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 ProbKnot - scored lower in this pairwise comparison

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


Overview

Metric CMfinder(20) ProbKnot
MCC 0.521 > 0.481
Average MCC ± 95% Confidence Intervals 0.514 ± 0.127 > 0.451 ± 0.153
Sensitivity 0.366 < 0.416
Positive Predictive Value 0.748 > 0.564
Total TP 163 < 185
Total TN 67962 > 67852
Total FP 61 < 173
Total FP CONTRA 4 < 12
Total FP INCONS 51 < 131
Total FP COMP 6 < 30
Total FN 282 > 260
P-value 1.12262428713e-08

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Performance plots


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

  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 ProbKnot).

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

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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 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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Performance of ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 185
Total TN 67852
Total FP 173
Total FP CONTRA 12
Total FP INCONS 131
Total FP COMP 30
Total FN 260
Total Scores
MCC 0.481
Average MCC ± 95% Confidence Intervals 0.451 ± 0.153
Sensitivity 0.416
Positive Predictive Value 0.564
Nr of predictions 11

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J2L_3 0.60 0.49 0.74 26 7840 11 0 9 2 27
3J3D_C 0.46 0.43 0.50 12 2751 12 1 11 0 16
3J3E_8 0.00 0.00 0.00 0 7476 37 3 24 10 33
3J3E_7 0.47 0.35 0.63 19 7110 11 0 11 0 35
3J3F_8 0.35 0.33 0.36 12 12213 35 3 18 14 24
3J3F_7 0.76 0.64 0.91 32 7225 3 0 3 0 18
3J3V_B 0.53 0.42 0.67 24 6985 12 1 11 0 33
3ZEX_D 0.77 0.67 0.89 33 6984 4 0 4 0 16
3ZND_W 0.20 0.22 0.19 5 2977 24 1 20 3 18
4FRG_B 0.37 0.31 0.45 10 3464 12 3 9 0 22

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