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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASampler(20) CMfinder(20)
MCC 0.565 > 0.521
Average MCC ± 95% Confidence Intervals 0.558 ± 0.137 > 0.514 ± 0.127
Sensitivity 0.436 > 0.366
Positive Predictive Value 0.738 < 0.748
Total TP 194 > 163
Total TN 67917 < 67962
Total FP 85 > 61
Total FP CONTRA 6 > 4
Total FP INCONS 63 > 51
Total FP COMP 16 > 6
Total FN 251 < 282
P-value 8.5281770229e-09

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Performance plots


  1. Comparison of performance of RNASampler(20) and CMfinder(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 RNASampler(20) and CMfinder(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 RNASampler(20) and CMfinder(20)).

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

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

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

Total Base Pair Counts
Total TP 194
Total TN 67917
Total FP 85
Total FP CONTRA 6
Total FP INCONS 63
Total FP COMP 16
Total FN 251
Total Scores
MCC 0.565
Average MCC ± 95% Confidence Intervals 0.558 ± 0.137
Sensitivity 0.436
Positive Predictive Value 0.738
Nr of predictions 11

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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
3J20_0 0.80 0.67 0.95 20 2829 2 0 1 1 10
3J2L_3 0.45 0.32 0.63 17 7848 12 1 9 2 36
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_8 0.12 0.09 0.18 3 7486 21 2 12 7 30
3J3E_7 0.62 0.48 0.81 26 7108 6 0 6 0 28
3J3F_8 0.39 0.33 0.46 12 12220 17 1 13 3 24
3J3F_7 0.66 0.52 0.84 26 7229 5 0 5 0 24
3J3V_B 0.63 0.42 0.96 24 6996 1 0 1 0 33
3ZEX_D 0.68 0.49 0.96 24 6996 1 0 1 0 25
3ZND_W 0.41 0.39 0.43 9 2982 15 2 10 3 14
4FRG_B 0.55 0.41 0.76 13 3469 4 0 4 0 19

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

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

Total Base Pair Counts
Total TP 163
Total TN 67962
Total FP 61
Total FP CONTRA 4
Total FP INCONS 51
Total FP COMP 6
Total FN 282
Total Scores
MCC 0.521
Average MCC ± 95% Confidence Intervals 0.514 ± 0.127
Sensitivity 0.366
Positive Predictive Value 0.748
Nr of predictions 11

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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
3J20_0 0.75 0.57 1.00 17 2833 1 0 0 1 13
3J2L_3 0.45 0.32 0.63 17 7848 11 1 9 1 36
3J3D_C 0.76 0.61 0.94 17 2757 1 0 1 0 11
3J3E_8 0.10 0.06 0.17 2 7491 10 1 9 0 31
3J3E_7 0.62 0.46 0.83 25 7110 5 1 4 0 29
3J3F_8 0.45 0.33 0.60 12 12226 8 1 7 0 24
3J3F_7 0.66 0.52 0.84 26 7229 6 0 5 1 24
3J3V_B 0.38 0.21 0.71 12 7004 5 0 5 0 45
3ZEX_D 0.58 0.39 0.86 19 6999 3 0 3 0 30
3ZND_W 0.45 0.39 0.53 9 2986 11 0 8 3 14
4FRG_B 0.47 0.22 1.00 7 3479 0 0 0 0 25

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