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

  1. Overview

  2. Performance Plots

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

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

  5. Compile and download dataset for CentroidAlifold(seed) & RDfolder [.zip] - may take several seconds...


Overview

Metric CentroidAlifold(seed) RDfolder
MCC 0.595 > 0.499
Average MCC ± 95% Confidence Intervals 0.512 ± 0.115 > 0.500 ± 0.134
Sensitivity 0.369 < 0.402
Positive Predictive Value 0.966 > 0.631
Total TP 226 < 246
Total TN 56975 > 56819
Total FP 12 < 154
Total FP CONTRA 1 < 13
Total FP INCONS 7 < 131
Total FP COMP 4 < 10
Total FN 386 > 366
P-value 4.81788725234e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(seed) and RDfolder. 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 CentroidAlifold(seed) and RDfolder).

  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 CentroidAlifold(seed) and RDfolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) and RDfolder. 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 CentroidAlifold(seed) and RDfolder).

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

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

Total Base Pair Counts
Total TP 226
Total TN 56975
Total FP 12
Total FP CONTRA 1
Total FP INCONS 7
Total FP COMP 4
Total FN 386
Total Scores
MCC 0.595
Average MCC ± 95% Confidence Intervals 0.512 ± 0.115
Sensitivity 0.369
Positive Predictive Value 0.966
Nr of predictions 21

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KX8_A 0.00 0.00 0.00 0 861 0 0 0 0 18
2LC8_A 0.00 0.00 0.00 0 1540 0 0 0 0 20
2WRQ_Y 0.24 0.12 0.50 2 2846 4 0 2 2 15
2WWQ_V 0.46 0.21 1.00 6 2920 0 0 0 0 22
2XQD_Y 0.47 0.22 1.00 6 2844 0 0 0 0 21
2ZZM_B 0.14 0.06 0.33 2 3480 4 0 4 0 30
2ZZN_D 0.47 0.22 1.00 6 2479 0 0 0 0 21
3A2K_C 0.46 0.21 1.00 6 2920 0 0 0 0 22
3A3A_A 0.85 0.73 1.00 27 3628 0 0 0 0 10
3AKZ_H 0.46 0.21 1.00 6 2695 0 0 0 0 22
3AMU_B 0.47 0.22 1.00 6 2997 0 0 0 0 21
3GX2_A 0.77 0.60 1.00 24 4347 1 0 0 1 16
3IVN_B 0.78 0.65 0.95 20 2325 1 1 0 0 11
3J16_L 0.45 0.20 1.00 6 2769 0 0 0 0 24
3JYV_7 0.43 0.19 1.00 6 2844 0 0 0 0 26
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.71 0.52 0.96 22 3893 1 0 1 0 20
4AOB_A 0.75 0.57 1.00 24 4347 1 0 0 1 18
4ENB_A 0.65 0.42 1.00 8 1267 0 0 0 0 11
4ENC_A 0.65 0.42 1.00 8 1318 0 0 0 0 11

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 246
Total TN 56819
Total FP 154
Total FP CONTRA 13
Total FP INCONS 131
Total FP COMP 10
Total FN 366
Total Scores
MCC 0.499
Average MCC ± 95% Confidence Intervals 0.500 ± 0.134
Sensitivity 0.402
Positive Predictive Value 0.631
Nr of predictions 21

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KX8_A 0.88 0.78 1.00 14 847 0 0 0 0 4
2LC8_A -0.01 0.00 0.00 0 1526 14 2 12 0 20
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2WWQ_V 0.64 0.50 0.82 14 2909 4 0 3 1 14
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2ZZM_B 0.10 0.09 0.13 3 3462 21 1 20 0 29
2ZZN_D 0.84 0.78 0.91 21 2462 2 0 2 0 6
3A2K_C 0.86 0.75 1.00 21 2905 0 0 0 0 7
3A3A_A 0.53 0.41 0.71 15 3634 6 0 6 0 22
3AKZ_H 0.48 0.43 0.55 12 2679 11 1 9 1 16
3AMU_B 0.18 0.15 0.22 4 2985 16 2 12 2 23
3GX2_A 0.50 0.40 0.64 16 4346 10 1 8 1 24
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3J16_L 0.22 0.17 0.31 5 2759 11 0 11 0 25
3JYV_7 -0.01 0.00 0.00 0 2830 20 0 20 0 32
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.30 0.17 0.54 7 3903 6 0 6 0 35
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ENB_A 0.43 0.32 0.60 6 1265 4 0 4 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 0 4 0 13

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