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

  1. Overview

  2. Performance Plots

  3. Performance of Sfold - scored higher in this pairwise comparison

  4. Performance of Mastr(seed) - scored lower in this pairwise comparison

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


Overview

Metric Sfold Mastr(seed)
MCC 0.560 > 0.023
Average MCC ± 95% Confidence Intervals 0.571 ± 0.063 > 0.004 ± 0.007
Sensitivity 0.472 > 0.002
Positive Predictive Value 0.669 > 0.375
Total TP 943 > 3
Total TN 384962 < 386364
Total FP 563 > 5
Total FP CONTRA 62 > 0
Total FP INCONS 405 > 5
Total FP COMP 96 > 0
Total FN 1057 < 1997
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Sfold and Mastr(seed). 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 Sfold and Mastr(seed)).

  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 Sfold and Mastr(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Sfold and Mastr(seed). 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 Sfold and Mastr(seed)).

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Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP 943
Total TN 384962
Total FP 563
Total FP CONTRA 62
Total FP INCONS 405
Total FP COMP 96
Total FN 1057
Total Scores
MCC 0.560
Average MCC ± 95% Confidence Intervals 0.571 ± 0.063
Sensitivity 0.472
Positive Predictive Value 0.669
Nr of predictions 52

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2. Individual counts for Sfold [ 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
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LC8_A 0.45 0.35 0.58 7 1528 5 0 5 0 13
2WRQ_Y 0.53 0.53 0.53 9 2833 13 5 3 5 8
2WWQ_V 0.80 0.68 0.95 19 2906 2 0 1 1 9
2XQD_Y 0.77 0.67 0.90 18 2830 2 0 2 0 9
2ZZM_B 0.12 0.09 0.17 3 3468 15 0 15 0 29
2ZZN_D 0.82 0.78 0.88 21 2461 3 0 3 0 6
3A2K_C 0.42 0.39 0.46 11 2902 13 2 11 0 17
3A3A_A 0.87 0.76 1.00 28 3627 0 0 0 0 9
3AKZ_H 0.44 0.39 0.50 11 2679 11 2 9 0 17
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3G4S_9 0.51 0.39 0.69 22 7349 10 1 9 0 35
3GX2_A 0.72 0.55 0.96 22 4348 2 0 1 1 18
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IYQ_A 0.33 0.34 0.32 32 60627 71 19 48 4 62
3IZ4_A 0.52 0.42 0.65 56 70790 31 3 27 1 76
3IZF_C 0.71 0.61 0.83 33 6863 7 0 7 0 21
3J16_L 0.29 0.23 0.37 7 2756 12 0 12 0 23
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 6 0 5 1 7
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.36 0.25 0.54 7 2762 6 0 6 0 21
3J3E_7 0.60 0.50 0.73 27 7103 10 1 9 0 27
3J3E_8 0.06 0.06 0.08 2 7477 32 2 22 8 31
3J3F_8 0.35 0.33 0.38 12 12214 34 3 17 14 24
3J3F_7 0.69 0.60 0.79 30 7222 8 1 7 0 20
3J3V_B 0.51 0.37 0.72 21 6992 8 0 8 0 36
3JYV_7 -0.01 0.00 0.00 0 2834 16 0 16 0 32
3JYX_4 0.35 0.30 0.42 10 12222 23 3 11 9 23
3JYX_3 0.62 0.63 0.61 17 6300 19 1 10 8 10
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.77 0.65 0.91 30 6988 6 1 2 3 16
3O58_3 0.43 0.34 0.55 12 12381 17 0 10 7 23
3O58_2 0.74 0.74 0.74 28 7222 11 3 7 1 10
3PDR_A 0.69 0.56 0.85 40 12833 9 0 7 2 32
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.65 0.50 0.84 21 3891 4 1 3 0 21
3UZL_B 0.51 0.32 0.80 12 3555 3 2 1 0 25
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.57 0.53 0.64 21 4720 13 1 11 1 19
3ZEX_C 0.32 0.21 0.48 11 14173 26 1 11 14 41
3ZEX_D 0.74 0.63 0.86 31 6985 5 0 5 0 18
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4A1C_3 0.69 0.57 0.84 31 7103 6 1 5 0 23
4A1C_2 0.16 0.15 0.17 5 11751 34 2 23 9 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 0.51 0.26 1.00 5 1321 0 0 0 0 14
4FRG_B 0.62 0.47 0.83 15 3468 3 1 2 0 17
4FRN_A 0.63 0.44 0.89 16 5133 2 2 0 0 20
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12

