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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAsubopt Murlet(seed)
MCC 0.595 > 0.519
Average MCC ± 95% Confidence Intervals 0.558 ± 0.053 > 0.389 ± 0.066
Sensitivity 0.594 > 0.322
Positive Predictive Value 0.597 < 0.839
Total TP 2425 > 1315
Total TN 1505526 < 1508018
Total FP 2068 > 308
Total FP CONTRA 281 > 9
Total FP INCONS 1353 > 243
Total FP COMP 434 > 56
Total FN 1655 < 2765
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of RNAsubopt and Murlet(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 RNAsubopt and Murlet(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 RNAsubopt and Murlet(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAsubopt and Murlet(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 RNAsubopt and Murlet(seed)).

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Performance of RNAsubopt - scored higher in this pairwise comparison

1. Total counts & total scores for RNAsubopt

Total Base Pair Counts
Total TP 2425
Total TN 1505526
Total FP 2068
Total FP CONTRA 281
Total FP INCONS 1353
Total FP COMP 434
Total FN 1655
Total Scores
MCC 0.595
Average MCC ± 95% Confidence Intervals 0.558 ± 0.053
Sensitivity 0.594
Positive Predictive Value 0.597
Nr of predictions 120

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2. Individual counts for RNAsubopt [ 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 0.94 0.88 1.00 36 5014 0 0 0 0 5
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 0.38 0.35 0.43 6 1067 8 2 6 0 11
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 0.66 0.60 0.74 31 10111 13 3 8 2 21
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 0.71 0.74 0.68 26 13492 24 2 10 12 9
RFA_00605 0.36 0.34 0.38 12 15193 30 3 17 10 23
RFA_00606 0.63 0.67 0.60 26 21278 33 8 9 16 13
RFA_00607 0.78 0.83 0.73 30 17725 21 5 6 10 6
RFA_00609 0.77 0.78 0.76 29 17917 27 2 7 18 8
RFA_00610 0.87 0.84 0.91 31 17171 19 0 3 16 6
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 0.58 0.60 0.57 21 13329 20 5 11 4 14
RFA_00620 0.46 0.46 0.46 18 21906 36 7 14 15 21
RFA_00626 0.68 0.66 0.70 57 56535 42 6 18 18 30
RFA_00627 0.72 0.68 0.77 59 56876 33 4 14 15 28
RFA_00628 0.89 0.86 0.91 74 57210 32 2 5 25 12
RFA_00630 0.58 0.60 0.57 52 56861 51 12 28 11 35
RFA_00632 0.31 0.32 0.30 9 4065 21 2 19 0 19
RFA_00636 0.42 0.43 0.43 12 3977 16 2 14 0 16
RFA_00639 0.22 0.24 0.20 21 54512 86 20 62 4 66
RFA_00642 0.16 0.17 0.16 3 2907 19 0 16 3 15
RFA_00643 0.24 0.22 0.27 4 2196 12 2 9 1 14
RFA_00644 -0.01 0.00 0.00 0 2679 22 6 16 0 18
RFA_00645 -0.01 0.00 0.00 0 2401 14 3 11 0 18
RFA_00649 0.75 0.67 0.86 12 2131 4 0 2 2 6
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 1119 11 0 9 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 0.57 0.57 0.57 8 976 8 0 6 2 6
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 0 981 9 0 9 0 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 1025 10 1 9 0 14
RFA_00707 -0.01 0.00 0.00 0 1024 11 1 10 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 0 980 10 0 10 0 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 1.00 1.00 1.00 12 891 1 0 0 1 0
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 0.63 0.58 0.70 7 893 3 1 2 0 5
RFA_00762 0.39 0.42 0.38 5 890 8 2 6 0 7
RFA_00763 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00764 0.66 0.67 0.67 8 891 5 1 3 1 4
RFA_00765 1.00 1.00 1.00 12 891 1 0 0 1 0
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 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.68 0.56 0.83 10 1941 5 1 1 3 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 0.23 0.22 0.24 7 5021 22 1 21 0 25
RFA_00791 0.47 0.50 0.44 16 5115 20 7 13 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 0.39 0.39 0.39 16 25159 40 5 20 15 25
RFA_00815 0.65 0.71 0.59 29 24482 35 5 15 15 12
RFA_00816 0.74 0.78 0.70 32 23174 24 8 6 10 9
RFA_00817 0.35 0.41 0.30 17 21889 43 11 28 4 24
RFA_00818 0.47 0.54 0.41 22 20247 39 13 19 7 19
RFA_00819 0.96 0.95 0.98 39 27926 31 0 1 30 2
SRP_00079 0.71 0.73 0.70 64 41813 35 4 24 7 24
SRP_00124 0.67 0.67 0.68 57 37044 30 4 23 3 28
SRP_00137 0.74 0.84 0.66 21 4154 13 4 7 2 4
SRP_00141 0.89 0.88 0.90 36 6288 4 1 3 0 5
SRP_00146 0.93 0.94 0.92 34 5216 3 1 2 0 2
SRP_00182 0.70 0.68 0.71 69 45959 31 2 26 3 32
SRP_00197 0.49 0.49 0.49 49 49355 54 3 48 3 52
SRP_00198 0.63 0.62 0.65 64 50941 39 2 33 4 39
SRP_00199 0.26 0.26 0.26 27 50938 77 4 71 2 78
SRP_00202 0.85 0.84 0.86 98 54171 20 0 16 4 19
SRP_00241 0.55 0.59 0.52 48 45963 48 12 33 3 34
SRP_00255 0.62 0.64 0.61 60 47487 46 3 36 7 34
SRP_00260 0.64 0.69 0.60 69 47780 48 7 39 2 31
SRP_00278 0.71 0.71 0.70 75 45949 34 2 30 2 30
SRP_00285 0.91 0.87 0.96 26 3714 1 0 1 0 4
SRP_00322 0.62 0.62 0.62 68 48406 43 5 37 1 41
SRP_00328 0.64 0.66 0.63 56 39532 38 8 25 5 29
SRP_00329 0.61 0.62 0.60 53 39814 37 10 26 1 32
SRP_00338 0.92 0.92 0.92 33 5424 3 0 3 0 3
SRP_00339 0.54 0.55 0.52 52 44451 52 6 42 4 42
SRP_00340 0.55 0.59 0.52 48 41235 48 8 37 3 34

