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 PknotsRG - scored lower in this pairwise comparison

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


Overview

Metric RNASampler(seed) PknotsRG
MCC 0.629 > 0.627
Average MCC ± 95% Confidence Intervals 0.470 ± 0.066 < 0.594 ± 0.069
Sensitivity 0.468 < 0.619
Positive Predictive Value 0.847 > 0.637
Total TP 1072 < 1418
Total TN 696315 > 695355
Total FP 320 < 1176
Total FP CONTRA 57 < 158
Total FP INCONS 137 < 650
Total FP COMP 126 < 368
Total FN 1217 > 871
P-value 0.657358697881

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Performance plots


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

  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 PknotsRG).

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

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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 PknotsRG - scored lower in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 1418
Total TN 695355
Total FP 1176
Total FP CONTRA 158
Total FP INCONS 650
Total FP COMP 368
Total FN 871
Total Scores
MCC 0.627
Average MCC ± 95% Confidence Intervals 0.594 ± 0.069
Sensitivity 0.619
Positive Predictive Value 0.637
Nr of predictions 98

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 1.00 1.00 1.00 14 932 0 0 0 0 0
PDB_00012 1.00 1.00 1.00 7 399 3 0 0 3 0
PDB_00213 0.87 0.83 0.92 34 5013 3 2 1 0 7
PDB_00553 1.00 1.00 1.00 11 454 0 0 0 0 0
PDB_00716 -0.01 0.00 0.00 0 2675 27 1 25 1 23
PDB_00810 0.91 0.82 1.00 14 1067 0 0 0 0 3
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 0.71 0.67 0.74 35 10106 13 2 10 1 17
PDB_01152 0.96 0.93 1.00 13 548 0 0 0 0 1
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00416 0.93 0.93 0.93 14 1470 4 0 1 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 12 0 0 12 0
RFA_00603 0.69 0.74 0.63 26 13489 18 4 11 3 9
RFA_00604 0.70 0.71 0.69 25 13494 22 2 9 11 10
RFA_00605 0.33 0.34 0.32 12 15188 34 4 21 9 23
RFA_00606 0.66 0.67 0.65 26 21281 28 6 8 14 13
RFA_00607 0.83 0.83 0.83 30 17730 18 4 2 12 6
RFA_00609 0.75 0.76 0.74 28 17917 28 2 8 18 9
RFA_00610 0.77 0.76 0.78 28 17169 23 2 6 15 9
RFA_00611 0.87 0.86 0.88 30 13007 9 0 4 5 5
RFA_00613 0.66 0.66 0.66 23 12845 14 4 8 2 12
RFA_00615 0.63 0.66 0.61 23 13328 19 5 10 4 12
RFA_00620 0.63 0.62 0.65 24 21908 26 4 9 13 15
RFA_00626 0.89 0.86 0.93 75 56535 28 2 4 22 12
RFA_00627 0.73 0.70 0.76 61 56873 35 4 15 16 26
RFA_00628 0.78 0.74 0.81 64 57212 40 0 15 25 22
RFA_00630 0.60 0.60 0.60 52 56866 44 8 27 9 35
RFA_00632 0.88 0.89 0.86 25 4066 6 2 2 2 3
RFA_00636 0.95 0.96 0.93 27 3976 4 2 0 2 1
RFA_00642 -0.01 0.00 0.00 0 2910 16 3 13 0 18
RFA_00643 -0.01 0.00 0.00 0 2196 15 1 14 0 18
RFA_00644 -0.01 0.00 0.00 0 2677 24 4 20 0 18
RFA_00645 0.19 0.17 0.23 3 2402 11 1 9 1 15
