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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Pknots Mastr(seed)
MCC 0.523 > 0.025
Average MCC ± 95% Confidence Intervals 0.568 ± 0.078 > 0.004 ± 0.007
Sensitivity 0.469 > 0.002
Positive Predictive Value 0.590 > 0.375
Total TP 832 > 3
Total TN 253361 < 254762
Total FP 648 > 5
Total FP CONTRA 73 > 0
Total FP INCONS 504 > 5
Total FP COMP 71 > 0
Total FN 942 < 1771
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Pknots - scored higher in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 832
Total TN 253361
Total FP 648
Total FP CONTRA 73
Total FP INCONS 504
Total FP COMP 71
Total FN 942
Total Scores
MCC 0.523
Average MCC ± 95% Confidence Intervals 0.568 ± 0.078
Sensitivity 0.469
Positive Predictive Value 0.590
Nr of predictions 50

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2. Individual counts for Pknots [ 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 0.79 0.75 0.83 15 1522 3 1 2 0 5
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2WWQ_V 0.24 0.21 0.29 6 2905 16 1 14 1 22
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2ZZM_B 0.20 0.19 0.23 6 3460 20 2 18 0 26
2ZZN_D 0.86 0.78 0.95 21 2463 1 0 1 0 6
3A2K_C 0.45 0.43 0.48 12 2901 13 2 11 0 16
3A3A_A 0.87 0.76 1.00 28 3627 0 0 0 0 9
3AKZ_H 0.84 0.75 0.95 21 2679 1 1 0 0 7
3AMU_B 0.86 0.74 1.00 20 2983 2 0 0 2 7
3G4S_9 0.25 0.21 0.31 12 7342 27 0 27 0 45
3GX2_A 0.47 0.40 0.55 16 4342 14 1 12 1 24
3IVN_B 0.78 0.65 0.95 20 2325 1 0 1 0 11
3IZF_C 0.70 0.61 0.80 33 6862 8 1 7 0 21
3J16_L 0.34 0.30 0.41 9 2753 13 0 13 0 21
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J2L_3 0.62 0.51 0.75 27 7839 12 0 9 3 26
3J3D_C 0.46 0.43 0.50 12 2751 12 1 11 0 16
3J3E_8 0.07 0.06 0.08 2 7479 33 2 20 11 31
3J3E_7 0.43 0.35 0.54 19 7105 16 1 15 0 35
3J3F_8 0.36 0.36 0.37 13 12211 34 2 20 12 23
3J3F_7 0.27 0.24 0.32 12 7222 27 1 25 1 38
3J3V_B 0.41 0.33 0.51 19 6984 18 1 17 0 38
3JYV_7 0.81 0.66 1.00 21 2829 0 0 0 0 11
3JYX_4 0.18 0.21 0.16 7 12203 41 13 23 5 26
3JYX_3 0.34 0.37 0.31 10 6296 24 9 13 2 17
3LA5_A 0.80 0.65 1.00 22 2463 0 0 0 0 12
3NPB_A 0.76 0.67 0.86 31 6985 8 1 4 3 15
3O58_3 0.27 0.31 0.24 11 12357 38 11 24 3 24
3O58_2 0.83 0.74 0.93 28 7230 3 0 2 1 10
3PDR_A 0.54 0.44 0.65 32 12831 19 0 17 2 40
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.65 0.52 0.81 22 3889 5 0 5 0 20
3UZL_B 0.75 0.59 0.96 22 3547 1 0 1 0 15
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.71 0.63 0.81 25 4722 7 0 6 1 15
3ZEX_C 0.07 0.08 0.07 4 14141 54 4 47 3 48
3ZEX_D 0.27 0.24 0.30 12 6981 28 0 28 0 37
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_2 0.24 0.24 0.25 8 11749 36 3 21 12 25
4A1C_3 0.25 0.22 0.29 12 7099 29 1 28 0 42
4AOB_A 0.17 0.14 0.21 6 4343 23 1 21 1 36
4ENB_A 0.83 0.79 0.88 15 1258 2 1 1 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4
4FRG_B 0.48 0.38 0.63 12 3467 7 0 7 0 20
4FRN_A 0.51 0.42 0.63 15 5127 9 1 8 0 21
4JF2_A 0.81 0.77 0.86 24 2822 4 3 1 0 7

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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 254762
Total FP 5
Total FP CONTRA 0
Total FP INCONS 5
Total FP COMP 0
Total FN 1771
Total Scores
MCC 0.025
Average MCC ± 95% Confidence Intervals 0.004 ± 0.007
Sensitivity 0.002
Positive Predictive Value 0.375
Nr of predictions 50

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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
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_1 0.00 0.00 0.00 0 2926 0 0 0 0 23
3J20_0 0.00 0.00 0.00 0 2850 0 0 0 0 30
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_8 0.00 0.00 0.00 0 7503 0 0 0 0 33
3J3E_7 0.00 0.00 0.00 0 7140 0 0 0 0 54
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_2 0.00 0.00 0.00 0 11781 0 0 0 0 33
4A1C_3 0.00 0.00 0.00 0 7140 0 0 0 0 54
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.