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 UNAFold - scored higher in this pairwise comparison

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

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


Overview

Metric UNAFold Carnac(seed)
MCC 0.655 > 0.415
Average MCC ± 95% Confidence Intervals 0.622 ± 0.055 > 0.323 ± 0.066
Sensitivity 0.640 > 0.196
Positive Predictive Value 0.674 < 0.884
Total TP 1673 > 512
Total TN 436064 < 437968
Total FP 1035 > 145
Total FP CONTRA 138 > 14
Total FP INCONS 672 > 53
Total FP COMP 225 > 78
Total FN 942 < 2103
P-value 3.56938820447e-08

^top




Performance plots


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

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

^top





Performance of UNAFold - scored higher in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 1673
Total TN 436064
Total FP 1035
Total FP CONTRA 138
Total FP INCONS 672
Total FP COMP 225
Total FN 942
Total Scores
MCC 0.655
Average MCC ± 95% Confidence Intervals 0.622 ± 0.055
Sensitivity 0.640
Positive Predictive Value 0.674
Nr of predictions 123

^top



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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_01484 0.18 0.18 0.18 7 7464 33 4 28 1 32
CRW_01499 0.58 0.56 0.61 23 7963 16 2 13 1 18
CRW_01603 0.84 0.78 0.91 29 7108 7 0 3 4 8
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 0.92 0.85 1.00 35 5015 0 0 0 0 6
PDB_00553 1.00 1.00 1.00 11 454 0 0 0 0 0
PDB_00716 -0.01 0.00 0.00 0 2677 24 5 19 0 23
PDB_00810 0.91 0.82 1.00 14 1067 0 0 0 0 3
PDB_01001 0.52 0.56 0.50 10 2125 10 3 7 0 8
PDB_01050 0.92 0.85 1.00 11 619 2 0 0 2 2
PDB_01051 0.88 0.85 0.92 11 891 5 0 1 4 2
PDB_01092 0.74 0.65 0.83 34 10112 8 1 6 1 18
PDB_01152 0.92 0.86 1.00 12 549 0 0 0 0 2
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 0.55 0.53 0.57 8 1417 7 1 5 1 7
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 1.00 1.00 1.00 15 4836 12 0 0 12 0
RFA_00603 0.69 0.74 0.63 26 13489 18 4 11 3 9
RFA_00604 0.70 0.71 0.69 25 13494 22 2 9 11 10
RFA_00605 0.37 0.34 0.40 12 15195 27 3 15 9 23
RFA_00607 0.83 0.83 0.83 30 17730 18 4 2 12 6
RFA_00609 0.75 0.76 0.74 28 17917 27 2 8 17 9
RFA_00610 0.77 0.76 0.78 28 17169 23 2 6 15 9
RFA_00611 0.84 0.83 0.85 29 13007 10 0 5 5 6
RFA_00613 0.66 0.66 0.66 23 12845 15 4 8 3 12
RFA_00615 0.65 0.69 0.62 24 13327 15 4 11 0 11
RFA_00632 0.34 0.36 0.33 10 4065 20 2 18 0 18
RFA_00636 0.43 0.43 0.44 12 3978 15 2 13 0 16
RFA_00642 0.25 0.22 0.29 4 2912 10 2 8 0 14
RFA_00643 0.24 0.22 0.27 4 2196 12 2 9 1 14
RFA_00644 -0.01 0.00 0.00 0 2681 20 4 16 0 18
RFA_00645 -0.01 0.00 0.00 0 2402 13 2 11 0 18
RFA_00649 0.68 0.67 0.71 12 2128 7 1 4 2 6
RFA_00651 0.35 0.33 0.38 6 2064 10 1 9 0 12
RFA_00653 0.33 0.33 0.33 6 2127 12 3 9 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 1120 10 1 7 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 0.42 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 0.42 0.43 0.43 6 976 9 0 8 1 8
RFA_00678 0.43 0.29 0.67 4 940 2 0 2 0 10
RFA_00680 0.74 0.71 0.77 10 1115 6 0 3 3 4
RFA_00684 0.66 0.64 0.69 9 977 5 0 4 1 5
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 0.32 0.21 0.50 3 984 4 0 3 1 11
RFA_00705 0.69 0.71 0.67 10 1020 5 0 5 0 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 1026 9 3 6 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 0 982 9 0 8 1 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 6 0 6 0 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 0.64 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 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00733 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00734 0.64 0.67 0.62 8 890 5 1 4 0 4
RFA_00736 0.69 0.67 0.73 8 892 4 1 2 1 4
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 0.69 0.67 0.73 8 892 4 1 2 1 4
RFA_00758 0.96 0.92 1.00 11 892 0 0 0 0 1
RFA_00762 0.64 0.67 0.62 8 890 5 1 4 0 4
RFA_00763 1.00 1.00 1.00 12 891 0 0 0 0 0
RFA_00764 0.69 0.67 0.73 8 892 4 1 2 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 0.54 0.56 0.53 10 1934 9 4 5 0 8
RFA_00770 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.71 0.56 0.91 10 1942 4 1 0 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 0.71 0.72 0.70 23 5017 10 2 8 0 9
RFA_00791 0.95 0.91 1.00 29 5122 1 0 0 1 3
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 15 2 13 0 16
RFA_00809 0.37 0.38 0.38 6 2129 10 1 9 0 10
SPR_00020 0.58 0.60 0.57 12 2680 9 1 8 0 8
SPR_00137 0.56 0.62 0.52 13 2901 15 4 8 3 8
SPR_00273 0.30 0.33 0.28 7 2825 18 2 16 0 14
SPR_00394 0.30 0.33 0.28 7 3630 20 8 10 2 14
SPR_00402 0.69 0.62 0.76 13 2539 4 0 4 0 8
SPR_00721 0.50 0.52 0.48 11 2903 12 3 9 0 10
SPR_00816 0.32 0.35 0.29 7 3462 20 5 12 3 13
SRP_00020 0.86 0.88 0.85 29 5531 5 1 4 0 4
SRP_00058 0.90 0.91 0.89 31 5743 8 1 3 4 3
SRP_00084 0.85 0.85 0.85 29 5426 5 1 4 0 5
SRP_00105 0.38 0.38 0.39 13 5532 20 3 17 0 21
SRP_00134 0.51 0.55 0.48 16 5962 23 3 14 6 13
SRP_00137 0.74 0.84 0.66 21 4154 13 4 7 2 4
SRP_00141 0.91 0.90 0.93 37 6288 3 1 2 0 4
SRP_00146 0.93 0.94 0.92 34 5216 3 1 2 0 2
SRP_00200 0.80 0.81 0.81 29 6867 7 1 6 0 7
SRP_00231 0.87 0.88 0.86 30 5425 5 1 4 0 4
SRP_00273 0.79 0.80 0.78 32 6745 10 1 8 1 8
SRP_00274 0.83 0.84 0.82 32 6864 7 1 6 0 6
SRP_00285 0.98 0.97 1.00 29 3712 0 0 0 0 1
SRP_00338 0.97 0.97 0.97 35 5424 1 0 1 0 1
SRP_00341 0.74 0.74 0.74 23 4722 8 0 8 0 8
SRP_00357 0.93 0.92 0.94 33 5321 2 1 1 0 3
SRP_00367 0.96 0.97 0.94 34 6750 2 1 1 0 1

^top



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

^top



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

^top


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