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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of MXScarna(seed) - scored higher in this pairwise comparison

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

  5. Compile and download dataset for MXScarna(seed) & MaxExpect [.zip] - may take several seconds...


Overview

Metric MXScarna(seed) MaxExpect
MCC 0.768 > 0.703
Average MCC ± 95% Confidence Intervals 0.756 ± 0.076 > 0.743 ± 0.089
Sensitivity 0.729 > 0.725
Positive Predictive Value 0.813 > 0.687
Total TP 727 > 723
Total TN 106301 > 106143
Total FP 333 < 493
Total FP CONTRA 66 < 106
Total FP INCONS 101 < 223
Total FP COMP 166 > 164
Total FN 270 < 274
P-value 5.23657817852e-08

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Performance plots


  1. Comparison of performance of MXScarna(seed) and MaxExpect. 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 MXScarna(seed) and MaxExpect).

  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 MXScarna(seed) and MaxExpect).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(seed) and MaxExpect. 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 MXScarna(seed) and MaxExpect).

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Performance of MXScarna(seed) - scored higher in this pairwise comparison

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

Total Base Pair Counts
Total TP 727
Total TN 106301
Total FP 333
Total FP CONTRA 66
Total FP INCONS 101
Total FP COMP 166
Total FN 270
Total Scores
MCC 0.768
Average MCC ± 95% Confidence Intervals 0.756 ± 0.076
Sensitivity 0.729
Positive Predictive Value 0.813
Nr of predictions 40

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KE6_A 0.91 0.89 0.94 16 450 2 0 1 1 2
2KUR_A 0.92 0.89 0.94 17 449 1 0 1 0 2
2KUU_A 0.91 0.89 0.94 16 430 2 0 1 1 2
2KUV_A 0.92 0.89 0.94 17 421 1 0 1 0 2
2KUW_A 0.78 0.72 0.87 13 455 3 0 2 1 5
2KX8_A -0.01 0.00 0.00 0 369 2 0 2 0 16
2L1F_A 0.93 0.91 0.95 21 741 1 0 1 0 2
2L1F_B 0.98 0.96 1.00 23 768 0 0 0 0 1
2L94_A 0.55 0.56 0.59 10 340 8 0 7 1 8
2LC8_A -0.03 0.00 0.00 0 518 12 0 10 2 18
2WRQ_Y 1.00 1.00 1.00 9 1143 12 0 0 12 0
2WWQ_V 0.70 0.68 0.72 13 1186 7 0 5 2 6
2XKV_B 0.78 0.82 0.75 9 1823 20 0 3 17 2
2XQD_Y 0.85 0.81 0.89 17 1110 3 0 2 1 4
2XXA_G 0.74 0.69 0.80 24 2015 7 0 6 1 11
3A2K_C 0.95 0.91 1.00 20 1088 0 0 0 0 2
3AKZ_H 1.00 1.00 1.00 20 1107 1 0 0 1 0
3AMU_B 0.97 0.95 1.00 18 1139 2 0 0 2 1
3GX2_A 0.83 0.82 0.85 23 1422 7 2 2 3 5
3IVN_B 0.69 0.57 0.87 13 888 2 2 0 0 10
3IYQ_A 0.44 0.47 0.41 24 22382 49 21 13 15 27
3IZ4_A 0.73 0.64 0.82 61 25462 22 12 1 9 34
3IZF_C 0.84 0.83 0.85 29 2606 11 0 5 6 6
3J16_L 0.98 0.95 1.00 20 1139 0 0 0 0 1
3JYV_7 0.95 0.90 1.00 18 1093 2 0 0 2 2
3JYX_4 0.70 0.83 0.59 10 4739 21 6 1 14 2
3JYX_3 0.77 0.80 0.75 12 2362 24 0 4 20 3
3LA5_A 0.82 0.72 0.95 18 935 1 1 0 0 7
3NPB_A 0.76 0.70 0.84 26 2247 10 2 3 5 11
3O58_2 0.93 0.94 0.94 29 2723 11 0 2 9 2
3O58_3 0.54 0.50 0.58 11 4745 20 5 3 12 11
3PDR_A 0.87 0.88 0.86 44 4789 10 4 3 3 6
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
3SD1_A 0.74 0.76 0.73 22 1503 9 4 4 1 7
3UZL_B 0.83 0.75 0.92 12 1280 8 0 1 7 4
4A1C_3 0.92 0.92 0.92 34 2726 6 0 3 3 3
4A1C_2 0.45 0.40 0.50 8 4500 20 4 4 12 12
4AOB_A 0.71 0.69 0.74 20 1410 10 2 5 3 9
4ENB_A 0.54 0.40 0.75 6 464 2 0 2 0 9
4ENC_A 0.48 0.40 0.60 6 486 4 1 3 0 9

