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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MXScarna(seed) RDfolder
MCC 0.715 > 0.548
Average MCC ± 95% Confidence Intervals 0.695 ± 0.080 > 0.567 ± 0.118
Sensitivity 0.599 > 0.455
Positive Predictive Value 0.859 > 0.671
Total TP 531 > 403
Total TN 80015 < 80032
Total FP 111 < 211
Total FP CONTRA 12 < 21
Total FP INCONS 75 < 177
Total FP COMP 24 > 13
Total FN 355 < 483
P-value 3.56938820447e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 531
Total TN 80015
Total FP 111
Total FP CONTRA 12
Total FP INCONS 75
Total FP COMP 24
Total FN 355
Total Scores
MCC 0.715
Average MCC ± 95% Confidence Intervals 0.695 ± 0.080
Sensitivity 0.599
Positive Predictive Value 0.859
Nr of predictions 33

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
2KE6_A 0.89 0.84 0.94 16 1111 2 0 1 1 3
2KUR_A 0.87 0.81 0.94 17 1110 1 0 1 0 4
2KUU_A 0.84 0.76 0.94 16 1111 2 0 1 1 5
2KUV_A 0.85 0.77 0.94 17 1110 1 0 1 0 5
2KUW_A 0.76 0.67 0.88 14 1112 2 0 2 0 7
2KX8_A -0.01 0.00 0.00 0 859 2 0 2 0 18
2L1F_A 0.91 0.88 0.95 21 2058 1 0 1 0 3
2L1F_B 0.96 0.92 1.00 23 2122 0 0 0 0 2
2L94_A 0.57 0.55 0.61 11 972 7 0 7 0 9
2LC8_A -0.01 0.00 0.00 0 1530 12 0 10 2 20
2WRQ_Y 0.57 0.59 0.56 10 2832 11 5 3 3 7
2WWQ_V 0.56 0.46 0.68 13 2907 7 0 6 1 15
2XKV_B 0.59 0.55 0.65 11 4543 18 0 6 12 9
2XQD_Y 0.77 0.67 0.90 18 2830 2 0 2 0 9
2ZZM_B 0.56 0.44 0.74 14 3467 5 4 1 0 18
2ZZN_D 0.86 0.74 1.00 20 2465 0 0 0 0 7
3A2K_C 0.84 0.71 1.00 20 2906 0 0 0 0 8
3A3A_A 0.77 0.65 0.92 24 3629 3 0 2 1 13
3AKZ_H 0.86 0.75 1.00 21 2680 0 0 0 0 7
3AMU_B 0.84 0.70 1.00 19 2984 1 0 0 1 8
3GX2_A 0.70 0.60 0.83 24 4342 6 0 5 1 16
3IVN_B 0.65 0.45 0.93 14 2331 1 1 0 0 17
3J16_L 0.82 0.67 1.00 20 2755 0 0 0 0 10
3J20_0 0.79 0.63 1.00 19 2831 0 0 0 0 11
3JYV_7 0.79 0.63 1.00 20 2830 0 0 0 0 12
3LA5_A 0.75 0.56 1.00 19 2466 0 0 0 0 15
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
3SD1_A 0.63 0.55 0.74 23 3885 8 1 7 0 19
3W3S_B 0.69 0.60 0.80 24 4723 6 0 6 0 16
4AOB_A 0.66 0.55 0.79 23 4342 7 0 6 1 19
4ENB_A 0.48 0.32 0.75 6 1267 2 0 2 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 1 3 0 13

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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 403
Total TN 80032
Total FP 211
Total FP CONTRA 21
Total FP INCONS 177
Total FP COMP 13
Total FN 483
Total Scores
MCC 0.548
Average MCC ± 95% Confidence Intervals 0.567 ± 0.118
Sensitivity 0.455
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
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
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
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.