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

  1. Overview

  2. Performance Plots

  3. Performance of Vsfold5 - scored higher in this pairwise comparison

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

  5. Compile and download dataset for Vsfold5 & NanoFolder [.zip] - may take several seconds...


Overview

Metric Vsfold5 NanoFolder
MCC 0.490 > 0.406
Average MCC ± 95% Confidence Intervals 0.475 ± 0.192 > 0.450 ± 0.163
Sensitivity 0.528 > 0.516
Positive Predictive Value 0.466 > 0.333
Total TP 132 > 129
Total TN 20898 > 20794
Total FP 192 < 311
Total FP CONTRA 55 < 98
Total FP INCONS 96 < 160
Total FP COMP 41 < 53
Total FN 118 < 121
P-value 2.20167918023e-08

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Performance plots


  1. Comparison of performance of Vsfold5 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 Vsfold5 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 Vsfold5 and NanoFolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold5 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 Vsfold5 and NanoFolder).

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Performance of Vsfold5 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 132
Total TN 20898
Total FP 192
Total FP CONTRA 55
Total FP INCONS 96
Total FP COMP 41
Total FN 118
Total Scores
MCC 0.490
Average MCC ± 95% Confidence Intervals 0.475 ± 0.192
Sensitivity 0.528
Positive Predictive Value 0.466
Nr of predictions 13

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.03 0.00 0.00 0 515 13 0 13 0 18
2M58_A - 0.37 0.33 0.44 4 535 5 4 1 0 8
3J3D_C 0.63 0.68 0.59 13 946 9 3 6 0 6
3J3E_8 0.10 0.13 0.08 2 2718 31 10 12 9 13
3J3F_8 0.36 0.47 0.27 9 4728 38 13 11 14 10
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3W3S_B 0.83 0.85 0.82 28 1955 7 2 4 1 5
4A1C_2 0.33 0.40 0.28 8 4487 37 8 13 16 12
4AOB_A 0.21 0.21 0.25 6 1413 19 2 16 1 23
4ATO_G - 0.67 0.86 0.55 6 209 5 5 0 0 1
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4JF2_A 0.96 1.00 0.92 24 1056 2 2 0 0 0
4JRC_A - 0.28 0.29 0.31 5 606 11 2 9 0 12

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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 129
Total TN 20794
Total FP 311
Total FP CONTRA 98
Total FP INCONS 160
Total FP COMP 53
Total FN 121
Total Scores
MCC 0.406
Average MCC ± 95% Confidence Intervals 0.450 ± 0.163
Sensitivity 0.516
Positive Predictive Value 0.333
Nr of predictions 13

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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
2LC8_A 0.54 0.61 0.50 11 506 11 1 10 0 7
2M58_A - 0.45 0.58 0.37 7 525 13 6 6 1 5
3J3D_C 0.76 0.95 0.62 18 939 11 9 2 0 1
3J3E_8 -0.01 0.00 0.00 0 2707 47 11 24 12 15
3J3F_8 0.30 0.47 0.19 9 4714 57 21 17 19 10
3U4M_B - 0.77 0.91 0.67 20 1246 12 6 4 2 2
3W3S_B 0.18 0.21 0.18 7 1949 34 2 31 1 26
4A1C_2 -0.01 0.00 0.00 0 4469 61 18 29 14 20
4AOB_A 0.39 0.41 0.39 12 1406 20 4 15 1 17
4ATO_G - 0.72 1.00 0.54 7 207 6 6 0 0 0
4ENC_A 0.66 0.73 0.61 11 478 9 2 5 2 4
4JF2_A 0.55 0.67 0.47 16 1048 19 9 9 1 8
4JRC_A - 0.56 0.65 0.50 11 600 11 3 8 0 6

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