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

  1. Overview

  2. Performance Plots

  3. Performance of Carnac(20) - scored higher in this pairwise comparison

  4. Performance of CentroidFold - scored lower in this pairwise comparison

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


Overview

Metric Carnac(20) CentroidFold
MCC 0.579 > 0.537
Average MCC ± 95% Confidence Intervals 0.535 ± 0.078 < 0.544 ± 0.077
Sensitivity 0.374 < 0.456
Positive Predictive Value 0.899 > 0.637
Total TP 568 < 692
Total TN 286989 > 286535
Total FP 91 < 460
Total FP CONTRA 8 < 51
Total FP INCONS 56 < 343
Total FP COMP 27 < 66
Total FN 950 > 826
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Carnac(20) and CentroidFold. 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 Carnac(20) and CentroidFold).

  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 Carnac(20) and CentroidFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Carnac(20) and CentroidFold. 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 Carnac(20) and CentroidFold).

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Performance of Carnac(20) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 568
Total TN 286989
Total FP 91
Total FP CONTRA 8
Total FP INCONS 56
Total FP COMP 27
Total FN 950
Total Scores
MCC 0.579
Average MCC ± 95% Confidence Intervals 0.535 ± 0.078
Sensitivity 0.374
Positive Predictive Value 0.899
Nr of predictions 39

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2. Individual counts for Carnac(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.00 0.00 0.00 0 990 0 0 0 0 20
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
2XKV_B 0.32 0.10 1.00 2 4558 1 0 0 1 18
2XQD_Y 0.79 0.63 1.00 17 2833 0 0 0 0 10
2XXA_G 0.27 0.07 1.00 3 5148 0 0 0 0 39
3A2K_C 0.78 0.61 1.00 17 2909 0 0 0 0 11
3AMU_B 0.69 0.59 0.80 16 2983 6 0 4 2 11
3GX2_A 0.57 0.33 1.00 13 4358 0 0 0 0 27
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IZ4_A 0.47 0.23 0.94 31 70843 2 0 2 0 101
3IZF_C 0.73 0.56 0.97 30 6872 1 0 1 0 24
3J20_0 0.62 0.53 0.73 16 2828 7 0 6 1 14
3J20_1 0.86 0.74 1.00 17 2909 0 0 0 0 6
3J2L_3 0.46 0.34 0.64 18 7847 11 0 10 1 35
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_8 0.00 0.00 0.00 0 7503 0 0 0 0 33
3J3E_7 0.65 0.44 0.96 24 7115 1 0 1 0 30
3J3F_8 0.50 0.25 1.00 9 12237 0 0 0 0 27
3J3F_7 0.66 0.44 1.00 22 7238 0 0 0 0 28
3J3V_B 0.58 0.35 0.95 20 7000 1 0 1 0 37
3JYV_7 0.68 0.50 0.94 16 2833 1 0 1 0 16
3JYX_3 0.64 0.56 0.75 15 6308 10 1 4 5 12
3JYX_4 0.46 0.21 1.00 7 12239 2 0 0 2 26
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.44 0.20 1.00 9 7012 2 0 0 2 37
3O58_3 0.51 0.26 1.00 9 12394 0 0 0 0 26
3O58_2 0.83 0.71 0.96 27 7232 2 0 1 1 11
3PDR_A 0.62 0.40 0.97 29 12850 3 0 1 2 43
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.60 0.38 0.94 16 3899 1 0 1 0 26
3ZEX_D 0.73 0.53 1.00 26 6995 0 0 0 0 23
3ZEX_C 0.31 0.13 0.70 7 14186 3 1 2 0 45
3ZND_W 0.47 0.39 0.56 9 2987 10 0 7 3 14
4A1C_3 0.67 0.52 0.88 28 7108 4 0 4 0 26
4A1C_2 0.33 0.15 0.71 5 11774 3 0 2 1 28
4AOB_A 0.49 0.33 0.74 14 4352 6 1 4 1 28
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 0.43 0.19 1.00 6 3480 0 0 0 0 26

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Performance of CentroidFold - scored lower in this pairwise comparison

1. Total counts & total scores for CentroidFold

Total Base Pair Counts
Total TP 692
Total TN 286535
Total FP 460
Total FP CONTRA 51
Total FP INCONS 343
Total FP COMP 66
Total FN 826
Total Scores
MCC 0.537
Average MCC ± 95% Confidence Intervals 0.544 ± 0.077
Sensitivity 0.456
Positive Predictive Value 0.637
Nr of predictions 39

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.92 0.90 0.95 18 971 1 0 1 0 2
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2XKV_B 0.51 0.50 0.53 10 4541 25 0 9 16 10
2XQD_Y 0.75 0.67 0.86 18 2829 3 0 3 0 9
2XXA_G 0.15 0.12 0.20 5 5126 20 1 19 0 37
3A2K_C 0.44 0.43 0.46 12 2900 14 2 12 0 16
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3GX2_A 0.79 0.63 1.00 25 4346 1 0 0 1 15
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IZ4_A 0.55 0.45 0.68 59 70789 33 4 24 5 73
3IZF_C 0.68 0.61 0.77 33 6860 10 1 9 0 21
3J20_0 0.44 0.40 0.50 12 2826 13 0 12 1 18
3J20_1 0.91 0.87 0.95 20 2905 2 0 1 1 3
3J2L_3 0.53 0.49 0.58 26 7830 21 0 19 2 27
3J3D_C 0.49 0.43 0.57 12 2754 9 0 9 0 16
3J3E_8 0.00 0.00 0.00 0 7485 21 2 16 3 33
3J3E_7 0.46 0.37 0.59 20 7106 14 1 13 0 34
3J3F_8 0.34 0.33 0.34 12 12211 34 4 19 11 24
3J3F_7 0.20 0.18 0.23 9 7221 30 1 29 0 41
3J3V_B 0.47 0.37 0.60 21 6986 14 1 13 0 36
3JYV_7 0.77 0.59 1.00 19 2831 0 0 0 0 13
3JYX_3 0.29 0.30 0.30 8 6301 20 8 11 1 19
3JYX_4 0.23 0.21 0.25 7 12218 25 5 16 4 26
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.77 0.70 0.86 32 6984 7 1 4 2 14
3O58_3 0.38 0.29 0.50 10 12383 10 0 10 0 25
3O58_2 0.82 0.76 0.88 29 7227 7 1 3 3 9
3PDR_A 0.73 0.60 0.90 43 12832 7 0 5 2 29
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
3ZEX_D 0.73 0.59 0.91 29 6989 3 0 3 0 20
3ZEX_C 0.47 0.27 0.82 14 14179 3 1 2 0 38
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_3 0.67 0.56 0.81 30 7103 7 1 6 0 24
4A1C_2 0.16 0.15 0.17 5 11752 29 5 19 5 28
4AOB_A 0.45 0.33 0.61 14 4348 10 1 8 1 28
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.73 0.58 0.92 11 1314 1 1 0 0 8
4FRG_B 0.24 0.22 0.28 7 3461 18 3 15 0 25

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