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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ProbKnot RNASampler(seed)
MCC 0.516 > 0.501
Average MCC ± 95% Confidence Intervals 0.482 ± 0.265 < 0.482 ± 0.191
Sensitivity 0.575 > 0.421
Positive Predictive Value 0.470 < 0.605
Total TP 134 > 98
Total TN 27870 < 27993
Total FP 219 > 99
Total FP CONTRA 55 > 21
Total FP INCONS 96 > 43
Total FP COMP 68 > 35
Total FN 99 < 135
P-value 0.000845354672286

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Performance plots


  1. Comparison of performance of ProbKnot and RNASampler(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 ProbKnot and RNASampler(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 ProbKnot and RNASampler(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and RNASampler(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 ProbKnot and RNASampler(seed)).

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 134
Total TN 27870
Total FP 219
Total FP CONTRA 55
Total FP INCONS 96
Total FP COMP 68
Total FN 99
Total Scores
MCC 0.516
Average MCC ± 95% Confidence Intervals 0.482 ± 0.265
Sensitivity 0.575
Positive Predictive Value 0.470
Nr of predictions 10

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2. Individual counts for ProbKnot [ 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 0 513 15 3 12 0 18
3J3E_8 -0.01 0.00 0.00 0 2718 37 6 18 13 15
3J3F_8 0.39 0.47 0.33 9 4734 38 9 9 20 10
3O58_3 0.38 0.50 0.29 11 4726 42 10 17 15 11
3RKF_A 0.87 0.83 0.91 20 844 2 2 0 0 4
3SD1_A 0.66 0.69 0.65 20 1502 11 6 5 0 9
3W3S_B 0.98 0.97 1.00 32 1957 1 0 0 1 1
3ZEX_C 0.48 0.52 0.45 15 5341 22 4 14 4 14
4A1C_2 0.17 0.25 0.13 5 4477 49 13 21 15 15
4JF2_A 0.91 0.92 0.92 22 1058 2 2 0 0 2

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

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

Total Base Pair Counts
Total TP 98
Total TN 27993
Total FP 99
Total FP CONTRA 21
Total FP INCONS 43
Total FP COMP 35
Total FN 135
Total Scores
MCC 0.501
Average MCC ± 95% Confidence Intervals 0.482 ± 0.191
Sensitivity 0.421
Positive Predictive Value 0.605
Nr of predictions 10

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2. Individual counts for RNASampler(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 0 518 10 0 10 0 18
3J3E_8 0.18 0.20 0.18 3 2725 22 5 9 8 12
3J3F_8 0.47 0.47 0.47 9 4742 18 5 5 8 10
3O58_3 0.54 0.50 0.58 11 4745 13 5 3 5 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.72 0.55 0.94 16 1516 1 0 1 0 13
3W3S_B 0.60 0.36 1.00 12 1977 1 0 0 1 21
3ZEX_C 0.39 0.31 0.50 9 5356 14 2 7 5 20
4A1C_2 0.40 0.40 0.40 8 4496 20 4 8 8 12
4JF2_A 0.64 0.42 1.00 10 1072 0 0 0 0 14

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