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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ContextFold Carnac(seed)
MCC 0.787 > 0.415
Average MCC ± 95% Confidence Intervals 0.755 ± 0.053 > 0.323 ± 0.066
Sensitivity 0.744 > 0.196
Positive Predictive Value 0.835 < 0.884
Total TP 1945 > 512
Total TN 436218 < 437968
Total FP 510 > 145
Total FP CONTRA 62 > 14
Total FP INCONS 322 > 53
Total FP COMP 126 > 78
Total FN 670 < 2103
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of ContextFold and Carnac(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 ContextFold and Carnac(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 ContextFold and Carnac(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold and Carnac(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 ContextFold and Carnac(seed)).

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 1945
Total TN 436218
Total FP 510
Total FP CONTRA 62
Total FP INCONS 322
Total FP COMP 126
Total FN 670
Total Scores
MCC 0.787
Average MCC ± 95% Confidence Intervals 0.755 ± 0.053
Sensitivity 0.744
Positive Predictive Value 0.835
Nr of predictions 123

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_01484 0.92 0.85 1.00 33 7470 0 0 0 0 6
CRW_01499 0.76 0.68 0.85 28 7968 7 0 5 2 13
CRW_01603 0.87 0.81 0.94 30 7108 2 0 2 0 7
PDB_00005 0.42 0.36 0.50 5 936 5 0 5 0 9
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 0
PDB_00213 0.90 0.85 0.95 35 5013 2 0 2 0 6
PDB_00553 0.95 0.91 1.00 10 455 0 0 0 0 1
PDB_00716 -0.01 0.00 0.00 0 2687 14 0 14 0 23
PDB_00810 0.91 0.82 1.00 14 1067 0 0 0 0 3
PDB_01001 0.91 0.83 1.00 15 2130 0 0 0 0 3
PDB_01050 0.96 0.92 1.00 12 618 1 0 0 1 1
PDB_01051 0.96 0.92 1.00 12 891 4 0 0 4 1
PDB_01092 0.70 0.63 0.77 33 10110 12 1 9 2 19
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
RFA_00389 1.00 1.00 1.00 15 1416 1 0 0 1 0
RFA_00390 1.00 1.00 1.00 15 1416 0 0 0 0 0
RFA_00391 0.93 0.87 1.00 13 1418 0 0 0 0 2
RFA_00409 0.97 0.93 1.00 14 1417 0 0 0 0 1
RFA_00416 1.00 1.00 1.00 15 1470 1 0 0 1 0
RFA_00433 1.00 1.00 1.00 15 1416 0 0 0 0 0
RFA_00434 1.00 1.00 1.00 15 1416 1 0 0 1 0
RFA_00436 1.00 1.00 1.00 15 1416 1 0 0 1 0
RFA_00440 1.00 1.00 1.00 15 1470 0 0 0 0 0
RFA_00442 1.00 1.00 1.00 15 1416 1 0 0 1 0
RFA_00446 0.97 0.93 1.00 14 1471 2 0 0 2 1
RFA_00449 0.93 0.87 1.00 13 1472 1 0 0 1 2
RFA_00587 1.00 1.00 1.00 15 4836 11 0 0 11 0
RFA_00603 0.63 0.60 0.66 21 13498 12 5 6 1 14
RFA_00604 0.73 0.69 0.77 24 13499 17 2 5 10 11
RFA_00605 0.20 0.17 0.24 6 15200 26 5 14 7 29
RFA_00607 0.85 0.75 0.96 27 17738 10 0 1 9 9
RFA_00609 0.68 0.65 0.71 24 17921 17 2 8 7 13
RFA_00610 0.90 0.86 0.94 32 17171 7 0 2 5 5
RFA_00611 0.93 0.86 1.00 30 13011 0 0 0 0 5
RFA_00613 0.68 0.66 0.70 23 12847 11 4 6 1 12
RFA_00615 0.67 0.60 0.75 21 13338 7 6 1 0 14
RFA_00632 0.25 0.25 0.26 7 4068 20 1 19 0 21
RFA_00636 0.52 0.43 0.63 12 3986 7 0 7 0 16
RFA_00642 0.44 0.39 0.50 7 2912 7 2 5 0 11
RFA_00643 0.47 0.39 0.58 7 2199 5 0 5 0 11
RFA_00644 0.77 0.83 0.71 15 2680 6 3 3 0 3
RFA_00645 -0.01 0.00 0.00 0 2402 13 2 11 0 18
RFA_00649 0.88 0.83 0.94 15 2129 1 0 1 0 3
RFA_00651 0.59 0.50 0.69 9 2067 4 0 4 0 9
RFA_00653 0.25 0.22 0.29 4 2131 10 2 8 0 14
RFA_00654 0.71 0.67 0.75 12 2399 5 1 3 1 6
RFA_00658 0.89 0.79 1.00 11 1117 0 0 0 0 3
