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 RNAfold - scored lower in this pairwise comparison

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


Overview

Metric RNASampler(seed) RNAfold
MCC 0.629 > 0.609
Average MCC ± 95% Confidence Intervals 0.470 ± 0.066 < 0.552 ± 0.060
Sensitivity 0.468 < 0.594
Positive Predictive Value 0.847 > 0.626
Total TP 1072 < 1360
Total TN 696315 > 695410
Total FP 320 < 1185
Total FP CONTRA 57 < 161
Total FP INCONS 137 < 650
Total FP COMP 126 < 374
Total FN 1217 > 929
P-value 3.85233844192e-08

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Performance plots


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

  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 RNAfold).

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

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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 RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP 1360
Total TN 695410
Total FP 1185
Total FP CONTRA 161
Total FP INCONS 650
Total FP COMP 374
Total FN 929
Total Scores
MCC 0.609
Average MCC ± 95% Confidence Intervals 0.552 ± 0.060
Sensitivity 0.594
Positive Predictive Value 0.626
Nr of predictions 98

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2. Individual counts for RNAfold [ 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 0.71 0.65 0.79 11 1067 4 0 3 1 6
PDB_01050 0.96 0.92 1.00 12 618 2 0 0 2 1
PDB_01051 0.75 0.69 0.82 9 892 6 0 2 4 4
PDB_01092 0.71 0.63 0.80 33 10112 10 1 7 2 19
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 0.64 0.69 0.60 24 13490 19 4 12 3 11
RFA_00604 0.69 0.71 0.68 25 13493 24 2 10 12 10
RFA_00605 0.37 0.34 0.40 12 15195 27 3 15 9 23
RFA_00606 0.67 0.67 0.68 26 21283 25 7 5 13 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 0.90 0.86 0.94 32 17171 18 0 2 16 5
RFA_00611 0.63 0.63 0.63 22 13006 15 3 10 2 13
RFA_00613 0.61 0.60 0.62 21 12846 15 4 9 2 14
RFA_00615 0.61 0.63 0.59 22 13329 19 5 10 4 13
RFA_00620 0.64 0.62 0.67 24 21909 25 3 9 13 15
RFA_00626 0.96 0.92 1.00 80 56536 25 0 0 25 7
RFA_00627 0.72 0.69 0.75 60 56873 35 4 16 15 27
RFA_00628 0.93 0.91 0.96 78 57210 29 0 3 26 8
RFA_00630 0.66 0.66 0.66 57 56867 40 6 23 11 30
RFA_00632 0.38 0.39 0.37 11 4065 19 2 17 0 17
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00642 0.25 0.22 0.29 4 2912 10 2 8 0 14
RFA_00643 0.24 0.22 0.27 4 2196 12 2 9 1 14
RFA_00644 -0.01 0.00 0.00 0 2681 20 4 16 0 18
RFA_00645 -0.01 0.00 0.00 0 2401 14 3 11 0 18
RFA_00649 0.34 0.33 0.35 6 2128 13 2 9 2 12
RFA_00651 0.35 0.33 0.38 6 2064 10 1 9 0 12
RFA_00653 0.34 0.33 0.35 6 2128 11 3 8 0 12
RFA_00654 0.27 0.28 0.28 5 2397 13 2 11 0 13
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 0.29 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 0.71 0.71 0.71 10 1114 5 0 4 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 0.43 0.29 0.67 4 940 2 0 2 0 10
RFA_00680 0.74 0.71 0.77 10 1115 6 0 3 3 4
RFA_00684 0.66 0.64 0.69 9 977 5 0 4 1 5
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 0 981 9 0 9 0 14
RFA_00705 0.74 0.71 0.77 10 1022 4 0 3 1 4
RFA_00706 0.37 0.29 0.50 4 1027 4 0 4 0 10
RFA_00707 -0.01 0.00 0.00 0 1026 9 3 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 0 982 9 0 8 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 7 0 6 1 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 0.66 0.67 0.67 8 891 5 1 3 1 4
RFA_00733 0.66 0.67 0.67 8 891 5 1 3 1 4
RFA_00734 0.61 0.67 0.57 8 889 7 1 5 1 4
RFA_00736 0.66 0.67 0.67 8 891 5 1 3 1 4
RFA_00737 0.75 0.75 0.75 9 891 5 0 3 2 3
RFA_00745 0.66 0.67 0.67 8 934 5 1 3 1 4
RFA_00749 0.66 0.67 0.67 8 891 5 1 3 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 0.75 0.75 0.75 9 891 4 0 3 1 3
RFA_00764 0.66 0.67 0.67 8 891 5 1 3 1 4
RFA_00765 0.75 0.75 0.75 9 891 5 0 3 2 3
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.48 0.44 0.53 8 1876 7 1 6 0 10
RFA_00769 0.52 0.56 0.50 10 1933 10 4 6 0 8
RFA_00770 0.68 0.56 0.83 10 2004 5 0 2 3 8
RFA_00773 0.55 0.56 0.56 10 1935 8 2 6 0 8
RFA_00779 0.55 0.56 0.56 10 1935 8 3 5 0 8
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 0.94 0.94 0.94 30 5018 4 0 2 2 2
RFA_00801 0.85 0.81 0.90 26 5021 4 0 3 1 6
RFA_00808 -0.01 0.00 0.00 0 2001 18 2 13 3 16
RFA_00809 0.36 0.38 0.35 6 2128 11 1 10 0 10
RFA_00814 0.79 0.80 0.77 33 25157 26 4 6 16 8
RFA_00815 0.65 0.71 0.60 29 24483 34 7 12 15 12
RFA_00816 0.59 0.66 0.53 27 23169 32 13 11 8 14
RFA_00817 0.10 0.12 0.08 5 21885 55 16 39 0 36
RFA_00818 0.59 0.63 0.55 26 20254 31 10 11 10 15
RFA_00819 0.96 0.95 0.98 39 27926 31 0 1 30 2

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