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 MaxExpect - scored lower in this pairwise comparison

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


Overview

Metric RNASampler(seed) MaxExpect
MCC 0.629 > 0.614
Average MCC ± 95% Confidence Intervals 0.470 ± 0.066 < 0.573 ± 0.068
Sensitivity 0.468 < 0.593
Positive Predictive Value 0.847 > 0.639
Total TP 1072 < 1357
Total TN 696315 > 695458
Total FP 320 < 1074
Total FP CONTRA 57 < 140
Total FP INCONS 137 < 626
Total FP COMP 126 < 308
Total FN 1217 > 932
P-value 9.291770879e-07

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Performance plots


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

  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 MaxExpect).

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

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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 MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 1357
Total TN 695458
Total FP 1074
Total FP CONTRA 140
Total FP INCONS 626
Total FP COMP 308
Total FN 932
Total Scores
MCC 0.614
Average MCC ± 95% Confidence Intervals 0.573 ± 0.068
Sensitivity 0.593
Positive Predictive Value 0.639
Nr of predictions 98

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2. Individual counts for MaxExpect [ 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 0.92 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 2678 24 1 22 1 23
PDB_00810 0.87 0.76 1.00 13 1068 0 0 0 0 4
PDB_01050 0.92 0.85 1.00 11 619 2 0 0 2 2
PDB_01051 0.88 0.85 0.92 11 891 5 0 1 4 2
PDB_01092 0.75 0.63 0.89 33 10116 6 0 4 2 19
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00416 0.97 0.93 1.00 14 1471 3 0 0 3 1
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00587 1.00 1.00 1.00 15 4836 8 0 0 8 0
RFA_00603 0.69 0.74 0.63 26 13489 18 4 11 3 9
RFA_00604 0.72 0.74 0.70 26 13493 21 2 9 10 9
RFA_00605 0.35 0.34 0.36 12 15192 32 3 18 11 23
RFA_00606 0.68 0.67 0.70 26 21284 24 7 4 13 13
RFA_00607 0.83 0.83 0.83 30 17730 17 4 2 11 6
RFA_00609 0.55 0.59 0.51 22 17912 28 4 17 7 15
RFA_00610 0.90 0.86 0.94 32 17171 11 0 2 9 5
RFA_00611 0.87 0.86 0.88 30 13007 11 0 4 7 5
RFA_00613 0.73 0.69 0.77 24 12849 12 4 3 5 11
RFA_00615 0.67 0.66 0.68 23 13332 11 4 7 0 12
RFA_00620 0.44 0.49 0.40 19 21897 42 7 22 13 20
RFA_00626 0.88 0.84 0.92 73 56537 23 2 4 17 14
RFA_00627 0.71 0.68 0.74 59 56873 37 5 16 16 28
RFA_00628 0.91 0.88 0.94 76 57210 25 0 5 20 10
RFA_00630 0.66 0.66 0.66 57 56867 44 7 22 15 30
RFA_00632 0.34 0.36 0.33 10 4065 20 2 18 0 18
RFA_00636 0.41 0.43 0.40 12 3975 18 2 16 0 16
RFA_00642 0.22 0.17 0.30 3 2916 7 1 6 0 15
RFA_00643 0.22 0.22 0.24 4 2194 14 2 11 1 14
RFA_00644 0.00 0.00 0.00 0 2693 8 0 8 0 18
RFA_00645 -0.01 0.00 0.00 0 2404 11 2 9 0 18
RFA_00649 0.79 0.72 0.87 13 2130 4 1 1 2 5
RFA_00651 0.26 0.22 0.31 4 2067 10 0 9 1 14
RFA_00653 0.34 0.33 0.35 6 2128 11 2 9 0 12
RFA_00654 -0.01 0.00 0.00 0 2401 14 2 12 0 18
RFA_00658 0.59 0.50 0.70 7 1118 5 0 3 2 7
RFA_00659 -0.01 0.00 0.00 0 1120 10 1 7 2 14
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00667 0.23 0.21 0.27 3 979 8 1 7 0 11
RFA_00668 0.36 0.36 0.38 5 977 8 0 8 0 9
RFA_00672 -0.01 0.00 0.00 0 897 6 0 6 0 13
RFA_00673 0.35 0.29 0.44 4 1119 6 0 5 1 10
RFA_00674 0.23 0.21 0.27 3 1117 8 0 8 0 11
RFA_00675 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00677 0.36 0.36 0.38 5 977 9 0 8 1 9
RFA_00678 0.43 0.29 0.67 4 940 2 0 2 0 10
RFA_00680 0.69 0.64 0.75 9 1116 6 0 3 3 5
RFA_00684 0.61 0.57 0.67 8 978 5 0 4 1 6
RFA_00685 0.35 0.29 0.44 4 981 6 0 5 1 10
RFA_00695 0.56 0.50 0.64 7 7010 28 1 3 24 7
RFA_00703 0.67 0.64 0.69 9 4265 18 1 3 14 5
RFA_00704 -0.01 0.00 0.00 0 988 3 0 2 1 14
RFA_00705 0.64 0.64 0.64 9 1021 5 0 5 0 5
RFA_00706 0.37 0.29 0.50 4 1027 4 0 4 0 10
RFA_00707 -0.01 0.00 0.00 0 1028 7 1 6 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 0 981 9 0 9 0 14
RFA_00710 -0.01 0.00 0.00 0 981 9 0 9 0 14
RFA_00711 -0.01 0.00 0.00 0 1026 9 0 9 0 14
RFA_00715 -0.01 0.00 0.00 0 933 13 0 13 0 14
RFA_00716 -0.01 0.00 0.00 0 935 11 0 11 0 14
RFA_00717 0.59 0.57 0.62 8 890 5 0 5 0 6
RFA_00730 0.69 0.67 0.73 8 892 4 1 2 1 4
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 0.66 0.67 0.67 8 891 4 0 4 0 4
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 1 0 0 1 0
RFA_00765 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.47 0.44 0.50 8 1875 8 1 7 0 10
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.63 0.56 0.71 10 2002 7 0 4 3 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 0.73 0.75 0.71 24 5016 10 2 8 0 8
RFA_00786 0.64 0.66 0.64 21 5017 12 2 10 0 11
RFA_00791 0.95 0.91 1.00 29 5122 1 0 0 1 3
RFA_00792 0.95 0.94 0.97 30 5019 2 0 1 1 2
RFA_00801 0.81 0.78 0.83 25 5020 6 0 5 1 7
RFA_00808 0.62 0.56 0.69 9 2003 4 0 4 0 7
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10
RFA_00814 0.24 0.27 0.22 11 25149 45 9 31 5 30
RFA_00815 0.57 0.61 0.54 25 24485 29 4 17 8 16
RFA_00816 0.63 0.66 0.60 27 23175 24 11 7 6 14
RFA_00817 0.10 0.12 0.08 5 21883 57 17 40 0 36
RFA_00818 0.48 0.54 0.43 22 20250 30 12 17 1 19
RFA_00819 0.96 0.95 0.98 39 27926 33 0 1 32 2

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