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

  1. Overview

  2. Performance Plots

  3. Performance of RSpredict(seed) - scored higher in this pairwise comparison

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

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


Overview

Metric RSpredict(seed) Carnac(seed)
MCC 0.439 > 0.424
Average MCC ± 95% Confidence Intervals 0.464 ± 0.055 > 0.332 ± 0.067
Sensitivity 0.318 > 0.205
Positive Predictive Value 0.611 < 0.884
Total TP 795 > 512
Total TN 414601 < 415324
Total FP 573 > 145
Total FP CONTRA 66 > 14
Total FP INCONS 441 > 53
Total FP COMP 66 < 78
Total FN 1703 < 1986
P-value 1.70738736246e-07

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Performance plots


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

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

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Performance of RSpredict(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 795
Total TN 414601
Total FP 573
Total FP CONTRA 66
Total FP INCONS 441
Total FP COMP 66
Total FN 1703
Total Scores
MCC 0.439
Average MCC ± 95% Confidence Intervals 0.464 ± 0.055
Sensitivity 0.318
Positive Predictive Value 0.611
Nr of predictions 120

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.71 0.57 0.89 8 937 1 0 1 0 6
PDB_00012 1.00 1.00 1.00 7 399 1 0 0 1 0
PDB_00213 0.56 0.49 0.65 20 5019 11 0 11 0 21
PDB_00553 0.90 0.82 1.00 9 456 0 0 0 0 2
PDB_00716 0.59 0.48 0.73 11 2686 4 0 4 0 12
PDB_00810 0.80 0.65 1.00 11 1070 0 0 0 0 6
PDB_01001 0.00 0.00 0.00 0 2144 1 0 1 0 18
PDB_01050 0.62 0.46 0.86 6 623 2 0 1 1 7
PDB_01051 -0.01 0.00 0.00 0 899 4 2 2 0 13
PDB_01092 0.48 0.37 0.63 19 10123 13 1 10 2 33
PDB_01152 0.88 0.79 1.00 11 550 0 0 0 0 3
RFA_00389 0.63 0.40 1.00 6 1425 1 0 0 1 9
RFA_00390 0.63 0.40 1.00 6 1425 1 0 0 1 9
RFA_00391 0.63 0.40 1.00 6 1425 1 0 0 1 9
RFA_00409 0.58 0.33 1.00 5 1426 1 0 0 1 10
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_00434 0.63 0.40 1.00 6 1425 1 0 0 1 9
RFA_00436 0.63 0.40 1.00 6 1425 1 0 0 1 9
RFA_00440 0.63 0.40 1.00 6 1479 1 0 0 1 9
RFA_00442 0.63 0.40 1.00 6 1425 1 0 0 1 9
RFA_00446 -0.01 0.00 0.00 0 1481 4 0 4 0 15
RFA_00449 -0.01 0.00 0.00 0 1481 4 0 4 0 15
RFA_00587 1.00 1.00 1.00 15 4836 4 0 0 4 0
RFA_00603 0.00 0.00 0.00 0 13520 11 2 8 1 35
RFA_00604 0.00 0.00 0.00 0 13529 1 0 1 0 35
RFA_00605 0.00 0.00 0.00 0 15215 11 2 8 1 35
RFA_00607 0.00 0.00 0.00 0 17752 15 0 14 1 36
RFA_00609 0.00 0.00 0.00 0 17949 9 1 5 3 37
RFA_00610 0.00 0.00 0.00 0 17195 10 3 7 0 37
RFA_00611 0.00 0.00 0.00 0 13032 10 0 9 1 35
RFA_00613 0.00 0.00 0.00 0 12879 1 0 1 0 35
RFA_00615 0.00 0.00 0.00 0 13360 6 0 6 0 35
RFA_00632 0.47 0.39 0.58 11 4076 8 3 5 0 17
RFA_00636 0.62 0.54 0.71 15 3984 6 3 3 0 13
RFA_00642 0.31 0.22 0.44 4 2917 5 0 5 0 14
RFA_00643 0.21 0.17 0.27 3 2200 8 0 8 0 15
RFA_00644 0.36 0.33 0.40 6 2686 9 1 8 0 12
RFA_00645 0.31 0.28 0.36 5 2401 9 1 8 0 13
RFA_00649 0.37 0.33 0.43 6 2131 8 0 8 0 12
RFA_00651 0.32 0.28 0.38 5 2067 8 0 8 0 13
RFA_00653 0.36 0.33 0.40 6 2130 9 1 8 0 12
RFA_00654 0.35 0.28 0.45 5 2404 6 0 6 0 13
RFA_00658 0.64 0.57 0.73 8 1117 4 0 3 1 6
RFA_00659 0.35 0.29 0.44 4 1119 6 0 5 1 10
RFA_00664 0.59 0.50 0.70 7 980 4 0 3 1 7
RFA_00667 0.64 0.57 0.73 8 979 4 0 3 1 6
RFA_00668 0.71 0.57 0.89 8 981 1 0 1 0 6
RFA_00672 0.61 0.54 0.70 7 893 3 0 3 0 6
RFA_00673 0.42 0.36 0.50 5 1118 6 0 5 1 9
RFA_00674 0.69 0.64 0.75 9 1116 4 0 3 1 5
RFA_00675 0.62 0.50 0.78 7 981 3 0 2 1 7
