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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of MaxExpect - scored higher in this pairwise comparison

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

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


Overview

Metric MaxExpect Mastr(20)
MCC 0.598 > 0.518
Average MCC ± 95% Confidence Intervals 0.597 ± 0.085 > 0.493 ± 0.132
Sensitivity 0.520 > 0.343
Positive Predictive Value 0.692 < 0.787
Total TP 476 > 314
Total TN 190930 < 191219
Total FP 278 > 110
Total FP CONTRA 29 > 13
Total FP INCONS 183 > 72
Total FP COMP 66 > 25
Total FN 440 < 602
P-value 5.10776592382e-08

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Performance plots


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

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

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Performance of MaxExpect - scored higher in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 476
Total TN 190930
Total FP 278
Total FP CONTRA 29
Total FP INCONS 183
Total FP COMP 66
Total FN 440
Total Scores
MCC 0.598
Average MCC ± 95% Confidence Intervals 0.597 ± 0.085
Sensitivity 0.520
Positive Predictive Value 0.692
Nr of predictions 23

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2WRQ_Y 0.53 0.53 0.53 9 2833 13 5 3 5 8
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3A2K_C 0.42 0.39 0.46 11 2902 13 2 11 0 17
3AMU_B 0.64 0.59 0.70 16 2980 9 0 7 2 11
3GX2_A 0.77 0.63 0.96 25 4345 2 0 1 1 15
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IZ4_A 0.54 0.46 0.64 61 70781 39 3 31 5 71
3IZF_C 0.71 0.61 0.83 33 6863 7 1 6 0 21
3JYV_7 0.41 0.31 0.56 10 2832 8 0 8 0 22
3JYX_4 0.31 0.30 0.31 10 12214 34 4 18 12 23
3JYX_3 0.64 0.63 0.65 17 6302 19 1 8 10 10
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.71 0.61 0.82 28 6987 9 0 6 3 18
3O58_3 0.35 0.34 0.35 12 12369 35 2 20 13 23
3O58_2 0.75 0.76 0.74 29 7221 11 3 7 1 9
3PDR_A 0.76 0.63 0.94 45 12832 5 0 3 2 27
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.58 0.48 0.71 20 3888 8 1 7 0 22
4A1C_3 0.69 0.57 0.84 31 7103 6 0 6 0 23
4A1C_2 0.14 0.15 0.14 5 11746 41 4 26 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.31 0.26 0.38 5 1313 8 1 7 0 14

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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 314
Total TN 191219
Total FP 110
Total FP CONTRA 13
Total FP INCONS 72
Total FP COMP 25
Total FN 602
Total Scores
MCC 0.518
Average MCC ± 95% Confidence Intervals 0.493 ± 0.132
Sensitivity 0.343
Positive Predictive Value 0.787
Nr of predictions 23

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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
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
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
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_3 0.00 0.00 0.00 0 12403 0 0 0 0 35
3O58_2 0.76 0.76 0.76 29 7222 12 3 6 3 9
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
4A1C_3 0.70 0.59 0.84 32 7102 7 0 6 1 22
4A1C_2 0.00 0.00 0.00 0 11781 0 0 0 0 33
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

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