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(20) - scored higher in this pairwise comparison

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

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


Overview

Metric MXScarna(20) UNAFold
MCC 0.611 > 0.543
Average MCC ± 95% Confidence Intervals 0.617 ± 0.065 > 0.546 ± 0.074
Sensitivity 0.509 > 0.475
Positive Predictive Value 0.737 > 0.626
Total TP 766 > 715
Total TN 283667 > 283565
Total FP 379 < 535
Total FP CONTRA 48 > 44
Total FP INCONS 226 < 383
Total FP COMP 105 < 108
Total FN 738 < 789
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of MXScarna(20) and UNAFold. 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(20) and UNAFold).

  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(20) and UNAFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(20) and UNAFold. 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(20) and UNAFold).

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Performance of MXScarna(20) - scored higher in this pairwise comparison

1. Total counts & total scores for MXScarna(20)

Total Base Pair Counts
Total TP 766
Total TN 283667
Total FP 379
Total FP CONTRA 48
Total FP INCONS 226
Total FP COMP 105
Total FN 738
Total Scores
MCC 0.611
Average MCC ± 95% Confidence Intervals 0.617 ± 0.065
Sensitivity 0.509
Positive Predictive Value 0.737
Nr of predictions 38

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2. Individual counts for MXScarna(20) [ 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
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3A2K_C 0.66 0.57 0.76 16 2905 6 1 4 1 12
3AMU_B 0.86 0.74 1.00 20 2983 2 0 0 2 7
3G4S_9 0.52 0.40 0.68 23 7347 13 1 10 2 34
3GX2_A 0.70 0.58 0.85 23 4344 5 0 4 1 17
3IVN_B 0.74 0.58 0.95 18 2327 1 1 0 0 13
3IZ4_A 0.51 0.41 0.64 54 70791 32 7 24 1 78
3IZF_C 0.67 0.59 0.76 32 6861 11 1 9 1 22
3J20_0 0.82 0.67 1.00 20 2830 0 0 0 0 10
3J20_1 0.93 0.87 1.00 20 2906 0 0 0 0 3
3J2L_3 0.54 0.42 0.71 22 7844 11 1 8 2 31
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_7 0.61 0.54 0.69 29 7098 13 2 11 0 25
3J3E_8 0.14 0.09 0.23 3 7490 15 2 8 5 30
3J3F_7 0.66 0.60 0.73 30 7219 12 1 10 1 20
3J3F_8 0.43 0.36 0.52 13 12221 26 2 10 14 23
3J3V_B 0.74 0.61 0.90 35 6982 4 1 3 0 22
3JYV_7 0.79 0.63 1.00 20 2830 0 0 0 0 12
3JYX_4 0.33 0.30 0.37 10 12219 32 2 15 15 23
3JYX_3 0.55 0.52 0.58 14 6304 23 0 10 13 13
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.69 0.59 0.82 27 6988 9 1 5 3 19
3O58_2 0.74 0.74 0.74 28 7222 13 4 6 3 10
3O58_3 0.52 0.40 0.67 14 12382 17 2 5 10 21
3PDR_A 0.71 0.57 0.89 41 12834 9 0 5 4 31
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 2 6 0 19
3ZEX_D 0.68 0.63 0.74 31 6979 11 2 9 0 18
3ZEX_C 0.31 0.21 0.46 11 14172 13 2 11 0 41
3ZND_W 0.37 0.35 0.40 8 2983 15 2 10 3 15
4A1C_2 0.18 0.15 0.21 5 11757 36 2 17 17 28
4A1C_3 0.64 0.56 0.75 30 7100 11 2 8 1 24
4AOB_A 0.62 0.55 0.72 23 4339 10 0 9 1 19
4ENB_A 0.26 0.11 0.67 2 1272 1 0 1 0 17
4ENC_A 0.60 0.37 1.00 7 1319 0 0 0 0 12
4FRG_B 0.55 0.44 0.70 14 3466 6 2 4 0 18

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Performance of UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 715
Total TN 283565
Total FP 535
Total FP CONTRA 44
Total FP INCONS 383
Total FP COMP 108
Total FN 789
Total Scores
MCC 0.543
Average MCC ± 95% Confidence Intervals 0.546 ± 0.074
Sensitivity 0.475
Positive Predictive Value 0.626
Nr of predictions 38

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2. Individual counts for UNAFold [ 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
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3A2K_C 0.42 0.39 0.46 11 2902 13 2 11 0 17
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3G4S_9 0.50 0.39 0.67 22 7348 11 1 10 0 35
3GX2_A 0.68 0.55 0.85 22 4345 5 0 4 1 18
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IZ4_A 0.51 0.45 0.58 60 70772 50 4 40 6 72
3IZF_C 0.70 0.61 0.80 33 6862 8 1 7 0 21
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J20_1 0.73 0.70 0.76 16 2905 5 0 5 0 7
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.28 0.25 0.32 7 2753 15 1 14 0 21
3J3E_7 0.45 0.37 0.56 20 7104 16 1 15 0 34
3J3E_8 0.10 0.09 0.12 3 7477 32 2 21 9 30
3J3F_7 0.73 0.62 0.86 31 7224 6 0 5 1 19
3J3F_8 0.30 0.31 0.29 11 12208 41 4 23 14 25
3J3V_B 0.55 0.44 0.69 25 6985 11 1 10 0 32
3JYV_7 0.22 0.19 0.29 6 2829 15 0 15 0 26
3JYX_4 0.32 0.30 0.34 10 12217 31 3 16 12 23
3JYX_3 0.62 0.63 0.61 17 6300 22 1 10 11 10
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.78 0.65 0.94 30 6989 5 0 2 3 16
3O58_2 0.71 0.71 0.71 27 7222 12 4 7 1 11
3O58_3 0.35 0.34 0.35 12 12369 33 1 21 11 23
3PDR_A 0.77 0.64 0.94 46 12831 5 0 3 2 26
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.64 0.52 0.79 22 3888 6 1 5 0 20
3ZEX_D 0.77 0.65 0.91 32 6986 3 0 3 0 17
3ZEX_C 0.24 0.21 0.28 11 14157 42 1 27 14 41
3ZND_W 0.21 0.22 0.21 5 2979 20 1 18 1 18
4A1C_2 0.14 0.15 0.14 5 11745 42 5 26 11 28
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.70 0.58 0.85 11 1262 2 1 1 0 8
4ENC_A 0.32 0.26 0.42 5 1314 7 1 6 0 14
4FRG_B 0.32 0.28 0.38 9 3462 15 0 15 0 23

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