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 McQFold - scored lower in this pairwise comparison

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


Overview

Metric RNASampler(seed) McQFold
MCC 0.629 > 0.524
Average MCC ± 95% Confidence Intervals 0.470 ± 0.066 < 0.512 ± 0.067
Sensitivity 0.468 < 0.496
Positive Predictive Value 0.847 > 0.557
Total TP 1072 < 1135
Total TN 696315 > 695542
Total FP 320 < 1129
Total FP CONTRA 57 < 166
Total FP INCONS 137 < 738
Total FP COMP 126 < 225
Total FN 1217 > 1154
P-value 3.56938820447e-08

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Performance plots


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

  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 McQFold).

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

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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 McQFold - scored lower in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 1135
Total TN 695542
Total FP 1129
Total FP CONTRA 166
Total FP INCONS 738
Total FP COMP 225
Total FN 1154
Total Scores
MCC 0.524
Average MCC ± 95% Confidence Intervals 0.512 ± 0.067
Sensitivity 0.496
Positive Predictive Value 0.557
Nr of predictions 98

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2. Individual counts for McQFold [ 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 0.72 0.68 0.76 28 5013 9 0 9 0 13
PDB_00553 1.00 1.00 1.00 11 454 0 0 0 0 0
PDB_00716 0.68 0.70 0.67 16 2677 9 0 8 1 7
PDB_00810 0.51 0.41 0.64 7 1070 4 2 2 0 10
PDB_01050 0.92 0.85 1.00 11 619 2 0 0 2 2
PDB_01051 0.79 0.69 0.90 9 893 2 0 1 1 4
PDB_01092 0.81 0.75 0.89 39 10109 6 1 4 1 13
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 1.00 1.00 1.00 15 1470 4 0 0 4 0
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 0.34 0.29 0.42 10 13506 15 4 10 1 25
RFA_00604 0.71 0.66 0.77 23 13500 14 2 5 7 12
RFA_00605 0.36 0.34 0.38 12 15193 31 3 17 11 23
RFA_00606 0.32 0.33 0.32 13 21280 34 12 16 6 26
RFA_00607 0.65 0.61 0.69 22 17734 17 3 7 7 14
RFA_00609 0.77 0.76 0.78 28 17919 18 2 6 10 9
RFA_00610 0.56 0.57 0.55 21 17167 25 2 15 8 16
RFA_00611 0.58 0.54 0.61 19 13010 12 3 9 0 16
RFA_00613 0.15 0.14 0.16 5 12848 27 6 21 0 30
RFA_00615 0.32 0.29 0.37 10 13339 18 4 13 1 25
RFA_00620 0.36 0.38 0.34 15 21901 37 4 25 8 24
RFA_00626 0.21 0.22 0.21 19 56526 76 15 56 5 68
RFA_00627 0.42 0.40 0.44 35 56873 47 13 32 2 52
RFA_00628 0.42 0.41 0.43 35 57209 50 7 40 3 51
RFA_00630 0.63 0.63 0.63 55 56865 41 6 27 8 32
RFA_00632 0.88 0.89 0.86 25 4066 4 3 1 0 3
RFA_00636 0.73 0.71 0.74 20 3978 7 5 2 0 8
RFA_00642 -0.01 0.00 0.00 0 2913 13 1 12 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 2684 17 3 14 0 18
