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

  1. Overview

  2. Performance Plots

  3. Performance of RNASampler(seed) - scored higher in this pairwise comparison

  4. Performance of Mastr(20) - scored lower in this pairwise comparison

  5. Compile and download dataset for RNASampler(seed) & Mastr(20) [.zip] - may take several seconds...


Overview

Metric RNASampler(seed) Mastr(20)
MCC 0.478 > 0.422
Average MCC ± 95% Confidence Intervals 0.512 ± 0.184 > 0.305 ± 0.288
Sensitivity 0.353 > 0.200
Positive Predictive Value 0.652 < 0.895
Total TP 120 > 68
Total TN 79070 < 79178
Total FP 96 > 8
Total FP CONTRA 8 > 2
Total FP INCONS 56 > 6
Total FP COMP 32 > 0
Total FN 220 < 272
P-value 1.77512146924e-08

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Performance plots


  1. Comparison of performance of RNASampler(seed) and Mastr(20). 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 RNASampler(seed) and Mastr(20)).

  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 RNASampler(seed) and Mastr(20)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNASampler(seed) and Mastr(20). 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 RNASampler(seed) and Mastr(20)).

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

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

Total Base Pair Counts
Total TP 120
Total TN 79070
Total FP 96
Total FP CONTRA 8
Total FP INCONS 56
Total FP COMP 32
Total FN 220
Total Scores
MCC 0.478
Average MCC ± 95% Confidence Intervals 0.512 ± 0.184
Sensitivity 0.353
Positive Predictive Value 0.652
Nr of predictions 10

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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
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3J3E_8 0.12 0.09 0.17 3 7485 22 2 13 7 30
3J3F_8 0.44 0.33 0.57 12 12225 15 1 8 6 24
3JYX_4 0.39 0.30 0.50 10 12226 13 2 8 3 23
3O58_3 0.45 0.34 0.60 12 12383 12 2 6 4 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.60 0.38 0.94 16 3899 1 0 1 0 26
3ZEX_C 0.32 0.19 0.53 10 14177 13 1 8 4 42
4A1C_2 0.31 0.24 0.40 8 11761 20 0 12 8 25

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Performance of Mastr(20) - scored lower in this pairwise comparison

1. Total counts & total scores for Mastr(20)

Total Base Pair Counts
Total TP 68
Total TN 79178
Total FP 8
Total FP CONTRA 2
Total FP INCONS 6
Total FP COMP 0
Total FN 272
Total Scores
MCC 0.422
Average MCC ± 95% Confidence Intervals 0.305 ± 0.288
Sensitivity 0.200
Positive Predictive Value 0.895
Nr of predictions 10

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2. Individual counts for Mastr(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
3IVN_B 0.78 0.65 0.95 20 2325 1 1 0 0 11
3J3E_8 0.00 0.00 0.00 0 7503 0 0 0 0 33
3J3F_8 0.00 0.00 0.00 0 12246 0 0 0 0 36
3JYX_4 0.00 0.00 0.00 0 12246 0 0 0 0 33
3O58_3 0.00 0.00 0.00 0 12403 0 0 0 0 35
3RKF_A 0.70 0.50 1.00 17 2194 0 0 0 0 17
3SD1_A 0.61 0.50 0.75 21 3888 7 1 6 0 21
3ZEX_C 0.00 0.00 0.00 0 14196 0 0 0 0 52
4A1C_2 0.00 0.00 0.00 0 11781 0 0 0 0 33

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