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Performance of Murlet(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for Murlet(seed)

Total Base Pair Counts
Total TP 1315
Total TN 1508018
Total FP 308
Total FP CONTRA 9
Total FP INCONS 243
Total FP COMP 56
Total FN 2765
Total Scores
MCC 0.519
Average MCC ± 95% Confidence Intervals 0.389 ± 0.066
Sensitivity 0.322
Positive Predictive Value 0.839
Nr of predictions 120

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2. Individual counts for Murlet(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.53 0.29 1.00 4 942 2 0 0 2 10
PDB_00012 0.65 0.43 1.00 3 403 0 0 0 0 4
PDB_00213 0.73 0.59 0.92 24 5024 2 0 2 0 17
PDB_00553 0.45 0.27 0.75 3 461 1 0 1 0 8
PDB_00716 0.23 0.13 0.43 3 2694 4 0 4 0 20
PDB_00810 0.63 0.53 0.75 9 1069 3 0 3 0 8
PDB_01050 0.55 0.31 1.00 4 626 1 0 0 1 9
PDB_01051 0.00 0.00 0.00 0 903 0 0 0 0 13
PDB_01092 0.69 0.48 1.00 25 10128 0 0 0 0 27
PDB_01152 0.76 0.64 0.90 9 551 1 0 1 0 5
RFA_00390 0.00 0.00 0.00 0 1431 0 0 0 0 15
RFA_00416 0.00 0.00 0.00 0 1485 0 0 0 0 15
RFA_00433 0.00 0.00 0.00 0 1431 0 0 0 0 15
RFA_00587 0.00 0.00 0.00 0 4851 0 0 0 0 15
RFA_00603 0.00 0.00 0.00 0 13530 0 0 0 0 35
RFA_00604 0.00 0.00 0.00 0 13530 0 0 0 0 35
RFA_00605 0.00 0.00 0.00 0 15225 0 0 0 0 35
RFA_00606 0.00 0.00 0.00 0 21321 0 0 0 0 39
RFA_00607 0.00 0.00 0.00 0 17766 0 0 0 0 36
RFA_00609 0.00 0.00 0.00 0 17955 0 0 0 0 37
RFA_00610 0.00 0.00 0.00 0 17205 0 0 0 0 37
RFA_00611 0.00 0.00 0.00 0 13041 0 0 0 0 35
RFA_00613 0.00 0.00 0.00 0 12880 0 0 0 0 35
RFA_00615 0.00 0.00 0.00 0 13366 0 0 0 0 35
RFA_00620 0.00 0.00 0.00 0 21945 0 0 0 0 39
RFA_00626 0.81 0.66 1.00 57 56559 4 0 0 4 30
RFA_00627 0.84 0.70 1.00 61 56892 5 0 0 5 26
RFA_00628 0.83 0.69 1.00 59 57232 8 0 0 8 27
RFA_00630 0.82 0.67 1.00 58 56895 4 0 0 4 29
RFA_00632 0.21 0.11 0.43 3 4088 4 0 4 0 25
RFA_00636 0.21 0.11 0.43 3 3998 4 0 4 0 25
RFA_00639 0.21 0.11 0.40 10 54590 15 4 11 0 77
RFA_00642 0.57 0.44 0.73 8 2915 3 0 3 0 10
RFA_00643 -0.01 0.00 0.00 0 2203 8 0 8 0 18
RFA_00644 0.42 0.33 0.55 6 2690 5 0 5 0 12
RFA_00645 0.00 0.00 0.00 0 2407 8 0 8 0 18
RFA_00649 -0.01 0.00 0.00 0 2137 8 0 8 0 18
RFA_00651 0.42 0.33 0.55 6 2069 5 0 5 0 12
RFA_00653 -0.01 0.00 0.00 0 2137 8 0 8 0 18
RFA_00654 0.57 0.44 0.73 8 2404 3 0 3 0 10
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 0.00 0.00 0.00 0 990 0 0 0 0 14
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 0.00 0.00 0.00 0 990 0 0 0 0 14
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 0.00 0.00 0.00 0 4278 0 0 0 0 14
