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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Murlet(20) RSpredict(20)
MCC 0.697 > 0.660
Average MCC ± 95% Confidence Intervals 0.686 ± 0.066 > 0.636 ± 0.095
Sensitivity 0.604 > 0.597
Positive Predictive Value 0.810 > 0.735
Total TP 605 > 598
Total TN 104716 > 104649
Total FP 246 < 341
Total FP CONTRA 32 < 84
Total FP INCONS 110 < 132
Total FP COMP 104 < 125
Total FN 396 < 403
P-value 3.56938820447e-08

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 605
Total TN 104716
Total FP 246
Total FP CONTRA 32
Total FP INCONS 110
Total FP COMP 104
Total FN 396
Total Scores
MCC 0.697
Average MCC ± 95% Confidence Intervals 0.686 ± 0.066
Sensitivity 0.604
Positive Predictive Value 0.810
Nr of predictions 39

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.70 0.50 1.00 5 169 0 0 0 0 5
2L94_A 0.51 0.50 0.56 9 341 8 0 7 1 9
2WRQ_Y 0.63 0.67 0.60 6 1142 13 1 3 9 3
2XKV_B 0.60 0.36 1.00 4 1831 3 0 0 3 7
2XQD_Y 0.88 0.86 0.90 18 1109 3 0 2 1 3
2XXA_G 0.44 0.20 1.00 7 2038 0 0 0 0 28
3A2K_C 0.88 0.86 0.90 19 1087 2 0 2 0 3
3AMU_B 0.89 0.89 0.89 17 1138 4 0 2 2 2
3GX2_A 0.73 0.54 1.00 15 1434 1 0 0 1 13
3IVN_B 0.80 0.65 1.00 15 888 0 0 0 0 8
3IZ4_A 0.46 0.33 0.66 31 25489 22 3 13 6 64
3IZF_C 0.88 0.83 0.94 29 2609 5 0 2 3 6
3J20_0 0.65 0.62 0.68 13 1200 6 1 5 0 8
3J20_1 0.69 0.60 0.80 12 1097 4 0 3 1 8
3J2L_3 0.84 0.74 0.96 25 2994 4 0 1 3 9
3J3D_C 0.84 0.84 0.84 16 949 3 3 0 0 3
3J3E_7 0.97 0.94 1.00 32 2709 4 0 0 4 2
3J3E_8 0.35 0.33 0.38 5 2729 13 2 6 5 10
3J3F_7 0.83 0.69 1.00 25 2909 1 0 0 1 11
3J3F_8 0.54 0.53 0.56 10 4743 13 2 6 5 9
3JYV_7 0.84 0.80 0.89 16 1093 4 0 2 2 4
3JYX_4 0.72 0.75 0.69 9 4743 15 3 1 11 3
3JYX_3 0.76 0.73 0.79 11 2364 14 0 3 11 4
3LA5_A 0.80 0.64 1.00 16 938 0 0 0 0 9
3NPB_A 0.65 0.43 1.00 16 2262 2 0 0 2 21
3O58_3 0.37 0.32 0.44 7 4748 13 4 5 4 15
3O58_2 1.00 1.00 1.00 31 2723 2 0 0 2 0
3PDR_A 0.84 0.76 0.93 38 4799 3 1 2 0 12
3RKF_A 0.81 0.67 1.00 16 850 0 0 0 0 8
3SD1_A 0.82 0.83 0.83 24 1504 5 4 1 0 5
3ZEX_D 0.90 0.86 0.94 30 2764 5 0 2 3 5
3ZEX_C 0.42 0.38 0.48 11 5351 16 2 10 4 18
3ZND_W 0.62 0.63 0.63 5 1183 15 0 3 12 3
4A1C_3 0.72 0.59 0.88 22 2738 4 0 3 1 15
4A1C_2 0.22 0.25 0.20 5 4491 24 5 15 4 15
4AOB_A 0.87 0.76 1.00 22 1415 3 0 0 3 7
4ENB_A 0.51 0.27 1.00 4 468 0 0 0 0 11
4ENC_A 0.57 0.33 1.00 5 491 0 0 0 0 10
4FRG_B 0.19 0.17 0.25 4 1186 12 1 11 0 20

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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.