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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric McQFold Mastr(20)
MCC 0.506 > 0.500
Average MCC ± 95% Confidence Intervals 0.548 ± 0.094 > 0.458 ± 0.108
Sensitivity 0.433 > 0.336
Positive Predictive Value 0.598 < 0.749
Total TP 651 > 506
Total TN 283618 < 284031
Total FP 499 > 202
Total FP CONTRA 63 > 19
Total FP INCONS 375 > 151
Total FP COMP 61 > 32
Total FN 853 < 998
P-value 0.00636070127375

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Performance plots


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

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

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Performance of McQFold - scored higher in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 651
Total TN 283618
Total FP 499
Total FP CONTRA 63
Total FP INCONS 375
Total FP COMP 61
Total FN 853
Total Scores
MCC 0.506
Average MCC ± 95% Confidence Intervals 0.548 ± 0.094
Sensitivity 0.433
Positive Predictive Value 0.598
Nr of predictions 38

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2. Individual counts for McQFold [ 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 0.86 0.75 1.00 21 2905 0 0 0 0 7
3AMU_B 0.75 0.59 0.94 16 2986 3 0 1 2 11
3G4S_9 0.27 0.21 0.36 12 7348 21 1 20 0 45
3GX2_A 0.47 0.40 0.57 16 4343 13 1 11 1 24
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IZ4_A 0.42 0.36 0.49 47 70780 53 6 43 4 85
3IZF_C 0.68 0.56 0.83 30 6867 6 0 6 0 24
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_7 0.46 0.37 0.59 20 7106 14 1 13 0 34
3J3E_8 0.00 0.00 0.00 0 7479 36 3 21 12 33
3J3F_7 0.18 0.16 0.22 8 7223 29 1 28 0 42
3J3F_8 0.30 0.31 0.30 11 12209 38 4 22 12 25
3J3V_B 0.49 0.33 0.73 19 6995 7 0 7 0 38
3JYV_7 -0.01 0.00 0.00 0 2830 20 0 20 0 32
3JYX_4 0.20 0.21 0.19 7 12210 33 8 21 4 26
3JYX_3 0.21 0.22 0.20 6 6298 24 9 15 0 21
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.81 0.67 0.97 31 6989 4 1 0 3 15
3O58_2 0.83 0.71 0.96 27 7232 2 0 1 1 11
3O58_3 0.26 0.26 0.26 9 12368 26 10 16 0 26
3PDR_A 0.69 0.56 0.87 40 12834 9 0 6 3 32
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.71 0.60 0.86 25 3887 4 0 4 0 17
3ZEX_D 0.69 0.53 0.90 26 6992 3 1 2 0 23
3ZEX_C 0.27 0.21 0.34 11 14164 24 2 19 3 41
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_2 0.15 0.15 0.15 5 11748 33 5 23 5 28
4A1C_3 0.25 0.22 0.29 12 7099 29 1 28 0 42
4AOB_A 0.42 0.33 0.54 14 4345 13 1 11 1 28
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4
4FRG_B 0.81 0.66 1.00 21 3465 0 0 0 0 11

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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.