RFA_00677 0.72 0.64 0.82 9 979 2 0 2 0 5
RFA_00678 0.43 0.29 0.67 4 940 3 0 2 1 10
RFA_00680 0.69 0.64 0.75 9 1116 4 0 3 1 5
RFA_00684 0.80 0.64 1.00 9 981 1 0 0 1 5
RFA_00685 0.64 0.57 0.73 8 979 4 0 3 1 6
RFA_00695 0.31 0.14 0.67 2 7018 2 0 1 1 12
RFA_00703 0.54 0.36 0.83 5 4272 1 0 1 0 9
RFA_00704 0.35 0.29 0.44 4 981 6 0 5 1 10
RFA_00705 0.80 0.64 1.00 9 1026 1 0 0 1 5
RFA_00706 0.56 0.43 0.75 6 1027 3 0 2 1 8
RFA_00707 0.67 0.57 0.80 8 1025 3 0 2 1 6
RFA_00708 0.75 0.57 1.00 8 1027 1 0 0 1 6
RFA_00709 0.53 0.43 0.67 6 981 3 0 3 0 8
RFA_00710 0.43 0.29 0.67 4 984 2 0 2 0 10
RFA_00711 0.35 0.21 0.60 3 1030 3 0 2 1 11
RFA_00715 0.66 0.50 0.88 7 938 2 0 1 1 7
RFA_00716 0.56 0.43 0.75 6 938 3 0 2 1 8
RFA_00717 0.50 0.36 0.71 5 896 2 0 2 0 9
RFA_00730 0.91 0.83 1.00 10 893 1 0 0 1 2
RFA_00731 0.91 0.83 1.00 10 893 1 0 0 1 2
RFA_00733 0.91 0.83 1.00 10 893 1 0 0 1 2
RFA_00734 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00736 0.91 0.83 1.00 10 893 1 0 0 1 2
RFA_00737 0.91 0.83 1.00 10 893 1 0 0 1 2
RFA_00745 0.91 0.83 1.00 10 936 1 0 0 1 2
RFA_00749 0.91 0.83 1.00 10 893 1 0 0 1 2
RFA_00758 0.86 0.75 1.00 9 894 0 0 0 0 3
RFA_00762 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00763 0.91 0.83 1.00 10 893 1 0 0 1 2
RFA_00764 0.91 0.83 1.00 10 893 1 0 0 1 2
RFA_00765 0.91 0.83 1.00 10 893 1 0 0 1 2
RFA_00767 0.19 0.17 0.23 3 1878 10 3 7 0 15
RFA_00768 0.19 0.17 0.23 3 1878 10 3 7 0 15
RFA_00769 0.59 0.56 0.63 10 1937 6 4 2 0 8
RFA_00770 0.54 0.56 0.53 10 1997 9 6 3 0 8
RFA_00773 0.50 0.50 0.50 9 1935 9 6 3 0 9
RFA_00779 0.50 0.50 0.50 9 1935 9 6 3 0 9
RFA_00781 0.61 0.59 0.63 19 5020 12 2 9 1 13
RFA_00786 0.61 0.59 0.63 19 5020 12 2 9 1 13
RFA_00791 0.58 0.53 0.63 17 5124 11 2 8 1 15
RFA_00792 0.64 0.63 0.67 20 5020 11 2 8 1 12
RFA_00801 0.59 0.56 0.62 18 5021 12 2 9 1 14
RFA_00808 0.60 0.50 0.73 8 2005 4 0 3 1 8
RFA_00809 0.37 0.31 0.45 5 2134 7 0 6 1 11
SPR_00020 0.00 0.00 0.00 0 2696 5 0 5 0 20
SPR_00137 0.00 0.00 0.00 0 2924 2 0 2 0 21
SPR_00273 0.00 0.00 0.00 0 2846 4 0 4 0 21
SPR_00394 0.00 0.00 0.00 0 3649 7 0 6 1 21
SPR_00402 0.00 0.00 0.00 0 2552 4 0 4 0 21
SPR_00721 0.00 0.00 0.00 0 2923 3 0 3 0 21
SPR_00816 0.00 0.00 0.00 0 3484 2 0 2 0 20
SRP_00020 0.38 0.24 0.62 8 5552 5 0 5 0 25
SRP_00058 0.31 0.18 0.55 6 5767 6 0 5 1 28
SRP_00084 0.34 0.21 0.58 7 5448 5 1 4 0 27
SRP_00105 0.34 0.21 0.58 7 5553 5 1 4 0 27
SRP_00134 0.65 0.66 0.66 19 5966 11 0 10 1 10
SRP_00137 0.00 0.00 0.00 0 4178 8 1 7 0 25
SRP_00141 0.26 0.15 0.46 6 6315 7 0 7 0 35
SRP_00146 0.00 0.00 0.00 0 5246 7 1 6 0 36
SRP_00200 0.00 0.00 0.00 0 6888 15 1 14 0 36
SRP_00231 0.46 0.29 0.71 10 5446 4 0 4 0 24
SRP_00273 0.00 0.00 0.00 0 6778 8 1 7 0 40
SRP_00274 0.00 0.00 0.00 0 6892 11 1 10 0 38
SRP_00285 0.33 0.20 0.55 6 3730 5 0 5 0 24
SRP_00338 0.51 0.33 0.80 12 5445 4 0 3 1 24
SRP_00341 0.35 0.23 0.54 7 4740 6 1 5 0 24
SRP_00357 0.46 0.31 0.69 11 5340 5 0 5 0 25
SRP_00367 0.00 0.00 0.00 0 6774 12 0 12 0 35

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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 415324
Total FP 145
Total FP CONTRA 14
Total FP INCONS 53
Total FP COMP 78
Total FN 1986
Total Scores
MCC 0.424
Average MCC ± 95% Confidence Intervals 0.332 ± 0.067
Sensitivity 0.205
Positive Predictive Value 0.884
Nr of predictions 120

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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
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.