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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric MXScarna(20) RNAalifold(seed)
MCC 0.584 > 0.570
Average MCC ± 95% Confidence Intervals 0.590 ± 0.094 > 0.572 ± 0.050
Sensitivity 0.468 > 0.351
Positive Predictive Value 0.734 < 0.930
Total TP 369 > 277
Total TN 177794 < 177999
Total FP 190 > 31
Total FP CONTRA 21 > 7
Total FP INCONS 113 > 14
Total FP COMP 56 > 10
Total FN 420 < 512
P-value 3.52378771889e-07

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Performance plots


  1. Comparison of performance of MXScarna(20) and RNAalifold(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 MXScarna(20) and RNAalifold(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 MXScarna(20) and RNAalifold(seed)).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(20) and RNAalifold(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 MXScarna(20) and RNAalifold(seed)).

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

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

Total Base Pair Counts
Total TP 369
Total TN 177794
Total FP 190
Total FP CONTRA 21
Total FP INCONS 113
Total FP COMP 56
Total FN 420
Total Scores
MCC 0.584
Average MCC ± 95% Confidence Intervals 0.590 ± 0.094
Sensitivity 0.468
Positive Predictive Value 0.734
Nr of predictions 20

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2. Individual counts for MXScarna(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
2L94_A 0.73 0.70 0.78 14 972 4 0 4 0 6
2XKV_B 0.45 0.20 1.00 4 4556 3 0 0 3 16
2XXA_G 0.80 0.71 0.91 30 5118 4 0 3 1 12
3GX2_A 0.70 0.58 0.85 23 4344 5 0 4 1 17
3IVN_B 0.74 0.58 0.95 18 2327 1 1 0 0 13
3IZ4_A 0.51 0.41 0.64 54 70791 32 7 24 1 78
3JYX_4 0.33 0.30 0.37 10 12219 32 2 15 15 23
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.69 0.59 0.82 27 6988 9 1 5 3 19
3O58_3 0.52 0.40 0.67 14 12382 17 2 5 10 21
3PDR_A 0.71 0.57 0.89 41 12834 9 0 5 4 31
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
3SD1_A 0.63 0.55 0.74 23 3885 8 2 6 0 19
3ZEX_C 0.31 0.21 0.46 11 14172 13 2 11 0 41
4A1C_2 0.18 0.15 0.21 5 11757 36 2 17 17 28
4AOB_A 0.62 0.55 0.72 23 4339 10 0 9 1 19
4ENB_A 0.26 0.11 0.67 2 1272 1 0 1 0 17
4ENC_A 0.60 0.37 1.00 7 1319 0 0 0 0 12
4FRG_B 0.55 0.44 0.70 14 3466 6 2 4 0 18

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

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

Total Base Pair Counts
Total TP 277
Total TN 177999
Total FP 31
Total FP CONTRA 7
Total FP INCONS 14
Total FP COMP 10
Total FN 512
Total Scores
MCC 0.570
Average MCC ± 95% Confidence Intervals 0.572 ± 0.050
Sensitivity 0.351
Positive Predictive Value 0.930
Nr of predictions 20

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2. Individual counts for RNAalifold(seed) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.52 0.27 1.00 3 403 0 0 0 0 8
2L94_A 0.59 0.40 0.89 8 981 1 0 1 0 12
2XKV_B 0.59 0.35 1.00 7 4553 2 0 0 2 13
2XXA_G 0.46 0.21 1.00 9 5142 0 0 0 0 33
3GX2_A 0.74 0.55 1.00 22 4349 1 0 0 1 18
3IVN_B 0.61 0.48 0.79 15 2327 4 2 2 0 16
3IZ4_A 0.42 0.21 0.85 28 70843 5 1 4 0 104
3JYX_4 0.46 0.21 1.00 7 12239 2 0 0 2 26
3LA5_A 0.63 0.47 0.84 16 2466 3 1 2 0 18
3NPB_A 0.66 0.48 0.92 22 6997 3 1 1 1 24
3O58_3 0.51 0.26 1.00 9 12394 0 0 0 0 26
3PDR_A 0.68 0.46 1.00 33 12847 1 0 0 1 39
3RKF_A 0.63 0.47 0.84 16 2192 3 1 2 0 18
3SD1_A 0.58 0.40 0.85 17 3896 3 1 2 0 25
3ZEX_C 0.42 0.17 1.00 9 14187 0 0 0 0 43
4A1C_2 0.39 0.15 1.00 5 11776 2 0 0 2 28
4AOB_A 0.72 0.52 1.00 22 4349 1 0 0 1 20
4ENB_A 0.56 0.32 1.00 6 1269 0 0 0 0 13
4ENC_A 0.56 0.32 1.00 6 1320 0 0 0 0 13
4FRG_B 0.73 0.53 1.00 17 3469 0 0 0 0 15

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