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

  1. Overview

  2. Performance Plots

  3. Performance of RSpredict(20) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for RSpredict(20) & Alterna [.zip] - may take several seconds...


Overview

Metric RSpredict(20) Alterna
MCC 0.794 > 0.671
Average MCC ± 95% Confidence Intervals 0.758 ± 0.176 > 0.704 ± 0.171
Sensitivity 0.718 > 0.680
Positive Predictive Value 0.886 > 0.674
Total TP 186 > 176
Total TN 13518 > 13467
Total FP 41 < 125
Total FP CONTRA 9 < 18
Total FP INCONS 15 < 67
Total FP COMP 17 < 40
Total FN 73 < 83
P-value 2.20167918023e-08

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Performance plots


  1. Comparison of performance of RSpredict(20) 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 RSpredict(20) 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 RSpredict(20) and Alterna).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RSpredict(20) 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 RSpredict(20) and Alterna).

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Performance of RSpredict(20) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 186
Total TN 13518
Total FP 41
Total FP CONTRA 9
Total FP INCONS 15
Total FP COMP 17
Total FN 73
Total Scores
MCC 0.794
Average MCC ± 95% Confidence Intervals 0.758 ± 0.176
Sensitivity 0.718
Positive Predictive Value 0.886
Nr of predictions 13

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.89 0.80 1.00 8 166 0 0 0 0 2
2L94_A 0.53 0.50 0.60 9 342 7 0 6 1 9
2WRQ_Y 1.00 1.00 1.00 9 1143 12 0 0 12 0
2XKV_B 0.00 0.00 0.00 0 1831 4 1 3 0 11
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
3A2K_C 0.88 0.86 0.90 19 1087 2 0 2 0 3
3AMU_B 0.69 0.53 0.91 10 1146 2 0 1 1 9
3GX2_A 0.40 0.21 0.75 6 1441 2 1 1 0 22
3IVN_B 0.91 0.87 0.95 20 882 1 1 0 0 3
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3LA5_A 0.89 0.80 1.00 20 934 0 0 0 0 5
3RKF_A 0.91 0.88 0.95 21 844 1 1 0 0 3
3SD1_A 0.82 0.86 0.78 25 1501 7 5 2 0 4

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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 176
Total TN 13467
Total FP 125
Total FP CONTRA 18
Total FP INCONS 67
Total FP COMP 40
Total FN 83
Total Scores
MCC 0.671
Average MCC ± 95% Confidence Intervals 0.704 ± 0.171
Sensitivity 0.680
Positive Predictive Value 0.674
Nr of predictions 13

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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
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2WRQ_Y 1.00 1.00 1.00 9 1143 14 0 0 14 0
2XKV_B 0.56 0.64 0.50 7 1821 27 0 7 20 4
2XQD_Y 0.73 0.71 0.75 15 1109 6 0 5 1 6
3A2K_C 0.49 0.55 0.46 12 1082 14 3 11 0 10
3AMU_B 0.73 0.79 0.68 15 1135 10 0 7 3 4
3GX2_A 0.56 0.57 0.57 16 1421 13 4 8 1 12
3IVN_B 0.81 0.78 0.86 18 882 3 2 1 0 5
3JYV_7 -0.02 0.00 0.00 0 1089 22 4 18 0 20
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3RKF_A 0.82 0.79 0.86 19 844 3 1 2 0 5
3SD1_A 0.55 0.55 0.57 16 1505 12 4 8 0 13

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