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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidHomfold‑LAST - scored higher in this pairwise comparison

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

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


Overview

Metric CentroidHomfold‑LAST IPknot
MCC 0.783 > 0.776
Average MCC ± 95% Confidence Intervals 0.792 ± 0.107 > 0.787 ± 0.099
Sensitivity 0.697 < 0.746
Positive Predictive Value 0.887 > 0.815
Total TP 384 < 411
Total TN 29017 > 28946
Total FP 89 < 147
Total FP CONTRA 10 < 22
Total FP INCONS 39 < 71
Total FP COMP 40 < 54
Total FN 167 > 140
P-value 0.0348339286697

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Performance plots


  1. Comparison of performance of CentroidHomfold-LAST and IPknot. 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 CentroidHomfold‑LAST and IPknot).

  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 CentroidHomfold‑LAST and IPknot).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidHomfold-LAST and IPknot. 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 CentroidHomfold‑LAST and IPknot).

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Performance of CentroidHomfold‑LAST - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP 384
Total TN 29017
Total FP 89
Total FP CONTRA 10
Total FP INCONS 39
Total FP COMP 40
Total FN 167
Total Scores
MCC 0.783
Average MCC ± 95% Confidence Intervals 0.792 ± 0.107
Sensitivity 0.697
Positive Predictive Value 0.887
Nr of predictions 37

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2. Individual counts for CentroidHomfold‑LAST [ 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 -0.03 0.00 0.00 0 517 11 0 11 0 18
2LDL_A - 1.00 1.00 1.00 9 131 1 0 0 1 0
2LDT_A - 0.84 0.73 1.00 8 154 0 0 0 0 3
2LHP_A - 1.00 1.00 1.00 15 246 0 0 0 0 0
2LJJ_A - 1.00 1.00 1.00 7 123 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.00 0.00 0.00 0 2436 4 0 4 0 29
2LQZ_A - 1.00 1.00 1.00 8 124 2 0 0 2 0
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
2YIE_X - 1.00 1.00 1.00 7 537 0 0 0 0 0
2YIE_Z - 1.00 1.00 1.00 8 594 0 0 0 0 0
3AMU_B 0.95 0.95 0.95 18 1138 4 0 1 3 1
3J0L_7 - 0.83 0.70 1.00 7 512 1 0 0 1 3
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_a - -0.01 0.00 0.00 0 408 3 1 2 0 11
3J0L_1 - 0.73 0.62 0.89 8 475 3 0 1 2 5
3J0L_h - 0.88 0.84 0.93 27 2111 4 0 2 2 5
3J0L_g - 0.00 0.00 0.00 0 176 0 0 0 0 2
3J0L_2 - 0.55 0.31 1.00 8 2242 0 0 0 0 18
3J16_L 0.90 0.81 1.00 17 1142 0 0 0 0 4
3RKF_A 0.86 0.75 1.00 18 848 0 0 0 0 6
3SD1_A 0.77 0.66 0.90 19 1512 2 1 1 0 10
3SIU_F - 0.86 0.75 1.00 6 139 0 0 0 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 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
3U4M_B - 0.78 0.73 0.84 16 1257 4 0 3 1 6
3UZL_B 0.93 0.88 1.00 14 1279 7 0 0 7 2
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
4A1C_3 0.80 0.78 0.83 29 2728 7 0 6 1 8
4A1C_2 0.24 0.25 0.24 5 4495 29 8 8 13 15
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.85 0.72 1.00 21 1416 1 0 0 1 8
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.85 0.73 1.00 11 485 0 0 0 0 4

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Performance of IPknot - scored lower in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP 411
Total TN 28946
Total FP 147
Total FP CONTRA 22
Total FP INCONS 71
Total FP COMP 54
Total FN 140
Total Scores
MCC 0.776
Average MCC ± 95% Confidence Intervals 0.787 ± 0.099
Sensitivity 0.746
Positive Predictive Value 0.815
Nr of predictions 37

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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
2LHP_A - 1.00 1.00 1.00 15 246 0 0 0 0 0
2LJJ_A - 1.00 1.00 1.00 7 123 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 9 91 0 0 0 0 0
2LKR_A - 0.88 0.86 0.89 25 2412 9 0 3 6 4
2LQZ_A - 1.00 1.00 1.00 8 124 2 0 0 2 0
2LWK_A - 0.95 0.91 1.00 10 197 1 0 0 1 1
2YIE_X - 1.00 1.00 1.00 7 537 3 0 0 3 0
2YIE_Z - 0.53 0.63 0.45 5 591 6 4 2 0 3
3AMU_B 0.81 0.79 0.83 15 1139 6 0 3 3 4
3J0L_7 - -0.02 0.00 0.00 0 512 7 1 6 0 10
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_a - 0.16 0.18 0.18 2 400 10 3 6 1 9
3J0L_1 - 0.83 0.77 0.91 10 473 4 0 1 3 3
3J0L_h - 0.90 0.81 1.00 26 2114 2 0 0 2 6
3J0L_g - -0.01 0.00 0.00 0 174 4 0 2 2 2
3J0L_2 - 0.49 0.46 0.52 12 2227 18 0 11 7 14
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
3U4M_B - 0.91 0.91 0.91 20 1254 3 2 0 1 2
3UZL_B 0.93 0.88 1.00 14 1279 7 0 0 7 2
3VJR_D - 1.00 1.00 1.00 12 239 0 0 0 0 0
4A1C_3 0.83 0.81 0.86 30 2728 7 0 5 2 7
4A1C_2 0.23 0.25 0.22 5 4493 26 8 10 8 15
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.50 0.48 0.54 14 1411 13 3 9 1 15
4ENB_A 0.85 0.73 1.00 11 461 0 0 0 0 4
4ENC_A 0.59 0.53 0.67 8 484 4 0 4 0 7

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