RFA_00649 0.22 0.22 0.22 4 2127 16 0 14 2 14
RFA_00651 0.35 0.33 0.38 6 2064 10 1 9 0 12
RFA_00653 0.33 0.33 0.33 6 2127 12 3 9 0 12
RFA_00654 -0.01 0.00 0.00 0 2398 17 2 15 0 18
RFA_00658 0.33 0.29 0.40 4 1118 8 0 6 2 10
RFA_00659 -0.01 0.00 0.00 0 1120 10 0 8 2 14
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00667 0.29 0.29 0.31 4 977 10 1 8 1 10
RFA_00668 0.41 0.43 0.40 6 975 9 0 9 0 8
RFA_00672 -0.01 0.00 0.00 0 895 9 0 8 1 13
RFA_00673 0.42 0.36 0.50 5 1118 6 0 5 1 9
RFA_00674 0.74 0.71 0.77 10 1115 4 0 3 1 4
RFA_00675 0.29 0.29 0.31 4 977 9 1 8 0 10
RFA_00677 0.42 0.43 0.43 6 976 9 0 8 1 8
RFA_00678 0.33 0.29 0.40 4 936 6 0 6 0 10
RFA_00680 0.74 0.71 0.77 10 1115 6 0 3 3 4
RFA_00684 0.59 0.57 0.62 8 977 6 0 5 1 6
RFA_00685 0.42 0.36 0.50 5 980 6 0 5 1 9
RFA_00695 0.56 0.50 0.64 7 7010 29 1 3 25 7
RFA_00703 0.67 0.64 0.69 9 4265 18 1 3 14 5
RFA_00704 -0.01 0.00 0.00 0 983 8 0 7 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 7 0 6 1 10
RFA_00707 -0.01 0.00 0.00 0 1025 10 1 9 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 0 979 12 0 11 1 14
RFA_00710 -0.01 0.00 0.00 0 981 9 0 9 0 14
RFA_00711 0.33 0.29 0.40 4 1025 6 0 6 0 10
RFA_00715 -0.01 0.00 0.00 0 936 10 0 10 0 14
RFA_00716 -0.01 0.00 0.00 0 935 11 0 11 0 14
RFA_00717 0.66 0.64 0.69 9 890 4 0 4 0 5
RFA_00730 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00731 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00733 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00734 0.18 0.17 0.22 2 894 8 0 7 1 10
RFA_00736 0.69 0.67 0.73 8 892 4 1 2 1 4
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 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00758 0.96 0.92 1.00 11 892 0 0 0 0 1
RFA_00762 0.64 0.67 0.62 8 890 5 1 4 0 4
RFA_00763 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00764 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00765 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00767 1.00 1.00 1.00 18 1873 3 0 0 3 0
RFA_00768 1.00 1.00 1.00 18 1873 2 0 0 2 0
RFA_00769 0.97 1.00 0.95 18 1934 3 1 0 2 0
RFA_00770 0.88 0.78 1.00 14 2002 3 0 0 3 4
RFA_00773 0.97 1.00 0.95 18 1934 4 1 0 3 0
RFA_00779 0.97 0.94 1.00 17 1936 2 0 0 2 1
RFA_00781 0.58 0.59 0.58 19 5017 14 2 12 0 13
RFA_00786 0.71 0.72 0.70 23 5017 10 2 8 0 9
RFA_00791 0.50 0.50 0.50 16 5119 16 5 11 0 16
RFA_00792 0.88 0.91 0.85 29 5016 7 2 3 2 3
RFA_00801 0.81 0.81 0.81 26 5018 7 1 5 1 6
RFA_00808 1.00 1.00 1.00 16 2000 0 0 0 0 0
RFA_00809 0.79 0.81 0.76 13 2128 4 0 4 0 3
RFA_00814 0.91 0.95 0.87 39 25155 23 4 2 17 2
RFA_00815 0.66 0.71 0.62 29 24484 33 5 13 15 12
RFA_00816 0.68 0.73 0.63 30 23172 26 12 6 8 11
RFA_00817 0.10 0.12 0.08 5 21885 56 16 39 1 36
RFA_00818 0.00 0.00 0.00 0 20245 56 20 36 0 41
RFA_00819 0.79 0.80 0.79 33 27924 34 0 9 25 8

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