CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of ContextFold - scored higher in this pairwise comparison

  4. Performance of RNASampler(20) - scored lower in this pairwise comparison

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


Overview

Metric ContextFold RNASampler(20)
MCC 0.617 > 0.561
Average MCC ± 95% Confidence Intervals 0.602 ± 0.134 > 0.569 ± 0.113
Sensitivity 0.499 > 0.429
Positive Predictive Value 0.767 > 0.738
Total TP 343 > 295
Total TN 110748 < 110795
Total FP 148 > 139
Total FP CONTRA 16 > 7
Total FP INCONS 88 < 98
Total FP COMP 44 > 34
Total FN 344 < 392
P-value 1.5677163434e-08

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Performance plots


  1. Comparison of performance of ContextFold 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 ContextFold 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 ContextFold and RNASampler(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold 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 ContextFold and RNASampler(20)).

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 343
Total TN 110748
Total FP 148
Total FP CONTRA 16
Total FP INCONS 88
Total FP COMP 44
Total FN 344
Total Scores
MCC 0.617
Average MCC ± 95% Confidence Intervals 0.602 ± 0.134
Sensitivity 0.499
Positive Predictive Value 0.767
Nr of predictions 18

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2. Individual counts for ContextFold [ 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 1 0 0 1 9
3J2L_3 0.79 0.62 1.00 33 7842 2 0 0 2 20
3J3D_C 0.73 0.61 0.89 17 2756 2 0 2 0 11
3J3E_8 0.00 0.00 0.00 0 7483 29 9 11 9 33
3J3E_7 0.72 0.56 0.94 30 7108 2 0 2 0 24
3J3F_7 0.81 0.68 0.97 34 7225 1 0 1 0 16
3J3F_8 0.33 0.31 0.37 11 12216 29 3 16 10 25
3J3V_B 0.76 0.58 1.00 33 6988 0 0 0 0 24
3ZEX_D 0.81 0.67 0.97 33 6987 1 0 1 0 16
3ZEX_C 0.33 0.25 0.45 13 14167 22 1 15 6 39
3ZND_W 0.21 0.22 0.22 5 2980 20 0 18 2 18
4A1C_2 0.20 0.15 0.28 5 11763 26 0 13 13 28
4A1C_3 0.78 0.63 0.97 34 7105 1 0 1 0 20
4AOB_A 0.52 0.40 0.68 17 4346 9 1 7 1 25
4ENB_A 0.69 0.47 1.00 9 1266 0 0 0 0 10
4ENC_A 0.65 0.47 0.90 9 1316 1 1 0 0 10
4FRG_B 0.71 0.56 0.90 18 3466 2 1 1 0 14

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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.