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 PPfold(20) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for PPfold(20) & MaxExpect [.zip] - may take several seconds...


Overview

Metric PPfold(20) MaxExpect
MCC 0.746 > 0.415
Average MCC ± 95% Confidence Intervals 0.747 ± 0.127 > 0.414 ± 0.016
Sensitivity 0.681 > 0.401
Positive Predictive Value 0.818 > 0.429
Total TP 1989 > 1170
Total TN 7954946 > 7954652
Total FP 607 < 1721
Total FP CONTRA 71 < 232
Total FP INCONS 371 < 1323
Total FP COMP 165 < 166
Total FN 931 < 1750
P-value 0.0

^top




Performance plots


  1. Comparison of performance of PPfold(20) and MaxExpect. 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 PPfold(20) and MaxExpect).

  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 PPfold(20) and MaxExpect).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for PPfold(20) and MaxExpect. 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 PPfold(20) and MaxExpect).

^top





Performance of PPfold(20) - scored higher in this pairwise comparison

1. Total counts & total scores for PPfold(20)

Total Base Pair Counts
Total TP 1989
Total TN 7954946
Total FP 607
Total FP CONTRA 71
Total FP INCONS 371
Total FP COMP 165
Total FN 931
Total Scores
MCC 0.746
Average MCC ± 95% Confidence Intervals 0.747 ± 0.127
Sensitivity 0.681
Positive Predictive Value 0.818
Nr of predictions 6

^top



2. Individual counts for PPfold(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00256 0.82 0.78 0.87 363 1192324 70 13 40 17 105
CRW_00326 0.64 0.56 0.73 280 1627728 143 17 85 41 222
CRW_00358 0.56 0.49 0.64 246 1674980 178 15 124 39 261
CRW_00590 0.85 0.81 0.90 367 1119348 69 4 37 28 85
CRW_00997 0.83 0.81 0.86 374 1135845 75 15 44 16 90
PDB_01120 0.78 0.68 0.88 359 1204721 72 7 41 24 168

^top



Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 1170
Total TN 7954652
Total FP 1721
Total FP CONTRA 232
Total FP INCONS 1323
Total FP COMP 166
Total FN 1750
Total Scores
MCC 0.415
Average MCC ± 95% Confidence Intervals 0.414 ± 0.016
Sensitivity 0.401
Positive Predictive Value 0.429
Nr of predictions 6

^top



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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
CRW_00256 0.40 0.39 0.41 182 1192293 285 38 227 20 286
CRW_00326 0.41 0.41 0.42 205 1627618 330 55 232 43 297
CRW_00358 0.41 0.41 0.42 206 1674869 336 56 234 46 301
CRW_00590 0.40 0.37 0.43 169 1119363 246 23 201 22 283
CRW_00997 0.44 0.42 0.45 197 1135837 260 32 212 16 267
PDB_01120 0.43 0.40 0.46 211 1204672 264 28 217 19 316

^top


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