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Table of contents:

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RSpredict(20) Multilign(20)
MCC 0.632 > 0.625
Average MCC ± 95% Confidence Intervals 0.595 ± 0.119 < 0.609 ± 0.143
Sensitivity 0.565 < 0.611
Positive Predictive Value 0.715 > 0.649
Total TP 286 < 309
Total TN 39928 > 39852
Total FP 157 < 223
Total FP CONTRA 39 < 46
Total FP INCONS 75 < 121
Total FP COMP 43 < 56
Total FN 220 > 197
P-value 0.0508726101154

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Performance plots


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

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

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

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

Total Base Pair Counts
Total TP 286
Total TN 39928
Total FP 157
Total FP CONTRA 39
Total FP INCONS 75
Total FP COMP 43
Total FN 220
Total Scores
MCC 0.632
Average MCC ± 95% Confidence Intervals 0.595 ± 0.119
Sensitivity 0.565
Positive Predictive Value 0.715
Nr of predictions 21

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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
2L94_A 0.53 0.50 0.60 9 342 7 0 6 1 9
2XXA_G 0.50 0.26 1.00 9 2036 0 0 0 0 26
3AMU_B 0.69 0.53 0.91 10 1146 2 0 1 1 9
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
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
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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Performance of Multilign(20) - scored lower in this pairwise comparison

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

Total Base Pair Counts
Total TP 309
Total TN 39852
Total FP 223
Total FP CONTRA 46
Total FP INCONS 121
Total FP COMP 56
Total FN 197
Total Scores
MCC 0.625
Average MCC ± 95% Confidence Intervals 0.609 ± 0.143
Sensitivity 0.611
Positive Predictive Value 0.649
Nr of predictions 21

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2. Individual counts for Multilign(20) [ 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
2XXA_G -0.01 0.00 0.00 0 2033 12 2 10 0 35
3AMU_B 0.71 0.74 0.70 14 1137 9 0 6 3 5
3J20_0 0.68 0.71 0.65 15 1196 9 2 6 1 6
3J20_1 1.00 1.00 1.00 20 1092 1 0 0 1 0
3J2L_3 0.80 0.79 0.82 27 2987 10 0 6 4 7
3J3D_C 0.90 0.95 0.86 18 947 3 3 0 0 1
3J3E_7 0.77 0.76 0.79 26 2708 11 1 6 4 8
3J3E_8 -0.01 0.00 0.00 0 2720 22 8 14 0 15
3J3F_7 0.52 0.42 0.65 15 2911 9 0 8 1 21
3J3F_8 0.45 0.53 0.38 10 4735 30 7 9 14 9
3RKF_A 0.91 0.88 0.95 21 844 1 0 1 0 3
3SD1_A 0.68 0.69 0.69 20 1504 9 4 5 0 9
3ZEX_D 0.88 0.83 0.94 29 2765 8 0 2 6 6
3ZND_W 0.58 0.75 0.46 6 1178 17 4 3 10 2
4A1C_3 0.88 0.86 0.89 32 2727 6 0 4 2 5
4A1C_2 0.20 0.25 0.16 5 4485 33 9 17 7 15
4AOB_A 0.59 0.55 0.64 16 1412 10 3 6 1 13
4ENB_A 0.39 0.33 0.50 5 462 6 0 5 1 10
4ENC_A 0.73 0.60 0.90 9 486 1 1 0 0 6
4FRG_B 0.13 0.13 0.17 3 1184 15 2 13 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.