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(20) - scored lower in this pairwise comparison

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


Overview

Metric Sfold Mastr(20)
MCC 0.560 > 0.500
Average MCC ± 95% Confidence Intervals 0.559 ± 0.072 > 0.458 ± 0.108
Sensitivity 0.466 > 0.336
Positive Predictive Value 0.677 < 0.749
Total TP 701 > 506
Total TN 283671 < 284031
Total FP 425 > 202
Total FP CONTRA 35 > 19
Total FP INCONS 300 > 151
Total FP COMP 90 > 32
Total FN 803 < 998
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Sfold and Mastr(20). 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(20)).

  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(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Sfold and Mastr(20). 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(20)).

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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 701
Total TN 283671
Total FP 425
Total FP CONTRA 35
Total FP INCONS 300
Total FP COMP 90
Total FN 803
Total Scores
MCC 0.560
Average MCC ± 95% Confidence Intervals 0.559 ± 0.072
Sensitivity 0.466
Positive Predictive Value 0.677
Nr of predictions 38

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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
2WRQ_Y 0.53 0.53 0.53 9 2833 13 5 3 5 8
2XQD_Y 0.77 0.67 0.90 18 2830 2 0 2 0 9
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 0.51 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
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
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_7 0.69 0.60 0.79 30 7222 8 1 7 0 20
3J3F_8 0.35 0.33 0.38 12 12214 34 3 17 14 24
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_2 0.74 0.74 0.74 28 7222 11 3 7 1 10
3O58_3 0.43 0.34 0.55 12 12381 17 0 10 7 23
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
3ZEX_D 0.74 0.63 0.86 31 6985 5 0 5 0 18
3ZEX_C 0.32 0.21 0.48 11 14173 26 1 11 14 41
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4A1C_2 0.16 0.15 0.17 5 11751 34 2 23 9 28
4A1C_3 0.69 0.57 0.84 31 7103 6 1 5 0 23
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

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Performance of Mastr(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 506
Total TN 284031
Total FP 202
Total FP CONTRA 19
Total FP INCONS 151
Total FP COMP 32
Total FN 998
Total Scores
MCC 0.500
Average MCC ± 95% Confidence Intervals 0.458 ± 0.108
Sensitivity 0.336
Positive Predictive Value 0.749
Nr of predictions 38

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2. Individual counts for Mastr(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 12 5 3 4 7
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3A2K_C 0.72 0.61 0.85 17 2906 3 0 3 0 11
3AMU_B 0.77 0.59 1.00 16 2987 1 0 0 1 11
3G4S_9 0.48 0.32 0.75 18 7357 8 1 5 2 39
3GX2_A 0.39 0.28 0.55 11 4351 10 0 9 1 29
3IVN_B 0.78 0.65 0.95 20 2325 1 1 0 0 11
3IZ4_A 0.00 0.00 0.00 0 70876 0 0 0 0 132
3IZF_C 0.73 0.63 0.85 34 6863 7 1 5 1 20
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J20_1 0.25 0.22 0.29 5 2909 12 0 12 0 18
3J2L_3 0.34 0.25 0.48 13 7848 16 1 13 2 40
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_7 0.66 0.57 0.76 31 7099 10 1 9 0 23
3J3E_8 0.00 0.00 0.00 0 7503 0 0 0 0 33
3J3F_7 0.72 0.64 0.82 32 7221 8 0 7 1 18
3J3F_8 0.00 0.00 0.00 0 12246 0 0 0 0 36
3J3V_B 0.19 0.12 0.30 7 6998 16 0 16 0 50
3JYV_7 0.81 0.66 1.00 21 2829 0 0 0 0 11
3JYX_4 0.00 0.00 0.00 0 12246 0 0 0 0 33
3JYX_3 0.56 0.56 0.58 15 6302 23 1 10 12 12
3LA5_A 0.76 0.59 1.00 20 2465 0 0 0 0 14
3NPB_A 0.30 0.24 0.39 11 6993 18 1 16 1 35
3O58_2 0.76 0.76 0.76 29 7222 12 3 6 3 9
3O58_3 0.00 0.00 0.00 0 12403 0 0 0 0 35
3PDR_A 0.00 0.00 0.00 0 12880 0 0 0 0 72
3RKF_A 0.70 0.50 1.00 17 2194 0 0 0 0 17
3SD1_A 0.61 0.50 0.75 21 3888 7 1 6 0 21
3ZEX_D 0.80 0.71 0.90 35 6982 4 0 4 0 14
3ZEX_C 0.00 0.00 0.00 0 14196 0 0 0 0 52
3ZND_W -0.01 0.00 0.00 0 2988 16 3 12 1 23
4A1C_2 0.00 0.00 0.00 0 11781 0 0 0 0 33
4A1C_3 0.70 0.59 0.84 32 7102 7 0 6 1 22
4AOB_A 0.39 0.26 0.58 11 4352 9 0 8 1 31
4ENB_A 0.39 0.16 1.00 3 1272 0 0 0 0 16
4ENC_A 0.51 0.26 1.00 5 1321 0 0 0 0 14
4FRG_B 0.00 0.00 0.00 0 3486 0 0 0 0 32

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