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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

  4. Performance of RNAwolf - scored lower in this pairwise comparison

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


Overview

Metric CentroidAlifold(seed) RNAwolf
MCC 0.767 > 0.487
Average MCC ± 95% Confidence Intervals 0.758 ± 0.057 > 0.502 ± 0.103
Sensitivity 0.634 > 0.461
Positive Predictive Value 0.933 > 0.523
Total TP 249 > 181
Total TN 48863 > 48784
Total FP 21 < 189
Total FP CONTRA 5 < 26
Total FP INCONS 13 < 139
Total FP COMP 3 < 24
Total FN 144 < 212
P-value 2.86595104665e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(seed) and RNAwolf. 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 CentroidAlifold(seed) and RNAwolf).

  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 CentroidAlifold(seed) and RNAwolf).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidAlifold(seed) and RNAwolf. 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 CentroidAlifold(seed) and RNAwolf).

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Performance of CentroidAlifold(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 249
Total TN 48863
Total FP 21
Total FP CONTRA 5
Total FP INCONS 13
Total FP COMP 3
Total FN 144
Total Scores
MCC 0.767
Average MCC ± 95% Confidence Intervals 0.758 ± 0.057
Sensitivity 0.634
Positive Predictive Value 0.933
Nr of predictions 17

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2. Individual counts for CentroidAlifold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.80 0.64 1.00 9 937 0 0 0 0 5
PDB_00716 0.75 0.61 0.93 14 2686 1 0 1 0 9
PDB_00828 0.88 0.78 1.00 21 2464 0 0 0 0 6
PDB_00829 0.91 0.83 1.00 20 2258 0 0 0 0 4
PDB_01020 0.91 0.83 1.00 19 2259 1 0 0 1 4
PDB_01073 0.84 0.71 1.00 24 4347 1 0 0 1 10
PDB_01092 0.72 0.58 0.91 30 10120 4 0 3 1 22
RFA_00632 0.74 0.64 0.86 18 4074 3 2 1 0 10
RFA_00636 0.78 0.68 0.90 19 3984 2 2 0 0 9
RFA_00767 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00768 0.74 0.56 1.00 10 1881 0 0 0 0 8
RFA_00769 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00770 0.74 0.56 1.00 10 2006 0 0 0 0 8
RFA_00773 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00779 0.74 0.56 1.00 10 1943 0 0 0 0 8
RFA_00808 0.65 0.56 0.75 9 2004 3 1 2 0 7
RFA_00809 0.43 0.38 0.50 6 2133 6 0 6 0 10

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 181
Total TN 48784
Total FP 189
Total FP CONTRA 26
Total FP INCONS 139
Total FP COMP 24
Total FN 212
Total Scores
MCC 0.487
Average MCC ± 95% Confidence Intervals 0.502 ± 0.103
Sensitivity 0.461
Positive Predictive Value 0.523
Nr of predictions 17

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2. Individual counts for RNAwolf [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00005 0.42 0.36 0.50 5 936 6 0 5 1 9
PDB_00716 0.68 0.57 0.81 13 2685 3 0 3 0 10
PDB_00828 0.85 0.81 0.88 22 2460 3 1 2 0 5
PDB_00829 0.78 0.75 0.82 18 2256 4 1 3 0 6
PDB_01020 0.84 0.83 0.86 19 2256 5 1 2 2 4
PDB_01073 0.17 0.18 0.17 6 4336 29 3 26 0 28
PDB_01092 0.43 0.38 0.49 20 10112 23 2 19 2 32
RFA_00632 0.25 0.25 0.27 7 4069 22 1 18 3 21
RFA_00636 0.40 0.39 0.41 11 3978 19 1 15 3 17
RFA_00767 0.48 0.44 0.53 8 1876 8 1 6 1 10
RFA_00768 0.50 0.44 0.57 8 1877 8 1 5 2 10
RFA_00769 0.41 0.44 0.38 8 1932 13 3 10 0 10
RFA_00770 0.51 0.50 0.53 9 1999 12 2 6 4 9
RFA_00773 0.42 0.39 0.47 7 1938 12 1 7 4 11
RFA_00779 0.26 0.28 0.26 5 1934 14 6 8 0 13
RFA_00808 0.68 0.56 0.82 9 2005 2 2 0 0 7
RFA_00809 0.47 0.38 0.60 6 2135 6 0 4 2 10

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