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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 0.616 > 0.401
Average MCC ± 95% Confidence Intervals 0.611 ± 0.069 > 0.408 ± 0.079
Sensitivity 0.514 > 0.418
Positive Predictive Value 0.742 > 0.392
Total TP 632 > 514
Total TN 194960 > 194500
Total FP 322 < 898
Total FP CONTRA 38 < 105
Total FP INCONS 182 < 693
Total FP COMP 102 > 100
Total FN 597 < 715
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 632
Total TN 194960
Total FP 322
Total FP CONTRA 38
Total FP INCONS 182
Total FP COMP 102
Total FN 597
Total Scores
MCC 0.616
Average MCC ± 95% Confidence Intervals 0.611 ± 0.069
Sensitivity 0.514
Positive Predictive Value 0.742
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 0.95 0.91 1.00 10 396 0 0 0 0 1
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
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
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_7 0.61 0.54 0.69 29 7098 13 2 11 0 25
3J3E_8 0.14 0.09 0.23 3 7490 15 2 8 5 30
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
3JYV_7 0.79 0.63 1.00 20 2830 0 0 0 0 12
3JYX_4 0.33 0.30 0.37 10 12219 32 2 15 15 23
3JYX_3 0.55 0.52 0.58 14 6304 23 0 10 13 13
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
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_C 0.31 0.21 0.46 11 14172 13 2 11 0 41
3ZEX_D 0.68 0.63 0.74 31 6979 11 2 9 0 18
3ZND_W 0.37 0.35 0.40 8 2983 15 2 10 3 15
4A1C_2 0.18 0.15 0.21 5 11757 36 2 17 17 28
4A1C_3 0.64 0.56 0.75 30 7100 11 2 8 1 24
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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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP 514
Total TN 194500
Total FP 898
Total FP CONTRA 105
Total FP INCONS 693
Total FP COMP 100
Total FN 715
Total Scores
MCC 0.401
Average MCC ± 95% Confidence Intervals 0.408 ± 0.079
Sensitivity 0.418
Positive Predictive Value 0.392
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 0.95 0.91 1.00 10 396 1 0 0 1 1
2L94_A 0.97 0.95 1.00 19 971 0 0 0 0 1
2WRQ_Y 0.27 0.35 0.22 6 2823 25 8 13 4 11
2XKV_B 0.20 0.25 0.17 5 4530 37 2 23 12 15
2XQD_Y 0.34 0.37 0.32 10 2819 22 1 20 1 17
2XXA_G 0.23 0.24 0.24 10 5110 32 1 30 1 32
3A2K_C 0.44 0.46 0.42 13 2895 18 2 16 0 15
3AMU_B 0.44 0.48 0.42 13 2972 18 2 16 0 14
3GX2_A 0.47 0.48 0.48 19 4331 22 0 21 1 21
3IVN_B 0.39 0.39 0.40 12 2316 18 0 18 0 19
3IZF_C 0.71 0.69 0.74 37 6853 14 0 13 1 17
3J20_0 0.59 0.57 0.63 17 2823 12 1 9 2 13
3J2L_3 0.58 0.57 0.60 30 7825 23 2 18 3 23
3J3D_C 0.42 0.43 0.43 12 2747 18 2 14 2 16
3J3E_7 0.40 0.39 0.42 21 7090 29 3 26 0 33
3J3E_8 0.12 0.12 0.12 4 7470 46 3 26 17 29
3J3F_8 0.13 0.17 0.11 6 12191 61 9 40 12 30
3J3F_7 0.74 0.74 0.74 37 7210 17 2 11 4 13
3JYV_7 0.21 0.22 0.21 7 2817 26 0 26 0 25
3JYX_4 0.20 0.24 0.17 8 12199 43 16 23 4 25
3JYX_3 0.41 0.52 0.33 14 6285 34 12 17 5 13
3LA5_A 0.32 0.32 0.34 11 2453 21 1 20 0 23
3O58_3 0.22 0.26 0.19 9 12355 45 9 30 6 26
3O58_2 0.20 0.24 0.17 9 7208 44 5 38 1 29
3PDR_A 0.66 0.61 0.72 44 12819 19 0 17 2 28
3RKF_A 0.70 0.65 0.76 22 2182 7 1 6 0 12
3SD1_A 0.33 0.33 0.35 14 3876 26 0 26 0 28
3ZEX_C 0.24 0.21 0.28 11 14156 29 3 26 0 41
3ZEX_D 0.17 0.18 0.18 9 6970 42 4 38 0 40
3ZND_W 0.19 0.22 0.18 5 2975 26 1 22 3 18
4A1C_2 0.13 0.15 0.11 5 11735 56 10 31 15 28
4A1C_3 0.68 0.67 0.71 36 7089 17 1 14 2 18
4ENB_A 0.61 0.63 0.60 12 1255 8 2 6 0 7
4ENC_A 0.28 0.32 0.27 6 1304 17 2 14 1 13
4FRG_B 0.32 0.34 0.31 11 3450 25 0 25 0 21

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