CompaRNA - on-line benchmarks of RNA structure prediction methods
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Table of contents:

  1. Overview

  2. Performance Plots

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

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

  5. Compile and download dataset for IPknot & Alterna [.zip] - may take several seconds...


Overview

Metric IPknot Alterna
MCC 0.791 > 0.684
Average MCC ± 95% Confidence Intervals 0.773 ± 0.149 > 0.695 ± 0.147
Sensitivity 0.754 > 0.705
Positive Predictive Value 0.840 > 0.679
Total TP 199 > 186
Total TN 10337 > 10300
Total FP 59 < 115
Total FP CONTRA 9 < 27
Total FP INCONS 29 < 61
Total FP COMP 21 < 27
Total FN 65 < 78
P-value 5.19332990918e-08

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Performance plots


  1. Comparison of performance of IPknot and Alterna. 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 IPknot and Alterna).

  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 IPknot and Alterna).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and Alterna. 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 IPknot and Alterna).

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 199
Total TN 10337
Total FP 59
Total FP CONTRA 9
Total FP INCONS 29
Total FP COMP 21
Total FN 65
Total Scores
MCC 0.791
Average MCC ± 95% Confidence Intervals 0.773 ± 0.149
Sensitivity 0.754
Positive Predictive Value 0.840
Nr of predictions 22

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A 0.41 0.33 0.55 6 517 5 1 4 0 12
2LDL_A - 1.00 1.00 1.00 9 131 0 0 0 0 0
2LDT_A - 1.00 1.00 1.00 11 151 0 0 0 0 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2YIE_Z - 0.53 0.63 0.45 5 591 6 4 2 0 3
2YIE_X - 1.00 1.00 1.00 7 537 3 0 0 3 0
3AMU_B 0.81 0.79 0.83 15 1139 6 0 3 3 4
3J0L_a - 0.16 0.18 0.18 2 400 10 3 6 1 9
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_1 - 0.83 0.77 0.91 10 473 4 0 1 3 3
3J0L_7 - -0.02 0.00 0.00 0 512 7 1 6 0 10
3J0L_g - -0.01 0.00 0.00 0 174 4 0 2 2 2
3J16_L 0.90 0.81 1.00 17 1142 0 0 0 0 4
3RKF_A 0.91 0.83 1.00 20 846 0 0 0 0 4
3SD1_A 0.74 0.69 0.80 20 1508 5 0 5 0 9
3SIU_F - 0.86 0.75 1.00 6 139 0 0 0 0 2
3SN2_B 0.95 0.92 1.00 11 143 0 0 0 0 1
3TRZ_Z - 1.00 1.00 1.00 5 87 1 0 0 1 0
3TS0_U - 1.00 1.00 1.00 6 112 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
3UZL_B 0.93 0.88 1.00 14 1279 7 0 0 7 2

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Performance of Alterna - scored lower in this pairwise comparison

1. Total counts & total scores for Alterna

Total Base Pair Counts
Total TP 186
Total TN 10300
Total FP 115
Total FP CONTRA 27
Total FP INCONS 61
Total FP COMP 27
Total FN 78
Total Scores
MCC 0.684
Average MCC ± 95% Confidence Intervals 0.695 ± 0.147
Sensitivity 0.705
Positive Predictive Value 0.679
Nr of predictions 22

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LBS_A - 1.00 1.00 1.00 14 193 0 0 0 0 0
2LC8_A 0.47 0.44 0.53 8 513 7 0 7 0 10
2LDL_A - 1.00 1.00 1.00 9 131 1 0 0 1 0
2LDT_A - 1.00 1.00 1.00 11 151 0 0 0 0 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2YIE_Z - -0.02 0.00 0.00 0 587 15 6 9 0 8
2YIE_X - 0.53 0.57 0.50 4 536 9 1 3 5 3
3AMU_B 0.73 0.79 0.68 15 1135 10 0 7 3 4
3J0L_a - 0.18 0.18 0.22 2 402 8 3 4 1 9
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_1 - 0.63 0.62 0.67 8 472 8 0 4 4 5
3J0L_7 - 0.37 0.40 0.36 4 508 9 2 5 2 6
3J0L_g - -0.02 0.00 0.00 0 169 9 3 4 2 2
3J16_L 0.76 0.76 0.76 16 1138 5 3 2 0 5
3RKF_A 0.82 0.79 0.86 19 844 3 1 2 0 5
3SD1_A 0.55 0.55 0.57 16 1505 12 4 8 0 13
3SIU_F - 0.69 0.75 0.67 6 136 3 0 3 0 2
3SN2_B 0.91 0.83 1.00 10 144 0 0 0 0 2
3TRZ_Z - 1.00 1.00 1.00 5 87 2 0 0 2 0
3TS0_U - 1.00 1.00 1.00 6 112 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 103 0 0 0 0 0
3UZL_B 0.68 0.75 0.63 12 1274 13 4 3 6 4

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