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 RNASampler(20) - scored lower in this pairwise comparison

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


Overview

Metric PETfold_pre2.0(seed) RNASampler(20)
MCC 0.719 > 0.561
Average MCC ± 95% Confidence Intervals 0.696 ± 0.078 > 0.569 ± 0.113
Sensitivity 0.597 > 0.429
Positive Predictive Value 0.870 > 0.738
Total TP 410 > 295
Total TN 110724 < 110795
Total FP 88 < 139
Total FP CONTRA 4 < 7
Total FP INCONS 57 < 98
Total FP COMP 27 < 34
Total FN 277 < 392
P-value 3.07760058607e-08

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Performance plots


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

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) and RNASampler(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 RNASampler(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 RNASampler(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 295
Total TN 110795
Total FP 139
Total FP CONTRA 7
Total FP INCONS 98
Total FP COMP 34
Total FN 392
Total Scores
MCC 0.561
Average MCC ± 95% Confidence Intervals 0.569 ± 0.113
Sensitivity 0.429
Positive Predictive Value 0.738
Nr of predictions 18

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2. Individual counts for RNASampler(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 0.80 0.67 0.95 20 2829 2 0 1 1 10
3J2L_3 0.45 0.32 0.63 17 7848 12 1 9 2 36
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_8 0.12 0.09 0.18 3 7486 21 2 12 7 30
3J3E_7 0.62 0.48 0.81 26 7108 6 0 6 0 28
3J3F_7 0.66 0.52 0.84 26 7229 5 0 5 0 24
3J3F_8 0.39 0.33 0.46 12 12220 17 1 13 3 24
3J3V_B 0.63 0.42 0.96 24 6996 1 0 1 0 33
3ZEX_D 0.68 0.49 0.96 24 6996 1 0 1 0 25
3ZEX_C 0.27 0.19 0.38 10 14170 20 1 15 4 42
3ZND_W 0.41 0.39 0.43 9 2982 15 2 10 3 14
4A1C_2 0.18 0.15 0.23 5 11759 30 0 17 13 28
4A1C_3 0.74 0.56 1.00 30 7110 0 0 0 0 24
4AOB_A 0.58 0.40 0.85 17 4351 4 0 3 1 25
4ENB_A 0.60 0.37 1.00 7 1268 0 0 0 0 12
4ENC_A 0.76 0.58 1.00 11 1315 0 0 0 0 8
4FRG_B 0.55 0.41 0.76 13 3469 4 0 4 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.