RFA_00659 0.53 0.43 0.67 6 1119 3 0 3 0 8
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00667 0.33 0.29 0.40 4 980 7 0 6 1 10
RFA_00668 0.67 0.57 0.80 8 980 2 0 2 0 6
RFA_00672 -0.01 0.00 0.00 0 895 8 0 8 0 13
RFA_00673 0.80 0.64 1.00 9 1119 0 0 0 0 5
RFA_00674 0.92 0.86 1.00 12 1116 1 0 0 1 2
RFA_00675 0.80 0.64 1.00 9 981 0 0 0 0 5
RFA_00677 0.67 0.57 0.80 8 980 2 0 2 0 6
RFA_00678 0.84 0.71 1.00 10 936 0 0 0 0 4
RFA_00680 0.92 0.86 1.00 12 1116 1 0 0 1 2
RFA_00684 0.77 0.71 0.83 10 978 2 0 2 0 4
RFA_00685 0.71 0.57 0.89 8 981 1 0 1 0 6
RFA_00695 0.00 0.00 0.00 0 7006 23 2 13 8 14
RFA_00703 0.46 0.43 0.50 6 4266 14 0 6 8 8
RFA_00704 0.50 0.43 0.60 6 980 5 0 4 1 8
RFA_00705 0.84 0.71 1.00 10 1025 0 0 0 0 4
RFA_00706 0.84 0.71 1.00 10 1025 0 0 0 0 4
RFA_00707 0.89 0.79 1.00 11 1024 0 0 0 0 3
RFA_00708 -0.01 0.00 0.00 0 1029 6 0 6 0 14
RFA_00709 0.16 0.14 0.20 2 980 9 0 8 1 12
RFA_00710 0.40 0.36 0.45 5 979 6 0 6 0 9
RFA_00711 -0.01 0.00 0.00 0 1024 12 0 11 1 14
RFA_00715 -0.01 0.00 0.00 0 936 10 0 10 0 14
RFA_00716 -0.01 0.00 0.00 0 938 8 0 8 0 14
RFA_00717 0.88 0.79 1.00 11 892 0 0 0 0 3
RFA_00730 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00731 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00733 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00734 0.78 0.75 0.82 9 892 3 0 2 1 3
RFA_00736 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00737 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00745 1.00 1.00 1.00 12 934 1 0 0 1 0
RFA_00749 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00758 0.96 0.92 1.00 11 892 0 0 0 0 1
RFA_00762 0.96 0.92 1.00 11 892 0 0 0 0 1
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 0.59 0.56 0.63 10 1875 6 3 3 0 8
RFA_00768 0.61 0.56 0.67 10 1876 5 2 3 0 8
RFA_00769 0.55 0.56 0.56 10 1935 8 4 4 0 8
RFA_00770 0.61 0.56 0.67 10 2001 5 2 3 0 8
RFA_00773 0.59 0.56 0.63 10 1937 6 1 5 0 8
RFA_00779 0.61 0.56 0.67 10 1938 5 2 3 0 8
RFA_00781 1.00 1.00 1.00 32 5018 0 0 0 0 0
RFA_00786 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00791 0.94 0.88 1.00 28 5123 1 0 0 1 4
RFA_00792 0.76 0.75 0.77 24 5019 7 2 5 0 8
RFA_00801 0.97 0.94 1.00 30 5020 1 0 0 1 2
RFA_00808 0.58 0.44 0.78 7 2007 2 0 2 0 9
RFA_00809 0.39 0.31 0.50 5 2135 6 0 5 1 11
SPR_00020 0.83 0.85 0.81 17 2680 4 2 2 0 3
SPR_00137 0.84 0.86 0.82 18 2904 8 0 4 4 3
SPR_00273 0.73 0.71 0.75 15 2830 5 0 5 0 6
SPR_00394 0.93 0.86 1.00 18 3637 4 0 0 4 3
SPR_00402 0.93 0.86 1.00 18 2538 0 0 0 0 3
SPR_00721 1.00 1.00 1.00 21 2905 0 0 0 0 0
SPR_00816 1.00 1.00 1.00 20 3466 4 0 0 4 0
SRP_00020 1.00 1.00 1.00 33 5532 0 0 0 0 0
SRP_00058 1.00 1.00 1.00 34 5744 3 0 0 3 0
SRP_00084 1.00 1.00 1.00 34 5426 0 0 0 0 0
SRP_00105 0.96 0.94 0.97 32 5532 3 0 1 2 2
SRP_00134 0.69 0.72 0.66 21 5963 15 3 8 4 8
SRP_00137 0.77 0.80 0.74 20 4159 7 3 4 0 5
SRP_00141 0.99 0.98 1.00 40 6288 0 0 0 0 1
SRP_00146 1.00 1.00 1.00 36 5217 0 0 0 0 0
SRP_00200 0.96 0.94 0.97 34 6868 1 0 1 0 2
SRP_00231 0.99 0.97 1.00 33 5427 0 0 0 0 1
SRP_00273 1.00 1.00 1.00 40 6746 0 0 0 0 0
SRP_00274 1.00 1.00 1.00 38 6865 0 0 0 0 0
SRP_00285 1.00 1.00 1.00 30 3711 0 0 0 0 0
SRP_00338 0.96 0.94 0.97 34 5425 1 0 1 0 2
SRP_00341 0.73 0.74 0.72 23 4721 9 0 9 0 8
SRP_00357 1.00 1.00 1.00 36 5320 0 0 0 0 0
SRP_00367 1.00 1.00 1.00 35 6751 0 0 0 0 0

