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(20) - scored higher in this pairwise comparison

  4. Performance of Vsfold5 - scored lower in this pairwise comparison

  5. Compile and download dataset for CentroidAlifold(20) & Vsfold5 [.zip] - may take several seconds...


Overview

Metric CentroidAlifold(20) Vsfold5
MCC 0.817 > 0.480
Average MCC ± 95% Confidence Intervals 0.791 ± 0.070 > 0.517 ± 0.110
Sensitivity 0.740 > 0.486
Positive Predictive Value 0.906 > 0.484
Total TP 732 > 481
Total TN 101763 > 101577
Total FP 190 < 649
Total FP CONTRA 31 < 149
Total FP INCONS 45 < 364
Total FP COMP 114 < 136
Total FN 257 < 508
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(20) and Vsfold5. 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(20) and Vsfold5).

  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(20) and Vsfold5).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(20) and Vsfold5. 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(20) and Vsfold5).

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

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

Total Base Pair Counts
Total TP 732
Total TN 101763
Total FP 190
Total FP CONTRA 31
Total FP INCONS 45
Total FP COMP 114
Total FN 257
Total Scores
MCC 0.817
Average MCC ± 95% Confidence Intervals 0.791 ± 0.070
Sensitivity 0.740
Positive Predictive Value 0.906
Nr of predictions 38

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.59 0.56 0.67 10 342 6 0 5 1 8
2WRQ_Y 1.00 1.00 1.00 9 1143 12 0 0 12 0
2XKV_B 0.60 0.36 1.00 4 1831 7 0 0 7 7
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.44 0.20 1.00 7 2038 4 0 0 4 28
3A2K_C 0.98 0.95 1.00 21 1087 0 0 0 0 1
3AMU_B 1.00 1.00 1.00 19 1138 2 0 0 2 0
3GX2_A 0.92 0.86 1.00 24 1425 1 0 0 1 4
3IVN_B 0.86 0.83 0.90 19 882 2 2 0 0 4
3IZ4_A 0.67 0.52 0.88 49 25480 9 7 0 2 46
3IZF_C 0.91 0.89 0.94 31 2607 6 0 2 4 4
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2L_3 0.94 0.88 1.00 30 2990 3 0 0 3 4
3J3D_C 0.90 0.95 0.86 18 947 3 3 0 0 1
3J3E_8 0.00 0.00 0.00 0 2738 4 1 3 0 15
3J3E_7 0.80 0.82 0.78 28 2705 12 1 7 4 6
3J3F_7 0.94 0.94 0.94 34 2898 4 1 1 2 2
3J3F_8 0.44 0.37 0.54 7 4748 8 3 3 2 12
3J3V_B 0.86 0.81 0.92 22 2632 7 0 2 5 5
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3JYX_4 0.67 0.75 0.60 9 4741 9 5 1 3 3
3JYX_3 0.80 0.80 0.80 12 2363 23 0 3 20 3
3LA5_A 0.87 0.80 0.95 20 933 1 1 0 0 5
3NPB_A 0.77 0.65 0.92 24 2252 6 1 1 4 13
3O58_2 0.93 0.94 0.94 29 2723 9 0 2 7 2
3O58_3 0.64 0.45 0.91 10 4753 2 1 0 1 12
3PDR_A 0.92 0.90 0.94 45 4792 5 1 2 2 5
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
3SD1_A 0.85 0.76 0.96 22 1510 1 0 1 0 7
3ZEX_D 0.91 0.89 0.94 31 2763 6 0 2 4 4
3ZND_W 0.67 0.75 0.60 6 1181 16 0 4 12 2
4A1C_3 0.93 0.92 0.94 34 2727 4 0 2 2 3
4A1C_2 0.33 0.25 0.45 5 4505 8 3 3 2 15
4AOB_A 0.89 0.79 1.00 23 1414 2 0 0 2 6
4ENB_A 0.77 0.60 1.00 9 463 0 0 0 0 6
4ENC_A 0.68 0.47 1.00 7 489 0 0 0 0 8
4FRG_B 0.81 0.71 0.94 17 1184 2 0 1 1 7

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Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 481
Total TN 101577
Total FP 649
Total FP CONTRA 149
Total FP INCONS 364
Total FP COMP 136
Total FN 508
Total Scores
MCC 0.480
Average MCC ± 95% Confidence Intervals 0.517 ± 0.110
Sensitivity 0.486
Positive Predictive Value 0.484
Nr of predictions 38

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.97 0.94 1.00 17 340 1 0 0 1 1
2WRQ_Y 0.94 0.89 1.00 8 1144 13 0 0 13 1
2XKV_B -0.01 0.00 0.00 0 1803 32 17 15 0 11
2XQD_Y 0.95 0.90 1.00 19 1110 1 0 0 1 2
2XXA_G -0.02 0.00 0.00 0 2014 31 2 29 0 35
3A2K_C 0.95 0.91 1.00 20 1088 0 0 0 0 2
3AMU_B 0.77 0.79 0.75 15 1137 8 0 5 3 4
3GX2_A 0.61 0.57 0.67 16 1425 9 0 8 1 12
3IVN_B 0.88 0.78 1.00 18 885 0 0 0 0 5
3IZ4_A 0.31 0.31 0.33 29 25448 65 14 45 6 66
3IZF_C 0.85 0.83 0.88 29 2607 5 0 4 1 6
3J20_0 0.76 0.76 0.76 16 1198 6 3 2 1 5
3J20_1 0.75 0.75 0.75 15 1092 7 0 5 2 5
3J2L_3 0.70 0.71 0.71 24 2986 13 3 7 3 10
3J3D_C 0.63 0.68 0.59 13 946 9 3 6 0 6
3J3E_8 0.10 0.13 0.08 2 2718 31 10 12 9 13
3J3E_7 0.60 0.59 0.63 20 2709 13 1 11 1 14
3J3F_7 0.25 0.25 0.26 9 2900 25 4 21 0 27
3J3F_8 0.36 0.47 0.27 9 4728 38 13 11 14 10
3J3V_B 0.18 0.19 0.19 5 2629 28 7 15 6 22
3JYV_7 -0.02 0.00 0.00 0 1092 19 4 15 0 20
3JYX_4 0.63 0.83 0.48 10 4735 32 9 2 21 2
3JYX_3 0.12 0.13 0.11 2 2360 20 6 10 4 13
3LA5_A -0.02 0.00 0.00 0 938 16 0 16 0 25
3NPB_A 0.62 0.54 0.71 20 2250 10 1 7 2 17
3O58_2 0.50 0.52 0.50 16 2722 19 3 13 3 15
3O58_3 0.51 0.59 0.45 13 4735 28 11 5 12 9
3PDR_A 0.69 0.64 0.74 32 4797 13 3 8 2 18
3RKF_A 0.90 0.92 0.88 22 841 3 3 0 0 2
3SD1_A 0.13 0.14 0.15 4 1507 22 5 17 0 25
3ZEX_D 0.09 0.09 0.12 3 2771 24 5 17 2 32
3ZND_W 0.58 0.75 0.46 6 1178 17 4 3 10 2
4A1C_3 0.29 0.30 0.31 11 2727 26 4 21 1 26
4A1C_2 0.33 0.40 0.28 8 4487 37 8 13 16 12
4AOB_A 0.21 0.21 0.25 6 1413 19 2 16 1 23
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.60 0.58 0.64 14 1180 8 3 5 0 10

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