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(20) - scored higher in this pairwise comparison

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

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


Overview

Metric RSpredict(20) Murlet(seed)
MCC 0.748 > 0.631
Average MCC ± 95% Confidence Intervals 0.767 ± 0.048 > 0.475 ± 0.133
Sensitivity 0.667 > 0.418
Positive Predictive Value 0.844 < 0.956
Total TP 556 > 349
Total TN 121844 < 122138
Total FP 143 > 19
Total FP CONTRA 6 > 0
Total FP INCONS 97 > 16
Total FP COMP 40 > 3
Total FN 278 < 485
P-value 5.23657817852e-08

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Performance plots


  1. Comparison of performance of RSpredict(20) 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 RSpredict(20) 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 RSpredict(20) and Murlet(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RSpredict(20) 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 RSpredict(20) and Murlet(seed)).

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

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

Total Base Pair Counts
Total TP 556
Total TN 121844
Total FP 143
Total FP CONTRA 6
Total FP INCONS 97
Total FP COMP 40
Total FN 278
Total Scores
MCC 0.748
Average MCC ± 95% Confidence Intervals 0.767 ± 0.048
Sensitivity 0.667
Positive Predictive Value 0.844
Nr of predictions 45

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 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_00810 0.64 0.47 0.89 8 1072 1 0 1 0 9
PDB_01050 0.68 0.54 0.88 7 622 3 0 1 2 6
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 0.87 0.87 0.87 13 1470 5 0 2 3 2
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 7 0 0 7 0
RFA_00658 0.69 0.64 0.75 9 1116 4 0 3 1 5
RFA_00664 0.64 0.57 0.73 8 979 4 0 3 1 6
RFA_00667 0.64 0.57 0.73 8 979 4 0 3 1 6
RFA_00668 0.47 0.36 0.63 5 982 4 0 3 1 9
RFA_00672 0.61 0.54 0.70 7 893 3 0 3 0 6
RFA_00673 0.59 0.50 0.70 7 1118 4 0 3 1 7
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 0.69 0.64 0.75 9 978 4 0 3 1 5
RFA_00678 0.72 0.64 0.82 9 935 3 0 2 1 5
RFA_00680 0.74 0.71 0.77 10 1115 4 0 3 1 4
RFA_00704 0.42 0.36 0.50 5 980 6 0 5 1 9
RFA_00707 0.72 0.64 0.82 9 1024 3 0 2 1 5
RFA_00715 0.60 0.43 0.86 6 939 2 0 1 1 8
RFA_00717 0.48 0.43 0.55 6 892 5 0 5 0 8
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 0 0 0 0 2
RFA_00733 0.91 0.83 1.00 10 893 0 0 0 0 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 0 0 0 0 2
RFA_00737 0.91 0.83 1.00 10 893 0 0 0 0 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 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 1 0 0 1 2
RFA_00764 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00765 0.91 0.83 1.00 10 893 0 0 0 0 2
RFA_00786 0.81 0.78 0.83 25 5020 5 1 4 0 7
RFA_00791 0.77 0.72 0.82 23 5123 6 1 4 1 9
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
SRP_00141 0.72 0.56 0.92 23 6303 2 0 2 0 18
SRP_00182 0.79 0.70 0.89 71 45976 10 0 9 1 30
SRP_00338 0.56 0.36 0.87 13 5445 2 0 2 0 23

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

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

Total Base Pair Counts
Total TP 349
Total TN 122138
Total FP 19
Total FP CONTRA 0
Total FP INCONS 16
Total FP COMP 3
Total FN 485
Total Scores
MCC 0.631
Average MCC ± 95% Confidence Intervals 0.475 ± 0.133
Sensitivity 0.418
Positive Predictive Value 0.956
Nr of predictions 45

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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
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_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_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_00658 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_00704 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00707 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_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_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
SRP_00141 0.35 0.12 1.00 5 6323 1 0 0 1 36
SRP_00182 0.59 0.35 1.00 35 46021 1 0 0 1 66
SRP_00338 0.41 0.17 1.00 6 5454 0 0 0 0 30

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