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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MaxExpect CMfinder(seed)
MCC 0.594 > 0.486
Average MCC ± 95% Confidence Intervals 0.561 ± 0.054 > 0.505 ± 0.044
Sensitivity 0.583 > 0.312
Positive Predictive Value 0.608 < 0.757
Total TP 3552 > 1905
Total TN 2877907 < 2881233
Total FP 2779 > 688
Total FP CONTRA 367 > 40
Total FP INCONS 1924 > 572
Total FP COMP 488 > 76
Total FN 2545 < 4192
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of MaxExpect - scored higher in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 3552
Total TN 2877907
Total FP 2779
Total FP CONTRA 367
Total FP INCONS 1924
Total FP COMP 488
Total FN 2545
Total Scores
MCC 0.594
Average MCC ± 95% Confidence Intervals 0.561 ± 0.054
Sensitivity 0.583
Positive Predictive Value 0.608
Nr of predictions 129

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.42 0.37 0.47 43 103648 69 4 45 20 72
CRW_00016 0.51 0.47 0.57 56 77322 56 6 37 13 64
CRW_00610 0.46 0.46 0.47 37 36237 41 7 34 0 44
CRW_00613 0.85 0.82 0.89 64 34908 16 0 8 8 14
CRW_00614 0.14 0.16 0.12 9 121696 125 18 48 59 48
CRW_00618 0.19 0.20 0.19 12 56217 69 7 44 18 49
CRW_00633 0.62 0.57 0.67 60 63457 32 8 21 3 46
CRW_00634 0.48 0.47 0.49 44 64531 49 9 36 4 50
CRW_00670 0.56 0.58 0.56 69 70001 57 12 43 2 51
CRW_00671 0.80 0.76 0.85 89 62730 20 1 15 4 28
CRW_00672 0.78 0.77 0.78 86 72280 32 6 18 8 25
CRW_00674 0.63 0.61 0.64 76 83318 45 8 34 3 48
CRW_00676 0.60 0.60 0.60 69 93413 64 12 34 18 46
CRW_00692 0.33 0.34 0.32 31 68537 80 17 50 13 59
PDB_00005 0.88 0.79 1.00 11 935 0 0 0 0 3
PDB_00012 1.00 1.00 1.00 7 399 3 0 0 3 0
PDB_00213 0.92 0.85 1.00 35 5015 0 0 0 0 6
PDB_00553 1.00 1.00 1.00 11 454 0 0 0 0 0
PDB_00716 -0.01 0.00 0.00 0 2678 24 1 22 1 23
PDB_00810 0.87 0.76 1.00 13 1068 0 0 0 0 4
PDB_00827 0.77 0.65 0.91 53 26970 7 0 5 2 28
PDB_01050 0.92 0.85 1.00 11 619 2 0 0 2 2
PDB_01051 0.88 0.85 0.92 11 891 5 0 1 4 2
PDB_01092 0.75 0.63 0.89 33 10116 6 0 4 2 19
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
RFA_00603 0.69 0.74 0.63 26 13489 18 4 11 3 9
RFA_00604 0.72 0.74 0.70 26 13493 21 2 9 10 9
RFA_00605 0.35 0.34 0.36 12 15192 32 3 18 11 23
RFA_00606 0.68 0.67 0.70 26 21284 24 7 4 13 13
RFA_00607 0.83 0.83 0.83 30 17730 17 4 2 11 6
RFA_00609 0.55 0.59 0.51 22 17912 28 4 17 7 15
RFA_00610 0.90 0.86 0.94 32 17171 11 0 2 9 5
RFA_00611 0.87 0.86 0.88 30 13007 11 0 4 7 5
RFA_00613 0.73 0.69 0.77 24 12849 12 4 3 5 11
RFA_00615 0.67 0.66 0.68 23 13332 11 4 7 0 12
RFA_00620 0.44 0.49 0.40 19 21897 42 7 22 13 20
RFA_00626 0.88 0.84 0.92 73 56537 23 2 4 17 14
RFA_00627 0.71 0.68 0.74 59 56873 37 5 16 16 28
RFA_00628 0.91 0.88 0.94 76 57210 25 0 5 20 10
RFA_00630 0.66 0.66 0.66 57 56867 44 7 22 15 30
RFA_00632 0.34 0.36 0.33 10 4065 20 2 18 0 18
RFA_00636 0.41 0.43 0.40 12 3975 18 2 16 0 16
RFA_00639 0.49 0.51 0.48 44 54523 57 12 36 9 43
RFA_00642 0.22 0.17 0.30 3 2916 7 1 6 0 15
RFA_00643 0.22 0.22 0.24 4 2194 14 2 11 1 14
RFA_00644 0.00 0.00 0.00 0 2693 8 0 8 0 18
RFA_00645 -0.01 0.00 0.00 0 2404 11 2 9 0 18
RFA_00649 0.79 0.72 0.87 13 2130 4 1 1 2 5
RFA_00651 0.26 0.22 0.31 4 2067 10 0 9 1 14
RFA_00653 0.34 0.33 0.35 6 2128 11 2 9 0 12
RFA_00654 -0.01 0.00 0.00 0 2401 14 2 12 0 18
RFA_00658 0.59 0.50 0.70 7 1118 5 0 3 2 7
RFA_00659 -0.01 0.00 0.00 0 1120 10 1 7 2 14
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00667 0.23 0.21 0.27 3 979 8 1 7 0 11
RFA_00668 0.36 0.36 0.38 5 977 8 0 8 0 9
RFA_00672 -0.01 0.00 0.00 0 897 6 0 6 0 13
RFA_00673 0.35 0.29 0.44 4 1119 6 0 5 1 10
RFA_00674 0.23 0.21 0.27 3 1117 8 0 8 0 11