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Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP 723
Total TN 106143
Total FP 493
Total FP CONTRA 106
Total FP INCONS 223
Total FP COMP 164
Total FN 274
Total Scores
MCC 0.703
Average MCC ± 95% Confidence Intervals 0.743 ± 0.089
Sensitivity 0.725
Positive Predictive Value 0.687
Nr of predictions 40

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KE6_A 0.94 0.94 0.94 17 449 2 0 1 1 1
2KUR_A 0.95 0.95 0.95 18 448 1 0 1 0 1
2KUU_A 0.94 0.94 0.94 17 429 2 0 1 1 1
2KUV_A 0.94 0.95 0.95 18 420 1 0 1 0 1
2KUW_A 0.94 0.94 0.94 17 452 2 0 1 1 1
2KX8_A 1.00 1.00 1.00 16 355 0 0 0 0 0
2L1F_A 1.00 1.00 1.00 23 740 0 0 0 0 0
2L1F_B 1.00 1.00 1.00 24 767 0 0 0 0 0
2L94_A 1.00 1.00 1.00 18 339 1 0 0 1 0
2LC8_A -0.03 0.00 0.00 0 513 15 3 12 0 18
2WRQ_Y 0.94 0.89 1.00 8 1144 14 0 0 14 1
2WWQ_V 0.97 0.95 1.00 18 1186 3 0 0 3 1
2XKV_B 0.64 0.73 0.57 8 1821 26 0 6 20 3
2XQD_Y 0.98 0.95 1.00 20 1109 1 0 0 1 1
2XXA_G 0.24 0.26 0.25 9 2009 28 1 26 1 26
3A2K_C 0.47 0.50 0.46 11 1084 13 3 10 0 11
3AKZ_H 1.00 1.00 1.00 20 1107 2 0 0 2 0
3AMU_B 0.73 0.79 0.68 15 1135 10 0 7 3 4
3GX2_A 0.93 0.89 0.96 25 1423 2 1 0 1 3
3IVN_B 0.91 0.83 1.00 19 884 0 0 0 0 4
3IYQ_A 0.24 0.33 0.17 17 22342 96 41 40 15 34
3IZ4_A 0.61 0.61 0.62 58 25442 42 14 22 6 37
3IZF_C 0.89 0.91 0.86 32 2603 8 0 5 3 3
3J16_L 0.34 0.33 0.37 7 1140 12 0 12 0 14
3JYV_7 0.48 0.45 0.53 9 1094 9 3 5 1 11
3JYX_4 0.55 0.83 0.37 10 4729 34 14 3 17 2
3JYX_3 0.77 0.80 0.75 12 2362 24 0 4 20 3
3LA5_A 0.91 0.84 1.00 21 933 0 0 0 0 4
3NPB_A 0.77 0.73 0.82 27 2245 10 0 6 4 10
3O58_2 0.91 0.94 0.88 29 2721 11 0 4 7 2
3O58_3 0.40 0.50 0.33 11 4731 36 8 14 14 11
3PDR_A 0.92 0.90 0.94 45 4792 5 1 2 2 5
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.70 0.69 0.71 20 1505 8 3 5 0 9
3UZL_B 1.00 1.00 1.00 16 1277 8 0 0 8 0
4A1C_3 0.83 0.81 0.86 30 2728 7 0 5 2 7
4A1C_2 0.19 0.25 0.16 5 4484 41 10 17 14 15
4AOB_A 0.60 0.59 0.63 17 1410 11 4 6 1 12
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.36 0.33 0.42 5 484 8 0 7 1 10

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