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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 HotKnots - scored lower in this pairwise comparison

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


Overview

Metric CentroidAlifold(20) HotKnots
MCC 0.808 > 0.645
Average MCC ± 95% Confidence Intervals 0.783 ± 0.071 > 0.656 ± 0.096
Sensitivity 0.728 > 0.677
Positive Predictive Value 0.901 > 0.621
Total TP 741 > 689
Total TN 107123 > 106836
Total FP 197 < 613
Total FP CONTRA 32 < 135
Total FP INCONS 49 < 285
Total FP COMP 116 < 193
Total FN 277 < 329
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidAlifold(20) and HotKnots. 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 HotKnots).

  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 HotKnots).

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

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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 741
Total TN 107123
Total FP 197
Total FP CONTRA 32
Total FP INCONS 49
Total FP COMP 116
Total FN 277
Total Scores
MCC 0.808
Average MCC ± 95% Confidence Intervals 0.783 ± 0.071
Sensitivity 0.728
Positive Predictive Value 0.901
Nr of predictions 39

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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_8 0.00 0.00 0.00 0 2738 4 1 3 0 15
3J3E_7 0.80 0.82 0.78 28 2705 12 1 7 4 6
3J3F_8 0.44 0.37 0.54 7 4748 8 3 3 2 12
3J3F_7 0.94 0.94 0.94 34 2898 4 1 1 2 2
3J3V_B 0.86 0.81 0.92 22 2632 7 0 2 5 5
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3JYX_3 0.80 0.80 0.80 12 2363 23 0 3 20 3
3JYX_4 0.67 0.75 0.60 9 4741 9 5 1 3 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_D 0.91 0.89 0.94 31 2763 6 0 2 4 4
3ZEX_C 0.44 0.31 0.64 9 5360 7 1 4 2 20
3ZND_W 0.67 0.75 0.60 6 1181 16 0 4 12 2
4A1C_3 0.93 0.92 0.94 34 2727 4 0 2 2 3
4A1C_2 0.33 0.25 0.45 5 4505 8 3 3 2 15
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 HotKnots - scored lower in this pairwise comparison

1. Total counts & total scores for HotKnots

Total Base Pair Counts
Total TP 689
Total TN 106836
Total FP 613
Total FP CONTRA 135
Total FP INCONS 285
Total FP COMP 193
Total FN 329
Total Scores
MCC 0.645
Average MCC ± 95% Confidence Intervals 0.656 ± 0.096
Sensitivity 0.677
Positive Predictive Value 0.621
Nr of predictions 39

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2WRQ_Y 1.00 1.00 1.00 9 1143 14 0 0 14 0
2XKV_B 0.64 0.73 0.57 8 1821 25 0 6 19 3
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.35 0.34 0.38 12 2013 21 1 19 1 23
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3AMU_B 0.81 0.79 0.83 15 1139 6 0 3 3 4
3GX2_A 0.81 0.79 0.85 22 1423 5 2 2 1 6
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IZ4_A 0.56 0.60 0.52 57 25426 57 26 27 4 38
3IZF_C 0.89 0.91 0.86 32 2603 9 0 5 4 3
3J20_0 0.54 0.57 0.52 12 1196 12 3 8 1 9
3J20_1 0.75 0.75 0.75 15 1092 8 0 5 3 5
3J2L_3 0.80 0.82 0.78 28 2984 12 1 7 4 6
3J3D_C 0.33 0.37 0.32 7 946 15 3 12 0 12
3J3E_8 0.15 0.20 0.12 3 2717 33 7 15 11 12
3J3E_7 0.80 0.79 0.82 27 2708 11 1 5 5 7
3J3F_8 0.33 0.42 0.26 8 4730 43 11 12 20 11
3J3F_7 0.86 0.86 0.86 31 2898 8 1 4 3 5
3J3V_B 0.75 0.74 0.77 20 2630 17 0 6 11 7
3JYV_7 -0.02 0.00 0.00 0 1089 22 4 18 0 20
3JYX_3 0.77 0.80 0.75 12 2362 27 0 4 23 3
3JYX_4 0.61 0.83 0.45 10 4734 31 10 2 19 2
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NPB_A 0.85 0.78 0.94 29 2247 6 0 2 4 8
3O58_3 0.26 0.36 0.19 8 4722 35 16 18 1 14
3O58_2 0.87 0.87 0.87 27 2723 12 0 4 8 4
3PDR_A 0.81 0.80 0.82 40 4791 11 3 6 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
3ZEX_D 0.90 0.86 0.94 30 2764 6 0 2 4 5
3ZEX_C -0.01 0.00 0.00 0 5328 46 11 35 0 29
3ZND_W 0.24 0.38 0.16 3 1172 24 9 7 8 5
4A1C_3 0.88 0.86 0.89 32 2727 7 0 4 3 5
4A1C_2 0.19 0.25 0.15 5 4483 42 12 16 14 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 1.00 1.00 1.00 15 457 0 0 0 0 0
4ENC_A 0.97 1.00 0.94 15 480 1 1 0 0 0
4FRG_B 0.36 0.38 0.38 9 1178 15 2 13 0 15

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