RFA_00645 -0.01 0.00 0.00 0 2403 12 3 9 0 18
RFA_00649 0.78 0.67 0.92 12 2132 1 0 1 0 6
RFA_00651 0.40 0.33 0.50 6 2068 6 0 6 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 2403 12 2 10 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 1125 5 0 3 2 14
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00667 -0.01 0.00 0.00 0 981 10 1 8 1 14
RFA_00668 0.50 0.43 0.60 6 980 4 0 4 0 8
RFA_00672 -0.01 0.00 0.00 0 895 10 0 8 2 13
RFA_00673 0.47 0.36 0.63 5 1120 4 0 3 1 9
RFA_00674 0.96 0.93 1.00 13 1115 1 0 0 1 1
RFA_00675 0.28 0.29 0.29 4 976 10 1 9 0 10
RFA_00677 0.74 0.71 0.77 10 977 6 0 3 3 4
RFA_00678 0.53 0.29 1.00 4 942 0 0 0 0 10
RFA_00680 0.74 0.71 0.77 10 1115 6 0 3 3 4
RFA_00684 0.84 0.71 1.00 10 980 1 0 0 1 4
RFA_00685 0.47 0.36 0.63 5 982 4 0 3 1 9
RFA_00695 0.00 0.00 0.00 0 7007 29 4 10 15 14
RFA_00703 0.44 0.43 0.46 6 4265 19 1 6 12 8
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 -0.01 0.00 0.00 0 1030 5 0 5 0 14
RFA_00707 -0.01 0.00 0.00 0 1030 5 0 5 0 14
RFA_00708 0.40 0.29 0.57 4 1028 4 0 3 1 10
RFA_00709 -0.01 0.00 0.00 0 984 7 0 6 1 14
RFA_00710 -0.01 0.00 0.00 0 980 10 0 10 0 14
RFA_00711 -0.01 0.00 0.00 0 1023 12 0 12 0 14
RFA_00715 -0.01 0.00 0.00 0 936 10 0 10 0 14
RFA_00716 -0.01 0.00 0.00 0 936 10 0 10 0 14
RFA_00717 0.69 0.64 0.75 9 891 3 0 3 0 5
RFA_00730 0.43 0.42 0.45 5 892 7 1 5 1 7
RFA_00731 0.48 0.42 0.56 5 894 5 1 3 1 7
RFA_00733 0.43 0.42 0.45 5 892 7 1 5 1 7
RFA_00734 0.67 0.58 0.78 7 894 3 0 2 1 5
RFA_00736 0.48 0.42 0.56 5 894 5 1 3 1 7
RFA_00737 0.43 0.42 0.45 5 892 7 0 6 1 7
RFA_00745 0.43 0.42 0.45 5 935 7 1 5 1 7
RFA_00749 0.48 0.42 0.56 5 894 5 1 3 1 7
RFA_00758 0.40 0.33 0.50 4 895 4 2 2 0 8
RFA_00762 0.31 0.33 0.31 4 890 9 2 7 0 8
RFA_00763 0.43 0.42 0.45 5 892 7 1 5 1 7
RFA_00764 0.43 0.42 0.45 5 892 7 1 5 1 7
RFA_00765 0.51 0.42 0.63 5 895 4 0 3 1 7
RFA_00767 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00768 1.00 1.00 1.00 18 1873 0 0 0 0 0
RFA_00769 0.85 0.94 0.77 17 1931 5 4 1 0 1
RFA_00770 0.88 0.78 1.00 14 2002 4 0 0 4 4
RFA_00773 0.97 1.00 0.95 18 1934 5 1 0 4 0
RFA_00779 0.97 0.94 1.00 17 1936 0 0 0 0 1
RFA_00781 0.97 0.94 1.00 30 5020 1 0 0 1 2
RFA_00786 0.21 0.19 0.25 6 5026 19 2 16 1 26
RFA_00791 0.60 0.56 0.64 18 5123 11 0 10 1 14
RFA_00792 0.97 0.94 1.00 30 5020 1 0 0 1 2
RFA_00801 0.69 0.63 0.77 20 5024 8 0 6 2 12
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 0.79 0.80 0.77 33 25157 21 0 10 11 8
RFA_00815 0.56 0.59 0.53 24 24486 27 1 20 6 17
RFA_00816 0.82 0.85 0.80 35 23176 12 4 5 3 6
RFA_00817 0.35 0.39 0.31 16 21894 39 9 26 4 25
RFA_00818 0.28 0.27 0.29 11 20263 30 12 15 3 30
RFA_00819 0.30 0.29 0.31 12 27927 50 4 23 23 29

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