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

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

Total Base Pair Counts
Total TP 512
Total TN 437968
Total FP 145
Total FP CONTRA 14
Total FP INCONS 53
Total FP COMP 78
Total FN 2103
Total Scores
MCC 0.415
Average MCC ± 95% Confidence Intervals 0.323 ± 0.066
Sensitivity 0.196
Positive Predictive Value 0.884
Nr of predictions 123

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_01484 0.00 0.00 0.00 0 7503 0 0 0 0 39
CRW_01499 0.00 0.00 0.00 0 8001 0 0 0 0 41
CRW_01603 0.00 0.00 0.00 0 7140 0 0 0 0 37
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 0.58 0.34 1.00 14 5036 0 0 0 0 27
PDB_00553 0.79 0.64 1.00 7 458 0 0 0 0 4
PDB_00716 0.00 0.00 0.00 0 2701 0 0 0 0 23
PDB_00810 0.64 0.41 1.00 7 1074 0 0 0 0 10
PDB_01001 0.00 0.00 0.00 0 2145 0 0 0 0 18
PDB_01050 0.62 0.38 1.00 5 625 1 0 0 1 8
PDB_01051 0.00 0.00 0.00 0 903 0 0 0 0 13
PDB_01092 0.77 0.63 0.94 33 10118 3 1 1 1 19
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
RFA_00389 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00391 0.93 0.87 1.00 13 1418 2 0 0 2 2
RFA_00409 0.77 0.60 1.00 9 1422 1 0 0 1 6
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_00434 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00436 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00440 1.00 1.00 1.00 15 1470 2 0 0 2 0
RFA_00442 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00446 0.97 0.93 1.00 14 1471 2 0 0 2 1
RFA_00449 0.97 0.93 1.00 14 1471 2 0 0 2 1
RFA_00587 0.00 0.00 0.00 0 4851 0 0 0 0 15
RFA_00603 0.56 0.31 1.00 11 13519 2 0 0 2 24
RFA_00604 0.56 0.31 1.00 11 13519 6 0 0 6 24
RFA_00605 0.41 0.17 1.00 6 15219 2 0 0 2 29
RFA_00607 0.25 0.08 0.75 3 17762 10 0 1 9 33
RFA_00609 0.27 0.14 0.56 5 17946 10 2 2 6 32
RFA_00610 0.37 0.14 1.00 5 17200 5 0 0 5 32
RFA_00611 0.38 0.14 1.00 5 13036 0 0 0 0 30
RFA_00613 0.24 0.14 0.42 5 12868 7 4 3 0 30
RFA_00615 0.48 0.23 1.00 8 13358 1 0 0 1 27
RFA_00632 0.00 0.00 0.00 0 4095 0 0 0 0 28
RFA_00636 0.00 0.00 0.00 0 4005 0 0 0 0 28
RFA_00642 0.00 0.00 0.00 0 2926 0 0 0 0 18
RFA_00643 0.00 0.00 0.00 0 2211 0 0 0 0 18
RFA_00644 0.00 0.00 0.00 0 2701 0 0 0 0 18
RFA_00645 0.00 0.00 0.00 0 2415 0 0 0 0 18
RFA_00649 0.00 0.00 0.00 0 2145 0 0 0 0 18
RFA_00651 0.00 0.00 0.00 0 2080 0 0 0 0 18
RFA_00653 0.00 0.00 0.00 0 2145 0 0 0 0 18
RFA_00654 0.00 0.00 0.00 0 2415 0 0 0 0 18
RFA_00658 0.40 0.29 0.57 4 1121 5 0 3 2 10
RFA_00659 -0.01 0.00 0.00 0 1124 4 0 4 0 14
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00667 -0.01 0.00 0.00 0 985 5 1 4 0 14
RFA_00668 0.50 0.43 0.60 6 980 4 0 4 0 8
RFA_00672 0.00 0.00 0.00 0 903 0 0 0 0 13
RFA_00673 0.47 0.36 0.63 5 1120 4 0 3 1 9
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 0.53 0.43 0.67 6 981 4 0 3 1 8
