2 1123 4 0 3 1 12
RFA_00664 0.40 0.29 0.57 4 983 4 0 3 1 10
RFA_00667 0.40 0.29 0.57 4 983 4 0 3 1 10
RFA_00668 0.35 0.21 0.60 3 985 3 0 2 1 11
RFA_00672 0.41 0.31 0.57 4 896 3 0 3 0 9
RFA_00673 0.23 0.14 0.40 2 1123 4 0 3 1 12
RFA_00674 0.40 0.29 0.57 4 1121 4 0 3 1 10
RFA_00675 0.35 0.21 0.60 3 985 3 0 2 1 11
RFA_00677 0.40 0.29 0.57 4 983 4 0 3 1 10
RFA_00678 0.43 0.29 0.67 4 940 3 0 2 1 10
RFA_00680 0.40 0.29 0.57 4 1121 4 0 3 1 10
RFA_00684 0.43 0.29 0.67 4 984 3 0 2 1 10
RFA_00685 0.32 0.21 0.50 3 984 4 0 3 1 11
RFA_00704 0.32 0.21 0.50 3 984 4 0 3 1 11
RFA_00705 0.40 0.29 0.57 4 1028 4 0 3 1 10
RFA_00706 0.43 0.29 0.67 4 1029 3 0 2 1 10
RFA_00707 0.43 0.29 0.67 4 1029 3 0 2 1 10
RFA_00708 0.40 0.29 0.57 4 1028 4 0 3 1 10
RFA_00709 0.32 0.21 0.50 3 984 4 0 3 1 11
RFA_00710 0.32 0.21 0.50 3 984 3 0 3 0 11
RFA_00711 0.43 0.29 0.67 4 1029 3 0 2 1 10
RFA_00715 0.30 0.14 0.67 2 943 2 0 1 1 12
RFA_00716 0.43 0.29 0.67 4 940 3 0 2 1 10
RFA_00717 0.30 0.21 0.43 3 896 4 0 4 0 11
RFA_00730 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00731 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00733 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00734 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00736 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00737 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00745 0.91 0.83 1.00 10 936 0 0 0 0 2
RFA_00749 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00758 0.86 0.75 1.00 9 894 0 0 0 0 3
RFA_00762 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00763 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00764 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00765 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00769 0.71 0.50 1.00 9 1944 0 0 0 0 9
RFA_00770 0.71 0.50 1.00 9 2007 0 0 0 0 9
RFA_00773 0.00 0.00 0.00 0 1949 4 0 4 0 18
RFA_00779 0.71 0.50 1.00 9 1944 0 0 0 0 9
RFA_00781 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00786 0.95 0.91 1.00 29 5021 0 0 0 0 3
RFA_00791 0.92 0.88 0.97 28 5122 1 0 1 0 4
RFA_00792 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00801 0.95 0.91 1.00 29 5021 0 0 0 0 3
RFA_00808 0.68 0.56 0.82 9 2005 2 0 2 0 7
RFA_00809 0.41 0.38 0.46 6 2132 7 1 6 0 10
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

^top



Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 2588
Total TN 2877371
Total FP 4708
Total FP CONTRA 614
Total FP INCONS 3177
Total FP COMP 917
Total FN 3509
Total Scores
MCC 0.414
Average MCC ± 95% Confidence Intervals 0.385 ± 0.048
Sensitivity 0.424
Positive Predictive Value 0.406
Nr of predictions 129

