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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ContextFold CMfinder(seed)
MCC 0.774 > 0.486
Average MCC ± 95% Confidence Intervals 0.715 ± 0.048 > 0.505 ± 0.044
Sensitivity 0.739 > 0.312
Positive Predictive Value 0.812 > 0.757
Total TP 4507 > 1905
Total TN 2878198 < 2881233
Total FP 1356 > 688
Total FP CONTRA 206 > 40
Total FP INCONS 839 > 572
Total FP COMP 311 > 76
Total FN 1590 < 4192
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 4507
Total TN 2878198
Total FP 1356
Total FP CONTRA 206
Total FP INCONS 839
Total FP COMP 311
Total FN 1590
Total Scores
MCC 0.774
Average MCC ± 95% Confidence Intervals 0.715 ± 0.048
Sensitivity 0.739
Positive Predictive Value 0.812
Nr of predictions 129

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.67 0.60 0.76 69 103649 34 4 18 12 46
CRW_00016 0.81 0.73 0.92 87 77326 14 3 5 6 33
CRW_00610 0.87 0.80 0.94 65 36246 7 1 3 3 16
CRW_00613 0.47 0.42 0.53 33 34918 36 3 26 7 45
CRW_00614 0.14 0.14 0.14 8 121715 98 13 35 50 49
CRW_00618 0.21 0.21 0.21 13 56218 64 9 40 15 48
CRW_00633 0.81 0.75 0.86 80 63453 15 4 9 2 26
CRW_00634 0.62 0.62 0.62 58 64526 36 9 27 0 36
CRW_00670 0.86 0.83 0.90 99 70015 11 4 7 0 21
CRW_00671 0.83 0.79 0.88 92 62731 12 3 9 0 25
CRW_00672 0.86 0.84 0.89 93 72285 13 4 8 1 18
CRW_00674 0.81 0.77 0.85 95 83324 19 1 16 2 29
CRW_00676 0.60 0.57 0.63 66 93424 41 9 29 3 49
CRW_00692 0.77 0.73 0.81 66 68554 24 6 9 9 24
PDB_00005 0.42 0.36 0.50 5 936 5 0 5 0 9
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 0
PDB_00213 0.90 0.85 0.95 35 5013 2 0 2 0 6
PDB_00553 0.95 0.91 1.00 10 455 0 0 0 0 1
PDB_00716 -0.01 0.00 0.00 0 2687 14 0 14 0 23
PDB_00810 0.91 0.82 1.00 14 1067 0 0 0 0 3
PDB_00827 0.79 0.65 0.96 53 26973 3 0 2 1 28
PDB_01050 0.96 0.92 1.00 12 618 1 0 0 1 1
PDB_01051 0.96 0.92 1.00 12 891 4 0 0 4 1
PDB_01092 0.70 0.63 0.77 33 10110 12 1 9 2 19
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
RFA_00603 0.63 0.60 0.66 21 13498 12 5 6 1 14
RFA_00604 0.73 0.69 0.77 24 13499 17 2 5 10 11
RFA_00605 0.20 0.17 0.24 6 15200 26 5 14 7 29
RFA_00606 0.45 0.44 0.47 17 21285 23 10 9 4 22
RFA_00607 0.85 0.75 0.96 27 17738 10 0 1 9 9
RFA_00609 0.68 0.65 0.71 24 17921 17 2 8 7 13
RFA_00610 0.90 0.86 0.94 32 17171 7 0 2 5 5
RFA_00611 0.93 0.86 1.00 30 13011 0 0 0 0 5
RFA_00613 0.68 0.66 0.70 23 12847 11 4 6 1 12
RFA_00615 0.67 0.60 0.75 21 13338 7 6 1 0 14
RFA_00620 0.58 0.54 0.62 21 21911 27 3 10 14 18
RFA_00626 0.80 0.75 0.87 65 56541 19 1 9 9 22
RFA_00627 0.76 0.71 0.81 62 56876 16 3 12 1 25
RFA_00628 0.60 0.56 0.65 48 57217 28 3 23 2 38
RFA_00630 0.62 0.60 0.65 52 56873 35 3 25 7 35
RFA_00632 0.25 0.25 0.26 7 4068 20 1 19 0 21
RFA_00636 0.52 0.43 0.63 12 3986 7 0 7 0 16
RFA_00639 0.64 0.63 0.65 55 54531 39 7 22 10 32
RFA_00642 0.44 0.39 0.50 7 2912 7 2 5 0 11
RFA_00643 0.47 0.39 0.58 7 2199 5 0 5 0 11
RFA_00644 0.77 0.83 0.71 15 2680 6 3 3 0 3
RFA_00645 -0.01 0.00 0.00 0 2402 13 2 11 0 18
RFA_00649 0.88 0.83 0.94 15 2129 1 0 1 0 3
RFA_00651 0.59 0.50 0.69 9 2067 4 0 4 0 9
RFA_00653 0.25 0.22 0.29 4 2131 10 2 8 0 14
RFA_00654 0.71 0.67 0.75 12 2399 5 1 3 1 6
RFA_00658 0.89 0.79 1.00 11 1117 0 0 0 0 3
