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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 RNAshapes - scored lower in this pairwise comparison

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


Overview

Metric PETfold_pre2.0(seed) RNAshapes
MCC 0.722 > 0.491
Average MCC ± 95% Confidence Intervals 0.699 ± 0.062 > 0.499 ± 0.094
Sensitivity 0.595 > 0.430
Positive Predictive Value 0.879 > 0.567
Total TP 547 > 395
Total TN 135398 > 135323
Total FP 106 < 348
Total FP CONTRA 8 < 25
Total FP INCONS 67 < 277
Total FP COMP 31 < 46
Total FN 372 < 524
P-value 5.1503931209e-08

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Performance plots


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

  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 RNAshapes).

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

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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 547
Total TN 135398
Total FP 106
Total FP CONTRA 8
Total FP INCONS 67
Total FP COMP 31
Total FN 372
Total Scores
MCC 0.722
Average MCC ± 95% Confidence Intervals 0.699 ± 0.062
Sensitivity 0.595
Positive Predictive Value 0.879
Nr of predictions 25

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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 0.40 0.30 0.55 6 1529 5 0 5 0 14
3J16_L 0.82 0.70 0.95 21 2753 1 0 1 0 9
3J20_1 0.96 0.91 1.00 21 2905 1 0 0 1 2
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J2L_3 0.77 0.62 0.94 33 7840 4 0 2 2 20
3J3D_C 0.82 0.71 0.95 20 2754 2 0 1 1 8
3J3E_8 0.43 0.30 0.63 10 7487 8 0 6 2 23
3J3E_7 0.78 0.67 0.92 36 7101 3 0 3 0 18
3J3F_7 0.85 0.74 0.97 37 7222 2 0 1 1 13
3J3F_8 0.63 0.53 0.76 19 12221 10 0 6 4 17
3J3V_B 0.76 0.61 0.95 35 6984 3 0 2 1 22
3UZL_B 0.72 0.54 0.95 20 3549 2 1 0 1 17
3W1K_J 0.80 0.68 0.93 26 4158 3 1 1 1 12
3W3S_B 0.78 0.65 0.93 26 4725 4 0 2 2 14
3ZEX_D 0.82 0.73 0.92 36 6982 3 0 3 0 13
3ZEX_C 0.53 0.37 0.76 19 14171 10 1 5 4 33
3ZND_W 0.47 0.43 0.53 10 2984 12 0 9 3 13
4A1C_2 0.57 0.45 0.71 15 11760 12 0 6 6 18
4A1C_3 0.83 0.70 0.97 38 7101 1 0 1 0 16
4AOB_A 0.72 0.57 0.92 24 4345 3 0 2 1 18
4ENB_A 0.50 0.42 0.62 8 1262 5 1 4 0 11
4ENC_A 0.50 0.42 0.62 8 1313 5 1 4 0 11
4FRG_B 0.74 0.63 0.87 20 3463 3 1 2 0 12
4FRN_A 0.73 0.61 0.88 22 5126 3 2 1 0 14
4JF2_A 0.72 0.52 1.00 16 2834 0 0 0 0 15

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Performance of RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 395
Total TN 135323
Total FP 348
Total FP CONTRA 25
Total FP INCONS 277
Total FP COMP 46
Total FN 524
Total Scores
MCC 0.491
Average MCC ± 95% Confidence Intervals 0.499 ± 0.094
Sensitivity 0.430
Positive Predictive Value 0.567
Nr of predictions 25

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
3J16_L 0.50 0.40 0.63 12 2756 7 0 7 0 18
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J2L_3 0.59 0.51 0.69 27 7836 14 0 12 2 26
3J3D_C 0.60 0.54 0.68 15 2753 7 0 7 0 13
3J3E_8 0.17 0.15 0.19 5 7477 29 2 19 8 28
3J3E_7 0.48 0.41 0.58 22 7102 16 1 15 0 32
3J3F_7 0.68 0.58 0.81 29 7224 7 1 6 0 21
3J3F_8 0.30 0.31 0.30 11 12209 39 3 23 13 25
3J3V_B 0.20 0.16 0.26 9 6987 25 0 25 0 48
3UZL_B 0.39 0.32 0.48 12 3545 13 2 11 0 25
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.55 0.48 0.63 19 4723 12 1 10 1 21
3ZEX_D 0.76 0.63 0.91 31 6987 3 0 3 0 18
3ZEX_C 0.23 0.21 0.25 11 14152 41 1 32 8 41
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4A1C_2 0.14 0.15 0.14 5 11746 41 5 25 11 28
4A1C_3 0.68 0.57 0.82 31 7102 7 1 6 0 23
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ENB_A 0.70 0.58 0.85 11 1262 2 1 1 0 8
4ENC_A 0.32 0.26 0.42 5 1314 7 1 6 0 14
4FRG_B 0.32 0.28 0.38 9 3462 15 0 15 0 23
4FRN_A 0.52 0.44 0.62 16 5125 10 2 8 0 20
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12

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