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 0.747 > 0.717
Average MCC ± 95% Confidence Intervals 0.756 ± 0.162 > 0.718 ± 0.138
Sensitivity 0.766 > 0.627
Positive Predictive Value 0.736 < 0.827
Total TP 281 > 230
Total TN 29048 < 29152
Total FP 161 > 77
Total FP CONTRA 40 > 17
Total FP INCONS 61 > 31
Total FP COMP 60 > 29
Total FN 86 < 137
P-value 4.53384937367e-08

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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 281
Total TN 29048
Total FP 161
Total FP CONTRA 40
Total FP INCONS 61
Total FP COMP 60
Total FN 86
Total Scores
MCC 0.747
Average MCC ± 95% Confidence Intervals 0.756 ± 0.162
Sensitivity 0.766
Positive Predictive Value 0.736
Nr of predictions 17

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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
2KE6_A 0.94 0.94 0.94 17 449 2 0 1 1 1
2KUR_A 0.95 0.95 0.95 18 448 1 0 1 0 1
2KUU_A 0.94 0.94 0.94 17 429 2 0 1 1 1
2KUV_A 0.94 0.95 0.95 18 420 1 0 1 0 1
2KUW_A 0.94 0.94 0.94 17 452 2 0 1 1 1
2L1F_A 1.00 1.00 1.00 23 740 0 0 0 0 0
2L1F_B 1.00 1.00 1.00 24 767 0 0 0 0 0
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
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
3JYX_4 0.55 0.83 0.37 10 4729 34 14 3 17 2
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

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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 230
Total TN 29152
Total FP 77
Total FP CONTRA 17
Total FP INCONS 31
Total FP COMP 29
Total FN 137
Total Scores
MCC 0.717
Average MCC ± 95% Confidence Intervals 0.718 ± 0.138
Sensitivity 0.627
Positive Predictive Value 0.827
Nr of predictions 17

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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
2KE6_A 0.94 0.89 1.00 16 451 1 0 0 1 2
2KUR_A 0.94 0.89 1.00 17 450 0 0 0 0 2
2KUU_A 0.94 0.89 1.00 16 431 1 0 0 1 2
2KUV_A 0.94 0.89 1.00 17 422 0 0 0 0 2
2KUW_A 0.94 0.89 1.00 16 454 1 0 0 1 2
2L1F_A 0.83 0.70 1.00 16 747 0 0 0 0 7
2L1F_B 0.84 0.71 1.00 17 774 0 0 0 0 7
2L94_A 0.70 0.56 0.91 10 346 2 0 1 1 8
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
3JYX_4 0.70 0.83 0.59 10 4739 13 6 1 6 2
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

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