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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric CRWrnafold CMfinder(seed)
MCC 0.556 > 0.486
Average MCC ± 95% Confidence Intervals 0.484 ± 0.050 < 0.505 ± 0.044
Sensitivity 0.554 > 0.312
Positive Predictive Value 0.559 < 0.757
Total TP 3379 > 1905
Total TN 2877709 < 2881233
Total FP 3168 > 688
Total FP CONTRA 494 > 40
Total FP INCONS 2168 > 572
Total FP COMP 506 > 76
Total FN 2718 < 4192
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of CRWrnafold - scored higher in this pairwise comparison

1. Total counts & total scores for CRWrnafold

Total Base Pair Counts
Total TP 3379
Total TN 2877709
Total FP 3168
Total FP CONTRA 494
Total FP INCONS 2168
Total FP COMP 506
Total FN 2718
Total Scores
MCC 0.556
Average MCC ± 95% Confidence Intervals 0.484 ± 0.050
Sensitivity 0.554
Positive Predictive Value 0.559
Nr of predictions 129

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00013 0.24 0.25 0.24 29 103617 106 20 74 12 86
CRW_00016 0.59 0.56 0.61 67 77312 55 6 36 13 53
CRW_00610 0.46 0.44 0.48 36 36240 39 7 32 0 45
CRW_00613 0.79 0.74 0.84 58 34911 19 0 11 8 20
CRW_00614 0.09 0.11 0.08 6 121691 140 26 48 66 51
CRW_00618 0.20 0.21 0.19 13 56212 77 12 43 22 48
CRW_00633 0.39 0.42 0.38 44 63429 73 15 58 0 62
CRW_00634 0.25 0.28 0.22 26 64504 92 23 67 2 68
CRW_00670 0.45 0.47 0.44 56 69999 70 9 61 0 64
CRW_00671 0.61 0.58 0.64 68 62728 44 7 32 5 49
CRW_00672 0.76 0.77 0.75 85 72276 39 6 23 10 26
CRW_00674 0.55 0.55 0.56 68 83314 58 12 42 4 56
CRW_00676 0.52 0.57 0.47 65 93390 78 24 49 5 50
CRW_00692 0.39 0.40 0.39 36 68542 75 10 47 18 54
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 2680 22 0 21 1 23
PDB_00810 0.67 0.59 0.77 10 1068 3 0 3 0 7
PDB_00827 0.69 0.63 0.76 51 26961 18 0 16 2 30
PDB_01050 0.92 0.85 1.00 11 619 1 0 0 1 2
PDB_01051 0.79 0.69 0.90 9 893 5 0 1 4 4
PDB_01092 0.68 0.62 0.76 32 10111 12 1 9 2 20
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
RFA_00603 0.27 0.29 0.26 10 13491 31 8 21 2 25
RFA_00604 0.61 0.63 0.59 22 13493 26 2 13 11 13
RFA_00605 0.34 0.34 0.34 12 15190 36 4 19 13 23
RFA_00606 0.41 0.46 0.37 18 21272 38 17 14 7 21
RFA_00607 0.29 0.31 0.28 11 17726 39 5 24 10 25
RFA_00609 0.52 0.57 0.48 21 17911 36 8 15 13 16
RFA_00610 0.52 0.54 0.50 20 17165 33 4 16 13 17
RFA_00611 0.45 0.49 0.43 17 13001 27 8 15 4 18
RFA_00613 0.43 0.43 0.44 15 12846 26 8 11 7 20
RFA_00615 0.27 0.29 0.26 10 13328 29 7 21 1 25
RFA_00620 0.55 0.59 0.51 23 21900 40 4 18 18 16
RFA_00626 0.64 0.63 0.65 55 56532 42 8 21 13 32
RFA_00627 0.65 0.63 0.67 55 56871 42 6 21 15 32
RFA_00628 0.89 0.85 0.94 73 57213 30 0 5 25 13
RFA_00630 0.57 0.57 0.57 50 56865 51 12 26 13 37
RFA_00632 0.37 0.36 0.38 10 4069 19 0 16 3 18
RFA_00636 0.51 0.50 0.52 14 3978 13 3 10 0 14
RFA_00639 0.11 0.11 0.11 10 54524 86 13 68 5 77
RFA_00642 0.17 0.17 0.18 3 2909 17 0 14 3 15
RFA_00643 0.24 0.22 0.27 4 2196 12 2 9 1 14
RFA_00644 0.21 0.22 0.21 4 2682 15 4 11 0 14
RFA_00645 -0.01 0.00 0.00 0 2401 14 2 12 0 18
RFA_00649 0.57 0.56 0.59 10 2128 7 1 6 0 8
RFA_00651 0.35 0.33 0.38 6 2064 10 1 9 0 12
RFA_00653 0.35 0.33 0.38 6 2129 10 2 8 0 12
RFA_00654 0.26 0.28 0.26 5 2396 14 2 12 0 13
RFA_00658 0.59 0.50 0.70 7 1118 4 0 3 1 7
RFA_00659 0.18 0.14 0.25 2 1120 8 0 6 2 12
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00667 0.30 0.29 0.33 4 978 9 1 7 1 10
RFA_00668 0.46 0.43 0.50 6 978 6 0 6 0 8
