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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNASampler(20) Afold
MCC 0.585 > 0.511
Average MCC ± 95% Confidence Intervals 0.611 ± 0.109 > 0.534 ± 0.123
Sensitivity 0.447 < 0.460
Positive Predictive Value 0.769 > 0.572
Total TP 332 < 342
Total TN 173640 > 173474
Total FP 155 < 326
Total FP CONTRA 23 < 41
Total FP INCONS 77 < 215
Total FP COMP 55 < 70
Total FN 411 > 401
P-value 3.16042554876e-08

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Performance plots


  1. Comparison of performance of RNASampler(20) and Afold. 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 RNASampler(20) and Afold).

  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 RNASampler(20) and Afold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNASampler(20) and Afold. 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 RNASampler(20) and Afold).

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

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

Total Base Pair Counts
Total TP 332
Total TN 173640
Total FP 155
Total FP CONTRA 23
Total FP INCONS 77
Total FP COMP 55
Total FN 411
Total Scores
MCC 0.585
Average MCC ± 95% Confidence Intervals 0.611 ± 0.109
Sensitivity 0.447
Positive Predictive Value 0.769
Nr of predictions 19

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2. Individual counts for RNASampler(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
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
3A2K_C 0.86 0.75 1.00 21 2905 0 0 0 0 7
3G4S_9 0.50 0.28 0.89 16 7363 2 1 1 0 41
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IZ4_A 0.47 0.32 0.69 42 70815 23 6 13 4 90
3IZF_C 0.74 0.57 0.97 31 6871 1 0 1 0 23
3J3E_8 0.12 0.09 0.18 3 7486 21 2 12 7 30
3JYV_7 0.81 0.66 1.00 21 2829 0 0 0 0 11
3JYX_3 0.58 0.44 0.75 12 6312 11 0 4 7 15
3JYX_4 0.32 0.30 0.34 10 12217 26 4 15 7 23
3LA5_A 0.76 0.59 1.00 20 2465 0 0 0 0 14
3NPB_A 0.68 0.48 0.96 22 6998 4 1 0 3 24
3O58_2 0.79 0.71 0.87 27 7229 5 2 2 1 11
3O58_3 0.43 0.34 0.55 12 12381 18 2 8 8 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3ZEX_D 0.68 0.49 0.96 24 6996 1 0 1 0 25
4A1C_2 0.18 0.15 0.23 5 11759 30 0 17 13 28
4ENB_A 0.60 0.37 1.00 7 1268 0 0 0 0 12

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Performance of Afold - scored lower in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 342
Total TN 173474
Total FP 326
Total FP CONTRA 41
Total FP INCONS 215
Total FP COMP 70
Total FN 401
Total Scores
MCC 0.511
Average MCC ± 95% Confidence Intervals 0.534 ± 0.123
Sensitivity 0.460
Positive Predictive Value 0.572
Nr of predictions 19

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2. Individual counts for Afold [ 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
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
3A2K_C 0.41 0.39 0.44 11 2901 14 2 12 0 17
3G4S_9 0.48 0.35 0.67 20 7351 11 1 9 1 37
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IZ4_A 0.48 0.45 0.51 59 70760 58 11 46 1 73
3IZF_C 0.66 0.57 0.76 31 6862 10 1 9 0 23
3J3E_8 0.17 0.15 0.19 5 7477 31 2 19 10 28
3JYV_7 -0.01 0.00 0.00 0 2827 23 1 22 0 32
3JYX_3 0.54 0.56 0.54 15 6300 24 1 12 11 12
3JYX_4 0.31 0.30 0.31 10 12214 35 5 17 13 23
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NPB_A 0.74 0.61 0.90 28 6990 5 0 3 2 18
3O58_2 0.66 0.66 0.66 25 7222 14 4 9 1 13
3O58_3 0.34 0.34 0.34 12 12368 37 2 21 14 23
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3ZEX_D 0.72 0.61 0.86 30 6986 5 0 5 0 19
4A1C_2 0.14 0.15 0.14 5 11745 43 5 26 12 28
4ENB_A 0.67 0.58 0.79 11 1261 3 1 2 0 8

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