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

  1. Overview

  2. Performance Plots

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

  4. Performance of RNASampler(20) - scored lower in this pairwise comparison

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


Overview

Metric TurboFold(seed) RNASampler(20)
MCC 0.880 > 0.616
Average MCC ± 95% Confidence Intervals 0.868 ± 0.125 > 0.618 ± 0.161
Sensitivity 0.875 > 0.402
Positive Predictive Value 0.886 < 0.948
Total TP 357 > 164
Total TN 62588 < 62818
Total FP 79 > 33
Total FP CONTRA 8 > 0
Total FP INCONS 38 > 9
Total FP COMP 33 > 24
Total FN 51 < 244
P-value 2.1413769576e-08

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Performance plots


  1. Comparison of performance of TurboFold(seed) and RNASampler(20). 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 TurboFold(seed) and RNASampler(20)).

  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 TurboFold(seed) and RNASampler(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for TurboFold(seed) and RNASampler(20). 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 TurboFold(seed) and RNASampler(20)).

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

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

Total Base Pair Counts
Total TP 357
Total TN 62588
Total FP 79
Total FP CONTRA 8
Total FP INCONS 38
Total FP COMP 33
Total FN 51
Total Scores
MCC 0.880
Average MCC ± 95% Confidence Intervals 0.868 ± 0.125
Sensitivity 0.875
Positive Predictive Value 0.886
Nr of predictions 18

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_01535 0.94 0.89 1.00 33 7107 3 0 0 3 4
PDB_00012 1.00 1.00 1.00 7 399 3 0 0 3 0
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00416 1.00 1.00 1.00 15 1470 2 0 0 2 0
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00587 1.00 1.00 1.00 15 4836 11 0 0 11 0
RFA_00658 0.59 0.50 0.70 7 1118 5 0 3 2 7
RFA_00664 -0.01 0.00 0.00 0 980 11 0 10 1 14
RFA_00749 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00764 1.00 1.00 1.00 12 891 1 0 0 1 0
RFA_00765 1.00 1.00 1.00 12 891 1 0 0 1 0
SRP_00084 0.88 0.88 0.88 30 5426 4 1 3 0 4
SRP_00134 0.61 0.66 0.58 19 5962 18 3 11 4 10
SRP_00200 0.90 0.92 0.89 33 6866 4 1 3 0 3
SRP_00231 0.91 0.91 0.91 31 5426 3 1 2 0 3
SRP_00338 0.94 0.94 0.94 34 5424 2 0 2 0 2
SRP_00357 0.93 0.94 0.92 34 5319 3 1 2 0 2
SRP_00367 0.93 0.94 0.92 33 6750 3 1 2 0 2

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Performance of RNASampler(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 164
Total TN 62818
Total FP 33
Total FP CONTRA 0
Total FP INCONS 9
Total FP COMP 24
Total FN 244
Total Scores
MCC 0.616
Average MCC ± 95% Confidence Intervals 0.618 ± 0.161
Sensitivity 0.402
Positive Predictive Value 0.948
Nr of predictions 18

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_01535 0.73 0.65 0.83 24 7111 7 0 5 2 13
PDB_00012 1.00 1.00 1.00 7 399 2 0 0 2 0
RFA_00390 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00416 1.00 1.00 1.00 15 1470 2 0 0 2 0
RFA_00433 1.00 1.00 1.00 15 1416 2 0 0 2 0
RFA_00587 1.00 1.00 1.00 15 4836 8 0 0 8 0
RFA_00658 -0.01 0.00 0.00 0 1125 5 0 3 2 14
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00749 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00764 0.81 0.67 1.00 8 895 1 0 0 1 4
RFA_00765 0.81 0.67 1.00 8 895 1 0 0 1 4
SRP_00084 0.45 0.21 1.00 7 5453 0 0 0 0 27
SRP_00134 0.49 0.28 0.89 8 5986 3 0 1 2 21
SRP_00200 0.44 0.19 1.00 7 6896 0 0 0 0 29
SRP_00231 0.45 0.21 1.00 7 5453 0 0 0 0 27
SRP_00338 0.44 0.19 1.00 7 5453 0 0 0 0 29
SRP_00357 0.55 0.31 1.00 11 5345 0 0 0 0 25
SRP_00367 0.45 0.20 1.00 7 6779 0 0 0 0 28

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