RFA_00659 0.53 0.43 0.67 6 1119 3 0 3 0 8
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00667 0.33 0.29 0.40 4 980 7 0 6 1 10
RFA_00668 0.67 0.57 0.80 8 980 2 0 2 0 6
RFA_00672 -0.01 0.00 0.00 0 895 8 0 8 0 13
RFA_00673 0.80 0.64 1.00 9 1119 0 0 0 0 5
RFA_00674 0.92 0.86 1.00 12 1116 1 0 0 1 2
RFA_00675 0.80 0.64 1.00 9 981 0 0 0 0 5
RFA_00677 0.67 0.57 0.80 8 980 2 0 2 0 6
RFA_00678 0.84 0.71 1.00 10 936 0 0 0 0 4
RFA_00680 0.92 0.86 1.00 12 1116 1 0 0 1 2
RFA_00684 0.77 0.71 0.83 10 978 2 0 2 0 4
RFA_00685 0.71 0.57 0.89 8 981 1 0 1 0 6
RFA_00704 0.50 0.43 0.60 6 980 5 0 4 1 8
RFA_00705 0.84 0.71 1.00 10 1025 0 0 0 0 4
RFA_00706 0.84 0.71 1.00 10 1025 0 0 0 0 4
RFA_00707 0.89 0.79 1.00 11 1024 0 0 0 0 3
RFA_00708 -0.01 0.00 0.00 0 1029 6 0 6 0 14
RFA_00709 0.16 0.14 0.20 2 980 9 0 8 1 12
RFA_00710 0.40 0.36 0.45 5 979 6 0 6 0 9
RFA_00711 -0.01 0.00 0.00 0 1024 12 0 11 1 14
RFA_00715 -0.01 0.00 0.00 0 936 10 0 10 0 14
RFA_00716 -0.01 0.00 0.00 0 938 8 0 8 0 14
RFA_00717 0.88 0.79 1.00 11 892 0 0 0 0 3
RFA_00730 1.00 1.00 1.00 12 891 1 0 0 1 0
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 0.96 0.92 1.00 11 892 0 0 0 0 1
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 0 0 0 0 0
RFA_00765 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00769 0.55 0.56 0.56 10 1935 8 4 4 0 8
RFA_00770 0.61 0.56 0.67 10 2001 5 2 3 0 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 1.00 1.00 1.00 32 5018 0 0 0 0 0
RFA_00786 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00791 0.94 0.88 1.00 28 5123 1 0 0 1 4
RFA_00792 0.76 0.75 0.77 24 5019 7 2 5 0 8
RFA_00801 0.97 0.94 1.00 30 5020 1 0 0 1 2
RFA_00808 0.58 0.44 0.78 7 2007 2 0 2 0 9
RFA_00809 0.39 0.31 0.50 5 2135 6 0 5 1 11
RFA_00814 0.94 0.93 0.95 38 25160 18 0 2 16 3
RFA_00815 0.74 0.83 0.65 34 24479 21 13 5 3 7
RFA_00816 0.67 0.71 0.63 29 23174 22 13 4 5 12
RFA_00817 0.58 0.59 0.59 24 21904 17 5 12 0 17
RFA_00818 0.61 0.66 0.56 27 20253 29 10 11 8 14
RFA_00819 0.96 0.95 0.98 39 27926 15 0 1 14 2
SRP_00016 0.89 0.86 0.92 94 47793 8 1 7 0 15
SRP_00130 0.83 0.81 0.85 79 49677 17 1 13 3 18
SRP_00142 0.96 0.96 0.97 89 45964 6 0 3 3 4
SRP_00143 0.87 0.86 0.88 87 49671 17 1 11 5 14
SRP_00144 0.94 0.93 0.96 87 46574 9 0 4 5 7
SRP_00197 0.91 0.88 0.95 89 49361 5 0 5 0 12
SRP_00198 0.91 0.88 0.95 91 50944 5 0 5 0 12
SRP_00199 0.86 0.84 0.89 88 50941 12 0 11 1 17
SRP_00201 0.90 0.87 0.92 97 47790 10 0 8 2 14
SRP_00202 0.97 0.97 0.98 113 54170 3 0 2 1 4
SRP_00203 0.86 0.87 0.85 91 48721 22 0 16 6 14
SRP_00204 0.86 0.84 0.88 86 49043 13 1 11 1 16
SRP_00206 0.87 0.83 0.90 90 47795 10 5 5 0 18
SRP_00208 0.88 0.84 0.91 85 46572 10 2 6 2 16
SRP_00255 0.85 0.86 0.84 81 47489 19 0 16 3 13
SRP_00276 0.94 0.92 0.95 101 50615 5 0 5 0 9
SRP_00278 0.83 0.82 0.85 86 45955 15 0 15 0 19
SRP_00321 0.80 0.79 0.82 85 47482 19 3 16 0 23
SRP_00322 0.94 0.94 0.94 102 48408 6 0 6 0 7
SRP_00323 0.96 0.94 0.98 101 47175 3 0 2 1 6
SRP_00330 0.89 0.86 0.91 82 49996 11 0 8 3 13
SRP_00332 0.91 0.89 0.93 94 50302 7 0 7 0 12
SRP_00339 0.83 0.82 0.84 77 44459 18 1 14 3 17

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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.