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

  1. Overview

  2. Performance Plots

  3. Performance of Murlet(seed) - scored higher in this pairwise comparison

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

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


Overview

Metric Murlet(seed) RNAwolf
MCC 0.530 > 0.410
Average MCC ± 95% Confidence Intervals 0.394 ± 0.065 < 0.396 ± 0.049
Sensitivity 0.336 < 0.418
Positive Predictive Value 0.839 > 0.404
Total TP 1475 < 1838
Total TN 1811980 > 1809193
Total FP 344 < 3412
Total FP CONTRA 15 < 450
Total FP INCONS 268 < 2257
Total FP COMP 61 < 705
Total FN 2919 > 2556
P-value 3.56938820447e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 1475
Total TN 1811980
Total FP 344
Total FP CONTRA 15
Total FP INCONS 268
Total FP COMP 61
Total FN 2919
Total Scores
MCC 0.530
Average MCC ± 95% Confidence Intervals 0.394 ± 0.065
Sensitivity 0.336
Positive Predictive Value 0.839
Nr of predictions 122

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2. Individual counts for Murlet(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.53 0.29 1.00 4 942 2 0 0 2 10
PDB_00012 0.65 0.43 1.00 3 403 0 0 0 0 4
PDB_00213 0.73 0.59 0.92 24 5024 2 0 2 0 17
PDB_00553 0.45 0.27 0.75 3 461 1 0 1 0 8
PDB_00716 0.23 0.13 0.43 3 2694 4 0 4 0 20
PDB_00810 0.63 0.53 0.75 9 1069 3 0 3 0 8
PDB_01050 0.55 0.31 1.00 4 626 1 0 0 1 9
PDB_01051 0.00 0.00 0.00 0 903 0 0 0 0 13
PDB_01092 0.69 0.48 1.00 25 10128 0 0 0 0 27
PDB_01152 0.76 0.64 0.90 9 551 1 0 1 0 5
RFA_00390 0.00 0.00 0.00 0 1431 0 0 0 0 15
RFA_00416 0.00 0.00 0.00 0 1485 0 0 0 0 15
RFA_00433 0.00 0.00 0.00 0 1431 0 0 0 0 15
RFA_00587 0.00 0.00 0.00 0 4851 0 0 0 0 15
RFA_00603 0.00 0.00 0.00 0 13530 0 0 0 0 35
RFA_00604 0.00 0.00 0.00 0 13530 0 0 0 0 35
RFA_00605 0.00 0.00 0.00 0 15225 0 0 0 0 35
RFA_00606 0.00 0.00 0.00 0 21321 0 0 0 0 39
RFA_00607 0.00 0.00 0.00 0 17766 0 0 0 0 36
RFA_00609 0.00 0.00 0.00 0 17955 0 0 0 0 37
RFA_00610 0.00 0.00 0.00 0 17205 0 0 0 0 37
RFA_00611 0.00 0.00 0.00 0 13041 0 0 0 0 35
RFA_00613 0.00 0.00 0.00 0 12880 0 0 0 0 35
RFA_00615 0.00 0.00 0.00 0 13366 0 0 0 0 35
RFA_00620 0.00 0.00 0.00 0 21945 0 0 0 0 39
RFA_00626 0.81 0.66 1.00 57 56559 4 0 0 4 30
RFA_00627 0.84 0.70 1.00 61 56892 5 0 0 5 26
RFA_00628 0.83 0.69 1.00 59 57232 8 0 0 8 27
RFA_00630 0.82 0.67 1.00 58 56895 4 0 0 4 29
RFA_00632 0.21 0.11 0.43 3 4088 4 0 4 0 25
RFA_00636 0.21 0.11 0.43 3 3998 4 0 4 0 25
RFA_00639 0.21 0.11 0.40 10 54590 15 4 11 0 77
RFA_00642 0.57 0.44 0.73 8 2915 3 0 3 0 10
RFA_00643 -0.01 0.00 0.00 0 2203 8 0 8 0 18
RFA_00644 0.42 0.33 0.55 6 2690 5 0 5 0 12
RFA_00645 0.00 0.00 0.00 0 2407 8 0 8 0 18
RFA_00649 -0.01 0.00 0.00 0 2137 8 0 8 0 18
RFA_00651 0.42 0.33 0.55 6 2069 5 0 5 0 12
RFA_00653 -0.01 0.00 0.00 0 2137 8 0 8 0 18
RFA_00654 0.57 0.44 0.73 8 2404 3 0 3 0 10
RFA_00658 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00659 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00667 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00668 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00672 0.00 0.00 0.00 0 903 0 0 0 0 13
RFA_00673 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00674 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00675 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00677 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00678 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00680 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00684 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00685 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00695 0.00 0.00 0.00 0 7021 0 0 0 0 14
RFA_00703 0.00 0.00 0.00 0 4278 0 0 0 0 14
RFA_00704 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00705 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00706 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00707 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00708 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00709 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00710 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00711 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00715 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00716 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00717 0.00 0.00 0.00 0 903 0 0 0 0 14
RFA_00730 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00731 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00733 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00734 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00736 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00737 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00745 1.00 1.00 1.00 12 934 0 0 0 0 0
RFA_00749 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00758 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00762 1.00 1.00 1.00 12 891 0 0 0 0 0
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_00767 0.47 0.33 0.67 6 1882 3 0 3 0 12
RFA_00768 0.41 0.28 0.63 5 1883 3 0 3 0 13
RFA_00769 0.57 0.44 0.73 8 1942 3 0 3 0 10
RFA_00770 0.57 0.44 0.73 8 2005 3 0 3 0 10
RFA_00773 0.41 0.28 0.63 5 1945 3 0 3 0 13
RFA_00779 0.47 0.33 0.67 6 1944 3 0 3 0 12
RFA_00781 0.83 0.75 0.92 24 5024 2 0 2 0 8
RFA_00786 0.83 0.75 0.92 24 5024 2 0 2 0 8
RFA_00791 0.83 0.75 0.92 24 5125 2 0 2 0 8
RFA_00792 0.83 0.75 0.92 24 5024 2 0 2 0 8
RFA_00801 0.80 0.72 0.88 23 5024 3 0 3 0 9
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.50 0.38 0.67 6 2136 3 0 3 0 10
RFA_00814 0.75 0.63 0.90 26 25171 4 0 3 1 15
RFA_00815 0.83 0.68 1.00 28 24503 1 0 0 1 13
RFA_00816 0.75 0.63 0.90 26 23191 4 0 3 1 15
RFA_00817 0.83 0.68 1.00 28 21917 1 0 0 1 13
RFA_00818 0.83 0.68 1.00 28 20273 1 0 0 1 13
RFA_00819 0.83 0.68 1.00 28 27938 0 0 0 0 13
RFA_00820 0.71 0.56 0.89 90 151424 13 3 8 2 70
RFA_00830 0.59 0.45 0.78 70 152538 23 3 17 3 84
SRP_00079 0.54 0.33 0.88 29 41872 6 0 4 2 59
SRP_00124 0.15 0.09 0.24 8 37094 27 3 23 1 77
SRP_00137 0.49 0.24 1.00 6 4180 0 0 0 0 19
SRP_00141 0.35 0.12 1.00 5 6323 1 0 0 1 36
SRP_00146 0.41 0.17 1.00 6 5247 0 0 0 0 30
SRP_00182 0.59 0.35 1.00 35 46021 1 0 0 1 66
SRP_00197 0.47 0.28 0.80 28 49420 8 0 7 1 73
SRP_00198 0.47 0.27 0.82 28 51006 7 0 6 1 75
SRP_00199 0.47 0.24 0.93 25 51013 3 0 2 1 80
SRP_00202 0.48 0.25 0.94 29 54254 2 0 2 0 88
SRP_00241 0.51 0.33 0.79 27 46022 9 0 7 2 55
SRP_00255 0.65 0.43 1.00 40 47546 2 0 0 2 54
SRP_00260 0.21 0.14 0.33 14 47852 29 1 28 0 86
SRP_00278 0.53 0.30 0.94 31 46023 3 0 2 1 74
SRP_00285 0.45 0.20 1.00 6 3735 0 0 0 0 24
SRP_00322 0.44 0.25 0.79 27 48482 8 0 7 1 82
SRP_00328 0.49 0.34 0.71 29 39580 16 1 11 4 56
SRP_00329 0.50 0.34 0.73 29 39863 16 0 11 5 56
SRP_00338 0.41 0.17 1.00 6 5454 0 0 0 0 30
SRP_00339 0.49 0.32 0.77 30 44512 9 0 9 0 64
SRP_00340 0.44 0.27 0.73 22 41298 12 0 8 4 60

