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 RNAshapes - scored lower in this pairwise comparison

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


Overview

Metric MaxExpect RNAshapes
MCC 0.623 > 0.598
Average MCC ± 95% Confidence Intervals 0.628 ± 0.119 > 0.616 ± 0.122
Sensitivity 0.640 > 0.618
Positive Predictive Value 0.612 > 0.586
Total TP 422 > 407
Total TN 82278 > 82273
Total FP 337 < 356
Total FP CONTRA 99 < 101
Total FP INCONS 169 < 187
Total FP COMP 69 > 68
Total FN 237 < 252
P-value 5.10776592382e-08

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Performance plots


  1. Comparison of performance of MaxExpect and RNAshapes. 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 RNAshapes).

  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 RNAshapes).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MaxExpect and RNAshapes. 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 RNAshapes).

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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 422
Total TN 82278
Total FP 337
Total FP CONTRA 99
Total FP INCONS 169
Total FP COMP 69
Total FN 237
Total Scores
MCC 0.623
Average MCC ± 95% Confidence Intervals 0.628 ± 0.119
Sensitivity 0.640
Positive Predictive Value 0.612
Nr of predictions 23

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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
2KRL_A - 0.91 0.87 0.95 20 2003 9 1 0 8 3
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3ADB_C - 0.86 0.85 0.88 28 1787 4 0 4 0 5
3GX2_A 0.93 0.89 0.96 25 1423 2 1 0 1 3
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.80 0.79 0.81 22 1445 6 1 4 1 6
3IYQ_A 0.24 0.33 0.17 17 22342 96 41 40 15 34
3IZ4_A 0.61 0.61 0.62 58 25442 42 14 22 6 37
3J0L_a - 0.39 0.36 0.44 4 402 6 4 1 1 7
3JYV_7 0.48 0.45 0.53 9 1094 9 3 5 1 11
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NKB_B - 0.69 0.74 0.67 14 714 7 0 7 0 5
3NPB_A 0.77 0.73 0.82 27 2245 10 0 6 4 10
3O58_3 0.40 0.50 0.33 11 4731 36 8 14 14 11
3PDR_A 0.92 0.90 0.94 45 4792 5 1 2 2 5
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
3U4M_B - 0.58 0.59 0.59 13 1254 9 2 7 0 9
4A1C_2 0.19 0.25 0.16 5 4484 41 10 17 14 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.36 0.33 0.42 5 484 8 0 7 1 10

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Performance of RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 407
Total TN 82273
Total FP 356
Total FP CONTRA 101
Total FP INCONS 187
Total FP COMP 68
Total FN 252
Total Scores
MCC 0.598
Average MCC ± 95% Confidence Intervals 0.616 ± 0.122
Sensitivity 0.618
Positive Predictive Value 0.586
Nr of predictions 23

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KRL_A - 0.91 0.87 0.95 20 2003 9 1 0 8 3
2LC8_A 0.64 0.61 0.69 11 512 5 0 5 0 7
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3ADB_C - 0.71 0.70 0.74 23 1788 8 0 8 0 10
3GX2_A 0.91 0.89 0.93 25 1422 3 1 1 1 3
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IWN_A 0.83 0.79 0.88 22 1447 3 1 2 0 6
3IYQ_A 0.19 0.27 0.14 14 22340 95 43 43 9 37
3IZ4_A 0.57 0.58 0.56 55 25437 50 16 28 6 40
3J0L_a - 0.18 0.18 0.22 2 402 8 3 4 1 9
3JYV_7 -0.02 0.00 0.00 0 1092 20 1 18 1 20
3LA5_A 0.89 0.80 1.00 20 934 0 0 0 0 5
3NKB_B - 0.75 0.74 0.78 14 717 6 0 4 2 5
3NPB_A 0.84 0.76 0.93 28 2248 5 1 1 3 9
3O58_3 0.41 0.50 0.34 11 4732 38 6 15 17 11
3PDR_A 0.80 0.80 0.80 40 4790 12 3 7 2 10
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.77 0.76 0.79 22 1505 6 4 2 0 7
3U4M_B - 0.49 0.55 0.46 12 1250 14 3 11 0 10
4A1C_2 0.19 0.25 0.16 5 4484 41 11 16 14 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 0.85 0.73 1.00 11 461 2 0 0 2 4
4ENC_A 0.37 0.33 0.45 5 485 7 0 6 1 10

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