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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAshapes RNAwolf
MCC 0.542 > 0.449
Average MCC ± 95% Confidence Intervals 0.525 ± 0.106 > 0.438 ± 0.133
Sensitivity 0.563 > 0.461
Positive Predictive Value 0.533 > 0.451
Total TP 260 > 213
Total TN 35296 < 35312
Total FP 291 < 309
Total FP CONTRA 66 < 74
Total FP INCONS 162 < 185
Total FP COMP 63 > 50
Total FN 202 < 249
P-value 5.02343278931e-08

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Performance plots


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

  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 RNAshapes and RNAwolf).

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

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Performance of RNAshapes - scored higher in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 260
Total TN 35296
Total FP 291
Total FP CONTRA 66
Total FP INCONS 162
Total FP COMP 63
Total FN 202
Total Scores
MCC 0.542
Average MCC ± 95% Confidence Intervals 0.525 ± 0.106
Sensitivity 0.563
Positive Predictive Value 0.533
Nr of predictions 22

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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
2LC8_A 0.64 0.61 0.69 11 512 5 0 5 0 7
2M58_A - 0.40 0.42 0.42 5 532 7 1 6 0 7
3J0L_a - 0.18 0.18 0.22 2 402 8 3 4 1 9
3J20_0 0.51 0.57 0.48 12 1194 14 3 10 1 9
3J3D_C 0.63 0.68 0.59 13 946 9 3 6 0 6
3J3E_8 0.26 0.33 0.21 5 2718 29 6 13 10 10
3J3F_8 0.33 0.42 0.26 8 4730 42 11 12 19 11
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
3W1K_J 0.97 0.97 0.97 30 1647 1 1 0 0 1
3W3S_B 0.60 0.58 0.63 19 1959 12 2 9 1 14
3ZEX_C 0.29 0.34 0.26 10 5335 42 5 24 13 19
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
4ATO_G - 0.38 0.43 0.38 3 212 5 5 0 0 4
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
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15
4FRN_A 0.59 0.57 0.62 16 1822 10 2 8 0 12
4JF2_A 0.89 0.79 1.00 19 1063 0 0 0 0 5
4JRC_A - 0.34 0.35 0.35 6 605 11 0 11 0 11

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 213
Total TN 35312
Total FP 309
Total FP CONTRA 74
Total FP INCONS 185
Total FP COMP 50
Total FN 249
Total Scores
MCC 0.449
Average MCC ± 95% Confidence Intervals 0.438 ± 0.133
Sensitivity 0.461
Positive Predictive Value 0.451
Nr of predictions 22

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.52 0.50 0.56 9 512 7 0 7 0 9
2M58_A - 0.60 0.58 0.64 7 533 4 1 3 0 5
3J0L_a - 0.14 0.18 0.14 2 397 13 4 8 1 9
3J20_0 0.54 0.57 0.52 12 1196 12 2 9 1 9
3J3D_C 0.92 0.95 0.90 18 948 3 2 0 1 1
3J3E_8 -0.01 0.00 0.00 0 2719 37 6 17 14 15
3J3F_8 0.28 0.37 0.23 7 4730 39 9 15 15 12
3RKF_A 0.89 0.83 0.95 20 845 1 0 1 0 4
3SD1_A 0.58 0.59 0.59 17 1504 12 2 10 0 12
3U4M_B - 0.50 0.50 0.52 11 1255 12 1 9 2 11
3W1K_J 0.81 0.77 0.86 24 1650 5 0 4 1 7
3W3S_B 0.70 0.70 0.72 23 1957 10 0 9 1 10
3ZEX_C 0.08 0.10 0.07 3 5328 43 18 25 0 26
4A1C_2 0.12 0.15 0.10 3 4487 38 12 14 12 17
4AOB_A 0.26 0.24 0.30 7 1414 17 2 14 1 22
4ATO_G - -0.03 0.00 0.00 0 213 7 4 3 0 7
4ENB_A 0.45 0.40 0.55 6 461 5 1 4 0 9
4ENC_A 0.34 0.33 0.38 5 483 9 0 8 1 10
4FRG_B 0.54 0.50 0.60 12 1182 8 3 5 0 12
4FRN_A -0.01 0.00 0.00 0 1828 20 1 19 0 28
4JF2_A 0.72 0.67 0.80 16 1062 4 4 0 0 8
4JRC_A - 0.71 0.65 0.79 11 608 3 2 1 0 6

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