RFA_00678 0.00 0.00 0.00 0 946 0 0 0 0 14
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 0.59 0.36 1.00 5 985 0 0 0 0 9
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 0.84 0.71 1.00 10 1025 0 0 0 0 4
RFA_00706 0.53 0.29 1.00 4 1031 0 0 0 0 10
RFA_00707 0.53 0.29 1.00 4 1031 0 0 0 0 10
RFA_00708 0.00 0.00 0.00 0 1035 0 0 0 0 14
RFA_00709 -0.01 0.00 0.00 0 984 7 0 6 1 14
RFA_00710 -0.01 0.00 0.00 0 987 3 0 3 0 14
RFA_00711 -0.01 0.00 0.00 0 1031 4 0 4 0 14
RFA_00715 -0.01 0.00 0.00 0 943 3 1 2 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 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00731 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00733 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00734 0.64 0.42 1.00 5 898 0 0 0 0 7
RFA_00736 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00737 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00745 0.64 0.42 1.00 5 941 1 0 0 1 7
RFA_00749 0.64 0.42 1.00 5 898 1 0 0 1 7
RFA_00758 0.00 0.00 0.00 0 903 0 0 0 0 12
RFA_00762 0.64 0.42 1.00 5 898 0 0 0 0 7
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 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00769 0.71 0.56 0.91 10 1942 1 1 0 0 8
RFA_00770 0.62 0.39 1.00 7 2009 0 0 0 0 11
RFA_00773 0.71 0.56 0.91 10 1942 1 1 0 0 8
RFA_00779 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00781 0.25 0.13 0.50 4 5042 4 1 3 0 28
RFA_00786 0.25 0.13 0.50 4 5042 4 1 3 0 28
RFA_00791 0.00 0.00 0.00 0 5151 0 0 0 0 32
RFA_00792 0.00 0.00 0.00 0 5046 4 1 3 0 32
RFA_00801 0.00 0.00 0.00 0 5050 0 0 0 0 32
RFA_00808 0.00 0.00 0.00 0 2016 0 0 0 0 16
RFA_00809 0.00 0.00 0.00 0 2145 0 0 0 0 16
SPR_00020 0.00 0.00 0.00 0 2701 0 0 0 0 20
SPR_00137 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00273 0.00 0.00 0.00 0 2850 0 0 0 0 21
SPR_00394 0.00 0.00 0.00 0 3655 0 0 0 0 21
SPR_00402 0.00 0.00 0.00 0 2556 0 0 0 0 21
SPR_00721 0.00 0.00 0.00 0 2926 0 0 0 0 21
SPR_00816 0.00 0.00 0.00 0 3486 0 0 0 0 20
SRP_00020 0.00 0.00 0.00 0 5565 0 0 0 0 33
SRP_00058 0.00 0.00 0.00 0 5778 0 0 0 0 34
SRP_00084 0.00 0.00 0.00 0 5460 0 0 0 0 34
SRP_00105 0.00 0.00 0.00 0 5565 0 0 0 0 34
SRP_00134 0.00 0.00 0.00 0 5995 0 0 0 0 29
SRP_00137 0.00 0.00 0.00 0 4186 0 0 0 0 25
SRP_00141 0.00 0.00 0.00 0 6328 0 0 0 0 41
SRP_00146 0.00 0.00 0.00 0 5253 0 0 0 0 36
SRP_00200 0.00 0.00 0.00 0 6903 0 0 0 0 36
SRP_00231 0.00 0.00 0.00 0 5460 0 0 0 0 34
SRP_00273 0.00 0.00 0.00 0 6786 0 0 0 0 40
SRP_00274 0.00 0.00 0.00 0 6903 0 0 0 0 38
SRP_00285 0.00 0.00 0.00 0 3741 0 0 0 0 30
SRP_00338 0.00 0.00 0.00 0 5460 0 0 0 0 36
SRP_00341 0.00 0.00 0.00 0 4753 0 0 0 0 31
SRP_00357 0.00 0.00 0.00 0 5356 0 0 0 0 36
SRP_00367 0.00 0.00 0.00 0 6786 0 0 0 0 35

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