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Table of contents:

  1. Overview

  2. Performance Plots

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

  4. Performance of RSpredict(20) - scored lower in this pairwise comparison

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


Overview

Metric PknotsRG RSpredict(20)
MCC 0.671 > 0.660
Average MCC ± 95% Confidence Intervals 0.684 ± 0.090 > 0.636 ± 0.095
Sensitivity 0.702 > 0.597
Positive Predictive Value 0.648 < 0.735
Total TP 703 > 598
Total TN 104378 < 104649
Total FP 585 > 341
Total FP CONTRA 116 > 84
Total FP INCONS 266 > 132
Total FP COMP 203 > 125
Total FN 298 < 403
P-value 1.34568509467e-07

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Performance plots


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

  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 PknotsRG and RSpredict(20)).

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

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Performance of PknotsRG - scored higher in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 703
Total TN 104378
Total FP 585
Total FP CONTRA 116
Total FP INCONS 266
Total FP COMP 203
Total FN 298
Total Scores
MCC 0.671
Average MCC ± 95% Confidence Intervals 0.684 ± 0.090
Sensitivity 0.702
Positive Predictive Value 0.648
Nr of predictions 39

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 1.00 1.00 1.00 10 164 0 0 0 0 0
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2WRQ_Y 0.94 0.89 1.00 8 1144 14 0 0 14 1
2XKV_B 0.64 0.73 0.57 8 1821 24 0 6 18 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 0.80 0.79 0.81 22 1422 6 2 3 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 25 28 4 38
3IZF_C 0.75 0.77 0.73 27 2603 15 0 10 5 8
3J20_0 0.51 0.57 0.48 12 1194 14 3 10 1 9
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2L_3 0.80 0.82 0.78 28 2984 12 1 7 4 6
3J3D_C 0.63 0.68 0.59 13 946 9 3 6 0 6
3J3E_7 0.77 0.76 0.79 26 2708 11 1 6 4 8
3J3E_8 0.26 0.33 0.21 5 2718 30 6 13 11 10
3J3F_7 0.96 0.97 0.95 35 2897 4 1 1 2 1
3J3F_8 0.32 0.42 0.24 8 4728 40 12 13 15 11
3JYV_7 -0.02 0.00 0.00 0 1089 22 4 18 0 20
3JYX_4 0.61 0.83 0.45 10 4734 33 10 2 21 2
3JYX_3 0.77 0.80 0.75 12 2362 27 0 4 23 3
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NPB_A 0.93 0.86 1.00 32 2246 4 0 0 4 5
3O58_3 0.41 0.50 0.34 11 4732 35 6 15 14 11
3O58_2 0.72 0.74 0.70 23 2721 19 0 10 9 8
3PDR_A 0.90 0.90 0.90 45 4790 7 2 3 2 5
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.73 0.72 0.75 21 1505 7 4 3 0 8
3ZEX_D 0.88 0.83 0.94 29 2765 6 0 2 4 6
3ZEX_C 0.30 0.34 0.26 10 5336 44 5 23 16 19
3ZND_W 0.24 0.38 0.16 3 1172 24 9 7 8 5
4A1C_3 0.85 0.84 0.86 31 2727 8 0 5 3 6
4A1C_2 0.18 0.25 0.14 5 4480 43 11 20 12 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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Performance of RSpredict(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 598
Total TN 104649
Total FP 341
Total FP CONTRA 84
Total FP INCONS 132
Total FP COMP 125
Total FN 403
Total Scores
MCC 0.660
Average MCC ± 95% Confidence Intervals 0.636 ± 0.095
Sensitivity 0.597
Positive Predictive Value 0.735
Nr of predictions 39

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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 0.89 0.80 1.00 8 166 0 0 0 0 2
2L94_A 0.53 0.50 0.60 9 342 7 0 6 1 9
2WRQ_Y 1.00 1.00 1.00 9 1143 12 0 0 12 0
2XKV_B 0.00 0.00 0.00 0 1831 4 1 3 0 11
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.50 0.26 1.00 9 2036 0 0 0 0 26
3A2K_C 0.88 0.86 0.90 19 1087 2 0 2 0 3
3AMU_B 0.69 0.53 0.91 10 1146 2 0 1 1 9
3GX2_A 0.40 0.21 0.75 6 1441 2 1 1 0 22
3IVN_B 0.91 0.87 0.95 20 882 1 1 0 0 3
3IZ4_A 0.61 0.57 0.67 54 25455 38 13 14 11 41
3IZF_C 0.94 0.91 0.97 32 2607 4 0 1 3 3
3J20_0 0.90 0.90 0.90 19 1198 3 1 1 1 2
3J20_1 0.67 0.50 0.91 10 1101 2 0 1 1 10
3J2L_3 0.71 0.59 0.87 20 2997 6 0 3 3 14
3J3D_C 0.82 0.84 0.80 16 948 4 3 1 0 3
3J3E_7 0.82 0.79 0.84 27 2709 7 0 5 2 7
3J3E_8 -0.01 0.00 0.00 0 2724 19 5 13 1 15
3J3F_7 0.94 0.94 0.94 34 2898 3 1 1 1 2
3J3F_8 0.42 0.47 0.38 9 4737 26 9 6 11 10
3JYV_7 0.97 0.95 1.00 19 1092 2 0 0 2 1
3JYX_4 0.59 0.75 0.47 9 4737 33 9 1 23 3
3JYX_3 0.80 0.80 0.80 12 2363 16 0 3 13 3
3LA5_A 0.89 0.80 1.00 20 934 0 0 0 0 5
3NPB_A -0.01 0.00 0.00 0 2272 6 1 5 0 37
3O58_3 0.38 0.50 0.30 11 4727 29 15 11 3 11
3O58_2 0.93 0.94 0.94 29 2723 10 0 2 8 2
3PDR_A 0.80 0.70 0.92 35 4802 5 1 2 2 15
3RKF_A 0.91 0.88 0.95 21 844 1 1 0 0 3
3SD1_A 0.82 0.86 0.78 25 1501 7 5 2 0 4
3ZEX_D 0.88 0.83 0.94 29 2765 7 0 2 5 6
3ZEX_C 0.34 0.31 0.38 9 5350 19 3 12 4 20
3ZND_W 0.47 0.38 0.60 3 1186 9 0 2 7 5
4A1C_3 0.60 0.49 0.75 18 2739 8 0 6 2 19
4A1C_2 0.25 0.30 0.21 6 4487 30 12 11 7 14
4AOB_A 0.33 0.21 0.55 6 1426 5 1 4 0 23
4ENB_A 0.54 0.40 0.75 6 464 2 0 2 0 9
4ENC_A 0.51 0.40 0.67 6 487 3 0 3 0 9
4FRG_B 0.19 0.13 0.33 3 1193 6 1 5 0 21

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