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 RNAsubopt - scored lower in this pairwise comparison

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


Overview

Metric ContextFold RNAsubopt
MCC 0.619 > 0.509
Average MCC ± 95% Confidence Intervals 0.583 ± 0.153 > 0.486 ± 0.120
Sensitivity 0.594 > 0.545
Positive Predictive Value 0.655 > 0.487
Total TP 243 > 223
Total TN 33014 > 32927
Total FP 178 < 297
Total FP CONTRA 50 < 75
Total FP INCONS 78 < 160
Total FP COMP 50 < 62
Total FN 166 < 186
P-value 5.1503931209e-08

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Performance plots


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

  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 RNAsubopt).

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

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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 RNAsubopt - scored lower in this pairwise comparison

1. Total counts & total scores for RNAsubopt

Total Base Pair Counts
Total TP 223
Total TN 32927
Total FP 297
Total FP CONTRA 75
Total FP INCONS 160
Total FP COMP 62
Total FN 186
Total Scores
MCC 0.509
Average MCC ± 95% Confidence Intervals 0.486 ± 0.120
Sensitivity 0.545
Positive Predictive Value 0.487
Nr of predictions 20

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2. Individual counts for RNAsubopt [ 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 0 513 15 3 12 0 18
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 0.51 0.57 0.48 12 1194 14 2 11 1 9
3J3D_C 0.65 0.74 0.58 14 944 10 5 5 0 5
3J3E_8 0.25 0.33 0.20 5 2717 32 7 13 12 10
3J3F_8 0.35 0.47 0.26 9 4726 42 13 13 16 10
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.95 0.94 0.97 31 1957 2 0 1 1 2
3ZEX_C 0.30 0.34 0.26 10 5336 43 5 23 15 19
4A1C_2 0.18 0.25 0.14 5 4481 43 13 17 13 15
4AOB_A 0.62 0.62 0.64 18 1409 11 4 6 1 11
4ATO_G - 0.36 0.43 0.33 3 211 6 6 0 0 4
4ENB_A 0.85 0.73 1.00 11 461 2 0 0 2 4
4ENC_A 0.36 0.33 0.42 5 484 7 0 7 0 10
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15
4FRN_A 0.58 0.57 0.59 16 1821 11 3 8 0 12
4JF2_A 0.69 0.67 0.73 16 1060 6 4 2 0 8
4JRC_A - 0.34 0.35 0.35 6 605 11 0 11 0 11

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