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 Vsfold4 - scored lower in this pairwise comparison

  5. Compile and download dataset for CentroidAlifold(20) & Vsfold4 [.zip] - may take several seconds...


Overview

Metric CentroidAlifold(20) Vsfold4
MCC 0.681 > 0.445
Average MCC ± 95% Confidence Intervals 0.664 ± 0.063 > 0.475 ± 0.089
Sensitivity 0.527 > 0.373
Positive Predictive Value 0.882 > 0.536
Total TP 773 > 547
Total TN 272549 > 272404
Total FP 149 < 550
Total FP CONTRA 15 < 51
Total FP INCONS 88 < 423
Total FP COMP 46 < 76
Total FN 693 < 919
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(20) and Vsfold4. 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 Vsfold4).

  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 Vsfold4).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(20) and Vsfold4. 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 Vsfold4).

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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 773
Total TN 272549
Total FP 149
Total FP CONTRA 15
Total FP INCONS 88
Total FP COMP 46
Total FN 693
Total Scores
MCC 0.681
Average MCC ± 95% Confidence Intervals 0.664 ± 0.063
Sensitivity 0.527
Positive Predictive Value 0.882
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 0.61 0.55 0.69 11 974 5 0 5 0 9
2WRQ_Y 0.57 0.59 0.56 10 2832 11 5 3 3 7
2XKV_B 0.46 0.25 0.83 5 4554 6 0 1 5 15
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2XXA_G 0.44 0.19 1.00 8 5143 3 0 0 3 34
3A2K_C 0.86 0.75 1.00 21 2905 0 0 0 0 7
3AMU_B 0.86 0.74 1.00 20 2983 1 0 0 1 7
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 3 4 0 81
3IZF_C 0.75 0.61 0.92 33 6867 4 0 3 1 21
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2L_3 0.76 0.58 1.00 31 7844 2 0 0 2 22
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_8 0.00 0.00 0.00 0 7499 4 0 4 0 33
3J3E_7 0.64 0.56 0.75 30 7100 10 0 10 0 24
3J3F_7 0.79 0.68 0.92 34 7223 4 0 3 1 16
3J3F_8 0.39 0.25 0.60 9 12231 6 1 5 0 27
3J3V_B 0.66 0.47 0.93 27 6992 2 0 2 0 30
3JYV_7 0.81 0.66 1.00 21 2829 0 0 0 0 11
3JYX_4 0.39 0.27 0.56 9 12230 9 0 7 2 24
3JYX_3 0.61 0.56 0.68 15 6306 20 0 7 13 12
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.70 0.54 0.89 25 6993 5 1 2 2 21
3O58_2 0.78 0.76 0.81 29 7224 9 2 5 2 9
3O58_3 0.54 0.31 0.92 11 12391 1 0 1 0 24
3PDR_A 0.76 0.63 0.94 45 12832 5 0 3 2 27
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
3SD1_A 0.71 0.52 0.96 22 3893 1 0 1 0 20
3ZEX_D 0.80 0.69 0.92 34 6984 3 0 3 0 15
3ZND_W 0.47 0.43 0.53 10 2984 12 0 9 3 13
4A1C_3 0.76 0.63 0.92 34 7103 4 0 3 1 20
4A1C_2 0.26 0.15 0.45 5 11770 8 1 5 2 28
4AOB_A 0.75 0.57 1.00 24 4347 1 0 0 1 18
4ENB_A 0.69 0.47 1.00 9 1266 0 0 0 0 10
4ENC_A 0.60 0.37 1.00 7 1319 0 0 0 0 12
4FRG_B 0.69 0.53 0.89 17 3467 2 1 1 0 15

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Performance of Vsfold4 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold4

Total Base Pair Counts
Total TP 547
Total TN 272404
Total FP 550
Total FP CONTRA 51
Total FP INCONS 423
Total FP COMP 76
Total FN 919
Total Scores
MCC 0.445
Average MCC ± 95% Confidence Intervals 0.475 ± 0.089
Sensitivity 0.373
Positive Predictive Value 0.536
Nr of predictions 38

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2. Individual counts for Vsfold4 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.92 0.85 1.00 17 973 0 0 0 0 3
2WRQ_Y 0.53 0.53 0.53 9 2833 12 5 3 4 8
2XKV_B -0.01 0.00 0.00 0 4533 27 8 19 0 20
2XQD_Y 0.86 0.74 1.00 20 2830 0 0 0 0 7
2XXA_G -0.01 0.00 0.00 0 5122 29 1 28 0 42
3A2K_C 0.84 0.71 1.00 20 2906 0 0 0 0 8
3AMU_B 0.64 0.56 0.75 15 2983 7 0 5 2 12
3GX2_A 0.50 0.40 0.64 16 4346 10 0 9 1 24
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IZ4_A 0.36 0.31 0.43 41 70780 59 7 48 4 91
3IZF_C 0.69 0.56 0.86 30 6868 5 0 5 0 24
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J20_1 0.71 0.70 0.73 16 2904 6 0 6 0 7
3J2L_3 0.57 0.45 0.73 24 7842 12 1 8 3 29
3J3D_C 0.44 0.39 0.50 11 2753 11 1 10 0 17
3J3E_8 0.07 0.06 0.09 2 7481 32 2 18 12 31
3J3E_7 0.48 0.35 0.66 19 7111 10 0 10 0 35
3J3F_7 0.21 0.18 0.26 9 7226 25 0 25 0 41
3J3F_8 0.33 0.31 0.37 11 12216 27 4 15 8 25
3J3V_B 0.17 0.12 0.24 7 6992 22 1 21 0 50
3JYV_7 -0.01 0.00 0.00 0 2831 19 0 19 0 32
3JYX_4 0.10 0.09 0.12 3 12220 33 2 21 10 30
3JYX_3 0.60 0.56 0.65 15 6305 11 4 4 3 12
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.61 0.50 0.74 23 6990 9 0 8 1 23
3O58_2 0.47 0.42 0.53 16 7230 16 3 11 2 22
3O58_3 0.09 0.09 0.10 3 12373 35 5 22 8 32
3PDR_A 0.57 0.44 0.74 32 12837 13 0 11 2 40
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.19 0.17 0.24 7 3887 22 1 21 0 35
3ZEX_D 0.55 0.45 0.69 22 6989 10 0 10 0 27
3ZND_W 0.41 0.39 0.43 9 2982 14 2 10 2 14
4A1C_3 0.26 0.22 0.32 12 7103 25 2 23 0 42
4A1C_2 0.28 0.24 0.33 8 11757 28 0 16 12 25
4AOB_A 0.42 0.33 0.54 14 4345 13 1 11 1 28
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.69 0.47 1.00 9 1317 0 0 0 0 10
4FRG_B 0.56 0.47 0.68 15 3464 7 1 6 0 17

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