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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MXScarna(20) MCFold
MCC 0.758 > 0.499
Average MCC ± 95% Confidence Intervals 0.740 ± 0.073 > 0.492 ± 0.090
Sensitivity 0.735 > 0.560
Positive Predictive Value 0.787 > 0.456
Total TP 603 > 459
Total TN 74334 > 74093
Total FP 351 < 701
Total FP CONTRA 61 < 172
Total FP INCONS 102 < 376
Total FP COMP 188 > 153
Total FN 217 < 361
P-value 3.56938820447e-08

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Performance plots


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

  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 MXScarna(20) and MCFold).

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

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

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

Total Base Pair Counts
Total TP 603
Total TN 74334
Total FP 351
Total FP CONTRA 61
Total FP INCONS 102
Total FP COMP 188
Total FN 217
Total Scores
MCC 0.758
Average MCC ± 95% Confidence Intervals 0.740 ± 0.073
Sensitivity 0.735
Positive Predictive Value 0.787
Nr of predictions 35

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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
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2L94_A 0.73 0.72 0.76 13 340 5 0 4 1 5
2WRQ_Y 1.00 1.00 1.00 9 1143 14 0 0 14 0
2XKV_B 0.60 0.36 1.00 4 1831 3 0 0 3 7
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.88 0.86 0.91 30 2012 4 0 3 1 5
3A2K_C 0.74 0.73 0.76 16 1087 6 1 4 1 6
3AMU_B 1.00 1.00 1.00 19 1138 3 0 0 3 0
3GX2_A 0.81 0.79 0.85 22 1423 6 2 2 2 6
3IVN_B 0.81 0.74 0.89 17 884 2 2 0 0 6
3IZF_C 0.87 0.89 0.86 31 2604 12 0 5 7 4
3J20_0 0.93 0.90 0.95 19 1199 1 1 0 0 2
3J2L_3 0.67 0.65 0.71 22 2989 11 3 6 2 12
3J3D_C 0.90 0.95 0.86 18 947 3 3 0 0 1
3J3E_7 0.80 0.82 0.78 28 2705 14 1 7 6 6
3J3E_8 0.21 0.20 0.23 3 2729 15 4 6 5 12
3J3F_8 0.48 0.53 0.43 10 4738 29 7 6 16 9
3J3F_7 0.82 0.83 0.81 30 2897 12 1 6 5 6
3JYV_7 0.95 0.90 1.00 18 1093 2 0 0 2 2
3JYX_4 0.70 0.83 0.59 10 4739 32 5 2 25 2
3JYX_3 0.73 0.73 0.73 11 2363 26 0 4 22 4
3LA5_A 0.87 0.80 0.95 20 933 1 1 0 0 5
3O58_3 0.62 0.59 0.65 13 4744 18 5 2 11 9
3O58_2 0.92 0.90 0.93 28 2724 13 0 2 11 3
3PDR_A 0.85 0.82 0.89 41 4794 9 2 3 4 9
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
3SD1_A 0.74 0.76 0.73 22 1503 9 6 2 1 7
3ZEX_C 0.35 0.31 0.41 9 5352 15 3 10 2 20
3ZEX_D 0.85 0.83 0.88 29 2763 13 0 4 9 6
3ZND_W 0.58 0.75 0.46 6 1178 17 4 3 10 2
4A1C_2 0.22 0.25 0.21 5 4492 36 8 11 17 15
4A1C_3 0.80 0.78 0.83 29 2728 12 0 6 6 8
4ENB_A 0.29 0.13 0.67 2 469 1 0 1 0 13
4ENC_A 0.68 0.47 1.00 7 489 0 0 0 0 8
4FRG_B 0.65 0.58 0.74 14 1183 6 2 3 1 10

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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP 459
Total TN 74093
Total FP 701
Total FP CONTRA 172
Total FP INCONS 376
Total FP COMP 153
Total FN 361
Total Scores
MCC 0.499
Average MCC ± 95% Confidence Intervals 0.492 ± 0.090
Sensitivity 0.560
Positive Predictive Value 0.456
Nr of predictions 35

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 1.00 1.00 1.00 10 164 1 0 0 1 0
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2WRQ_Y 0.38 0.56 0.26 5 1133 21 8 6 7 4
2XKV_B 0.20 0.27 0.16 3 1816 30 4 12 14 8
2XQD_Y 0.39 0.43 0.38 9 1105 18 2 13 3 12
2XXA_G 0.23 0.26 0.24 9 2007 30 1 28 1 26
3A2K_C 0.49 0.55 0.46 12 1082 14 3 11 0 10
3AMU_B 0.50 0.58 0.44 11 1132 15 4 10 1 8
3GX2_A 0.58 0.61 0.57 17 1419 15 1 12 2 11
3IVN_B 0.45 0.48 0.46 11 879 14 5 8 1 12
3IZF_C 0.92 0.94 0.89 33 2603 10 0 4 6 2
3J20_0 0.66 0.71 0.63 15 1195 11 3 6 2 6
3J2L_3 0.77 0.79 0.75 27 2984 15 1 8 6 7
3J3D_C 0.54 0.63 0.48 12 943 13 4 9 0 7
3J3E_7 0.55 0.56 0.54 19 2706 23 1 15 7 15
3J3E_8 0.15 0.20 0.12 3 2716 36 11 12 13 12
3J3F_8 0.14 0.21 0.10 4 4720 51 17 20 14 15
3J3F_7 0.88 0.89 0.86 32 2897 9 1 4 4 4
3JYV_7 0.25 0.30 0.24 6 1086 20 8 11 1 14
3JYX_4 0.36 0.58 0.23 7 4725 37 19 5 13 5
3JYX_3 0.46 0.67 0.32 10 2347 28 15 6 7 5
3LA5_A 0.44 0.44 0.48 11 931 12 2 10 0 14
3O58_3 0.28 0.36 0.22 8 4727 39 14 15 10 14
3O58_2 0.25 0.29 0.23 9 2715 31 6 24 1 22
3PDR_A 0.78 0.80 0.77 40 4788 14 5 7 2 10
3RKF_A 0.89 0.88 0.91 21 843 3 0 2 1 3
3SD1_A 0.43 0.45 0.43 13 1503 17 1 16 0 16
3ZEX_C 0.30 0.34 0.27 10 5337 28 6 21 1 19
3ZEX_D 0.23 0.26 0.23 9 2756 33 6 25 2 26
3ZND_W 0.23 0.38 0.15 3 1171 26 9 8 9 5
4A1C_2 0.18 0.25 0.14 5 4480 45 12 19 14 15
4A1C_3 0.86 0.86 0.86 32 2726 9 0 5 4 5
4ENB_A 0.78 0.73 0.85 11 459 4 0 2 2 4
4ENC_A 0.34 0.33 0.38 5 483 11 0 8 3 10
4FRG_B 0.35 0.38 0.35 9 1176 17 3 14 0 15

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