^top



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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.03 0.03 0.03 4 103598 147 24 114 9 111
CRW_00016 0.24 0.23 0.24 28 77305 101 10 78 13 92
CRW_00610 0.52 0.52 0.52 42 36234 53 4 35 14 39
CRW_00613 0.60 0.62 0.59 48 34898 50 1 33 16 30
CRW_00614 0.09 0.12 0.07 7 121673 167 34 57 76 50
CRW_00618 0.01 0.02 0.01 1 56208 107 13 58 36 60
CRW_00633 0.29 0.29 0.30 31 63442 76 12 61 3 75
CRW_00634 0.19 0.22 0.17 21 64493 110 25 81 4 73
CRW_00670 0.35 0.35 0.35 42 70006 81 12 65 4 78
CRW_00671 0.13 0.13 0.13 15 62723 100 11 86 3 102
CRW_00672 0.06 0.06 0.06 7 72276 114 17 90 7 104
CRW_00674 0.28 0.28 0.28 35 83310 106 12 79 15 89
CRW_00676 0.16 0.17 0.16 19 93407 113 22 80 11 96
CRW_00692 0.18 0.19 0.18 17 68539 100 16 63 21 73
PDB_00005 0.42 0.36 0.50 5 936 6 0 5 1 9
PDB_00012 0.92 0.86 1.00 6 400 2 0 0 2 1
PDB_00213 0.84 0.83 0.85 34 5010 7 0 6 1 7
PDB_00553 0.90 0.82 1.00 9 456 0 0 0 0 2
PDB_00716 0.68 0.57 0.81 13 2685 3 0 3 0 10
PDB_00810 0.55 0.47 0.67 8 1069 4 0 4 0 9
PDB_00827 0.58 0.58 0.57 47 26946 37 6 29 2 34
PDB_01050 0.80 0.77 0.83 10 618 2 0 2 0 3
PDB_01051 1.00 1.00 1.00 13 890 5 0 0 5 0
PDB_01092 0.43 0.38 0.49 20 10112 23 2 19 2 32
PDB_01152 0.92 0.86 1.00 12 549 1 0 0 1 2
RFA_00603 0.55 0.60 0.50 21 13488 33 5 16 12 14
RFA_00604 0.73 0.77 0.69 27 13491 29 5 7 17 8
RFA_00605 0.15 0.17 0.14 6 15181 46 6 32 8 29
RFA_00606 0.39 0.41 0.36 16 21277 43 8 20 15 23
RFA_00607 0.44 0.44 0.44 16 17730 39 1 19 19 20
RFA_00609 0.59 0.62 0.56 23 17914 37 1 17 19 14
RFA_00610 0.09 0.11 0.08 4 17154 53 17 30 6 33
RFA_00611 0.65 0.69 0.62 24 13002 29 3 12 14 11
RFA_00613 0.16 0.17 0.15 6 12839 41 8 27 6 29
RFA_00615 0.10 0.11 0.09 4 13321 42 10 31 1 31
RFA_00620 0.21 0.23 0.19 9 21898 49 10 28 11 30
RFA_00626 0.08 0.09 0.08 8 56511 99 24 73 2 79
RFA_00627 0.38 0.39 0.37 34 56862 73 13 44 16 53
RFA_00628 0.58 0.57 0.59 49 57208 64 7 27 30 37
RFA_00630 0.48 0.47 0.49 41 56869 66 9 34 23 46
RFA_00632 0.25 0.25 0.27 7 4069 22 1 18 3 21
RFA_00636 0.40 0.39 0.41 11 3978 19 1 15 3 17
RFA_00639 0.10 0.10 0.09 9 54519 94 13 74 7 78
RFA_00642 -0.01 0.00 0.00 0 2906 20 2 18 0 18
RFA_00643 -0.01 0.00 0.00 0 2190 21 4 17 0 18
RFA_00644 -0.01 0.00 0.00 0 2682 21 0 19 2 18
RFA_00645 -0.01 0.00 0.00 0 2396 19 4 15 0 18
RFA_00649 0.42 0.44 0.40 8 2125 14 1 11 2 10
RFA_00651 0.10 0.11 0.11 2 2061 17 1 16 0 16
RFA_00653 -0.01 0.00 0.00 0 2123 22 4 18 0 18
RFA_00654 -0.01 0.00 0.00 0 2394 21 3 18 0 18
RFA_00658 0.56 0.50 0.64 7 1117 8 0 4 4 7
RFA_00659 0.20 0.21 0.21 3 1114 14 1 10 3 11
RFA_00664 -0.02 0.00 0.00 0 974 16 0 16 0 14
RFA_00667 0.27 0.29 0.27 4 975 12 1 10 1 10
RFA_00668 0.44 0.43 0.46 6 977 7 0 7 0 8
RFA_00672 -0.01 0.00 0.00 0 893 12 0 10 2 13
RFA_00673 0.36 0.36 0.38 5 1115 10 0 8 2 9
RFA_00674 0.74 0.71 0.77 10 1115 5 0 3 2 4
RFA_00675 -0.01 0.00 0.00 0 979 13 0 11 2 14
RFA_00677 0.55 0.57 0.53 8 975 10 0 7 3 6
RFA_00678 0.30 0.29 0.33 4 934 10 0 8 2 10
RFA_00680 0.42 0.43 0.43 6 1114 12 0 8 4 8
RFA_00684 0.37 0.29 0.50 4 982 4 1 3 0 10
