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Table of contents:

  1. Overview

  2. Performance Plots

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

  4. Performance of Mastr(20) - scored lower in this pairwise comparison

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


Overview

Metric Murlet(20) Mastr(20)
MCC 0.590 > 0.500
Average MCC ± 95% Confidence Intervals 0.587 ± 0.059 > 0.458 ± 0.108
Sensitivity 0.438 > 0.336
Positive Predictive Value 0.799 > 0.749
Total TP 658 > 506
Total TN 283883 < 284031
Total FP 210 > 202
Total FP CONTRA 17 < 19
Total FP INCONS 149 < 151
Total FP COMP 44 > 32
Total FN 846 < 998
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Murlet(20) and Mastr(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 Murlet(20) and Mastr(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 Murlet(20) and Mastr(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Murlet(20) and Mastr(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 Murlet(20) and Mastr(20)).

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

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

Total Base Pair Counts
Total TP 658
Total TN 283883
Total FP 210
Total FP CONTRA 17
Total FP INCONS 149
Total FP COMP 44
Total FN 846
Total Scores
MCC 0.590
Average MCC ± 95% Confidence Intervals 0.587 ± 0.059
Sensitivity 0.438
Positive Predictive Value 0.799
Nr of predictions 38

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.67 0.45 1.00 5 401 0 0 0 0 6
2WRQ_Y 0.41 0.41 0.41 7 2833 12 6 4 2 10
2XQD_Y 0.80 0.70 0.90 19 2829 2 0 2 0 8
3A2K_C 0.78 0.68 0.90 19 2905 2 0 2 0 9
3AMU_B 0.77 0.67 0.90 18 2983 3 0 2 1 9
3G4S_9 0.58 0.39 0.88 22 7356 3 1 2 0 35
3GX2_A 0.61 0.38 1.00 15 4356 1 0 0 1 25
3IVN_B 0.69 0.48 1.00 15 2331 0 0 0 0 16
3IZ4_A 0.40 0.24 0.65 32 70827 21 1 16 4 100
3IZF_C 0.71 0.56 0.91 30 6870 4 0 3 1 24
3J20_0 0.58 0.47 0.74 14 2831 5 0 5 0 16
3J20_1 0.68 0.57 0.81 13 2910 3 0 3 0 10
3J2L_3 0.69 0.49 0.96 26 7848 3 0 1 2 27
3J3D_C 0.78 0.64 0.95 18 2756 1 0 1 0 10
3J3E_7 0.77 0.63 0.94 34 7104 2 0 2 0 20
3J3E_8 0.24 0.15 0.38 5 7490 13 1 7 5 28
3J3F_7 0.69 0.50 0.96 25 7234 1 0 1 0 25
3J3F_8 0.48 0.36 0.65 13 12226 10 0 7 3 23
3J3V_B 0.63 0.40 1.00 23 6998 0 0 0 0 34
3JYV_7 0.67 0.53 0.85 17 2830 3 0 3 0 15
3JYX_4 0.36 0.27 0.47 9 12227 15 0 10 5 24
3JYX_3 0.60 0.52 0.70 14 6308 11 0 6 5 13
3LA5_A 0.68 0.47 1.00 16 2469 0 0 0 0 18
3NPB_A 0.55 0.35 0.89 16 7003 2 1 1 0 30
3O58_2 0.89 0.82 0.97 31 7228 2 0 1 1 7
3O58_3 0.33 0.23 0.47 8 12386 12 2 7 3 27
3PDR_A 0.70 0.53 0.93 38 12839 3 0 3 0 34
3RKF_A 0.68 0.47 1.00 16 2195 0 0 0 0 18
3SD1_A 0.68 0.57 0.83 24 3887 5 1 4 0 18
3ZEX_D 0.77 0.65 0.91 32 6986 3 0 3 0 17
3ZEX_C 0.34 0.23 0.50 12 14172 15 1 11 3 40
3ZND_W 0.45 0.39 0.53 9 2986 11 0 8 3 14
4A1C_2 0.17 0.15 0.20 5 11756 24 2 18 4 28
4A1C_3 0.59 0.41 0.85 22 7114 4 0 4 0 32
4AOB_A 0.72 0.55 0.96 23 4347 2 0 1 1 19
4ENB_A 0.46 0.21 1.00 4 1271 0 0 0 0 15
4ENC_A 0.51 0.26 1.00 5 1321 0 0 0 0 14
4FRG_B 0.17 0.13 0.25 4 3470 12 1 11 0 28

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Performance of Mastr(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 506
Total TN 284031
Total FP 202
Total FP CONTRA 19
Total FP INCONS 151
Total FP COMP 32
Total FN 998
Total Scores
MCC 0.500
Average MCC ± 95% Confidence Intervals 0.458 ± 0.108
Sensitivity 0.336
Positive Predictive Value 0.749
Nr of predictions 38

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2. Individual counts for Mastr(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
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3A2K_C 0.72 0.61 0.85 17 2906 3 0 3 0 11
3AMU_B 0.77 0.59 1.00 16 2987 1 0 0 1 11
3G4S_9 0.48 0.32 0.75 18 7357 8 1 5 2 39
3GX2_A 0.39 0.28 0.55 11 4351 10 0 9 1 29
3IVN_B 0.78 0.65 0.95 20 2325 1 1 0 0 11
3IZ4_A 0.00 0.00 0.00 0 70876 0 0 0 0 132
3IZF_C 0.73 0.63 0.85 34 6863 7 1 5 1 20
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J20_1 0.25 0.22 0.29 5 2909 12 0 12 0 18
3J2L_3 0.34 0.25 0.48 13 7848 16 1 13 2 40
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_7 0.66 0.57 0.76 31 7099 10 1 9 0 23
3J3E_8 0.00 0.00 0.00 0 7503 0 0 0 0 33
3J3F_7 0.72 0.64 0.82 32 7221 8 0 7 1 18
3J3F_8 0.00 0.00 0.00 0 12246 0 0 0 0 36
3J3V_B 0.19 0.12 0.30 7 6998 16 0 16 0 50
3JYV_7 0.81 0.66 1.00 21 2829 0 0 0 0 11
3JYX_4 0.00 0.00 0.00 0 12246 0 0 0 0 33
3JYX_3 0.56 0.56 0.58 15 6302 23 1 10 12 12
3LA5_A 0.76 0.59 1.00 20 2465 0 0 0 0 14
3NPB_A 0.30 0.24 0.39 11 6993 18 1 16 1 35
3O58_2 0.76 0.76 0.76 29 7222 12 3 6 3 9
3O58_3 0.00 0.00 0.00 0 12403 0 0 0 0 35
3PDR_A 0.00 0.00 0.00 0 12880 0 0 0 0 72
3RKF_A 0.70 0.50 1.00 17 2194 0 0 0 0 17
3SD1_A 0.61 0.50 0.75 21 3888 7 1 6 0 21
3ZEX_D 0.80 0.71 0.90 35 6982 4 0 4 0 14
3ZEX_C 0.00 0.00 0.00 0 14196 0 0 0 0 52
3ZND_W -0.01 0.00 0.00 0 2988 16 3 12 1 23
4A1C_2 0.00 0.00 0.00 0 11781 0 0 0 0 33
4A1C_3 0.70 0.59 0.84 32 7102 7 0 6 1 22
4AOB_A 0.39 0.26 0.58 11 4352 9 0 8 1 31
4ENB_A 0.39 0.16 1.00 3 1272 0 0 0 0 16
4ENC_A 0.51 0.26 1.00 5 1321 0 0 0 0 14
4FRG_B 0.00 0.00 0.00 0 3486 0 0 0 0 32

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