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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric CentroidAlifold(20) RSpredict(seed)
MCC 0.807 > 0.219
Average MCC ± 95% Confidence Intervals 0.780 ± 0.072 > 0.158 ± 0.084
Sensitivity 0.726 > 0.107
Positive Predictive Value 0.901 > 0.461
Total TP 719 > 106
Total TN 104491 < 105059
Total FP 190 > 138
Total FP CONTRA 32 > 22
Total FP INCONS 47 < 102
Total FP COMP 111 > 14
Total FN 272 < 885
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(20) and RSpredict(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 CentroidAlifold(20) and RSpredict(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 CentroidAlifold(20) and RSpredict(seed)).

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

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

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

Total Base Pair Counts
Total TP 719
Total TN 104491
Total FP 190
Total FP CONTRA 32
Total FP INCONS 47
Total FP COMP 111
Total FN 272
Total Scores
MCC 0.807
Average MCC ± 95% Confidence Intervals 0.780 ± 0.072
Sensitivity 0.726
Positive Predictive Value 0.901
Nr of predictions 38

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.59 0.56 0.67 10 342 6 0 5 1 8
2WRQ_Y 1.00 1.00 1.00 9 1143 12 0 0 12 0
2XKV_B 0.60 0.36 1.00 4 1831 7 0 0 7 7
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.44 0.20 1.00 7 2038 4 0 0 4 28
3A2K_C 0.98 0.95 1.00 21 1087 0 0 0 0 1
3AMU_B 1.00 1.00 1.00 19 1138 2 0 0 2 0
3GX2_A 0.92 0.86 1.00 24 1425 1 0 0 1 4
3IVN_B 0.86 0.83 0.90 19 882 2 2 0 0 4
3IZ4_A 0.67 0.52 0.88 49 25480 9 7 0 2 46
3IZF_C 0.91 0.89 0.94 31 2607 6 0 2 4 4
3J20_0 0.95 0.95 0.95 20 1198 2 1 0 1 1
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2L_3 0.94 0.88 1.00 30 2990 3 0 0 3 4
3J3D_C 0.90 0.95 0.86 18 947 3 3 0 0 1
3J3E_7 0.80 0.82 0.78 28 2705 12 1 7 4 6
3J3E_8 0.00 0.00 0.00 0 2738 4 1 3 0 15
3J3F_7 0.94 0.94 0.94 34 2898 4 1 1 2 2
3J3F_8 0.44 0.37 0.54 7 4748 8 3 3 2 12
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3JYX_4 0.67 0.75 0.60 9 4741 9 5 1 3 3
3JYX_3 0.80 0.80 0.80 12 2363 23 0 3 20 3
3LA5_A 0.87 0.80 0.95 20 933 1 1 0 0 5
3NPB_A 0.77 0.65 0.92 24 2252 6 1 1 4 13
3O58_3 0.64 0.45 0.91 10 4753 2 1 0 1 12
3O58_2 0.93 0.94 0.94 29 2723 9 0 2 7 2
3PDR_A 0.92 0.90 0.94 45 4792 5 1 2 2 5
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
3SD1_A 0.85 0.76 0.96 22 1510 1 0 1 0 7
3ZEX_C 0.44 0.31 0.64 9 5360 7 1 4 2 20
3ZEX_D 0.91 0.89 0.94 31 2763 6 0 2 4 4
3ZND_W 0.67 0.75 0.60 6 1181 16 0 4 12 2
4A1C_2 0.33 0.25 0.45 5 4505 8 3 3 2 15
4A1C_3 0.93 0.92 0.94 34 2727 4 0 2 2 3
4AOB_A 0.89 0.79 1.00 23 1414 2 0 0 2 6
4ENB_A 0.77 0.60 1.00 9 463 0 0 0 0 6
4ENC_A 0.68 0.47 1.00 7 489 0 0 0 0 8
4FRG_B 0.81 0.71 0.94 17 1184 2 0 1 1 7

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

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

Total Base Pair Counts
Total TP 106
Total TN 105059
Total FP 138
Total FP CONTRA 22
Total FP INCONS 102
Total FP COMP 14
Total FN 885
Total Scores
MCC 0.219
Average MCC ± 95% Confidence Intervals 0.158 ± 0.084
Sensitivity 0.107
Positive Predictive Value 0.461
Nr of predictions 38

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.55 0.50 0.64 9 343 6 0 5 1 9
2WRQ_Y 0.00 0.00 0.00 0 1150 3 1 1 1 9
2XKV_B 0.38 0.36 0.40 4 1825 8 4 2 2 7
2XQD_Y -0.01 0.00 0.00 0 1124 5 0 5 0 21
2XXA_G 0.37 0.20 0.70 7 2035 3 0 3 0 28
3A2K_C -0.01 0.00 0.00 0 1106 2 0 2 0 22
3AMU_B -0.01 0.00 0.00 0 1155 2 0 2 0 19
3GX2_A 0.42 0.21 0.86 6 1442 1 0 1 0 22
3IVN_B 0.81 0.70 0.94 16 886 1 1 0 0 7
3IZ4_A 0.26 0.11 0.63 10 25520 7 2 4 1 85
3IZF_C 0.00 0.00 0.00 0 2635 5 0 5 0 35
3J20_0 -0.01 0.00 0.00 0 1215 4 0 4 0 21
3J20_1 -0.01 0.00 0.00 0 1108 5 0 4 1 20
3J2L_3 0.00 0.00 0.00 0 3015 5 0 5 0 34
3J3D_C -0.01 0.00 0.00 0 964 4 1 3 0 19
3J3E_7 -0.01 0.00 0.00 0 2733 8 1 7 0 34
3J3E_8 0.00 0.00 0.00 0 2742 0 0 0 0 15
3J3F_7 0.00 0.00 0.00 0 2930 4 1 3 0 36
3J3F_8 0.19 0.11 0.33 2 4755 5 3 1 1 17
3JYV_7 -0.01 0.00 0.00 0 1108 4 0 3 1 20
3JYX_4 0.00 0.00 0.00 0 4754 5 0 2 3 12
3JYX_3 0.00 0.00 0.00 0 2373 5 1 4 0 15
3LA5_A 0.82 0.68 1.00 17 937 0 0 0 0 8
3NPB_A -0.01 0.00 0.00 0 2274 4 0 4 0 37
3O58_3 0.28 0.14 0.60 3 4759 2 0 2 0 19
3O58_2 0.00 0.00 0.00 0 2751 3 0 3 0 31
3PDR_A 0.00 0.00 0.00 0 4832 8 0 8 0 50
3RKF_A 0.84 0.75 0.95 18 847 1 1 0 0 6
3SD1_A 0.00 0.00 0.00 0 1533 0 0 0 0 29
3ZEX_C 0.13 0.07 0.25 2 5366 6 2 4 0 27
3ZEX_D 0.00 0.00 0.00 0 2794 2 0 2 0 35
3ZND_W 0.00 0.00 0.00 0 1189 4 0 2 2 8
4A1C_2 0.00 0.00 0.00 0 4512 5 2 2 1 20
4A1C_3 0.00 0.00 0.00 0 2759 4 2 2 0 37
4AOB_A 0.42 0.21 0.86 6 1430 1 0 1 0 23
4ENB_A 0.34 0.20 0.60 3 467 2 0 2 0 12
4ENC_A 0.34 0.20 0.60 3 491 2 0 2 0 12
4FRG_B -0.01 0.00 0.00 0 1200 2 0 2 0 24

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