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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

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


Overview

Metric CentroidAlifold(seed) Mastr(20)
MCC 0.589 > 0.499
Average MCC ± 95% Confidence Intervals 0.560 ± 0.053 > 0.453 ± 0.104
Sensitivity 0.379 > 0.333
Positive Predictive Value 0.920 > 0.754
Total TP 575 > 505
Total TN 286996 > 286951
Total FP 82 < 198
Total FP CONTRA 6 < 18
Total FP INCONS 44 < 147
Total FP COMP 32 < 33
Total FN 943 < 1013
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(seed) 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 CentroidAlifold(seed) 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 CentroidAlifold(seed) and Mastr(20)).

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

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Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 575
Total TN 286996
Total FP 82
Total FP CONTRA 6
Total FP INCONS 44
Total FP COMP 32
Total FN 943
Total Scores
MCC 0.589
Average MCC ± 95% Confidence Intervals 0.560 ± 0.053
Sensitivity 0.379
Positive Predictive Value 0.920
Nr of predictions 39

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.53 0.50 0.59 10 973 7 0 7 0 10
2WRQ_Y 0.24 0.12 0.50 2 2846 4 0 2 2 15
2XKV_B 0.53 0.50 0.56 10 4542 20 0 8 12 10
2XQD_Y 0.47 0.22 1.00 6 2844 0 0 0 0 21
2XXA_G 0.77 0.64 0.93 27 5122 3 0 2 1 15
3A2K_C 0.46 0.21 1.00 6 2920 0 0 0 0 22
3AMU_B 0.47 0.22 1.00 6 2997 0 0 0 0 21
3GX2_A 0.77 0.60 1.00 24 4347 1 0 0 1 16
3IVN_B 0.78 0.65 0.95 20 2325 1 1 0 0 11
3IZ4_A 0.58 0.39 0.88 51 70818 7 2 5 0 81
3IZF_C 0.54 0.30 1.00 16 6887 0 0 0 0 38
3J20_0 0.45 0.20 1.00 6 2844 0 0 0 0 24
3J20_1 0.51 0.26 1.00 6 2920 0 0 0 0 17
3J2L_3 0.53 0.28 1.00 15 7860 2 0 0 2 38
3J3D_C 0.46 0.21 1.00 6 2769 0 0 0 0 22
3J3E_8 0.26 0.09 0.75 3 7499 1 0 1 0 30
3J3E_7 0.56 0.33 0.95 18 7121 1 0 1 0 36
3J3F_8 0.55 0.33 0.92 12 12233 1 0 1 0 24
3J3F_7 0.58 0.34 1.00 17 7243 1 0 0 1 33
3J3V_B 0.48 0.28 0.84 16 7002 3 0 3 0 41
3JYV_7 0.43 0.19 1.00 6 2844 0 0 0 0 26
3JYX_3 0.59 0.41 0.85 11 6315 5 0 2 3 16
3JYX_4 0.52 0.30 0.91 10 12235 3 0 1 2 23
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.71 0.54 0.93 25 6994 4 1 1 2 21
3O58_3 0.56 0.34 0.92 12 12390 1 0 1 0 23
3O58_2 0.65 0.42 1.00 16 7244 0 0 0 0 22
3PDR_A 0.77 0.61 0.98 44 12835 3 0 1 2 28
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.71 0.52 0.96 22 3893 1 0 1 0 20
3ZEX_D 0.60 0.37 1.00 18 7003 0 0 0 0 31
3ZEX_C 0.46 0.23 0.92 12 14183 1 1 0 0 40
3ZND_W 0.00 0.00 0.00 0 2998 6 0 5 1 23
4A1C_3 0.54 0.30 1.00 16 7124 0 0 0 0 38
4A1C_2 0.46 0.24 0.89 8 11772 3 0 1 2 25
4AOB_A 0.75 0.57 1.00 24 4347 1 0 0 1 18
4ENB_A 0.65 0.42 1.00 8 1267 0 0 0 0 11
4ENC_A 0.65 0.42 1.00 8 1318 0 0 0 0 11
4FRG_B 0.69 0.53 0.89 17 3467 2 1 1 0 15

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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 505
Total TN 286951
Total FP 198
Total FP CONTRA 18
Total FP INCONS 147
Total FP COMP 33
Total FN 1013
Total Scores
MCC 0.499
Average MCC ± 95% Confidence Intervals 0.453 ± 0.104
Sensitivity 0.333
Positive Predictive Value 0.754
Nr of predictions 39

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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
2L94_A 0.87 0.80 0.94 16 973 1 0 1 0 4
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2XKV_B 0.45 0.20 1.00 4 4556 3 0 0 3 16
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2XXA_G 0.41 0.17 1.00 7 5144 0 0 0 0 35
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
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_8 0.00 0.00 0.00 0 7503 0 0 0 0 33
3J3E_7 0.66 0.57 0.76 31 7099 10 1 9 0 23
3J3F_8 0.00 0.00 0.00 0 12246 0 0 0 0 36
3J3F_7 0.72 0.64 0.82 32 7221 8 0 7 1 18
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_3 0.56 0.56 0.58 15 6302 23 1 10 12 12
3JYX_4 0.00 0.00 0.00 0 12246 0 0 0 0 33
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_3 0.00 0.00 0.00 0 12403 0 0 0 0 35
3O58_2 0.76 0.76 0.76 29 7222 12 3 6 3 9
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_3 0.70 0.59 0.84 32 7102 7 0 6 1 22
4A1C_2 0.00 0.00 0.00 0 11781 0 0 0 0 33
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.