RFA_00675 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00677 0.36 0.36 0.38 5 977 9 0 8 1 9
RFA_00678 0.43 0.29 0.67 4 940 2 0 2 0 10
RFA_00680 0.69 0.64 0.75 9 1116 6 0 3 3 5
RFA_00684 0.61 0.57 0.67 8 978 5 0 4 1 6
RFA_00685 0.35 0.29 0.44 4 981 6 0 5 1 10
RFA_00704 -0.01 0.00 0.00 0 988 3 0 2 1 14
RFA_00705 0.64 0.64 0.64 9 1021 5 0 5 0 5
RFA_00706 0.37 0.29 0.50 4 1027 4 0 4 0 10
RFA_00707 -0.01 0.00 0.00 0 1028 7 1 6 0 14
RFA_00708 0.40 0.29 0.57 4 1028 3 0 3 0 10
RFA_00709 -0.01 0.00 0.00 0 981 9 0 9 0 14
RFA_00710 -0.01 0.00 0.00 0 981 9 0 9 0 14
RFA_00711 -0.01 0.00 0.00 0 1026 9 0 9 0 14
RFA_00715 -0.01 0.00 0.00 0 933 13 0 13 0 14
RFA_00716 -0.01 0.00 0.00 0 935 11 0 11 0 14
RFA_00717 0.59 0.57 0.62 8 890 5 0 5 0 6
RFA_00730 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00731 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00733 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00734 0.78 0.75 0.82 9 892 3 0 2 1 3
RFA_00736 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00737 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00745 1.00 1.00 1.00 12 934 1 0 0 1 0
RFA_00749 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00758 0.96 0.92 1.00 11 892 0 0 0 0 1
RFA_00762 0.66 0.67 0.67 8 891 4 0 4 0 4
RFA_00763 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00764 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00765 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.63 0.56 0.71 10 2002 7 0 4 3 8
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00779 0.61 0.56 0.67 10 1938 5 2 3 0 8
RFA_00781 0.73 0.75 0.71 24 5016 10 2 8 0 8
RFA_00786 0.64 0.66 0.64 21 5017 12 2 10 0 11
RFA_00791 0.95 0.91 1.00 29 5122 1 0 0 1 3
RFA_00792 0.95 0.94 0.97 30 5019 2 0 1 1 2
RFA_00801 0.81 0.78 0.83 25 5020 6 0 5 1 7
RFA_00808 0.62 0.56 0.69 9 2003 4 0 4 0 7
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10
RFA_00814 0.24 0.27 0.22 11 25149 45 9 31 5 30
RFA_00815 0.57 0.61 0.54 25 24485 29 4 17 8 16
RFA_00816 0.63 0.66 0.60 27 23175 24 11 7 6 14
RFA_00817 0.10 0.12 0.08 5 21883 57 17 40 0 36
RFA_00818 0.48 0.54 0.43 22 20250 30 12 17 1 19
RFA_00819 0.96 0.95 0.98 39 27926 33 0 1 32 2
SRP_00016 0.79 0.78 0.80 85 47789 22 3 18 1 24
SRP_00130 0.48 0.48 0.48 47 49672 54 5 46 3 50
SRP_00142 0.31 0.31 0.31 29 45962 66 7 58 1 64
SRP_00143 0.37 0.38 0.36 38 49664 70 8 60 2 63
SRP_00144 0.38 0.39 0.38 37 46567 65 7 54 4 57
SRP_00197 0.21 0.20 0.24 20 49370 65 3 62 0 81
SRP_00198 0.22 0.21 0.23 22 50943 75 7 68 0 81
SRP_00199 0.65 0.65 0.65 68 50935 39 3 34 2 37
SRP_00201 0.72 0.70 0.73 78 47788 31 1 28 2 33
SRP_00202 0.87 0.86 0.87 101 54169 18 2 13 3 16
SRP_00203 0.73 0.74 0.71 78 48718 41 1 31 9 27
SRP_00204 0.66 0.67 0.65 68 49037 37 7 29 1 34
SRP_00206 0.84 0.83 0.84 90 47788 18 5 12 1 18
SRP_00208 0.64 0.62 0.66 63 46569 34 7 26 1 38
SRP_00255 0.60 0.62 0.59 58 47487 45 2 39 4 36
SRP_00276 0.86 0.85 0.86 94 50612 16 5 10 1 16
SRP_00278 0.67 0.68 0.66 71 45949 39 6 30 3 34
SRP_00321 0.56 0.56 0.55 61 47475 51 10 40 1 47
SRP_00322 0.67 0.65 0.68 71 48412 34 1 32 1 38
SRP_00323 0.81 0.80 0.82 86 47173 22 0 19 3 21
SRP_00330 0.47 0.46 0.49 44 49996 47 4 42 1 51
SRP_00332 0.70 0.71 0.69 75 50295 34 7 26 1 31
SRP_00339 0.66 0.66 0.66 62 44457 36 2 30 4 32

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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 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

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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_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

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