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 RSpredict(seed) - scored lower in this pairwise comparison

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


Overview

Metric ContextFold RSpredict(seed)
MCC 0.766 > 0.572
Average MCC ± 95% Confidence Intervals 0.619 ± 0.143 > 0.195 ± 0.134
Sensitivity 0.747 > 0.467
Positive Predictive Value 0.785 > 0.702
Total TP 562 > 351
Total TN 451964 < 452180
Total FP 248 > 214
Total FP CONTRA 61 > 27
Total FP INCONS 93 < 122
Total FP COMP 94 > 65
Total FN 190 < 401
P-value 3.27388928538e-08

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Performance plots


  1. Comparison of performance of ContextFold and RSpredict(seed). 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 RSpredict(seed)).

  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 RSpredict(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold and RSpredict(seed). 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 RSpredict(seed)).

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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 562
Total TN 451964
Total FP 248
Total FP CONTRA 61
Total FP INCONS 93
Total FP COMP 94
Total FN 190
Total Scores
MCC 0.766
Average MCC ± 95% Confidence Intervals 0.619 ± 0.143
Sensitivity 0.747
Positive Predictive Value 0.785
Nr of predictions 16

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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
2LC8_A 0.58 0.56 0.63 10 512 6 0 6 0 8
3J20_2 0.89 0.88 0.89 362 421963 88 15 28 45 50
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J3D_C 0.79 0.79 0.79 15 949 4 3 1 0 4
3J3E_8 -0.01 0.00 0.00 0 2722 29 12 8 9 15
3J3F_8 0.36 0.42 0.31 8 4735 32 9 9 14 11
3W1K_J 0.90 0.87 0.93 27 1649 2 1 1 0 4
3W3S_B 0.87 0.85 0.90 28 1958 4 0 3 1 5
3ZEX_C 0.44 0.41 0.48 12 5349 23 4 9 10 17
4A1C_2 0.26 0.25 0.28 5 4498 26 3 10 13 15
4AOB_A 0.62 0.59 0.68 17 1412 9 2 6 1 12
4ENB_A 0.77 0.60 1.00 9 463 0 0 0 0 6
4ENC_A 0.73 0.60 0.90 9 486 1 1 0 0 6
4FRG_B 0.77 0.71 0.85 17 1182 3 2 1 0 7
4FRN_A 0.42 0.39 0.46 11 1824 13 6 7 0 17
4JF2_A 0.57 0.50 0.67 12 1064 6 2 4 0 12

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Performance of RSpredict(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(seed)

Total Base Pair Counts
Total TP 351
Total TN 452180
Total FP 214
Total FP CONTRA 27
Total FP INCONS 122
Total FP COMP 65
Total FN 401
Total Scores
MCC 0.572
Average MCC ± 95% Confidence Intervals 0.195 ± 0.134
Sensitivity 0.467
Positive Predictive Value 0.702
Nr of predictions 16

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2. Individual counts for RSpredict(seed) [ 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 0 515 13 0 13 0 18
3J20_2 0.77 0.76 0.78 312 421966 152 18 72 62 100
3J20_0 -0.01 0.00 0.00 0 1215 4 0 4 0 21
3J3D_C -0.01 0.00 0.00 0 964 4 1 3 0 19
3J3E_8 0.00 0.00 0.00 0 2742 0 0 0 0 15
3J3F_8 0.19 0.11 0.33 2 4755 5 3 1 1 17
3W1K_J 0.57 0.35 0.92 11 1666 1 0 1 0 20
3W3S_B 0.45 0.36 0.57 12 1968 10 1 8 1 21
3ZEX_C 0.13 0.07 0.25 2 5366 6 2 4 0 27
4A1C_2 0.00 0.00 0.00 0 4512 5 2 2 1 20
4AOB_A 0.42 0.21 0.86 6 1430 1 0 1 0 23
4ENB_A 0.34 0.20 0.60 3 467 2 0 2 0 12
4ENC_A 0.34 0.20 0.60 3 491 2 0 2 0 12
4FRG_B -0.01 0.00 0.00 0 1200 2 0 2 0 24
4FRN_A 0.00 0.00 0.00 0 1845 3 0 3 0 28
4JF2_A -0.01 0.00 0.00 0 1078 4 0 4 0 24

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