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 MXScarna(20) - scored lower in this pairwise comparison

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


Overview

Metric CentroidAlifold(20) MXScarna(20)
MCC 0.673 > 0.617
Average MCC ± 95% Confidence Intervals 0.657 ± 0.063 > 0.614 ± 0.062
Sensitivity 0.516 > 0.514
Positive Predictive Value 0.879 > 0.743
Total TP 784 > 781
Total TN 286729 > 286570
Total FP 154 < 377
Total FP CONTRA 16 < 47
Total FP INCONS 92 < 223
Total FP COMP 46 < 107
Total FN 734 < 737
P-value 3.56938820447e-08

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Performance plots


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

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

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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 784
Total TN 286729
Total FP 154
Total FP CONTRA 16
Total FP INCONS 92
Total FP COMP 46
Total FN 734
Total Scores
MCC 0.673
Average MCC ± 95% Confidence Intervals 0.657 ± 0.063
Sensitivity 0.516
Positive Predictive Value 0.879
Nr of predictions 39

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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_8 0.39 0.25 0.60 9 12231 6 1 5 0 27
3J3F_7 0.79 0.68 0.92 34 7223 4 0 3 1 16
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_3 0.61 0.56 0.68 15 6306 20 0 7 13 12
3JYX_4 0.39 0.27 0.56 9 12230 9 0 7 2 24
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_3 0.54 0.31 0.92 11 12391 1 0 1 0 24
3O58_2 0.78 0.76 0.81 29 7224 9 2 5 2 9
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
3ZEX_C 0.38 0.21 0.69 11 14180 5 1 4 0 41
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 MXScarna(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 781
Total TN 286570
Total FP 377
Total FP CONTRA 47
Total FP INCONS 223
Total FP COMP 107
Total FN 737
Total Scores
MCC 0.617
Average MCC ± 95% Confidence Intervals 0.614 ± 0.062
Sensitivity 0.514
Positive Predictive Value 0.743
Nr of predictions 39

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.73 0.70 0.78 14 972 4 0 4 0 6
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 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 0.80 0.71 0.91 30 5118 4 0 3 1 12
3A2K_C 0.66 0.57 0.76 16 2905 6 1 4 1 12
3AMU_B 0.86 0.74 1.00 20 2983 2 0 0 2 7
3GX2_A 0.70 0.58 0.85 23 4344 5 0 4 1 17
3IVN_B 0.74 0.58 0.95 18 2327 1 1 0 0 13
3IZ4_A 0.51 0.41 0.64 54 70791 32 7 24 1 78
3IZF_C 0.67 0.59 0.76 32 6861 11 1 9 1 22
3J20_0 0.82 0.67 1.00 20 2830 0 0 0 0 10
3J20_1 0.93 0.87 1.00 20 2906 0 0 0 0 3
3J2L_3 0.54 0.42 0.71 22 7844 11 1 8 2 31
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_8 0.14 0.09 0.23 3 7490 15 2 8 5 30
3J3E_7 0.61 0.54 0.69 29 7098 13 2 11 0 25
3J3F_8 0.43 0.36 0.52 13 12221 26 2 10 14 23
3J3F_7 0.66 0.60 0.73 30 7219 12 1 10 1 20
3J3V_B 0.74 0.61 0.90 35 6982 4 1 3 0 22
3JYV_7 0.79 0.63 1.00 20 2830 0 0 0 0 12
3JYX_3 0.55 0.52 0.58 14 6304 23 0 10 13 13
3JYX_4 0.33 0.30 0.37 10 12219 32 2 15 15 23
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.69 0.59 0.82 27 6988 9 1 5 3 19
3O58_3 0.52 0.40 0.67 14 12382 17 2 5 10 21
3O58_2 0.74 0.74 0.74 28 7222 13 4 6 3 10
3PDR_A 0.71 0.57 0.89 41 12834 9 0 5 4 31
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
3SD1_A 0.63 0.55 0.74 23 3885 8 2 6 0 19
3ZEX_D 0.68 0.63 0.74 31 6979 11 2 9 0 18
3ZEX_C 0.31 0.21 0.46 11 14172 13 2 11 0 41
3ZND_W 0.37 0.35 0.40 8 2983 15 2 10 3 15
4A1C_3 0.64 0.56 0.75 30 7100 11 2 8 1 24
4A1C_2 0.18 0.15 0.21 5 11757 36 2 17 17 28
4AOB_A 0.62 0.55 0.72 23 4339 10 0 9 1 19
4ENB_A 0.26 0.11 0.67 2 1272 1 0 1 0 17
4ENC_A 0.60 0.37 1.00 7 1319 0 0 0 0 12
4FRG_B 0.55 0.44 0.70 14 3466 6 2 4 0 18

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