RFA_00685 0.46 0.43 0.50 6 978 6 2 4 0 8
RFA_00704 -0.01 0.00 0.00 0 979 11 2 9 0 14
RFA_00705 0.69 0.71 0.67 10 1020 6 0 5 1 4
RFA_00706 -0.01 0.00 0.00 0 1023 12 2 10 0 14
RFA_00707 -0.01 0.00 0.00 0 1025 11 0 10 1 14
RFA_00708 -0.01 0.00 0.00 0 1025 10 1 9 0 14
RFA_00709 -0.01 0.00 0.00 0 978 12 0 12 0 14
RFA_00710 -0.01 0.00 0.00 0 978 12 1 11 0 14
RFA_00711 -0.01 0.00 0.00 0 1022 14 2 11 1 14
RFA_00715 -0.01 0.00 0.00 0 936 10 0 10 0 14
RFA_00716 0.06 0.07 0.07 1 932 13 0 13 0 13
RFA_00717 0.69 0.64 0.75 9 891 4 0 3 1 5
RFA_00730 0.48 0.42 0.56 5 894 6 0 4 2 7
RFA_00731 0.55 0.58 0.54 7 890 9 1 5 3 5
RFA_00733 0.23 0.25 0.23 3 890 12 1 9 2 9
RFA_00734 0.52 0.50 0.55 6 892 7 0 5 2 6
RFA_00736 0.48 0.42 0.56 5 894 7 0 4 3 7
RFA_00737 0.34 0.33 0.36 4 892 9 2 5 2 8
RFA_00745 0.66 0.67 0.67 8 934 8 0 4 4 4
RFA_00749 0.55 0.58 0.54 7 890 9 1 5 3 5
RFA_00758 0.45 0.42 0.50 5 893 5 0 5 0 7
RFA_00762 0.55 0.58 0.54 7 890 9 1 5 3 5
RFA_00763 0.58 0.58 0.58 7 891 8 0 5 3 5
RFA_00764 0.48 0.42 0.56 5 894 6 0 4 2 7
RFA_00765 0.36 0.42 0.33 5 888 13 0 10 3 7
RFA_00769 0.41 0.44 0.38 8 1932 13 3 10 0 10
RFA_00770 0.51 0.50 0.53 9 1999 12 2 6 4 9
RFA_00773 0.42 0.39 0.47 7 1938 12 1 7 4 11
RFA_00779 0.26 0.28 0.26 5 1934 14 6 8 0 13
RFA_00781 0.72 0.72 0.72 23 5018 13 0 9 4 9
RFA_00786 0.32 0.31 0.34 10 5021 22 2 17 3 22
RFA_00791 0.41 0.44 0.39 14 5115 23 5 17 1 18
RFA_00792 0.18 0.16 0.21 5 5026 20 2 17 1 27
RFA_00801 0.31 0.31 0.32 10 5019 22 2 19 1 22
RFA_00808 0.68 0.56 0.82 9 2005 2 2 0 0 7
RFA_00809 0.47 0.38 0.60 6 2135 6 0 4 2 10
RFA_00814 0.20 0.22 0.18 9 25149 62 12 30 20 32
RFA_00815 0.47 0.54 0.41 22 24477 47 14 18 15 19
RFA_00816 0.00 0.00 0.00 0 23162 66 17 41 8 41
RFA_00817 0.00 0.00 0.00 0 21892 57 12 41 4 41
RFA_00818 0.25 0.27 0.23 11 20253 51 12 25 14 30
RFA_00819 0.16 0.17 0.16 7 27921 70 6 32 32 34
SRP_00016 0.79 0.81 0.78 88 47782 44 1 24 19 21
SRP_00130 0.21 0.22 0.20 21 49666 85 6 77 2 76
SRP_00142 0.21 0.23 0.20 21 45949 92 12 74 6 72
SRP_00143 0.42 0.44 0.40 44 49660 75 6 60 9 57
SRP_00144 0.36 0.38 0.34 36 46560 80 8 61 11 58
SRP_00197 0.36 0.37 0.36 37 49353 73 6 59 8 64
SRP_00198 0.13 0.14 0.13 14 50935 101 10 81 10 89
SRP_00199 0.18 0.19 0.18 20 50930 94 7 83 4 85
SRP_00201 0.78 0.79 0.77 88 47780 40 7 20 13 23
SRP_00202 0.85 0.86 0.83 101 54163 31 5 16 10 16
SRP_00203 0.72 0.75 0.69 79 48714 53 2 33 18 26
SRP_00204 0.71 0.69 0.74 70 49046 45 1 24 20 32
SRP_00206 0.74 0.75 0.73 81 47784 43 6 24 13 27
SRP_00208 0.80 0.80 0.80 81 46564 36 3 17 16 20
SRP_00255 0.56 0.59 0.54 55 47485 59 7 39 13 39
SRP_00276 0.80 0.80 0.80 88 50611 41 1 21 19 22
SRP_00278 0.69 0.70 0.69 74 45948 45 2 32 11 31
SRP_00321 0.73 0.72 0.74 78 47480 39 4 24 11 30
SRP_00322 0.73 0.72 0.73 79 48408 38 3 26 9 30
SRP_00323 0.74 0.73 0.76 78 47175 33 1 24 8 29
SRP_00330 0.64 0.69 0.60 66 49976 58 9 35 14 29
SRP_00332 0.88 0.88 0.89 93 50298 34 1 11 22 13
SRP_00339 0.68 0.69 0.67 65 44454 47 7 25 15 29

^top


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