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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ContextFold IPknot
MCC 0.596 > 0.590
Average MCC ± 95% Confidence Intervals 0.581 ± 0.145 > 0.577 ± 0.120
Sensitivity 0.588 > 0.551
Positive Predictive Value 0.604 < 0.633
Total TP 686 > 643
Total TN 875970 < 876090
Total FP 562 > 493
Total FP CONTRA 127 > 90
Total FP INCONS 322 > 282
Total FP COMP 113 < 121
Total FN 481 < 524
P-value 0.00498321506716

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Performance plots


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

  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 ContextFold and IPknot).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for ContextFold and IPknot. 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 ContextFold and IPknot).

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP 686
Total TN 875970
Total FP 562
Total FP CONTRA 127
Total FP INCONS 322
Total FP COMP 113
Total FN 481
Total Scores
MCC 0.596
Average MCC ± 95% Confidence Intervals 0.581 ± 0.145
Sensitivity 0.588
Positive Predictive Value 0.604
Nr of predictions 22

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.58 0.56 0.63 10 512 6 0 6 0 8
2M58_A - -0.02 0.00 0.00 0 530 14 3 11 0 12
3J0L_a - 0.80 0.73 0.89 8 402 2 0 1 1 3
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J20_2 0.89 0.88 0.89 362 421963 88 15 28 45 50
3J3D_C 0.79 0.79 0.79 15 949 4 3 1 0 4
3J3E_8 -0.01 0.00 0.00 0 2722 29 12 8 9 15
3J3F_8 0.36 0.42 0.31 8 4735 32 9 9 14 11
3U4M_B - 0.98 0.95 1.00 21 1255 0 0 0 0 1
3W1K_J 0.90 0.87 0.93 27 1649 2 1 1 0 4
3W3S_B 0.87 0.85 0.90 28 1958 4 0 3 1 5
3ZEX_B - 0.23 0.23 0.23 81 420993 296 62 216 18 265
3ZEX_C 0.44 0.41 0.48 12 5349 23 4 9 10 17
4A1C_2 0.26 0.25 0.28 5 4498 26 3 10 13 15
4AOB_A 0.62 0.59 0.68 17 1412 9 2 6 1 12
4ATO_G - -0.02 0.00 0.00 0 218 2 1 1 0 7
4ENB_A 0.77 0.60 1.00 9 463 0 0 0 0 6
4ENC_A 0.73 0.60 0.90 9 486 1 1 0 0 6
4FRG_B 0.77 0.71 0.85 17 1182 3 2 1 0 7
4FRN_A 0.42 0.39 0.46 11 1824 13 6 7 0 17
4JF2_A 0.57 0.50 0.67 12 1064 6 2 4 0 12
4JRC_A - 0.91 0.82 1.00 14 608 0 0 0 0 3

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Performance of IPknot - scored lower in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 643
Total TN 876090
Total FP 493
Total FP CONTRA 90
Total FP INCONS 282
Total FP COMP 121
Total FN 524
Total Scores
MCC 0.590
Average MCC ± 95% Confidence Intervals 0.577 ± 0.120
Sensitivity 0.551
Positive Predictive Value 0.633
Nr of predictions 22

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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
2M58_A - 0.71 0.58 0.88 7 536 1 1 0 0 5
3J0L_a - 0.16 0.18 0.18 2 400 10 3 6 1 9
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J20_2 0.75 0.74 0.76 305 421966 159 17 80 62 107
3J3D_C 0.52 0.53 0.53 10 949 9 3 6 0 9
3J3E_8 -0.01 0.00 0.00 0 2723 25 5 14 6 15
3J3F_8 0.36 0.47 0.28 9 4729 40 11 12 17 10
3U4M_B - 0.91 0.91 0.91 20 1254 3 2 0 1 2
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.94 0.91 0.97 30 1958 2 0 1 1 3
3ZEX_B - 0.33 0.27 0.40 95 421115 160 26 116 18 251
3ZEX_C 0.51 0.34 0.77 10 5361 7 1 2 4 19
4A1C_2 0.23 0.25 0.22 5 4493 26 8 10 8 15
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ATO_G - 0.49 0.57 0.44 4 211 6 0 5 1 3
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.59 0.53 0.67 8 484 4 0 4 0 7
4FRG_B 0.75 0.71 0.81 17 1181 4 3 1 0 7
4FRN_A 0.79 0.71 0.87 20 1825 3 1 2 0 8
4JF2_A 0.96 0.96 0.96 23 1058 1 1 0 0 1
4JRC_A - 0.45 0.29 0.71 5 615 2 0 2 0 12

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