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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 MaxExpect - scored lower in this pairwise comparison

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


Overview

Metric MXScarna(20) MaxExpect
MCC 0.678 > 0.608
Average MCC ± 95% Confidence Intervals 0.666 ± 0.105 > 0.584 ± 0.117
Sensitivity 0.640 > 0.611
Positive Predictive Value 0.724 > 0.612
Total TP 372 > 355
Total TN 68015 > 67949
Total FP 216 < 310
Total FP CONTRA 69 < 75
Total FP INCONS 73 < 150
Total FP COMP 74 < 85
Total FN 209 < 226
P-value 4.73774540578e-08

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Performance plots


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

  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 MaxExpect).

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

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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 372
Total TN 68015
Total FP 216
Total FP CONTRA 69
Total FP INCONS 73
Total FP COMP 74
Total FN 209
Total Scores
MCC 0.678
Average MCC ± 95% Confidence Intervals 0.666 ± 0.105
Sensitivity 0.640
Positive Predictive Value 0.724
Nr of predictions 21

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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
3A2K_C 0.74 0.73 0.76 16 1087 6 1 4 1 6
3GX2_A 0.81 0.79 0.85 22 1423 6 2 2 2 6
3IVN_B 0.81 0.74 0.89 17 884 2 2 0 0 6
3IZ4_A 0.58 0.54 0.63 51 25455 35 18 12 5 44
3J20_0 0.93 0.90 0.95 19 1199 1 1 0 0 2
3J3D_C 0.90 0.95 0.86 18 947 3 3 0 0 1
3J3E_8 0.21 0.20 0.23 3 2729 15 4 6 5 12
3J3F_8 0.48 0.53 0.43 10 4738 29 7 6 16 9
3JYV_7 0.95 0.90 1.00 18 1093 2 0 0 2 2
3LA5_A 0.87 0.80 0.95 20 933 1 1 0 0 5
3NPB_A 0.77 0.73 0.82 27 2245 9 2 4 3 10
3O58_3 0.62 0.59 0.65 13 4744 18 5 2 11 9
3PDR_A 0.85 0.82 0.89 41 4794 9 2 3 4 9
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
3SD1_A 0.74 0.76 0.73 22 1503 9 6 2 1 7
3ZEX_C 0.35 0.31 0.41 9 5352 15 3 10 2 20
4A1C_2 0.22 0.25 0.21 5 4492 36 8 11 17 15
4AOB_A 0.68 0.69 0.69 20 1408 13 2 7 4 9
4ENB_A 0.29 0.13 0.67 2 469 1 0 1 0 13
4ENC_A 0.68 0.47 1.00 7 489 0 0 0 0 8
4FRG_B 0.65 0.58 0.74 14 1183 6 2 3 1 10

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Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 355
Total TN 67949
Total FP 310
Total FP CONTRA 75
Total FP INCONS 150
Total FP COMP 85
Total FN 226
Total Scores
MCC 0.608
Average MCC ± 95% Confidence Intervals 0.584 ± 0.117
Sensitivity 0.611
Positive Predictive Value 0.612
Nr of predictions 21

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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
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
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
3J20_0 0.53 0.57 0.50 12 1195 13 2 10 1 9
3J3D_C 0.47 0.53 0.43 10 945 13 5 8 0 9
3J3E_8 0.10 0.13 0.09 2 2719 32 5 16 11 13
3J3F_8 0.34 0.42 0.29 8 4733 39 10 10 19 11
3JYV_7 0.48 0.45 0.53 9 1094 9 3 5 1 11
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
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
4A1C_2 0.19 0.25 0.16 5 4484 41 10 17 14 15
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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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.