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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric IPknot NanoFolder
MCC 0.785 > 0.562
Average MCC ± 95% Confidence Intervals 0.828 ± 0.124 > 0.702 ± 0.166
Sensitivity 0.759 > 0.656
Positive Predictive Value 0.819 > 0.495
Total TP 221 > 191
Total TN 16916 > 16800
Total FP 77 < 228
Total FP CONTRA 14 < 73
Total FP INCONS 35 < 122
Total FP COMP 28 < 33
Total FN 70 < 100
P-value 2.08252958266e-08

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Performance plots


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

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

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 221
Total TN 16916
Total FP 77
Total FP CONTRA 14
Total FP INCONS 35
Total FP COMP 28
Total FN 70
Total Scores
MCC 0.785
Average MCC ± 95% Confidence Intervals 0.828 ± 0.124
Sensitivity 0.759
Positive Predictive Value 0.819
Nr of predictions 17

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.41 0.33 0.55 6 517 5 1 4 0 12
2LDL_A - 1.00 1.00 1.00 9 131 0 0 0 0 0
2LI4_A - 1.00 1.00 1.00 14 175 0 0 0 0 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.88 0.86 0.89 25 2412 9 0 3 6 4
2LQZ_A - 1.00 1.00 1.00 8 124 2 0 0 2 0
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
3J16_L 0.90 0.81 1.00 17 1142 0 0 0 0 4
3SN2_B 0.95 0.92 1.00 11 143 0 0 0 0 1
3U4M_B - 0.91 0.91 0.91 20 1254 3 2 0 1 2
3UZL_B 0.93 0.88 1.00 14 1279 7 0 0 7 2
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
4A1C_3 0.83 0.81 0.86 30 2728 7 0 5 2 7
4A1C_2 0.23 0.25 0.22 5 4493 26 8 10 8 15
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ENC_A 0.59 0.53 0.67 8 484 4 0 4 0 7

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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 191
Total TN 16800
Total FP 228
Total FP CONTRA 73
Total FP INCONS 122
Total FP COMP 33
Total FN 100
Total Scores
MCC 0.562
Average MCC ± 95% Confidence Intervals 0.702 ± 0.166
Sensitivity 0.656
Positive Predictive Value 0.495
Nr of predictions 17

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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
2LDL_A - 1.00 1.00 1.00 9 131 1 0 0 1 0
2LI4_A - 1.00 1.00 1.00 14 175 0 0 0 0 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.26 0.34 0.21 10 2392 41 15 23 3 19
2LQZ_A - 1.00 1.00 1.00 8 124 3 0 0 3 0
2LWK_A - 0.95 0.91 1.00 10 197 2 0 0 2 1
3J16_L 0.43 0.52 0.37 11 1129 19 8 11 0 10
3SN2_B 0.95 0.92 1.00 11 143 0 0 0 0 1
3U4M_B - 0.77 0.91 0.67 20 1246 12 6 4 2 2
3UZL_B 0.41 0.56 0.31 9 1264 25 10 10 5 7
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
4A1C_3 0.58 0.68 0.51 25 2714 24 9 15 0 12
4A1C_2 -0.01 0.00 0.00 0 4469 61 18 29 14 20
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.39 0.41 0.39 12 1406 20 4 15 1 17
4ENC_A 0.66 0.73 0.61 11 478 9 2 5 2 4

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