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 0.585 > 0.486
Average MCC ± 95% Confidence Intervals 0.535 ± 0.049 > 0.505 ± 0.044
Sensitivity 0.587 > 0.312
Positive Predictive Value 0.584 < 0.757
Total TP 3578 > 1905
Total TN 2877627 < 2881233
Total FP 3113 > 688
Total FP CONTRA 435 > 40
Total FP INCONS 2110 > 572
Total FP COMP 568 > 76
Total FN 2519 < 4192
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 3578
Total TN 2877627
Total FP 3113
Total FP CONTRA 435
Total FP INCONS 2110
Total FP COMP 568
Total FN 2519
Total Scores
MCC 0.585
Average MCC ± 95% Confidence Intervals 0.535 ± 0.049
Sensitivity 0.587
Positive Predictive Value 0.584
Nr of predictions 129

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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_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 0.94 0.88 1.00 36 5014 0 0 0 0 5
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 0.38 0.35 0.43 6 1067 8 2 6 0 11
PDB_00827 0.59 0.53 0.65 43 26962 24 3 20 1 38
PDB_01050 0.96 0.92 1.00 12 618 2 0 0 2 1
PDB_01051 0.75 0.69 0.82 9 892 6 0 2 4 4
PDB_01092 0.66 0.60 0.74 31 10111 13 3 8 2 21
PDB_01152 0.96 0.93 1.00 13 548 0 0 0 0 1
RFA_00603 0.64 0.69 0.60 24 13490 19 4 12 3 11
RFA_00604 0.71 0.74 0.68 26 13492 24 2 10 12 9
RFA_00605 0.36 0.34 0.38 12 15193 30 3 17 10 23
RFA_00606 0.63 0.67 0.60 26 21278 33 8 9 16 13
RFA_00607 0.78 0.83 0.73 30 17725 21 5 6 10 6
RFA_00609 0.77 0.78 0.76 29 17917 27 2 7 18 8
RFA_00610 0.87 0.84 0.91 31 17171 19 0 3 16 6
RFA_00611 0.63 0.63 0.63 22 13006 15 3 10 2 13
RFA_00613 0.61 0.60 0.62 21 12846 15 4 9 2 14
RFA_00615 0.58 0.60 0.57 21 13329 20 5 11 4 14
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_00632 0.31 0.32 0.30 9 4065 21 2 19 0 19
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00639 0.22 0.24 0.20 21 54512 86 20 62 4 66
RFA_00642 0.16 0.17 0.16 3 2907 19 0 16 3 15
RFA_00643 0.24 0.22 0.27 4 2196 12 2 9 1 14
RFA_00644 -0.01 0.00 0.00 0 2679 22 6 16 0 18
RFA_00645 -0.01 0.00 0.00 0 2401 14 3 11 0 18
RFA_00649 0.75 0.67 0.86 12 2131 4 0 2 2 6
RFA_00651 0.35 0.33 0.38 6 2064 10 1 9 0 12
RFA_00653 0.34 0.33 0.35 6 2128 11 3 8 0 12
RFA_00654 0.27 0.28 0.28 5 2397 13 2 11 0 13
RFA_00658 0.59 0.50 0.70 7 1118 5 0 3 2 7
RFA_00659 -0.01 0.00 0.00 0 1119 11 0 9 2 14
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00667 0.29 0.29 0.31 4 977 10 1 8 1 10
RFA_00668 0.41 0.43 0.40 6 975 9 0 9 0 8
RFA_00672 -0.01 0.00 0.00 0 895 9 0 8 1 13
RFA_00673 0.42 0.36 0.50 5 1118 6 0 5 1 9
RFA_00674 0.71 0.71 0.71 10 1114 5 0 4 1 4
RFA_00675 0.29 0.29 0.31 4 977 9 1 8 0 10
RFA_00677 0.57 0.57 0.57 8 976 8 0 6 2 6
RFA_00678 0.33 0.29 0.40 4 936 6 0 6 0 10
RFA_00680 0.74 0.71 0.77 10 1115 6 0 3 3 4
RFA_00684 0.59 0.57 0.62 8 977 6 0 5 1 6
RFA_00685 0.42 0.36 0.50 5 980 6 0 5 1 9
RFA_00704 -0.01 0.00 0.00 0 981 9 0 9 0 14
RFA_00705 0.74 0.71 0.77 10 1022 4 0 3 1 4
RFA_00706 -0.01 0.00 0.00 0 1025 10 1 9 0 14
RFA_00707 -0.01 0.00 0.00 0 1024 11 1 10 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 0 980 10 0 10 0 14
RFA_00710 -0.01 0.00 0.00 0 981 9 0 9 0 14
RFA_00711 0.33 0.29 0.40 4 1025 7 0 6 1 10
RFA_00715 -0.01 0.00 0.00 0 936 10 0 10 0 14
RFA_00716 -0.01 0.00 0.00 0 935 11 0 11 0 14
RFA_00717 0.66 0.64 0.69 9 890 4 0 4 0 5
RFA_00730 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00731 0.66 0.67 0.67 8 891 5 1 3 1 4
RFA_00733 0.66 0.67 0.67 8 891 5 1 3 1 4
RFA_00734 0.61 0.67 0.57 8 889 7 1 5 1 4
RFA_00736 0.66 0.67 0.67 8 891 5 1 3 1 4
RFA_00737 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00745 0.66 0.67 0.67 8 934 5 1 3 1 4
RFA_00749 0.66 0.67 0.67 8 891 5 1 3 1 4
RFA_00758 0.63 0.58 0.70 7 893 3 1 2 0 5
RFA_00762 0.39 0.42 0.38 5 890 8 2 6 0 7
RFA_00763 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00764 0.66 0.67 0.67 8 891 5 1 3 1 4
RFA_00765 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00769 0.52 0.56 0.50 10 1933 10 4 6 0 8
RFA_00770 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.68 0.56 0.83 10 1941 5 1 1 3 8
RFA_00779 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00781 0.58 0.59 0.58 19 5017 14 2 12 0 13
RFA_00786 0.23 0.22 0.24 7 5021 22 1 21 0 25
RFA_00791 0.47 0.50 0.44 16 5115 20 7 13 0 16
RFA_00792 0.94 0.94 0.94 30 5018 4 0 2 2 2
RFA_00801 0.85 0.81 0.90 26 5021 4 0 3 1 6
RFA_00808 -0.01 0.00 0.00 0 2001 18 2 13 3 16
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 0 10
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 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.