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

  1. Overview

  2. Performance Plots

  3. Performance of CMfinder(20) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for CMfinder(20) & Carnac(seed) [.zip] - may take several seconds...


Overview

Metric CMfinder(20) Carnac(seed)
MCC 0.717 > 0.431
Average MCC ± 95% Confidence Intervals 0.684 ± 0.072 > 0.373 ± 0.095
Sensitivity 0.575 > 0.206
Positive Predictive Value 0.898 < 0.907
Total TP 812 > 291
Total TN 185344 < 185927
Total FP 125 > 70
Total FP CONTRA 5 > 4
Total FP INCONS 87 > 26
Total FP COMP 33 < 40
Total FN 599 < 1120
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CMfinder(20) 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 CMfinder(20) 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 CMfinder(20) and Carnac(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CMfinder(20) 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 CMfinder(20) and Carnac(seed)).

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Performance of CMfinder(20) - scored higher in this pairwise comparison

1. Total counts & total scores for CMfinder(20)

Total Base Pair Counts
Total TP 812
Total TN 185344
Total FP 125
Total FP CONTRA 5
Total FP INCONS 87
Total FP COMP 33
Total FN 599
Total Scores
MCC 0.717
Average MCC ± 95% Confidence Intervals 0.684 ± 0.072
Sensitivity 0.575
Positive Predictive Value 0.898
Nr of predictions 68

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2. Individual counts for CMfinder(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_01484 0.69 0.56 0.85 22 7477 5 0 4 1 17
CRW_01499 0.64 0.51 0.81 21 7975 5 0 5 0 20
CRW_01603 0.62 0.43 0.89 16 7122 2 0 2 0 21
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 0
PDB_00213 0.85 0.73 1.00 30 5020 0 0 0 0 11
PDB_00553 0.90 0.82 1.00 9 456 0 0 0 0 2
PDB_00810 0.76 0.59 1.00 10 1071 0 0 0 0 7
PDB_01050 0.78 0.62 1.00 8 622 1 0 0 1 5
PDB_01152 0.92 0.86 1.00 12 549 0 0 0 0 2
RFA_00389 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00390 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00391 0.89 0.80 1.00 12 1419 1 0 0 1 3
RFA_00409 0.89 0.80 1.00 12 1419 1 0 0 1 3
RFA_00416 0.93 0.87 1.00 13 1472 1 0 0 1 2
RFA_00433 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00434 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00436 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00440 0.93 0.87 1.00 13 1472 1 0 0 1 2
RFA_00442 0.93 0.87 1.00 13 1418 1 0 0 1 2
RFA_00587 0.97 0.93 1.00 14 4837 10 0 0 10 1
RFA_00658 0.40 0.29 0.57 4 1121 4 0 3 1 10
RFA_00664 -0.01 0.00 0.00 0 985 5 0 5 0 14
RFA_00667 0.40 0.29 0.57 4 983 4 0 3 1 10
RFA_00668 0.35 0.21 0.60 3 985 3 0 2 1 11
RFA_00672 -0.01 0.00 0.00 0 898 5 0 5 0 13
RFA_00673 0.23 0.14 0.40 2 1123 4 0 3 1 12
RFA_00674 -0.01 0.00 0.00 0 1123 5 0 5 0 14
RFA_00675 0.35 0.21 0.60 3 985 3 0 2 1 11
RFA_00677 -0.01 0.00 0.00 0 985 5 0 5 0 14
RFA_00678 -0.01 0.00 0.00 0 942 4 0 4 0 14
RFA_00680 0.40 0.29 0.57 4 1121 4 0 3 1 10
RFA_00704 0.32 0.21 0.50 3 984 4 0 3 1 11
RFA_00707 0.43 0.29 0.67 4 1029 3 0 2 1 10
RFA_00715 0.30 0.14 0.67 2 943 2 0 1 1 12
RFA_00717 0.46 0.21 1.00 3 900 0 0 0 0 11
RFA_00730 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00731 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00733 0.81 0.67 1.00 8 895 0 0 0 0 4
RFA_00734 0.81 0.67 1.00 8 895 0 0 0 0 4
RFA_00736 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00737 0.81 0.67 1.00 8 895 0 0 0 0 4
RFA_00745 0.91 0.83 1.00 10 936 0 0 0 0 2
RFA_00749 0.91 0.83 1.00 10 893 0 0 0 0 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 0 0 0 0 2
RFA_00764 0.81 0.67 1.00 8 895 0 0 0 0 4
RFA_00765 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00786 0.95 0.91 1.00 29 5021 0 0 0 0 3
RFA_00791 0.92 0.88 0.97 28 5122 1 0 1 0 4
RFA_00792 0.97 0.94 1.00 30 5020 0 0 0 0 2
RFA_00801 0.95 0.91 1.00 29 5021 0 0 0 0 3
SPR_00273 0.74 0.67 0.82 14 2833 3 0 3 0 7
SPR_00721 0.90 0.81 1.00 17 2909 0 0 0 0 4
SRP_00020 0.78 0.61 1.00 20 5545 0 0 0 0 13
SRP_00058 0.66 0.44 1.00 15 5763 0 0 0 0 19
SRP_00084 0.81 0.74 0.89 25 5432 3 1 2 0 9
SRP_00105 0.45 0.21 1.00 7 5558 0 0 0 0 27
SRP_00134 0.68 0.55 0.84 16 5976 3 0 3 0 13
SRP_00141 0.74 0.61 0.89 25 6300 3 1 2 0 16
SRP_00200 0.27 0.11 0.67 4 6897 2 0 2 0 32
SRP_00231 0.45 0.21 1.00 7 5453 0 0 0 0 27
SRP_00273 0.71 0.58 0.88 23 6760 3 1 2 0 17
SRP_00274 0.75 0.63 0.89 24 6876 3 1 2 0 14
SRP_00338 0.93 0.89 0.97 32 5427 1 0 1 0 4
SRP_00341 0.47 0.23 1.00 7 4746 0 0 0 0 24
SRP_00357 0.83 0.75 0.93 27 5327 2 1 1 0 9
SRP_00367 0.13 0.09 0.21 3 6772 11 0 11 0 32

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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 291
Total TN 185927
Total FP 70
Total FP CONTRA 4
Total FP INCONS 26
Total FP COMP 40
Total FN 1120
Total Scores
MCC 0.431
Average MCC ± 95% Confidence Intervals 0.373 ± 0.095
Sensitivity 0.206
Positive Predictive Value 0.907
Nr of predictions 68

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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_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_00810 0.64 0.41 1.00 7 1074 0 0 0 0 10
PDB_01050 0.62 0.38 1.00 5 625 1 0 0 1 8
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_00587 0.00 0.00 0.00 0 4851 0 0 0 0 15
RFA_00658 0.40 0.29 0.57 4 1121 5 0 3 2 10
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_00704 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00707 0.53 0.29 1.00 4 1031 0 0 0 0 10
RFA_00715 -0.01 0.00 0.00 0 943 3 1 2 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_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
SPR_00273 0.00 0.00 0.00 0 2850 0 0 0 0 21
SPR_00721 0.00 0.00 0.00 0 2926 0 0 0 0 21
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_00141 0.00 0.00 0.00 0 6328 0 0 0 0 41
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_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.