CompaRNA - on-line benchmarks of RNA structure prediction methods
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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 RNAalifold(20) - scored lower in this pairwise comparison

  5. Compile and download dataset for PETfold_pre2.0(seed) & RNAalifold(20) [.zip] - may take several seconds...


Overview

Metric PETfold_pre2.0(seed) RNAalifold(20)
MCC 0.719 > 0.629
Average MCC ± 95% Confidence Intervals 0.696 ± 0.078 > 0.616 ± 0.106
Sensitivity 0.597 > 0.488
Positive Predictive Value 0.870 > 0.815
Total TP 410 > 335
Total TN 110724 < 110784
Total FP 88 < 93
Total FP CONTRA 4 < 6
Total FP INCONS 57 < 70
Total FP COMP 27 > 17
Total FN 277 < 352
P-value 2.04409141234e-08

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Performance plots


  1. Comparison of performance of PETfold_pre2.0(seed) and RNAalifold(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 PETfold_pre2.0(seed) and RNAalifold(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 PETfold_pre2.0(seed) and RNAalifold(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) and RNAalifold(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 PETfold_pre2.0(seed) and RNAalifold(20)).

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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 410
Total TN 110724
Total FP 88
Total FP CONTRA 4
Total FP INCONS 57
Total FP COMP 27
Total FN 277
Total Scores
MCC 0.719
Average MCC ± 95% Confidence Intervals 0.696 ± 0.078
Sensitivity 0.597
Positive Predictive Value 0.870
Nr of predictions 18

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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
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
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

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

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

Total Base Pair Counts
Total TP 335
Total TN 110784
Total FP 93
Total FP CONTRA 6
Total FP INCONS 70
Total FP COMP 17
Total FN 352
Total Scores
MCC 0.629
Average MCC ± 95% Confidence Intervals 0.616 ± 0.106
Sensitivity 0.488
Positive Predictive Value 0.815
Nr of predictions 18

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2. Individual counts for RNAalifold(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.84 0.70 1.00 21 2829 0 0 0 0 9
3J2L_3 0.69 0.47 1.00 25 7850 2 0 0 2 28
3J3D_C 0.80 0.68 0.95 19 2755 1 0 1 0 9
3J3E_8 0.23 0.15 0.36 5 7489 9 1 8 0 28
3J3E_7 0.69 0.56 0.86 30 7105 5 1 4 0 24
3J3F_7 0.74 0.58 0.94 29 7229 2 0 2 0 21
3J3F_8 0.48 0.39 0.58 14 12222 17 1 9 7 22
3J3V_B 0.65 0.49 0.88 28 6989 4 0 4 0 29
3ZEX_D 0.80 0.69 0.92 34 6984 3 0 3 0 15
3ZEX_C 0.39 0.27 0.56 14 14171 14 1 10 3 38
3ZND_W 0.47 0.43 0.53 10 2984 11 0 9 2 13
4A1C_2 0.17 0.15 0.19 5 11755 23 2 19 2 28
4A1C_3 0.74 0.57 0.97 31 7108 1 0 1 0 23
4AOB_A 0.72 0.52 1.00 22 4349 1 0 0 1 20
4ENB_A 0.46 0.21 1.00 4 1271 0 0 0 0 15
4ENC_A 0.56 0.32 1.00 6 1320 0 0 0 0 13
4FRG_B 0.73 0.53 1.00 17 3469 0 0 0 0 15

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