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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric IPknot Alterna
MCC 0.577 > 0.500
Average MCC ± 95% Confidence Intervals 0.460 ± 0.248 > 0.431 ± 0.178
Sensitivity 0.449 > 0.432
Positive Predictive Value 0.750 > 0.590
Total TP 102 > 98
Total TN 19697 > 19667
Total FP 36 < 70
Total FP CONTRA 3 < 10
Total FP INCONS 31 < 58
Total FP COMP 2 = 2
Total FN 125 < 129
P-value 0.0

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Performance plots


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

  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 IPknot and Alterna).

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

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 102
Total TN 19697
Total FP 36
Total FP CONTRA 3
Total FP INCONS 31
Total FP COMP 2
Total FN 125
Total Scores
MCC 0.577
Average MCC ± 95% Confidence Intervals 0.460 ± 0.248
Sensitivity 0.449
Positive Predictive Value 0.750
Nr of predictions 9

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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 0.40 0.30 0.55 6 1529 5 1 4 0 14
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_7 - -0.01 0.00 0.00 0 1218 7 0 7 0 17
3J0L_a - 0.21 0.19 0.25 3 1116 9 1 8 0 13
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.61 0.48 0.80 20 3891 5 0 5 0 22
3UZL_B 0.72 0.54 0.95 20 3549 1 0 1 0 17

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Performance of Alterna - scored lower in this pairwise comparison

1. Total counts & total scores for Alterna

Total Base Pair Counts
Total TP 98
Total TN 19667
Total FP 70
Total FP CONTRA 10
Total FP INCONS 58
Total FP COMP 2
Total FN 129
Total Scores
MCC 0.500
Average MCC ± 95% Confidence Intervals 0.431 ± 0.178
Sensitivity 0.432
Positive Predictive Value 0.590
Nr of predictions 9

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.46 0.40 0.53 8 1525 7 0 7 0 12
3AMU_B 0.64 0.59 0.70 16 2980 9 0 7 2 11
3J0L_g - -0.01 0.00 0.00 0 456 9 4 5 0 4
3J0L_7 - 0.26 0.24 0.31 4 1212 9 0 9 0 13
3J0L_a - 0.23 0.19 0.30 3 1118 7 1 6 0 13
3J16_L 0.63 0.53 0.76 16 2754 5 1 4 0 14
3RKF_A 0.69 0.56 0.86 19 2189 3 1 2 0 15
3SD1_A 0.46 0.38 0.57 16 3888 12 1 11 0 26
3UZL_B 0.52 0.43 0.64 16 3545 9 2 7 0 21

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