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 0.608 > 0.548
Average MCC ± 95% Confidence Intervals 0.557 ± 0.087 < 0.560 ± 0.116
Sensitivity 0.427 < 0.454
Positive Predictive Value 0.873 > 0.671
Total TP 386 < 410
Total TN 82560 > 82391
Total FP 75 < 214
Total FP CONTRA 1 < 21
Total FP INCONS 55 < 180
Total FP COMP 19 > 13
Total FN 517 > 493
P-value 3.56938820447e-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 386
Total TN 82560
Total FP 75
Total FP CONTRA 1
Total FP INCONS 55
Total FP COMP 19
Total FN 517
Total Scores
MCC 0.608
Average MCC ± 95% Confidence Intervals 0.557 ± 0.087
Sensitivity 0.427
Positive Predictive Value 0.873
Nr of predictions 33

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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
2KE6_A 0.44 0.42 0.47 8 1111 10 0 9 1 11
2KUR_A 0.77 0.71 0.83 15 1110 3 0 3 0 6
2KUU_A 0.84 0.76 0.94 16 1111 2 0 1 1 5
2KUV_A 0.44 0.41 0.50 9 1110 9 0 9 0 13
2KUW_A 0.45 0.43 0.50 9 1110 9 0 9 0 12
2KX8_A 0.00 0.00 0.00 0 861 0 0 0 0 18
2L1F_A 0.98 0.96 1.00 23 2057 0 0 0 0 1
2L1F_B 0.98 0.96 1.00 24 2121 0 0 0 0 1
2L94_A 0.53 0.50 0.59 10 973 7 0 7 0 10
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
2XKV_B 0.53 0.50 0.56 10 4542 20 0 8 12 10
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
3J20_0 0.45 0.20 1.00 6 2844 0 0 0 0 24
3J3D_C 0.46 0.21 1.00 6 2769 0 0 0 0 22
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
3W3S_B 0.74 0.60 0.92 24 4727 3 0 2 1 16
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 410
Total TN 82391
Total FP 214
Total FP CONTRA 21
Total FP INCONS 180
Total FP COMP 13
Total FN 493
Total Scores
MCC 0.548
Average MCC ± 95% Confidence Intervals 0.560 ± 0.116
Sensitivity 0.454
Positive Predictive Value 0.671
Nr of predictions 33

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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
2KE6_A 0.89 0.79 1.00 15 1113 1 0 0 1 4
2KUR_A 0.87 0.76 1.00 16 1112 0 0 0 0 5
2KUU_A 0.84 0.71 1.00 15 1113 1 0 0 1 6
2KUV_A 0.85 0.73 1.00 16 1112 0 0 0 0 6
2KUW_A 0.87 0.76 1.00 16 1112 0 0 0 0 5
2KX8_A 0.88 0.78 1.00 14 847 0 0 0 0 4
2L1F_A -0.01 0.00 0.00 0 2067 13 2 11 0 24
2L1F_B 0.98 0.96 1.00 24 2121 0 0 0 0 1
2L94_A 0.97 0.95 1.00 19 971 0 0 0 0 1
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
2XKV_B 0.00 0.00 0.00 0 4538 22 5 17 0 20
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
3J20_0 0.73 0.57 0.94 17 2832 2 0 1 1 13
3J3D_C 0.72 0.61 0.85 17 2755 3 0 3 0 11
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
3W3S_B 0.27 0.23 0.33 9 4726 18 1 17 0 31
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.