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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASampler(seed) NanoFolder
MCC 0.526 > 0.315
Average MCC ± 95% Confidence Intervals 0.387 ± 0.138 > 0.369 ± 0.160
Sensitivity 0.356 < 0.382
Positive Predictive Value 0.782 > 0.266
Total TP 122 < 131
Total TN 80836 > 80499
Total FP 58 < 422
Total FP CONTRA 13 < 104
Total FP INCONS 21 < 258
Total FP COMP 24 < 60
Total FN 221 > 212
P-value 3.66763272401e-08

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Performance plots


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

  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 NanoFolder).

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

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

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

Total Base Pair Counts
Total TP 122
Total TN 80836
Total FP 58
Total FP CONTRA 13
Total FP INCONS 21
Total FP COMP 24
Total FN 221
Total Scores
MCC 0.526
Average MCC ± 95% Confidence Intervals 0.387 ± 0.138
Sensitivity 0.356
Positive Predictive Value 0.782
Nr of predictions 19

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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
PDB_01051 0.45 0.31 0.67 4 897 6 0 2 4 9
RFA_00416 0.63 0.40 1.00 6 1479 1 0 0 1 9
RFA_00604 0.73 0.66 0.82 23 13502 14 4 1 9 12
RFA_00620 0.52 0.44 0.63 17 21918 15 2 8 5 22
RFA_00664 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00674 0.00 0.00 0.00 0 1128 0 0 0 0 14
RFA_00675 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00677 0.00 0.00 0.00 0 990 0 0 0 0 14
RFA_00684 0.53 0.29 1.00 4 986 0 0 0 0 10
RFA_00703 0.46 0.21 1.00 3 4275 0 0 0 0 11
RFA_00716 -0.01 0.00 0.00 0 943 3 0 3 0 14
RFA_00717 0.00 0.00 0.00 0 903 0 0 0 0 14
RFA_00730 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00763 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00765 0.50 0.25 1.00 3 900 0 0 0 0 9
RFA_00770 0.52 0.39 0.70 7 2006 3 3 0 0 11
RFA_00773 0.59 0.50 0.69 9 1940 4 4 0 0 9
RFA_00808 0.58 0.56 0.60 9 2001 6 0 6 0 7
RFA_00816 0.86 0.76 0.97 31 23188 6 0 1 5 10

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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 131
Total TN 80499
Total FP 422
Total FP CONTRA 104
Total FP INCONS 258
Total FP COMP 60
Total FN 212
Total Scores
MCC 0.315
Average MCC ± 95% Confidence Intervals 0.369 ± 0.160
Sensitivity 0.382
Positive Predictive Value 0.266
Nr of predictions 19

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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_01051 -0.02 0.00 0.00 0 885 18 1 17 0 13
RFA_00416 0.94 1.00 0.88 15 1468 6 2 0 4 0
RFA_00604 0.42 0.54 0.33 19 13472 53 14 25 14 16
RFA_00620 0.16 0.23 0.11 9 21864 80 29 43 8 30
RFA_00664 -0.01 0.00 0.00 0 978 13 0 12 1 14
RFA_00674 0.12 0.14 0.13 2 1112 15 0 14 1 12
RFA_00675 0.28 0.29 0.29 4 976 10 1 9 0 10
RFA_00677 0.62 0.64 0.60 9 975 10 0 6 4 5
RFA_00684 0.74 0.71 0.77 10 977 5 2 1 2 4
RFA_00703 0.26 0.36 0.19 5 4252 32 5 16 11 9
RFA_00716 -0.02 0.00 0.00 0 929 17 0 17 0 14
RFA_00717 0.64 0.64 0.64 9 889 5 2 3 0 5
RFA_00730 0.38 0.42 0.36 5 889 10 3 6 1 7
RFA_00763 0.38 0.42 0.36 5 889 10 3 6 1 7
RFA_00765 0.39 0.42 0.38 5 890 9 2 6 1 7
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
RFA_00816 0.00 0.00 0.00 0 23133 89 30 57 2 41

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