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 1838
Total TN 1809193
Total FP 3412
Total FP CONTRA 450
Total FP INCONS 2257
Total FP COMP 705
Total FN 2556
Total Scores
MCC 0.410
Average MCC ± 95% Confidence Intervals 0.396 ± 0.049
Sensitivity 0.418
Positive Predictive Value 0.404
Nr of predictions 122

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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
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_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_00390 0.74 0.67 0.83 10 1419 5 0 2 3 5
RFA_00416 0.80 0.80 0.80 12 1470 8 0 3 5 3
RFA_00433 0.71 0.67 0.77 10 1418 7 2 1 4 5
RFA_00587 0.93 0.87 1.00 13 4838 16 0 0 16 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_00695 0.00 0.00 0.00 0 7002 39 2 17 20 14
RFA_00703 0.39 0.43 0.35 6 4261 25 6 5 14 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_00767 0.48 0.44 0.53 8 1876 8 1 6 1 10
RFA_00768 0.50 0.44 0.57 8 1877 8 1 5 2 10
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
RFA_00820 0.53 0.53 0.53 85 151364 102 9 67 26 75
RFA_00830 0.27 0.28 0.27 43 152469 144 14 102 28 111
SRP_00079 0.53 0.55 0.51 48 41811 63 9 37 17 40
SRP_00124 0.54 0.56 0.53 48 37037 55 8 35 12 37
SRP_00137 0.35 0.40 0.31 10 4154 22 7 15 0 15
SRP_00141 0.89 0.90 0.88 37 6286 11 1 4 6 4
SRP_00146 0.24 0.22 0.28 8 5224 21 1 20 0 28
SRP_00182 0.34 0.35 0.34 35 45952 72 13 56 3 66
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_00202 0.85 0.86 0.83 101 54163 31 5 16 10 16
SRP_00241 0.55 0.60 0.51 49 45959 61 14 34 13 33
SRP_00255 0.56 0.59 0.54 55 47485 59 7 39 13 39
SRP_00260 0.58 0.60 0.57 60 47790 58 8 37 13 40
SRP_00278 0.69 0.70 0.69 74 45948 45 2 32 11 31
SRP_00285 0.61 0.53 0.70 16 3718 12 0 7 5 14
SRP_00322 0.73 0.72 0.73 79 48408 38 3 26 9 30
SRP_00328 0.32 0.33 0.31 28 39530 68 12 51 5 57
SRP_00329 0.31 0.33 0.30 28 39810 75 5 60 10 57
SRP_00338 0.94 0.94 0.94 34 5424 9 0 2 7 2
SRP_00339 0.68 0.69 0.67 65 44454 47 7 25 15 29
SRP_00340 0.34 0.37 0.33 30 41236 75 10 52 13 52

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