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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 PPfold(seed) - scored lower in this pairwise comparison

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


Overview

Metric MaxExpect PPfold(seed)
MCC 0.513 > 0.102
Average MCC ± 95% Confidence Intervals 0.494 ± 0.183 > 0.050 ± 0.095
Sensitivity 0.434 > 0.020
Positive Predictive Value 0.615 > 0.538
Total TP 155 > 7
Total TN 42656 < 42895
Total FP 111 > 25
Total FP CONTRA 10 > 0
Total FP INCONS 87 > 6
Total FP COMP 14 < 19
Total FN 202 < 350
P-value 1.74172190343e-08

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Performance plots


  1. Comparison of performance of MaxExpect and PPfold(seed). 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 PPfold(seed)).

  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 PPfold(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MaxExpect and PPfold(seed). 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 PPfold(seed)).

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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 155
Total TN 42656
Total FP 111
Total FP CONTRA 10
Total FP INCONS 87
Total FP COMP 14
Total FN 202
Total Scores
MCC 0.513
Average MCC ± 95% Confidence Intervals 0.494 ± 0.183
Sensitivity 0.434
Positive Predictive Value 0.615
Nr of predictions 11

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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
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
3AMU_B 0.64 0.59 0.70 16 2980 9 0 7 2 11
3J16_L 0.29 0.23 0.37 7 2756 12 0 12 0 23
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
3UZL_B 0.77 0.62 0.96 23 3546 1 0 1 0 14
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 PPfold(seed) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 7
Total TN 42895
Total FP 25
Total FP CONTRA 0
Total FP INCONS 6
Total FP COMP 19
Total FN 350
Total Scores
MCC 0.102
Average MCC ± 95% Confidence Intervals 0.050 ± 0.095
Sensitivity 0.020
Positive Predictive Value 0.538
Nr of predictions 11

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2. Individual counts for PPfold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.47 0.30 0.75 6 1532 2 0 2 0 14
3AMU_B 0.00 0.00 0.00 0 3003 0 0 0 0 27
3J16_L 0.00 0.00 0.00 0 2775 0 0 0 0 30
3RKF_A 0.00 0.00 0.00 0 2211 0 0 0 0 34
3SD1_A 0.00 0.00 0.00 0 3916 0 0 0 0 42
3UZL_B 0.00 0.00 0.00 0 3570 0 0 0 0 37
4A1C_3 0.00 0.00 0.00 0 7140 0 0 0 0 54
4A1C_2 0.08 0.03 0.20 1 11776 23 0 4 19 32
4AOB_A 0.00 0.00 0.00 0 4371 0 0 0 0 42
4ENB_A 0.00 0.00 0.00 0 1275 0 0 0 0 19
4ENC_A 0.00 0.00 0.00 0 1326 0 0 0 0 19

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