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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RSpredict(20) MCFold
MCC 0.598 > 0.425
Average MCC ± 95% Confidence Intervals 0.609 ± 0.092 > 0.427 ± 0.099
Sensitivity 0.495 > 0.448
Positive Predictive Value 0.728 > 0.410
Total TP 350 > 317
Total TN 109275 > 108982
Total FP 161 < 501
Total FP CONTRA 33 < 72
Total FP INCONS 98 < 385
Total FP COMP 30 < 44
Total FN 357 < 390
P-value 5.10776592382e-08

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Performance plots


  1. Comparison of performance of RSpredict(20) and MCFold. 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 RSpredict(20) and MCFold).

  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 RSpredict(20) and MCFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RSpredict(20) and MCFold. 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 RSpredict(20) and MCFold).

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

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

Total Base Pair Counts
Total TP 350
Total TN 109275
Total FP 161
Total FP CONTRA 33
Total FP INCONS 98
Total FP COMP 30
Total FN 357
Total Scores
MCC 0.598
Average MCC ± 95% Confidence Intervals 0.609 ± 0.092
Sensitivity 0.495
Positive Predictive Value 0.728
Nr of predictions 21

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2. Individual counts for RSpredict(20) [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.85 0.73 1.00 8 398 0 0 0 0 3
2WRQ_Y 0.57 0.59 0.56 10 2832 11 5 3 3 7
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
3A2K_C 0.78 0.68 0.90 19 2905 2 0 2 0 9
3AMU_B 0.61 0.41 0.92 11 2991 1 0 1 0 16
3GX2_A 0.33 0.15 0.75 6 4363 2 0 2 0 34
3IVN_B 0.78 0.65 0.95 20 2325 1 0 1 0 11
3IZF_C 0.75 0.61 0.92 33 6867 3 1 2 0 21
3JYV_7 0.77 0.63 0.95 20 2829 1 0 1 0 12
3JYX_4 0.28 0.27 0.30 9 12216 33 5 16 12 24
3JYX_3 0.61 0.56 0.68 15 6306 13 0 7 6 12
3LA5_A 0.76 0.59 1.00 20 2465 0 0 0 0 14
3O58_3 0.32 0.34 0.30 12 12363 28 12 16 0 23
3O58_2 0.76 0.76 0.76 29 7222 10 3 6 1 9
3PDR_A 0.67 0.49 0.92 35 12842 5 0 3 2 37
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.68 0.60 0.78 25 3884 7 1 6 0 17
4A1C_2 0.19 0.18 0.20 6 11751 30 6 18 6 27
4A1C_3 0.48 0.33 0.69 18 7114 8 0 8 0 36
4ENB_A 0.48 0.32 0.75 6 1267 2 0 2 0 13
4ENC_A 0.45 0.32 0.67 6 1317 3 0 3 0 13

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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP 317
Total TN 108982
Total FP 501
Total FP CONTRA 72
Total FP INCONS 385
Total FP COMP 44
Total FN 390
Total Scores
MCC 0.425
Average MCC ± 95% Confidence Intervals 0.427 ± 0.099
Sensitivity 0.448
Positive Predictive Value 0.410
Nr of predictions 21

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2. Individual counts for MCFold [ 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 1 0 0 1 1
2WRQ_Y 0.27 0.35 0.22 6 2823 25 8 13 4 11
2XQD_Y 0.34 0.37 0.32 10 2819 22 1 20 1 17
3A2K_C 0.44 0.46 0.42 13 2895 18 2 16 0 15
3AMU_B 0.44 0.48 0.42 13 2972 18 2 16 0 14
3GX2_A 0.47 0.48 0.48 19 4331 22 0 21 1 21
3IVN_B 0.39 0.39 0.40 12 2316 18 0 18 0 19
3IZF_C 0.71 0.69 0.74 37 6853 14 0 13 1 17
3JYV_7 0.21 0.22 0.21 7 2817 26 0 26 0 25
3JYX_4 0.20 0.24 0.17 8 12199 43 16 23 4 25
3JYX_3 0.41 0.52 0.33 14 6285 34 12 17 5 13
3LA5_A 0.32 0.32 0.34 11 2453 21 1 20 0 23
3O58_3 0.22 0.26 0.19 9 12355 45 9 30 6 26
3O58_2 0.20 0.24 0.17 9 7208 44 5 38 1 29
3PDR_A 0.66 0.61 0.72 44 12819 19 0 17 2 28
3RKF_A 0.70 0.65 0.76 22 2182 7 1 6 0 12
3SD1_A 0.33 0.33 0.35 14 3876 26 0 26 0 28
4A1C_2 0.13 0.15 0.11 5 11735 56 10 31 15 28
4A1C_3 0.68 0.67 0.71 36 7089 17 1 14 2 18
4ENB_A 0.61 0.63 0.60 12 1255 8 2 6 0 7
4ENC_A 0.28 0.32 0.27 6 1304 17 2 14 1 13

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