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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASampler(seed) RNAwolf
MCC 0.629 > 0.354
Average MCC ± 95% Confidence Intervals 0.470 ± 0.066 > 0.374 ± 0.056
Sensitivity 0.468 > 0.360
Positive Predictive Value 0.847 > 0.352
Total TP 1072 > 825
Total TN 696315 > 695234
Total FP 320 < 1982
Total FP CONTRA 57 < 279
Total FP INCONS 137 < 1243
Total FP COMP 126 < 460
Total FN 1217 < 1464
P-value 3.56938820447e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 1072
Total TN 696315
Total FP 320
Total FP CONTRA 57
Total FP INCONS 137
Total FP COMP 126
Total FN 1217
Total Scores
MCC 0.629
Average MCC ± 95% Confidence Intervals 0.470 ± 0.066
Sensitivity 0.468
Positive Predictive Value 0.847
Nr of predictions 98

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
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 0.76 0.59 1.00 24 5026 0 0 0 0 17
PDB_00553 1.00 1.00 1.00 11 454 0 0 0 0 0
PDB_00716 0.50 0.39 0.64 9 2687 6 0 5 1 14
PDB_00810 0.42 0.18 1.00 3 1078 0 0 0 0 14
PDB_01050 0.92 0.85 1.00 11 619 2 0 0 2 2
PDB_01051 0.45 0.31 0.67 4 897 6 0 2 4 9
PDB_01092 0.72 0.62 0.84 32 10115 8 0 6 2 20
PDB_01152 0.84 0.71 1.00 10 551 0 0 0 0 4
RFA_00390 0.00 0.00 0.00 0 1431 0 0 0 0 15
RFA_00416 0.63 0.40 1.00 6 1479 1 0 0 1 9
RFA_00433 0.63 0.40 1.00 6 1425 1 0 0 1 9
RFA_00587 1.00 1.00 1.00 15 4836 5 0 0 5 0
RFA_00603 0.63 0.51 0.78 18 13507 8 3 2 3 17
RFA_00604 0.73 0.66 0.82 23 13502 14 4 1 9 12
RFA_00605 0.41 0.31 0.55 11 15205 11 1 8 2 24
RFA_00606 0.44 0.36 0.54 14 21295 18 7 5 6 25
RFA_00607 0.71 0.56 0.91 20 17744 9 0 2 7 16
RFA_00609 0.82 0.68 1.00 25 17930 6 0 0 6 12
RFA_00610 0.81 0.70 0.93 26 17177 9 0 2 7 11
RFA_00611 0.68 0.57 0.80 20 13016 8 3 2 3 15
RFA_00613 0.58 0.46 0.73 16 12858 6 4 2 0 19
RFA_00615 0.63 0.51 0.78 18 13343 5 3 2 0 17
RFA_00620 0.52 0.44 0.63 17 21918 15 2 8 5 22
RFA_00626 0.80 0.64 1.00 56 56560 5 0 0 5 31
RFA_00627 0.77 0.63 0.93 55 56894 8 0 4 4 32
RFA_00628 0.78 0.64 0.95 55 57233 12 0 3 9 31
RFA_00630 0.77 0.66 0.90 57 56890 15 0 6 9 30
RFA_00632 0.78 0.68 0.90 19 4074 2 1 1 0 9
RFA_00636 0.85 0.75 0.95 21 3983 1 1 0 0 7
RFA_00642 0.58 0.39 0.88 7 2918 1 0 1 0 11
RFA_00643 0.21 0.17 0.27 3 2200 8 0 8 0 15
RFA_00644 0.44 0.33 0.60 6 2691 4 1 3 0 12
RFA_00645 -0.01 0.00 0.00 0 2403 12 3 9 0 18
RFA_00649 0.44 0.33 0.60 6 2135 4 1 3 0 12
RFA_00651 0.33 0.22 0.50 4 2072 4 1 3 0 14
RFA_00653 -0.01 0.00 0.00 0 2133 12 3 9 0 18
RFA_00654 0.39 0.28 0.56 5 2406 4 1 3 0 13
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 0.53 0.29 1.00 4 986 0 0 0 0 10
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 0.53 0.29 1.00 4 986 0 0 0 0 10
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 0.46 0.21 1.00 3 4275 0 0 0 0 11
RFA_00704 -0.01 0.00 0.00 0 987 3 0 3 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 -0.01 0.00 0.00 0 943 3 0 3 0 14
RFA_00717 0.00 0.00 0.00 0 903 0 0 0 0 14
RFA_00730 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00731 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00733 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00734 0.64 0.42 1.00 5 898 0 0 0 0 7
RFA_00736 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00737 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00745 0.50 0.25 1.00 3 943 0 0 0 0 9
RFA_00749 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00758 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00762 0.64 0.42 1.00 5 898 0 0 0 0 7
RFA_00763 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00764 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00765 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00767 0.65 0.56 0.77 10 1878 3 3 0 0 8
RFA_00768 0.65 0.56 0.77 10 1878 3 3 0 0 8
RFA_00769 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00770 0.52 0.39 0.70 7 2006 3 3 0 0 11
RFA_00773 0.59 0.50 0.69 9 1940 4 4 0 0 9
RFA_00779 0.65 0.56 0.77 10 1940 3 3 0 0 8
RFA_00781 0.85 0.72 1.00 23 5027 0 0 0 0 9
RFA_00786 0.79 0.63 1.00 20 5030 0 0 0 0 12
RFA_00791 0.71 0.56 0.90 18 5131 2 0 2 0 14
RFA_00792 0.81 0.72 0.92 23 5025 2 0 2 0 9
RFA_00801 0.74 0.63 0.87 20 5027 4 0 3 1 12
RFA_00808 0.58 0.56 0.60 9 2001 6 0 6 0 7
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 0 10
RFA_00814 0.87 0.78 0.97 32 25167 6 0 1 5 9
RFA_00815 0.88 0.78 1.00 32 24499 8 0 0 8 9
RFA_00816 0.86 0.76 0.97 31 23188 6 0 1 5 10
RFA_00817 0.86 0.76 0.97 31 21913 1 0 1 0 10
RFA_00818 0.86 0.73 1.00 30 20271 6 0 0 6 11
RFA_00819 0.88 0.78 1.00 32 27934 5 0 0 5 9

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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 825
Total TN 695234
Total FP 1982
Total FP CONTRA 279
Total FP INCONS 1243
Total FP COMP 460
Total FN 1464
Total Scores
MCC 0.354
Average MCC ± 95% Confidence Intervals 0.374 ± 0.056
Sensitivity 0.360
Positive Predictive Value 0.352
Nr of predictions 98

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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_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

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