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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of PETfold_pre2.0(seed) - scored higher in this pairwise comparison

  4. Performance of UNAFold - scored lower in this pairwise comparison

  5. Compile and download dataset for PETfold_pre2.0(seed) & UNAFold [.zip] - may take several seconds...


Overview

Metric PETfold_pre2.0(seed) UNAFold
MCC 0.831 > 0.525
Average MCC ± 95% Confidence Intervals 0.774 ± 0.073 > 0.467 ± 0.147
Sensitivity 0.802 > 0.544
Positive Predictive Value 0.863 > 0.507
Total TP 603 > 409
Total TN 451981 > 451874
Total FP 216 < 516
Total FP CONTRA 35 < 92
Total FP INCONS 61 < 305
Total FP COMP 120 > 119
Total FN 149 < 343
P-value 1.40919803867e-08

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Performance plots


  1. Comparison of performance of PETfold_pre2.0(seed) and UNAFold. 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 PETfold_pre2.0(seed) and UNAFold).

  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 PETfold_pre2.0(seed) and UNAFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) and UNAFold. 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 PETfold_pre2.0(seed) and UNAFold).

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Performance of PETfold_pre2.0(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(seed)

Total Base Pair Counts
Total TP 603
Total TN 451981
Total FP 216
Total FP CONTRA 35
Total FP INCONS 61
Total FP COMP 120
Total FN 149
Total Scores
MCC 0.831
Average MCC ± 95% Confidence Intervals 0.774 ± 0.073
Sensitivity 0.802
Positive Predictive Value 0.863
Nr of predictions 16

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2. Individual counts for PETfold_pre2.0(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.41 0.33 0.55 6 517 5 0 5 0 12
3J20_2 0.86 0.86 0.86 356 421956 129 18 38 73 56
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J3D_C 0.90 0.95 0.86 18 947 4 3 0 1 1
3J3E_8 0.71 0.67 0.77 10 2729 8 1 2 5 5
3J3F_8 0.86 0.84 0.89 16 4743 13 2 0 11 3
3W1K_J 0.85 0.81 0.89 25 1650 4 2 1 1 6
3W3S_B 0.80 0.73 0.89 24 1962 6 1 2 3 9
3ZEX_C 0.70 0.59 0.85 17 5354 12 1 2 9 12
4A1C_2 0.79 0.75 0.83 15 4498 12 1 2 9 5
4AOB_A 0.85 0.79 0.92 23 1412 4 0 2 2 6
4ENB_A 0.61 0.53 0.73 8 461 5 1 2 2 7
4ENC_A 0.61 0.53 0.73 8 485 5 1 2 2 7
4FRG_B 0.87 0.83 0.91 20 1180 3 0 2 1 4
4FRN_A 0.83 0.79 0.88 22 1823 3 2 1 0 6
4JF2_A 0.76 0.63 0.94 15 1066 1 1 0 0 9

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Performance of UNAFold - scored lower in this pairwise comparison

1. Total counts & total scores for UNAFold

Total Base Pair Counts
Total TP 409
Total TN 451874
Total FP 516
Total FP CONTRA 92
Total FP INCONS 305
Total FP COMP 119
Total FN 343
Total Scores
MCC 0.525
Average MCC ± 95% Confidence Intervals 0.467 ± 0.147
Sensitivity 0.544
Positive Predictive Value 0.507
Nr of predictions 16

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
3J20_2 0.57 0.58 0.55 240 421931 250 36 161 53 172
3J20_0 0.51 0.57 0.48 12 1194 14 3 10 1 9
3J3D_C 0.33 0.37 0.32 7 946 15 3 12 0 12
3J3E_8 0.15 0.20 0.13 3 2718 32 6 15 11 12
3J3F_8 0.32 0.42 0.25 8 4729 44 12 12 20 11
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.61 0.61 0.63 20 1957 13 4 8 1 13
3ZEX_C 0.30 0.34 0.26 10 5336 43 5 23 15 19
4A1C_2 0.19 0.25 0.15 5 4483 42 11 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 2 0 0 2 4
4ENC_A 0.37 0.33 0.45 5 485 7 0 6 1 10
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15
4FRN_A 0.48 0.46 0.52 13 1823 12 2 10 0 15
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5

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