CompaRNA - on-line benchmarks of RNA structure prediction methods
Home

Methods
Datasets
Rankings
RNA 2D Atlas

Help
FAQ

Contact us
RSS feeds
Twitter

Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ProbKnot Murlet(seed)
MCC 0.595 > 0.540
Average MCC ± 95% Confidence Intervals 0.578 ± 0.052 > 0.396 ± 0.065
Sensitivity 0.588 > 0.360
Positive Predictive Value 0.604 < 0.811
Total TP 2841 > 1738
Total TN 2786934 < 2789495
Total FP 2386 > 489
Total FP CONTRA 310 > 21
Total FP INCONS 1554 > 385
Total FP COMP 522 > 83
Total FN 1987 < 3090
P-value 3.56938820447e-08

^top




Performance plots


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

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

^top





Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 2841
Total TN 2786934
Total FP 2386
Total FP CONTRA 310
Total FP INCONS 1554
Total FP COMP 522
Total FN 1987
Total Scores
MCC 0.595
Average MCC ± 95% Confidence Intervals 0.578 ± 0.052
Sensitivity 0.588
Positive Predictive Value 0.604
Nr of predictions 123

^top



2. Individual counts for ProbKnot [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_01343 0.37 0.36 0.38 158 977480 279 40 223 16 276
PDB_00005 0.78 0.79 0.79 11 932 3 0 3 0 3
PDB_00012 1.00 1.00 1.00 7 399 4 0 0 4 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 1 0 0 1 0
PDB_00716 -0.01 0.00 0.00 0 2680 22 0 21 1 23
PDB_00810 0.76 0.59 1.00 10 1071 0 0 0 0 7
PDB_01050 0.88 0.85 0.92 11 618 3 0 1 2 2
PDB_01051 0.88 0.85 0.92 11 891 5 0 1 4 2
PDB_01092 0.73 0.63 0.85 33 10114 8 1 5 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 3 0 0 3 0
RFA_00416 1.00 1.00 1.00 15 1470 3 0 0 3 0
RFA_00433 1.00 1.00 1.00 15 1416 3 0 0 3 0
RFA_00587 1.00 1.00 1.00 15 4836 12 0 0 12 0
RFA_00603 0.67 0.74 0.60 26 13487 22 4 13 5 9
RFA_00604 0.71 0.74 0.68 26 13492 23 2 10 11 9
RFA_00605 0.30 0.34 0.27 12 15180 46 3 30 13 23
RFA_00606 0.60 0.62 0.59 24 21280 33 7 10 16 15
RFA_00607 0.83 0.83 0.83 30 17730 17 4 2 11 6
RFA_00609 0.53 0.59 0.47 22 17908 35 6 19 10 15
RFA_00610 0.88 0.86 0.89 32 17169 12 0 4 8 5
RFA_00611 0.80 0.80 0.80 28 13006 18 3 4 11 7
RFA_00613 0.71 0.69 0.73 24 12847 17 4 5 8 11
RFA_00615 0.62 0.69 0.56 24 13323 21 8 11 2 11
RFA_00620 0.43 0.49 0.38 19 21895 44 8 23 13 20
RFA_00626 0.86 0.80 0.91 70 56539 32 1 6 25 17
RFA_00627 0.69 0.69 0.68 60 56865 47 6 22 19 27
RFA_00628 0.90 0.88 0.93 76 57209 31 1 5 25 10
RFA_00630 0.69 0.66 0.72 57 56874 41 4 18 19 30
RFA_00632 0.40 0.39 0.41 11 4068 16 0 16 0 17
RFA_00636 0.44 0.46 0.43 13 3975 17 0 17 0 15
RFA_00639 0.57 0.57 0.57 50 54528 49 8 29 12 37
RFA_00642 0.39 0.33 0.46 6 2913 7 2 5 0 12
RFA_00643 0.30 0.28 0.33 5 2196 11 2 8 1 13
RFA_00644 -0.01 0.00 0.00 0 2685 16 5 11 0 18
RFA_00645 -0.01 0.00 0.00 0 2404 11 2 9 0 18
RFA_00649 0.75 0.78 0.74 14 2126 8 1 4 3 4
RFA_00651 0.25 0.22 0.29 4 2066 12 0 10 2 14
RFA_00653 0.34 0.33 0.35 6 2128 11 2 9 0 12
RFA_00654 0.23 0.22 0.25 4 2399 12 2 10 0 14
RFA_00658 0.59 0.50 0.70 7 1118 5 0 3 2 7
RFA_00659 -0.01 0.00 0.00 0 1122 8 0 6 2 14
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00667 0.30 0.29 0.33 4 978 8 1 7 0 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 0.44 0.36 0.56 5 1119 5 0 4 1 9
RFA_00674 0.42 0.36 0.50 5 1118 5 0 5 0 9
RFA_00675 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00677 0.46 0.43 0.50 6 978 7 0 6 1 8
RFA_00678 0.37 0.29 0.50 4 938 4 0 4 0 10
RFA_00680 0.74 0.71 0.77 10 1115 7 0 3 4 4
RFA_00684 0.66 0.64 0.69 9 977 6 0 4 2 5
RFA_00685 0.42 0.36 0.50 5 980 6 0 5 1 9
RFA_00695 0.64 0.64 0.64 9 7007 24 1 4 19 5
RFA_00703 0.64 0.64 0.64 9 4264 17 1 4 12 5
RFA_00704 -0.01 0.00 0.00 0 988 3 0 2 1 14
RFA_00705 0.69 0.71 0.67 10 1020 5 0 5 0 4
RFA_00706 0.25 0.21 0.30 3 1025 7 0 7 0 11