RFA_00704 0.00 0.00 0.00 0 990 0 0 0 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 0.00 0.00 0.00 0 946 0 0 0 0 14
RFA_00717 0.00 0.00 0.00 0 903 0 0 0 0 14
RFA_00730 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00731 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00733 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00734 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00736 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00737 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00745 1.00 1.00 1.00 12 934 0 0 0 0 0
RFA_00749 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00758 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00762 1.00 1.00 1.00 12 891 0 0 0 0 0
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 0.47 0.33 0.67 6 1882 3 0 3 0 12
RFA_00768 0.41 0.28 0.63 5 1883 3 0 3 0 13
RFA_00769 0.57 0.44 0.73 8 1942 3 0 3 0 10
RFA_00770 0.57 0.44 0.73 8 2005 3 0 3 0 10
RFA_00773 0.41 0.28 0.63 5 1945 3 0 3 0 13
RFA_00779 0.47 0.33 0.67 6 1944 3 0 3 0 12
RFA_00781 0.83 0.75 0.92 24 5024 2 0 2 0 8
RFA_00786 0.83 0.75 0.92 24 5024 2 0 2 0 8
RFA_00791 0.83 0.75 0.92 24 5125 2 0 2 0 8
RFA_00792 0.83 0.75 0.92 24 5024 2 0 2 0 8
RFA_00801 0.80 0.72 0.88 23 5024 3 0 3 0 9
RFA_00808 0.75 0.56 1.00 9 2007 0 0 0 0 7
RFA_00809 0.50 0.38 0.67 6 2136 3 0 3 0 10
RFA_00814 0.75 0.63 0.90 26 25171 4 0 3 1 15
RFA_00815 0.83 0.68 1.00 28 24503 1 0 0 1 13
RFA_00816 0.75 0.63 0.90 26 23191 4 0 3 1 15
RFA_00817 0.83 0.68 1.00 28 21917 1 0 0 1 13
RFA_00818 0.83 0.68 1.00 28 20273 1 0 0 1 13
RFA_00819 0.83 0.68 1.00 28 27938 0 0 0 0 13
SRP_00079 0.54 0.33 0.88 29 41872 6 0 4 2 59
SRP_00124 0.15 0.09 0.24 8 37094 27 3 23 1 77
SRP_00137 0.49 0.24 1.00 6 4180 0 0 0 0 19
SRP_00141 0.35 0.12 1.00 5 6323 1 0 0 1 36
SRP_00146 0.41 0.17 1.00 6 5247 0 0 0 0 30
SRP_00182 0.59 0.35 1.00 35 46021 1 0 0 1 66
SRP_00197 0.47 0.28 0.80 28 49420 8 0 7 1 73
SRP_00198 0.47 0.27 0.82 28 51006 7 0 6 1 75
SRP_00199 0.47 0.24 0.93 25 51013 3 0 2 1 80
SRP_00202 0.48 0.25 0.94 29 54254 2 0 2 0 88
SRP_00241 0.51 0.33 0.79 27 46022 9 0 7 2 55
SRP_00255 0.65 0.43 1.00 40 47546 2 0 0 2 54
SRP_00260 0.21 0.14 0.33 14 47852 29 1 28 0 86
SRP_00278 0.53 0.30 0.94 31 46023 3 0 2 1 74
SRP_00285 0.45 0.20 1.00 6 3735 0 0 0 0 24
SRP_00322 0.44 0.25 0.79 27 48482 8 0 7 1 82
SRP_00328 0.49 0.34 0.71 29 39580 16 1 11 4 56
SRP_00329 0.50 0.34 0.73 29 39863 16 0 11 5 56
SRP_00338 0.41 0.17 1.00 6 5454 0 0 0 0 30
SRP_00339 0.49 0.32 0.77 30 44512 9 0 9 0 64
SRP_00340 0.44 0.27 0.73 22 41298 12 0 8 4 60

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