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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ContextFold RNASampler(seed)
MCC 0.692 > 0.629
Average MCC ± 95% Confidence Intervals 0.681 ± 0.061 > 0.470 ± 0.066
Sensitivity 0.649 > 0.468
Positive Predictive Value 0.740 < 0.847
Total TP 1486 > 1072
Total TN 695574 < 696315
Total FP 700 > 320
Total FP CONTRA 118 > 57
Total FP INCONS 403 > 137
Total FP COMP 179 > 126
Total FN 803 < 1217
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 1486
Total TN 695574
Total FP 700
Total FP CONTRA 118
Total FP INCONS 403
Total FP COMP 179
Total FN 803
Total Scores
MCC 0.692
Average MCC ± 95% Confidence Intervals 0.681 ± 0.061
Sensitivity 0.649
Positive Predictive Value 0.740
Nr of predictions 98

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2. Individual counts for ContextFold [ 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 5 0 5 0 9
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 0
PDB_00213 0.90 0.85 0.95 35 5013 2 0 2 0 6
PDB_00553 0.95 0.91 1.00 10 455 0 0 0 0 1
PDB_00716 -0.01 0.00 0.00 0 2687 14 0 14 0 23
PDB_00810 0.91 0.82 1.00 14 1067 0 0 0 0 3
PDB_01050 0.96 0.92 1.00 12 618 1 0 0 1 1
PDB_01051 0.96 0.92 1.00 12 891 4 0 0 4 1
PDB_01092 0.70 0.63 0.77 33 10110 12 1 9 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 0 0 0 0 0
RFA_00416 1.00 1.00 1.00 15 1470 1 0 0 1 0
RFA_00433 1.00 1.00 1.00 15 1416 0 0 0 0 0
RFA_00587 1.00 1.00 1.00 15 4836 11 0 0 11 0
RFA_00603 0.63 0.60 0.66 21 13498 12 5 6 1 14
RFA_00604 0.73 0.69 0.77 24 13499 17 2 5 10 11
RFA_00605 0.20 0.17 0.24 6 15200 26 5 14 7 29
RFA_00606 0.45 0.44 0.47 17 21285 23 10 9 4 22
RFA_00607 0.85 0.75 0.96 27 17738 10 0 1 9 9
RFA_00609 0.68 0.65 0.71 24 17921 17 2 8 7 13
RFA_00610 0.90 0.86 0.94 32 17171 7 0 2 5 5
RFA_00611 0.93 0.86 1.00 30 13011 0 0 0 0 5
RFA_00613 0.68 0.66 0.70 23 12847 11 4 6 1 12
RFA_00615 0.67 0.60 0.75 21 13338 7 6 1 0 14
RFA_00620 0.58 0.54 0.62 21 21911 27 3 10 14 18
RFA_00626 0.80 0.75 0.87 65 56541 19 1 9 9 22
RFA_00627 0.76 0.71 0.81 62 56876 16 3 12 1 25
RFA_00628 0.60 0.56 0.65 48 57217 28 3 23 2 38
RFA_00630 0.62 0.60 0.65 52 56873 35 3 25 7 35
RFA_00632 0.25 0.25 0.26 7 4068 20 1 19 0 21
RFA_00636 0.52 0.43 0.63 12 3986 7 0 7 0 16
RFA_00642 0.44 0.39 0.50 7 2912 7 2 5 0 11
RFA_00643 0.47 0.39 0.58 7 2199 5 0 5 0 11
RFA_00644 0.77 0.83 0.71 15 2680 6 3 3 0 3
RFA_00645 -0.01 0.00 0.00 0 2402 13 2 11 0 18
RFA_00649 0.88 0.83 0.94 15 2129 1 0 1 0 3
RFA_00651 0.59 0.50 0.69 9 2067 4 0 4 0 9
RFA_00653 0.25 0.22 0.29 4 2131 10 2 8 0 14
RFA_00654 0.71 0.67 0.75 12 2399 5 1 3 1 6
RFA_00658 0.89 0.79 1.00 11 1117 0 0 0 0 3
RFA_00659 0.53 0.43 0.67 6 1119 3 0 3 0 8
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00667 0.33 0.29 0.40 4 980 7 0 6 1 10
RFA_00668 0.67 0.57 0.80 8 980 2 0 2 0 6
RFA_00672 -0.01 0.00 0.00 0 895 8 0 8 0 13
RFA_00673 0.80 0.64 1.00 9 1119 0 0 0 0 5
RFA_00674 0.92 0.86 1.00 12 1116 1 0 0 1 2
RFA_00675 0.80 0.64 1.00 9 981 0 0 0 0 5
RFA_00677 0.67 0.57 0.80 8 980 2 0 2 0 6
RFA_00678 0.84 0.71 1.00 10 936 0 0 0 0 4
RFA_00680 0.92 0.86 1.00 12 1116 1 0 0 1 2
RFA_00684 0.77 0.71 0.83 10 978 2 0 2 0 4
RFA_00685 0.71 0.57 0.89 8 981 1 0 1 0 6
RFA_00695 0.00 0.00 0.00 0 7006 23 2 13 8 14
RFA_00703 0.46 0.43 0.50 6 4266 14 0 6 8 8
RFA_00704 0.50 0.43 0.60 6 980 5 0 4 1 8
RFA_00705 0.84 0.71 1.00 10 1025 0 0 0 0 4
RFA_00706 0.84 0.71 1.00 10 1025 0 0 0 0 4
RFA_00707 0.89 0.79 1.00 11 1024 0 0 0 0 3
RFA_00708 -0.01 0.00 0.00 0 1029 6 0 6 0 14
RFA_00709 0.16 0.14 0.20 2 980 9 0 8 1 12
RFA_00710 0.40 0.36 0.45 5 979 6 0 6 0 9
RFA_00711 -0.01 0.00 0.00 0 1024 12 0 11 1 14
RFA_00715 -0.01 0.00 0.00 0 936 10 0 10 0 14
RFA_00716 -0.01 0.00 0.00 0 938 8 0 8 0 14
RFA_00717 0.88 0.79 1.00 11 892 0 0 0 0 3
RFA_00730 1.00 1.00 1.00 12 891 1 0 0 1 0
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 0.96 0.92 1.00 11 892 0 0 0 0 1
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 0.59 0.56 0.63 10 1875 6 3 3 0 8
RFA_00768 0.61 0.56 0.67 10 1876 5 2 3 0 8
RFA_00769 0.55 0.56 0.56 10 1935 8 4 4 0 8
RFA_00770 0.61 0.56 0.67 10 2001 5 2 3 0 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 1.00 1.00 1.00 32 5018 0 0 0 0 0
RFA_00786 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00791 0.94 0.88 1.00 28 5123 1 0 0 1 4
RFA_00792 0.76 0.75 0.77 24 5019 7 2 5 0 8
RFA_00801 0.97 0.94 1.00 30 5020 1 0 0 1 2
RFA_00808 0.58 0.44 0.78 7 2007 2 0 2 0 9
RFA_00809 0.39 0.31 0.50 5 2135 6 0 5 1 11
RFA_00814 0.94 0.93 0.95 38 25160 18 0 2 16 3
RFA_00815 0.74 0.83 0.65 34 24479 21 13 5 3 7
RFA_00816 0.67 0.71 0.63 29 23174 22 13 4 5 12
RFA_00817 0.58 0.59 0.59 24 21904 17 5 12 0 17
RFA_00818 0.61 0.66 0.56 27 20253 29 10 11 8 14
RFA_00819 0.96 0.95 0.98 39 27926 15 0 1 14 2

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Performance of RNASampler(seed) - scored lower 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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.