RFA_00672 -0.01 0.00 0.00 0 897 6 0 6 0 13
RFA_00673 0.47 0.36 0.63 5 1120 4 0 3 1 9
RFA_00674 -0.01 0.00 0.00 0 1118 10 0 10 0 14
RFA_00675 0.29 0.29 0.31 4 977 9 1 8 0 10
RFA_00677 0.69 0.64 0.75 9 978 5 0 3 2 5
RFA_00678 -0.01 0.00 0.00 0 941 5 0 5 0 14
RFA_00680 0.74 0.71 0.77 10 1115 6 0 3 3 4
RFA_00684 0.72 0.64 0.82 9 979 3 0 2 1 5
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 10 0 9 1 14
RFA_00705 0.74 0.71 0.77 10 1022 4 0 3 1 4
RFA_00706 0.33 0.29 0.40 4 1025 6 0 6 0 10
RFA_00707 -0.01 0.00 0.00 0 1024 11 3 8 0 14
RFA_00708 0.35 0.29 0.44 4 1026 6 0 5 1 10
RFA_00709 -0.01 0.00 0.00 0 982 9 0 8 1 14
RFA_00710 -0.01 0.00 0.00 0 980 10 0 10 0 14
RFA_00711 -0.01 0.00 0.00 0 1024 11 0 11 0 14
RFA_00715 -0.01 0.00 0.00 0 936 10 0 10 0 14
RFA_00716 -0.01 0.00 0.00 0 939 7 0 7 0 14
RFA_00717 0.31 0.29 0.36 4 892 8 0 7 1 10
RFA_00730 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00731 0.41 0.42 0.42 5 891 8 3 4 1 7
RFA_00733 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00734 0.64 0.67 0.62 8 890 5 1 4 0 4
RFA_00736 0.41 0.42 0.42 5 891 8 3 4 1 7
RFA_00737 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00745 0.69 0.67 0.73 8 935 4 1 2 1 4
RFA_00749 0.41 0.42 0.42 5 891 8 3 4 1 7
RFA_00758 0.63 0.58 0.70 7 893 3 1 2 0 5
RFA_00762 0.64 0.67 0.62 8 890 5 1 4 0 4
RFA_00763 0.69 0.67 0.73 8 892 3 1 2 0 4
RFA_00764 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00765 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 -0.01 0.00 0.00 0 2002 17 1 13 3 18
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00779 0.59 0.56 0.63 10 1937 6 3 3 0 8
RFA_00781 0.74 0.75 0.73 24 5017 9 2 7 0 8
RFA_00786 0.17 0.16 0.19 5 5024 21 1 20 0 27
RFA_00791 0.46 0.44 0.48 14 5122 15 0 15 0 18
RFA_00792 0.94 0.94 0.94 30 5018 4 0 2 2 2
RFA_00801 0.38 0.34 0.42 11 5024 16 1 14 1 21
RFA_00808 -0.01 0.00 0.00 0 2000 18 2 14 2 16
RFA_00809 0.40 0.38 0.43 6 2131 8 1 7 0 10
RFA_00814 0.24 0.27 0.21 11 25148 48 10 31 7 30
RFA_00815 0.36 0.41 0.31 17 24477 49 6 31 12 24
RFA_00816 0.21 0.24 0.19 10 23166 50 20 24 6 31
RFA_00817 0.10 0.12 0.08 5 21883 57 17 40 0 36
RFA_00818 0.00 0.00 0.00 0 20249 56 19 33 4 41
RFA_00819 0.44 0.44 0.44 18 27925 57 0 23 34 23
SRP_00016 0.86 0.83 0.88 91 47792 14 0 12 2 18
SRP_00130 0.74 0.73 0.76 71 49676 27 0 23 4 26
SRP_00142 0.71 0.70 0.73 65 45967 28 0 24 4 28
SRP_00143 0.81 0.80 0.83 81 49672 22 0 17 5 20
SRP_00144 0.66 0.65 0.67 61 46574 34 1 29 4 33
SRP_00197 0.15 0.15 0.16 15 49362 78 9 69 0 86
SRP_00198 0.39 0.39 0.39 40 50938 63 4 58 1 63
SRP_00199 0.70 0.70 0.70 73 50936 32 3 28 1 32
SRP_00201 0.85 0.84 0.86 93 47787 17 5 10 2 18
SRP_00202 0.85 0.84 0.87 98 54172 16 2 13 1 19
SRP_00203 0.73 0.75 0.71 79 48717 40 3 29 8 26
SRP_00204 0.71 0.71 0.71 72 49040 30 7 22 1 30
SRP_00206 0.86 0.85 0.86 92 47788 16 5 10 1 16
SRP_00208 0.82 0.81 0.84 82 46567 19 2 14 3 19
SRP_00255 0.63 0.65 0.61 61 47486 41 7 32 2 33
SRP_00276 0.85 0.84 0.86 92 50614 16 5 10 1 18
SRP_00278 0.77 0.76 0.77 80 45952 26 5 19 2 25
SRP_00321 0.67 0.67 0.67 72 47478 37 4 32 1 36
SRP_00322 0.82 0.82 0.82 89 48407 20 3 17 0 20
SRP_00323 0.94 0.93 0.95 100 47173 8 0 5 3 7
SRP_00330 0.36 0.37 0.36 35 49989 64 4 58 2 60
SRP_00332 0.89 0.88 0.90 93 50300 14 1 9 4 13
SRP_00339 0.58 0.61 0.56 57 44449 46 5 40 1 37

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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.