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

  1. Overview

  2. Performance Plots

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

  4. Performance of RNASampler(seed) - scored lower in this pairwise comparison

  5. Compile and download dataset for MaxExpect & RNASampler(seed) [.zip] - may take several seconds...


Overview

Metric MaxExpect RNASampler(seed)
MCC 0.561 > 0.540
Average MCC ± 95% Confidence Intervals 0.538 ± 0.242 > 0.521 ± 0.191
Sensitivity 0.578 > 0.457
Positive Predictive Value 0.552 < 0.646
Total TP 148 > 117
Total TN 28790 < 28877
Total FP 189 > 99
Total FP CONTRA 41 > 21
Total FP INCONS 79 > 43
Total FP COMP 69 > 35
Total FN 108 < 139
P-value 3.91187318367e-05

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Performance plots


  1. Comparison of performance of MaxExpect and RNASampler(seed). 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 MaxExpect and RNASampler(seed)).

  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 MaxExpect and RNASampler(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MaxExpect and RNASampler(seed). 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 MaxExpect and RNASampler(seed)).

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Performance of MaxExpect - scored higher in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 148
Total TN 28790
Total FP 189
Total FP CONTRA 41
Total FP INCONS 79
Total FP COMP 69
Total FN 108
Total Scores
MCC 0.561
Average MCC ± 95% Confidence Intervals 0.538 ± 0.242
Sensitivity 0.578
Positive Predictive Value 0.552
Nr of predictions 11

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2. Individual counts for MaxExpect [ 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
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3J3E_8 0.10 0.13 0.09 2 2719 32 5 16 11 13
3J3F_8 0.34 0.42 0.29 8 4733 39 10 10 19 11
3O58_3 0.40 0.50 0.33 11 4731 36 8 14 14 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.70 0.69 0.71 20 1505 8 3 5 0 9
3W3S_B 0.97 0.94 1.00 31 1958 1 0 0 1 2
3ZEX_C 0.54 0.45 0.65 13 5354 17 2 5 10 16
4A1C_2 0.19 0.25 0.16 5 4484 41 10 17 14 15
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5

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Performance of RNASampler(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for RNASampler(seed)

Total Base Pair Counts
Total TP 117
Total TN 28877
Total FP 99
Total FP CONTRA 21
Total FP INCONS 43
Total FP COMP 35
Total FN 139
Total Scores
MCC 0.540
Average MCC ± 95% Confidence Intervals 0.521 ± 0.191
Sensitivity 0.457
Positive Predictive Value 0.646
Nr of predictions 11

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2. Individual counts for RNASampler(seed) [ 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 0 518 10 0 10 0 18
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3J3E_8 0.18 0.20 0.18 3 2725 22 5 9 8 12
3J3F_8 0.47 0.47 0.47 9 4742 18 5 5 8 10
3O58_3 0.54 0.50 0.58 11 4745 13 5 3 5 11
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.72 0.55 0.94 16 1516 1 0 1 0 13
3W3S_B 0.60 0.36 1.00 12 1977 1 0 0 1 21
3ZEX_C 0.39 0.31 0.50 9 5356 14 2 7 5 20
4A1C_2 0.40 0.40 0.40 8 4496 20 4 8 8 12
4JF2_A 0.64 0.42 1.00 10 1072 0 0 0 0 14

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