RFA_00707 -0.01 0.00 0.00 0 1027 8 0 8 0 14
RFA_00708 0.33 0.29 0.40 4 1025 6 0 6 0 10
RFA_00709 -0.01 0.00 0.00 0 982 8 0 8 0 14
RFA_00710 0.07 0.07 0.10 1 980 9 0 9 0 13
RFA_00711 -0.01 0.00 0.00 0 1023 12 0 12 0 14
RFA_00715 -0.01 0.00 0.00 0 933 13 0 13 0 14
RFA_00716 -0.01 0.00 0.00 0 936 10 0 10 0 14
RFA_00717 0.64 0.64 0.64 9 889 5 0 5 0 5
RFA_00730 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00731 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00733 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00734 0.73 0.67 0.80 8 893 3 0 2 1 4
RFA_00736 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00737 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00745 0.81 0.67 1.00 8 938 1 0 0 1 4
RFA_00749 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00758 0.76 0.58 1.00 7 896 0 0 0 0 5
RFA_00762 0.64 0.67 0.62 8 890 5 1 4 0 4
RFA_00763 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00764 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00765 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00767 0.63 0.56 0.71 10 1877 4 0 4 0 8
RFA_00768 0.44 0.44 0.44 8 1873 11 1 9 1 10
RFA_00769 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.59 0.56 0.63 10 2000 9 0 6 3 8
RFA_00773 0.55 0.56 0.56 10 1935 8 3 5 0 8
RFA_00779 0.63 0.56 0.71 10 1939 4 3 1 0 8
RFA_00781 0.73 0.75 0.71 24 5016 11 2 8 1 8
RFA_00786 0.64 0.66 0.64 21 5017 12 2 10 0 11
RFA_00791 0.86 0.84 0.87 27 5120 6 2 2 2 5
RFA_00792 0.95 0.94 0.97 30 5019 3 0 1 2 2
RFA_00801 0.76 0.78 0.74 25 5016 11 2 7 2 7
RFA_00808 0.65 0.56 0.75 9 2004 3 0 3 0 7
RFA_00809 0.35 0.38 0.33 6 2127 12 1 11 0 10
RFA_00814 0.32 0.37 0.28 15 25146 45 8 31 6 26
RFA_00815 0.57 0.61 0.54 25 24485 35 5 16 14 16
RFA_00816 0.80 0.88 0.73 36 23171 20 9 4 7 5
RFA_00817 0.10 0.12 0.08 5 21883 57 18 39 0 36
RFA_00818 0.48 0.54 0.43 22 20250 38 13 16 9 19
RFA_00819 0.96 0.95 0.98 39 27926 34 0 1 33 2
RFA_00820 0.83 0.83 0.82 133 151363 45 7 22 16 27
RFA_00830 0.48 0.45 0.51 70 152491 110 5 62 43 84
SRP_00079 0.77 0.80 0.75 70 41812 33 5 18 10 18
SRP_00124 0.65 0.64 0.68 54 37048 33 1 25 7 31
SRP_00137 0.74 0.84 0.66 21 4154 11 4 7 0 4
SRP_00141 0.94 0.95 0.93 39 6286 4 1 2 1 2
SRP_00146 0.93 0.94 0.92 34 5216 3 1 2 0 2
SRP_00182 0.74 0.73 0.76 74 45958 27 3 21 3 27
SRP_00197 0.22 0.21 0.24 21 49368 66 5 61 0 80
SRP_00198 0.25 0.24 0.26 25 50945 71 5 65 1 78
SRP_00199 0.63 0.63 0.63 66 50936 41 3 35 3 39
SRP_00202 0.88 0.87 0.89 102 54170 16 2 11 3 15
SRP_00241 0.44 0.48 0.41 39 45960 60 17 40 3 43
SRP_00255 0.62 0.62 0.62 58 47492 41 3 33 5 36
SRP_00260 0.62 0.66 0.58 66 47782 50 7 40 3 34
SRP_00278 0.67 0.67 0.67 70 45951 38 3 32 3 35
SRP_00285 0.98 0.97 1.00 29 3712 0 0 0 0 1
SRP_00322 0.66 0.64 0.68 70 48413 34 2 31 1 39
SRP_00328 0.62 0.65 0.59 55 39528 43 10 28 5 30
SRP_00329 0.57 0.58 0.56 49 39816 43 8 30 5 36
SRP_00338 0.97 0.97 0.97 35 5424 1 0 1 0 1
SRP_00339 0.70 0.67 0.73 63 44465 27 4 19 4 31
SRP_00340 0.51 0.55 0.47 45 41232 53 10 41 2 37

^top



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

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

Total Base Pair Counts
Total TP 1738
Total TN 2789495
Total FP 489
Total FP CONTRA 21
Total FP INCONS 385
Total FP COMP 83
Total FN 3090
Total Scores
MCC 0.540
Average MCC ± 95% Confidence Intervals 0.396 ± 0.065
Sensitivity 0.360
Positive Predictive Value 0.811
Nr of predictions 123

^top



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
CRW_01343 0.64 0.61 0.68 263 977515 145 6 117 22 171
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
RFA_00820 0.71 0.56 0.89 90 151424 13 3 8 2 70
RFA_00830 0.59 0.45 0.78 70 152538 23 3 17 3 84
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

^top


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