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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidHomfold‑LAST - scored higher in this pairwise comparison

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

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


Overview

Metric CentroidHomfold‑LAST RNASampler(seed)
MCC 0.807 > 0.779
Average MCC ± 95% Confidence Intervals 0.774 ± 0.131 > 0.774 ± 0.092
Sensitivity 0.729 > 0.659
Positive Predictive Value 0.894 < 0.921
Total TP 489 > 442
Total TN 413695 < 413762
Total FP 126 > 105
Total FP CONTRA 21 > 9
Total FP INCONS 37 > 29
Total FP COMP 68 > 67
Total FN 182 < 229
P-value 1.69265863073e-08

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Performance plots


  1. Comparison of performance of CentroidHomfold-LAST 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 CentroidHomfold‑LAST 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 CentroidHomfold‑LAST and RNASampler(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidHomfold-LAST 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 CentroidHomfold‑LAST and RNASampler(seed)).

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Performance of CentroidHomfold‑LAST - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP 489
Total TN 413695
Total FP 126
Total FP CONTRA 21
Total FP INCONS 37
Total FP COMP 68
Total FN 182
Total Scores
MCC 0.807
Average MCC ± 95% Confidence Intervals 0.774 ± 0.131
Sensitivity 0.729
Positive Predictive Value 0.894
Nr of predictions 12

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2. Individual counts for CentroidHomfold‑LAST [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00606 0.72 0.69 0.75 27 21285 17 7 2 8 12
RFA_00620 0.23 0.15 0.35 6 21928 16 1 10 5 33
RFA_00626 0.85 0.79 0.92 69 56541 13 1 5 7 18
RFA_00627 0.86 0.75 0.98 65 56887 13 0 1 12 22
RFA_00628 0.86 0.78 0.94 67 57220 7 1 3 3 19
RFA_00630 0.87 0.83 0.92 72 56875 10 1 5 4 15
RFA_00814 0.96 0.93 1.00 38 25162 6 0 0 6 3
RFA_00815 0.92 0.85 1.00 35 24496 1 0 0 1 6
RFA_00816 0.80 0.63 1.00 26 23194 1 0 0 1 15
RFA_00817 0.68 0.59 0.80 24 21915 9 2 4 3 17
RFA_00818 0.57 0.54 0.61 22 20265 18 8 6 4 19
RFA_00819 0.95 0.93 0.97 38 27927 15 0 1 14 3

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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 442
Total TN 413762
Total FP 105
Total FP CONTRA 9
Total FP INCONS 29
Total FP COMP 67
Total FN 229
Total Scores
MCC 0.779
Average MCC ± 95% Confidence Intervals 0.774 ± 0.092
Sensitivity 0.659
Positive Predictive Value 0.921
Nr of predictions 12

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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
RFA_00606 0.44 0.36 0.54 14 21295 18 7 5 6 25
RFA_00620 0.52 0.44 0.63 17 21918 15 2 8 5 22
RFA_00626 0.80 0.64 1.00 56 56560 5 0 0 5 31
RFA_00627 0.77 0.63 0.93 55 56894 8 0 4 4 32
RFA_00628 0.78 0.64 0.95 55 57233 12 0 3 9 31
RFA_00630 0.77 0.66 0.90 57 56890 15 0 6 9 30
RFA_00814 0.87 0.78 0.97 32 25167 6 0 1 5 9
RFA_00815 0.88 0.78 1.00 32 24499 8 0 0 8 9
RFA_00816 0.86 0.76 0.97 31 23188 6 0 1 5 10
RFA_00817 0.86 0.76 0.97 31 21913 1 0 1 0 10
RFA_00818 0.86 0.73 1.00 30 20271 6 0 0 6 11
RFA_00819 0.88 0.78 1.00 32 27934 5 0 0 5 9

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