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

  1. Overview

  2. Performance Plots

  3. Performance of PETfold_pre2.0(20) - scored higher in this pairwise comparison

  4. Performance of RNAfold - scored lower in this pairwise comparison

  5. Compile and download dataset for PETfold_pre2.0(20) & RNAfold [.zip] - may take several seconds...


Overview

Metric PETfold_pre2.0(20) RNAfold
MCC 0.622 > 0.389
Average MCC ± 95% Confidence Intervals 0.620 ± 0.196 > 0.410 ± 0.140
Sensitivity 0.597 > 0.432
Positive Predictive Value 0.654 > 0.360
Total TP 123 > 89
Total TN 22999 > 22940
Total FP 94 < 223
Total FP CONTRA 14 < 45
Total FP INCONS 51 < 113
Total FP COMP 29 < 65
Total FN 83 < 117
P-value 6.08519761914e-09

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Performance plots


  1. Comparison of performance of PETfold_pre2.0(20) and RNAfold. 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 PETfold_pre2.0(20) and RNAfold).

  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 PETfold_pre2.0(20) and RNAfold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(20) and RNAfold. 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 PETfold_pre2.0(20) and RNAfold).

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Performance of PETfold_pre2.0(20) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(20)

Total Base Pair Counts
Total TP 123
Total TN 22999
Total FP 94
Total FP CONTRA 14
Total FP INCONS 51
Total FP COMP 29
Total FN 83
Total Scores
MCC 0.622
Average MCC ± 95% Confidence Intervals 0.620 ± 0.196
Sensitivity 0.597
Positive Predictive Value 0.654
Nr of predictions 10

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2. Individual counts for PETfold_pre2.0(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.95 0.95 0.95 20 1198 1 1 0 0 1
3J3D_C 0.87 0.89 0.85 17 948 3 3 0 0 2
3J3E_8 0.48 0.47 0.50 7 2728 11 2 5 4 8
3J3F_8 0.34 0.37 0.32 7 4739 24 5 10 9 12
3ZEX_C 0.26 0.24 0.29 7 5350 20 1 16 3 22
4A1C_2 0.25 0.25 0.25 5 4496 25 2 13 10 15
4AOB_A 0.87 0.83 0.92 24 1411 4 0 2 2 5
4ENB_A 0.68 0.53 0.89 8 463 1 0 1 0 7
4ENC_A 0.61 0.53 0.73 8 485 3 0 3 0 7
4FRG_B 0.89 0.83 0.95 20 1181 2 0 1 1 4

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Performance of RNAfold - scored lower in this pairwise comparison

1. Total counts & total scores for RNAfold

Total Base Pair Counts
Total TP 89
Total TN 22940
Total FP 223
Total FP CONTRA 45
Total FP INCONS 113
Total FP COMP 65
Total FN 117
Total Scores
MCC 0.389
Average MCC ± 95% Confidence Intervals 0.410 ± 0.140
Sensitivity 0.432
Positive Predictive Value 0.360
Nr of predictions 10

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_0 0.51 0.57 0.48 12 1194 14 3 10 1 9
3J3D_C 0.33 0.37 0.32 7 946 15 3 12 0 12
3J3E_8 0.25 0.33 0.20 5 2717 31 7 13 11 10
3J3F_8 0.33 0.42 0.27 8 4731 42 10 12 20 11
3ZEX_C 0.30 0.34 0.26 10 5336 43 5 23 15 19
4A1C_2 0.19 0.25 0.15 5 4482 43 11 18 14 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 0.85 0.73 1.00 11 461 2 0 0 2 4
4ENC_A 0.37 0.33 0.45 5 485 7 0 6 1 10
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15

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