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 RNASLOpt - scored lower in this pairwise comparison

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


Overview

Metric RNASampler(seed) RNASLOpt
MCC 0.629 > 0.531
Average MCC ± 95% Confidence Intervals 0.470 ± 0.066 < 0.482 ± 0.063
Sensitivity 0.468 < 0.485
Positive Predictive Value 0.847 > 0.585
Total TP 1072 < 1111
Total TN 696315 > 695682
Total FP 320 < 1005
Total FP CONTRA 57 < 179
Total FP INCONS 137 < 609
Total FP COMP 126 < 217
Total FN 1217 > 1178
P-value 3.56938820447e-08

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Performance plots


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

  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 RNASLOpt).

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

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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 RNASLOpt - scored lower in this pairwise comparison

1. Total counts & total scores for RNASLOpt

Total Base Pair Counts
Total TP 1111
Total TN 695682
Total FP 1005
Total FP CONTRA 179
Total FP INCONS 609
Total FP COMP 217
Total FN 1178
Total Scores
MCC 0.531
Average MCC ± 95% Confidence Intervals 0.482 ± 0.063
Sensitivity 0.485
Positive Predictive Value 0.585
Nr of predictions 98

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2. Individual counts for RNASLOpt [ 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 0.90 0.80 1.00 33 5017 0 0 0 0 8
PDB_00553 1.00 1.00 1.00 11 454 0 0 0 0 0
PDB_00716 -0.01 0.00 0.00 0 2680 22 0 21 1 23
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 0.74 0.63 0.87 33 10115 7 1 4 2 19
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
RFA_00390 0.77 0.60 1.00 9 1422 1 0 0 1 6
RFA_00416 0.77 0.60 1.00 9 1476 1 0 0 1 6
RFA_00433 0.77 0.60 1.00 9 1422 1 0 0 1 6
RFA_00587 1.00 1.00 1.00 15 4836 13 0 0 13 0
RFA_00603 0.54 0.51 0.56 18 13498 15 4 10 1 17
RFA_00604 0.73 0.66 0.82 23 13502 12 4 1 7 12
RFA_00605 0.36 0.34 0.39 12 15194 27 3 16 8 23
RFA_00606 0.18 0.18 0.18 7 21281 39 4 29 6 32
RFA_00607 0.90 0.83 0.97 30 17735 12 0 1 11 6
RFA_00609 0.92 0.89 0.94 33 17920 10 0 2 8 4
RFA_00610 0.90 0.86 0.94 32 17171 10 0 2 8 5
RFA_00611 0.69 0.66 0.72 23 13009 9 2 7 0 12
RFA_00613 0.16 0.14 0.18 5 12852 27 9 14 4 30
RFA_00615 0.47 0.43 0.52 15 13337 14 8 6 0 20
RFA_00620 0.66 0.64 0.68 25 21908 22 2 10 10 14
RFA_00626 0.68 0.64 0.72 56 56538 30 6 16 8 31
RFA_00627 0.61 0.60 0.62 52 56869 41 11 21 9 35
RFA_00628 0.89 0.84 0.95 72 57215 15 0 4 11 14
RFA_00630 0.69 0.67 0.72 58 56872 32 5 18 9 29
RFA_00632 0.59 0.57 0.62 16 4069 10 2 8 0 12
RFA_00636 0.65 0.64 0.67 18 3978 9 2 7 0 10
RFA_00642 -0.01 0.00 0.00 0 2914 12 1 11 0 18
RFA_00643 -0.01 0.00 0.00 0 2199 12 1 11 0 18
RFA_00644 -0.01 0.00 0.00 0 2680 21 6 15 0 18
RFA_00645 -0.01 0.00 0.00 0 2403 12 3 9 0 18
RFA_00649 0.33 0.33 0.33 6 2127 12 6 6 0 12
RFA_00651 0.27 0.22 0.33 4 2068 8 1 7 0 14
RFA_00653 0.33 0.33 0.33 6 2127 12 3 9 0 12
RFA_00654 0.59 0.50 0.69 9 2402 5 1 3 1 9
RFA_00658 0.40 0.29 0.57 4 1121 5 0 3 2 10
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 0.29 0.29 0.31 4 977 10 1 8 1 10
RFA_00668 0.50 0.43 0.60 6 980 4 0 4 0 8
RFA_00672 -0.01 0.00 0.00 0 897 6 0 6 0 13
RFA_00673 0.47 0.36 0.63 5 1120 4 0 3 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 0.74 0.71 0.77 10 977 5 0 3 2 4
RFA_00678 0.53 0.29 1.00 4 942 0 0 0 0 10
RFA_00680 0.84 0.71 1.00 10 1118 2 0 0 2 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 0.30 0.29 0.31 4 7008 25 2 7 16 10
RFA_00703 0.41 0.43 0.40 6 4263 20 3 6 11 8
RFA_00704 -0.01 0.00 0.00 0 982 8 0 8 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 1030 5 0 5 0 14
RFA_00708 0.53 0.29 1.00 4 1031 0 0 0 0 10
RFA_00709 -0.01 0.00 0.00 0 984 7 0 6 1 14
RFA_00710 -0.01 0.00 0.00 0 984 6 0 6 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 0 939 7 0 7 0 14
RFA_00716 -0.01 0.00 0.00 0 939 7 0 7 0 14
RFA_00717 -0.01 0.00 0.00 0 894 9 0 9 0 14
RFA_00730 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00731 0.48 0.42 0.56 5 894 5 1 3 1 7
RFA_00733 0.64 0.42 1.00 5 898 1 0 0 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 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00745 -0.01 0.00 0.00 0 941 5 1 4 0 12
RFA_00749 0.48 0.42 0.56 5 894 5 1 3 1 7
RFA_00758 -0.01 0.00 0.00 0 898 5 0 5 0 12
RFA_00762 -0.01 0.00 0.00 0 894 9 2 7 0 12
RFA_00763 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00764 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00765 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.61 0.56 0.67 10 1876 5 0 5 0 8
RFA_00769 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00770 0.47 0.39 0.58 7 2004 5 1 4 0 11
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00779 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00781 0.51 0.50 0.53 16 5020 14 2 12 0 16
RFA_00786 -0.01 0.00 0.00 0 5022 28 4 24 0 32
RFA_00791 0.44 0.41 0.48 13 5124 14 4 10 0 19
RFA_00792 0.89 0.84 0.93 27 5021 2 0 2 0 5
RFA_00801 0.82 0.75 0.89 24 5023 4 0 3 1 8
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.40 0.38 0.43 6 2131 8 1 7 0 10
RFA_00814 0.51 0.51 0.51 21 25159 29 9 11 9 20
RFA_00815 0.41 0.41 0.41 17 24490 31 1 23 7 24
RFA_00816 0.58 0.63 0.53 26 23171 26 13 10 3 15
RFA_00817 0.24 0.27 0.22 11 21896 42 12 26 4 30
RFA_00818 0.21 0.22 0.21 9 20258 39 14 20 5 32
RFA_00819 0.60 0.68 0.53 28 27913 34 16 9 9 13

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