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 Pknots - scored lower in this pairwise comparison

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


Overview

Metric ContextFold Pknots
MCC 0.619 > 0.568
Average MCC ± 95% Confidence Intervals 0.583 ± 0.153 < 0.586 ± 0.146
Sensitivity 0.594 < 0.609
Positive Predictive Value 0.655 > 0.541
Total TP 243 < 249
Total TN 33014 > 32925
Total FP 178 < 269
Total FP CONTRA 50 < 73
Total FP INCONS 78 < 138
Total FP COMP 50 < 58
Total FN 166 > 160
P-value 9.04653292859e-08

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Performance plots


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

  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 Pknots).

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

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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 243
Total TN 33014
Total FP 178
Total FP CONTRA 50
Total FP INCONS 78
Total FP COMP 50
Total FN 166
Total Scores
MCC 0.619
Average MCC ± 95% Confidence Intervals 0.583 ± 0.153
Sensitivity 0.594
Positive Predictive Value 0.655
Nr of predictions 20

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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
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_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 Pknots - scored lower in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 249
Total TN 32925
Total FP 269
Total FP CONTRA 73
Total FP INCONS 138
Total FP COMP 58
Total FN 160
Total Scores
MCC 0.568
Average MCC ± 95% Confidence Intervals 0.586 ± 0.146
Sensitivity 0.609
Positive Predictive Value 0.541
Nr of predictions 20

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.83 0.83 0.83 15 510 3 2 1 0 3
2M58_A - 0.60 0.58 0.64 7 533 4 1 3 0 5
3J0L_a - 0.35 0.36 0.36 4 400 8 3 4 1 7
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J3D_C 0.46 0.53 0.42 10 944 14 5 9 0 9
3J3E_8 0.10 0.13 0.09 2 2720 33 5 15 13 13
3J3F_8 0.42 0.53 0.33 10 4731 37 10 10 17 9
3U4M_B - 0.33 0.36 0.32 8 1251 17 4 13 0 14
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.78 0.76 0.81 25 1958 7 1 5 1 8
3ZEX_C 0.10 0.14 0.08 4 5322 54 13 35 6 25
4A1C_2 0.33 0.40 0.29 8 4488 36 9 11 16 12
4AOB_A 0.19 0.21 0.21 6 1409 23 3 19 1 23
4ATO_G - 0.36 0.43 0.33 3 211 6 6 0 0 4
4ENB_A 1.00 1.00 1.00 15 457 2 0 0 2 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.55 0.50 0.63 12 1183 7 0 7 0 12
4FRN_A 0.57 0.54 0.63 15 1824 9 3 6 0 13
4JF2_A 0.92 1.00 0.86 24 1054 4 4 0 0 0
4JRC_A - 0.94 0.94 0.94 16 605 1 1 0 0 1

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