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Performance of Mastr(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 3
Total TN 386364
Total FP 5
Total FP CONTRA 0
Total FP INCONS 5
Total FP COMP 0
Total FN 1997
Total Scores
MCC 0.023
Average MCC ± 95% Confidence Intervals 0.004 ± 0.007
Sensitivity 0.002
Positive Predictive Value 0.375
Nr of predictions 52

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.00 0.00 0.00 0 406 0 0 0 0 11
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 0.00 0.00 0.00 0 2850 0 0 0 0 17
2WWQ_V 0.00 0.00 0.00 0 2926 0 0 0 0 28
2XQD_Y 0.00 0.00 0.00 0 2850 0 0 0 0 27
2ZZM_B 0.00 0.00 0.00 0 3486 0 0 0 0 32
2ZZN_D 0.00 0.00 0.00 0 2485 0 0 0 0 27
3A2K_C 0.00 0.00 0.00 0 2926 0 0 0 0 28
3A3A_A 0.00 0.00 0.00 0 3655 0 0 0 0 37
3AKZ_H 0.00 0.00 0.00 0 2701 0 0 0 0 28
3AMU_B 0.00 0.00 0.00 0 3003 0 0 0 0 27
3G4S_9 0.00 0.00 0.00 0 7381 0 0 0 0 57
3GX2_A 0.00 0.00 0.00 0 4371 0 0 0 0 40
3IVN_B 0.00 0.00 0.00 0 2346 0 0 0 0 31
3IYQ_A 0.00 0.00 0.00 0 60726 0 0 0 0 94
3IZ4_A 0.00 0.00 0.00 0 70876 0 0 0 0 132
3IZF_C 0.00 0.00 0.00 0 6903 0 0 0 0 54
3J16_L 0.00 0.00 0.00 0 2775 0 0 0 0 30
3J20_0 0.00 0.00 0.00 0 2850 0 0 0 0 30
3J20_1 0.00 0.00 0.00 0 2926 0 0 0 0 23
3J2L_3 0.00 0.00 0.00 0 7875 0 0 0 0 53
3J3D_C 0.00 0.00 0.00 0 2775 0 0 0 0 28
3J3E_7 0.00 0.00 0.00 0 7140 0 0 0 0 54
3J3E_8 0.00 0.00 0.00 0 7503 0 0 0 0 33
3J3F_8 0.00 0.00 0.00 0 12246 0 0 0 0 36
3J3F_7 0.00 0.00 0.00 0 7260 0 0 0 0 50
3J3V_B 0.00 0.00 0.00 0 7021 0 0 0 0 57
3JYV_7 0.00 0.00 0.00 0 2850 0 0 0 0 32
3JYX_4 0.00 0.00 0.00 0 12246 0 0 0 0 33
3JYX_3 0.00 0.00 0.00 0 6328 0 0 0 0 27
3LA5_A 0.00 0.00 0.00 0 2485 0 0 0 0 34
3NPB_A 0.00 0.00 0.00 0 7021 0 0 0 0 46
3O58_3 0.00 0.00 0.00 0 12403 0 0 0 0 35
3O58_2 0.00 0.00 0.00 0 7260 0 0 0 0 38
3PDR_A 0.00 0.00 0.00 0 12880 0 0 0 0 72
3RKF_A 0.00 0.00 0.00 0 2211 0 0 0 0 34
3SD1_A 0.00 0.00 0.00 0 3916 0 0 0 0 42
3UZL_B 0.00 0.00 0.00 0 3570 0 0 0 0 37
3W1K_J 0.00 0.00 0.00 0 4186 0 0 0 0 38
3W3S_B 0.00 0.00 0.00 0 4753 0 0 0 0 40
3ZEX_C 0.00 0.00 0.00 0 14196 0 0 0 0 52
3ZEX_D 0.00 0.00 0.00 0 7021 0 0 0 0 49
3ZND_W 0.00 0.00 0.00 0 3003 0 0 0 0 23
4A1C_3 0.00 0.00 0.00 0 7140 0 0 0 0 54
4A1C_2 0.00 0.00 0.00 0 11781 0 0 0 0 33
4AOB_A 0.00 0.00 0.00 0 4371 0 0 0 0 42
4ENB_A 0.00 0.00 0.00 0 1275 0 0 0 0 19
4ENC_A 0.00 0.00 0.00 0 1326 0 0 0 0 19
4FRG_B 0.00 0.00 0.00 0 3486 0 0 0 0 32
4FRN_A 0.00 0.00 0.00 0 5151 0 0 0 0 36
4JF2_A 0.19 0.10 0.38 3 2842 5 0 5 0 28

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