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

  1. Overview

  2. Performance Plots

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

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

  5. Compile and download dataset for RNAshapes & NanoFolder [.zip] - may take several seconds...


Overview

Metric RNAshapes NanoFolder
MCC 0.455 > 0.304
Average MCC ± 95% Confidence Intervals 0.461 ± 0.287 > 0.353 ± 0.351
Sensitivity 0.416 > 0.343
Positive Predictive Value 0.507 > 0.281
Total TP 69 > 57
Total TN 18893 > 18826
Total FP 73 < 159
Total FP CONTRA 14 < 22
Total FP INCONS 53 < 124
Total FP COMP 6 < 13
Total FN 97 < 109
P-value 0.0

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Performance plots


  1. Comparison of performance of RNAshapes and NanoFolder. 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 RNAshapes and NanoFolder).

  2. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAshapes and NanoFolder. 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 RNAshapes and NanoFolder).

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Performance of RNAshapes - scored higher in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 69
Total TN 18893
Total FP 73
Total FP CONTRA 14
Total FP INCONS 53
Total FP COMP 6
Total FN 97
Total Scores
MCC 0.455
Average MCC ± 95% Confidence Intervals 0.461 ± 0.287
Sensitivity 0.416
Positive Predictive Value 0.507
Nr of predictions 7

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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
PDB_00571 0.17 0.16 0.19 4 3300 17 6 11 0 21
PDB_00828 0.88 0.78 1.00 21 2464 0 0 0 0 6
PDB_00851 - 0.35 0.29 0.43 12 4725 16 0 16 0 29
PDB_01009 0.52 0.57 0.48 12 2460 13 5 8 0 9
RFA_00770 0.61 0.56 0.67 10 2001 8 0 5 3 8
RFA_00773 0.71 0.56 0.91 10 1942 4 1 0 3 8
RFA_00808 -0.01 0.00 0.00 0 2001 15 2 13 0 16

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Performance of NanoFolder - scored lower in this pairwise comparison

1. Total counts & total scores for NanoFolder

Total Base Pair Counts
Total TP 57
Total TN 18826
Total FP 159
Total FP CONTRA 22
Total FP INCONS 124
Total FP COMP 13
Total FN 109
Total Scores
MCC 0.304
Average MCC ± 95% Confidence Intervals 0.353 ± 0.351
Sensitivity 0.343
Positive Predictive Value 0.281
Nr of predictions 7

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
PDB_00571 -0.01 0.00 0.00 0 3286 36 6 29 1 25
PDB_00828 0.30 0.33 0.28 9 2453 23 0 23 0 18
PDB_00851 - 0.16 0.17 0.17 7 4711 35 3 32 0 34
PDB_01009 0.27 0.33 0.23 7 2455 25 3 20 2 14
RFA_00770 -0.01 0.00 0.00 0 1996 24 0 20 4 18
RFA_00773 0.93 1.00 0.86 18 1932 9 3 0 6 0
RFA_00808 0.83 1.00 0.70 16 1993 7 7 0 0 0

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