CompaRNA - on-line benchmarks of RNA structure prediction methods
Home

Methods
Datasets
Rankings
RNA 2D Atlas

Help
FAQ

Contact us
RSS feeds
Twitter

Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASampler(seed) RNAshapes
MCC 0.780 > 0.548
Average MCC ± 95% Confidence Intervals 0.774 ± 0.102 > 0.541 ± 0.156
Sensitivity 0.659 > 0.567
Positive Predictive Value 0.923 > 0.530
Total TP 385 > 331
Total TN 356872 > 356665
Total FP 90 < 435
Total FP CONTRA 9 < 77
Total FP INCONS 23 < 216
Total FP COMP 58 < 142
Total FN 199 < 253
P-value 2.06323189071e-08

^top




Performance plots


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

  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 RNASampler(seed) and RNAshapes).

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

^top





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

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

Total Base Pair Counts
Total TP 385
Total TN 356872
Total FP 90
Total FP CONTRA 9
Total FP INCONS 23
Total FP COMP 58
Total FN 199
Total Scores
MCC 0.780
Average MCC ± 95% Confidence Intervals 0.774 ± 0.102
Sensitivity 0.659
Positive Predictive Value 0.923
Nr of predictions 11

^top



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_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

^top



Performance of RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 331
Total TN 356665
Total FP 435
Total FP CONTRA 77
Total FP INCONS 216
Total FP COMP 142
Total FN 253
Total Scores
MCC 0.548
Average MCC ± 95% Confidence Intervals 0.541 ± 0.156
Sensitivity 0.567
Positive Predictive Value 0.530
Nr of predictions 11

^top



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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
RFA_00606 0.67 0.67 0.67 26 21282 32 1 12 19 13
RFA_00620 0.44 0.46 0.42 18 21902 36 7 18 11 21
RFA_00626 0.45 0.45 0.46 39 56531 61 9 37 15 48
RFA_00627 0.63 0.61 0.66 53 56873 42 4 23 15 34
RFA_00628 0.82 0.80 0.84 69 57209 33 1 12 20 17
RFA_00814 0.62 0.63 0.60 26 25157 26 6 11 9 15
RFA_00815 0.67 0.71 0.63 29 24485 31 1 16 14 12
RFA_00816 0.21 0.24 0.18 10 23164 47 18 28 1 31
RFA_00817 0.10 0.12 0.08 5 21881 60 21 38 1 36
RFA_00818 0.52 0.56 0.48 23 20253 31 9 16 6 18
RFA_00819 0.84 0.80 0.87 33 27928 36 0 5 31 8

^top


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