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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MXScarna(seed) UNAFold
MCC 0.650 > 0.557
Average MCC ± 95% Confidence Intervals 0.629 ± 0.077 > 0.577 ± 0.087
Sensitivity 0.533 > 0.498
Positive Predictive Value 0.796 > 0.627
Total TP 681 > 636
Total TN 275893 > 275735
Total FP 244 < 449
Total FP CONTRA 37 < 59
Total FP INCONS 138 < 319
Total FP COMP 69 < 71
Total FN 597 < 642
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of MXScarna(seed) and UNAFold. 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(seed) and UNAFold).

  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(seed) and UNAFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(seed) and UNAFold. 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(seed) and UNAFold).

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

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

Total Base Pair Counts
Total TP 681
Total TN 275893
Total FP 244
Total FP CONTRA 37
Total FP INCONS 138
Total FP COMP 69
Total FN 597
Total Scores
MCC 0.650
Average MCC ± 95% Confidence Intervals 0.629 ± 0.077
Sensitivity 0.533
Positive Predictive Value 0.796
Nr of predictions 34

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2. Individual counts for MXScarna(seed) [ 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
2KX8_A -0.01 0.00 0.00 0 859 2 0 2 0 18
2LC8_A -0.01 0.00 0.00 0 1530 12 0 10 2 20
2WRQ_Y 0.57 0.59 0.56 10 2832 11 5 3 3 7
2WWQ_V 0.56 0.46 0.68 13 2907 7 0 6 1 15
2XQD_Y 0.77 0.67 0.90 18 2830 2 0 2 0 9
2ZZM_B 0.56 0.44 0.74 14 3467 5 4 1 0 18
2ZZN_D 0.86 0.74 1.00 20 2465 0 0 0 0 7
3A2K_C 0.84 0.71 1.00 20 2906 0 0 0 0 8
3A3A_A 0.77 0.65 0.92 24 3629 3 0 2 1 13
3AKZ_H 0.86 0.75 1.00 21 2680 0 0 0 0 7
3AMU_B 0.84 0.70 1.00 19 2984 1 0 0 1 8
3GX2_A 0.70 0.60 0.83 24 4342 6 0 5 1 16
3IVN_B 0.65 0.45 0.93 14 2331 1 1 0 0 17
3IYQ_A 0.45 0.38 0.54 36 60659 37 4 27 6 58
3IZ4_A 0.69 0.55 0.88 72 70794 11 3 7 1 60
3IZF_C 0.67 0.57 0.79 31 6864 9 1 7 1 23
3J16_L 0.82 0.67 1.00 20 2755 0 0 0 0 10
3JYV_7 0.79 0.63 1.00 20 2830 0 0 0 0 12
3JYX_4 0.38 0.30 0.48 10 12225 21 3 8 10 23
3JYX_3 0.58 0.56 0.60 15 6303 21 1 9 11 12
3LA5_A 0.75 0.56 1.00 19 2466 0 0 0 0 15
3NPB_A 0.69 0.59 0.82 27 6988 9 2 4 3 19
3O58_2 0.79 0.79 0.79 30 7222 10 4 4 2 8
3O58_3 0.45 0.34 0.60 12 12383 19 2 6 11 23
3PDR_A 0.73 0.63 0.87 45 12828 9 2 5 2 27
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 1 7 0 19
3UZL_B 0.66 0.49 0.90 18 3550 2 1 1 0 19
4A1C_2 0.35 0.24 0.50 8 11765 20 1 7 12 25
4A1C_3 0.75 0.65 0.88 35 7100 5 1 4 0 19
4AOB_A 0.66 0.55 0.79 23 4342 7 0 6 1 19
4ENB_A 0.48 0.32 0.75 6 1267 2 0 2 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 1 3 0 13

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Performance of UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 636
Total TN 275735
Total FP 449
Total FP CONTRA 59
Total FP INCONS 319
Total FP COMP 71
Total FN 642
Total Scores
MCC 0.557
Average MCC ± 95% Confidence Intervals 0.577 ± 0.087
Sensitivity 0.498
Positive Predictive Value 0.627
Nr of predictions 34

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2. Individual counts for UNAFold [ 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
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
2WWQ_V 0.78 0.68 0.90 19 2905 3 0 2 1 9
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2ZZM_B 0.21 0.19 0.25 6 3462 18 0 18 0 26
2ZZN_D 0.84 0.78 0.91 21 2462 2 0 2 0 6
3A2K_C 0.42 0.39 0.46 11 2902 13 2 11 0 17
3A3A_A 0.87 0.76 1.00 28 3627 0 0 0 0 9
3AKZ_H 0.43 0.39 0.48 11 2678 12 2 10 0 17
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3GX2_A 0.68 0.55 0.85 22 4345 5 0 4 1 18
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IYQ_A 0.31 0.33 0.28 31 60617 82 22 56 4 63
3IZ4_A 0.51 0.45 0.58 60 70772 50 4 40 6 72
3IZF_C 0.70 0.61 0.80 33 6862 8 1 7 0 21
3J16_L 0.26 0.23 0.30 7 2752 16 1 15 0 23
3JYV_7 0.22 0.19 0.29 6 2829 15 0 15 0 26
3JYX_4 0.32 0.30 0.34 10 12217 31 3 16 12 23
3JYX_3 0.62 0.63 0.61 17 6300 22 1 10 11 10
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.78 0.65 0.94 30 6989 5 0 2 3 16
3O58_2 0.71 0.71 0.71 27 7222 12 4 7 1 11
3O58_3 0.35 0.34 0.35 12 12369 33 1 21 11 23
3PDR_A 0.77 0.64 0.94 46 12831 5 0 3 2 26
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.64 0.52 0.79 22 3888 6 1 5 0 20
3UZL_B 0.48 0.38 0.61 14 3547 9 0 9 0 23
4A1C_2 0.14 0.15 0.14 5 11745 42 5 26 11 28
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.70 0.58 0.85 11 1262 2 1 1 0 8
4ENC_A 0.32 0.26 0.42 5 1314 7 1 6 0 14

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