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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 Murlet(20) - scored lower in this pairwise comparison

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


Overview

Metric MaxExpect Murlet(20)
MCC 0.690 > 0.688
Average MCC ± 95% Confidence Intervals 0.694 ± 0.083 > 0.684 ± 0.074
Sensitivity 0.693 > 0.590
Positive Predictive Value 0.694 < 0.809
Total TP 596 > 507
Total TN 89093 < 89325
Total FP 419 > 197
Total FP CONTRA 71 > 25
Total FP INCONS 192 > 95
Total FP COMP 156 > 77
Total FN 264 < 353
P-value 0.0186613811547

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MaxExpect and Murlet(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 Murlet(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 596
Total TN 89093
Total FP 419
Total FP CONTRA 71
Total FP INCONS 192
Total FP COMP 156
Total FN 264
Total Scores
MCC 0.690
Average MCC ± 95% Confidence Intervals 0.694 ± 0.083
Sensitivity 0.693
Positive Predictive Value 0.694
Nr of predictions 32

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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
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2WRQ_Y 0.94 0.89 1.00 8 1144 14 0 0 14 1
2XKV_B 0.64 0.73 0.57 8 1821 26 0 6 20 3
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.24 0.26 0.25 9 2009 28 1 26 1 26
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3AMU_B 0.73 0.79 0.68 15 1135 10 0 7 3 4
3GX2_A 0.93 0.89 0.96 25 1423 2 1 0 1 3
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IZ4_A 0.61 0.61 0.62 58 25442 42 14 22 6 37
3IZF_C 0.89 0.91 0.86 32 2603 8 0 5 3 3
3J20_0 0.53 0.57 0.50 12 1195 13 2 10 1 9
3J20_1 0.75 0.75 0.75 15 1092 6 0 5 1 5
3J2L_3 0.80 0.82 0.78 28 2984 12 1 7 4 6
3JYV_7 0.48 0.45 0.53 9 1094 9 3 5 1 11
3JYX_3 0.77 0.80 0.75 12 2362 24 0 4 20 3
3JYX_4 0.55 0.83 0.37 10 4729 34 14 3 17 2
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NPB_A 0.77 0.73 0.82 27 2245 10 0 6 4 10
3O58_3 0.40 0.50 0.33 11 4731 36 8 14 14 11
3O58_2 0.91 0.94 0.88 29 2721 11 0 4 7 2
3PDR_A 0.92 0.90 0.94 45 4792 5 1 2 2 5
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.70 0.69 0.71 20 1505 8 3 5 0 9
3ZEX_C 0.54 0.45 0.65 13 5354 17 2 5 10 16
3ZEX_D 0.82 0.77 0.87 27 2765 11 0 4 7 8
4A1C_2 0.19 0.25 0.16 5 4484 41 10 17 14 15
4A1C_3 0.83 0.81 0.86 30 2728 7 0 5 2 7
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.36 0.33 0.42 5 484 8 0 7 1 10
4FRG_B 0.29 0.25 0.35 6 1185 11 4 7 0 18

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

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

Total Base Pair Counts
Total TP 507
Total TN 89325
Total FP 197
Total FP CONTRA 25
Total FP INCONS 95
Total FP COMP 77
Total FN 353
Total Scores
MCC 0.688
Average MCC ± 95% Confidence Intervals 0.684 ± 0.074
Sensitivity 0.590
Positive Predictive Value 0.809
Nr of predictions 32

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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
2L94_A 0.51 0.50 0.56 9 341 8 0 7 1 9
2WRQ_Y 0.63 0.67 0.60 6 1142 13 1 3 9 3
2XKV_B 0.60 0.36 1.00 4 1831 3 0 0 3 7
2XQD_Y 0.88 0.86 0.90 18 1109 3 0 2 1 3
2XXA_G 0.44 0.20 1.00 7 2038 0 0 0 0 28
3A2K_C 0.88 0.86 0.90 19 1087 2 0 2 0 3
3AMU_B 0.89 0.89 0.89 17 1138 4 0 2 2 2
3GX2_A 0.73 0.54 1.00 15 1434 1 0 0 1 13
3IVN_B 0.80 0.65 1.00 15 888 0 0 0 0 8
3IZ4_A 0.46 0.33 0.66 31 25489 22 3 13 6 64
3IZF_C 0.88 0.83 0.94 29 2609 5 0 2 3 6
3J20_0 0.65 0.62 0.68 13 1200 6 1 5 0 8
3J20_1 0.69 0.60 0.80 12 1097 4 0 3 1 8
3J2L_3 0.84 0.74 0.96 25 2994 4 0 1 3 9
3JYV_7 0.84 0.80 0.89 16 1093 4 0 2 2 4
3JYX_3 0.76 0.73 0.79 11 2364 14 0 3 11 4
3JYX_4 0.72 0.75 0.69 9 4743 15 3 1 11 3
3LA5_A 0.80 0.64 1.00 16 938 0 0 0 0 9
3NPB_A 0.65 0.43 1.00 16 2262 2 0 0 2 21
3O58_3 0.37 0.32 0.44 7 4748 13 4 5 4 15
3O58_2 1.00 1.00 1.00 31 2723 2 0 0 2 0
3PDR_A 0.84 0.76 0.93 38 4799 3 1 2 0 12
3RKF_A 0.81 0.67 1.00 16 850 0 0 0 0 8
3SD1_A 0.82 0.83 0.83 24 1504 5 4 1 0 5
3ZEX_C 0.42 0.38 0.48 11 5351 16 2 10 4 18
3ZEX_D 0.90 0.86 0.94 30 2764 5 0 2 3 5
4A1C_2 0.22 0.25 0.20 5 4491 24 5 15 4 15
4A1C_3 0.72 0.59 0.88 22 2738 4 0 3 1 15
4AOB_A 0.87 0.76 1.00 22 1415 3 0 0 3 7
4ENB_A 0.51 0.27 1.00 4 468 0 0 0 0 11
4ENC_A 0.57 0.33 1.00 5 491 0 0 0 0 10
4FRG_B 0.19 0.17 0.25 4 1186 12 1 11 0 20

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