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 MaxExpect - scored lower in this pairwise comparison

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


Overview

Metric CentroidAlifold(seed) MaxExpect
MCC 0.620 > 0.543
Average MCC ± 95% Confidence Intervals 0.541 ± 0.057 < 0.564 ± 0.068
Sensitivity 0.427 < 0.475
Positive Predictive Value 0.899 > 0.622
Total TP 1055 < 1173
Total TN 1484551 > 1483839
Total FP 150 < 825
Total FP CONTRA 23 < 77
Total FP INCONS 95 < 635
Total FP COMP 32 < 113
Total FN 1414 > 1296
P-value 3.56938820447e-08

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Performance plots


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

  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 MaxExpect).

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

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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 1055
Total TN 1484551
Total FP 150
Total FP CONTRA 23
Total FP INCONS 95
Total FP COMP 32
Total FN 1414
Total Scores
MCC 0.620
Average MCC ± 95% Confidence Intervals 0.541 ± 0.057
Sensitivity 0.427
Positive Predictive Value 0.899
Nr of predictions 48

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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
3A2K_C 0.46 0.21 1.00 6 2920 0 0 0 0 22
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
3IYQ_A 0.52 0.39 0.70 37 60673 21 10 6 5 57
3IZ4_A 0.58 0.39 0.88 51 70818 7 2 5 0 81
3IZF_C 0.54 0.30 1.00 16 6887 0 0 0 0 38
3J16_L 0.45 0.20 1.00 6 2769 0 0 0 0 24
3J20_2 0.72 0.60 0.86 381 1116321 70 5 58 7 252
3J20_1 0.51 0.26 1.00 6 2920 0 0 0 0 17
3J20_0 0.45 0.20 1.00 6 2844 0 0 0 0 24
3J2L_3 0.53 0.28 1.00 15 7860 2 0 0 2 38
3J3D_C 0.46 0.21 1.00 6 2769 0 0 0 0 22
3J3E_8 0.26 0.09 0.75 3 7499 1 0 1 0 30
3J3E_7 0.56 0.33 0.95 18 7121 1 0 1 0 36
3J3F_7 0.58 0.34 1.00 17 7243 1 0 0 1 33
3J3F_8 0.55 0.33 0.92 12 12233 1 0 1 0 24
3J3V_B 0.48 0.28 0.84 16 7002 3 0 3 0 41
3JYV_7 0.43 0.19 1.00 6 2844 0 0 0 0 26
3JYX_4 0.52 0.30 0.91 10 12235 3 0 1 2 23
3JYX_3 0.59 0.41 0.85 11 6315 5 0 2 3 16
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.71 0.54 0.93 25 6994 4 1 1 2 21
3O58_3 0.56 0.34 0.92 12 12390 1 0 1 0 23
3O58_2 0.65 0.42 1.00 16 7244 0 0 0 0 22
3PDR_A 0.77 0.61 0.98 44 12835 3 0 1 2 28
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
3UZL_B 0.40 0.16 1.00 6 3564 0 0 0 0 31
3W1K_J 0.78 0.66 0.93 25 4159 2 1 1 0 13
3W3S_B 0.74 0.60 0.92 24 4727 3 0 2 1 16
3ZEX_D 0.60 0.37 1.00 18 7003 0 0 0 0 31
3ZEX_C 0.46 0.23 0.92 12 14183 1 1 0 0 40
3ZND_W 0.00 0.00 0.00 0 2998 6 0 5 1 23
4A1C_3 0.54 0.30 1.00 16 7124 0 0 0 0 38
4A1C_2 0.46 0.24 0.89 8 11772 3 0 1 2 25
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
4FRG_B 0.69 0.53 0.89 17 3467 2 1 1 0 15
4FRN_A 0.71 0.56 0.91 20 5129 2 1 1 0 16
4JF2_A 0.72 0.52 1.00 16 2834 0 0 0 0 15

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Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 1173
Total TN 1483839
Total FP 825
Total FP CONTRA 77
Total FP INCONS 635
Total FP COMP 113
Total FN 1296
Total Scores
MCC 0.543
Average MCC ± 95% Confidence Intervals 0.564 ± 0.068
Sensitivity 0.475
Positive Predictive Value 0.622
Nr of predictions 48

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
2WRQ_Y 0.53 0.53 0.53 9 2833 13 5 3 5 8
2WWQ_V 0.76 0.64 0.90 18 2906 3 0 2 1 10
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
3AKZ_H 0.84 0.75 0.95 21 2679 1 1 0 0 7
3AMU_B 0.64 0.59 0.70 16 2980 9 0 7 2 11
3GX2_A 0.77 0.63 0.96 25 4345 2 0 1 1 15
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IYQ_A 0.29 0.31 0.27 29 60617 84 19 61 4 65
3IZ4_A 0.54 0.46 0.64 61 70781 39 3 31 5 71
3IZF_C 0.71 0.61 0.83 33 6863 7 1 6 0 21
3J16_L 0.29 0.23 0.37 7 2756 12 0 12 0 23
3J20_2 0.49 0.44 0.56 276 1116272 221 10 207 4 357
3J20_1 0.73 0.70 0.76 16 2905 5 0 5 0 7
3J20_0 0.44 0.40 0.50 12 2826 13 0 12 1 18
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.47 0.43 0.52 12 2752 11 1 10 0 16
3J3E_8 0.07 0.06 0.08 2 7478 32 2 21 9 31
3J3E_7 0.46 0.37 0.59 20 7106 14 1 13 0 34
3J3F_7 0.79 0.68 0.92 34 7223 4 0 3 1 16
3J3F_8 0.32 0.31 0.33 11 12213 36 3 19 14 25
3J3V_B 0.50 0.40 0.62 23 6984 14 1 13 0 34
3JYV_7 0.41 0.31 0.56 10 2832 8 0 8 0 22
3JYX_4 0.31 0.30 0.31 10 12214 34 4 18 12 23
3JYX_3 0.64 0.63 0.65 17 6302 19 1 8 10 10
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.71 0.61 0.82 28 6987 9 0 6 3 18
3O58_3 0.35 0.34 0.35 12 12369 35 2 20 13 23
3O58_2 0.75 0.76 0.74 29 7221 11 3 7 1 9
3PDR_A 0.76 0.63 0.94 45 12832 5 0 3 2 27
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.58 0.48 0.71 20 3888 8 1 7 0 22
3UZL_B 0.77 0.62 0.96 23 3546 1 0 1 0 14
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.88 0.78 1.00 31 4722 1 0 0 1 9
3ZEX_D 0.69 0.61 0.79 30 6983 8 1 7 0 19
3ZEX_C 0.41 0.27 0.64 14 14174 16 2 6 8 38
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_3 0.69 0.57 0.84 31 7103 6 0 6 0 23
4A1C_2 0.14 0.15 0.14 5 11746 41 4 26 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.31 0.26 0.38 5 1313 8 1 7 0 14
4FRG_B 0.30 0.22 0.41 7 3469 10 1 9 0 25
4FRN_A 0.45 0.36 0.57 13 5128 10 2 8 0 23
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12

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