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 RNAwolf - scored lower in this pairwise comparison

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


Overview

Metric CentroidHomfold‑LAST RNAwolf
MCC 0.783 > 0.585
Average MCC ± 95% Confidence Intervals 0.792 ± 0.107 > 0.628 ± 0.123
Sensitivity 0.697 > 0.575
Positive Predictive Value 0.887 > 0.611
Total TP 384 > 317
Total TN 29017 > 28931
Total FP 89 < 266
Total FP CONTRA 10 < 37
Total FP INCONS 39 < 165
Total FP COMP 40 < 64
Total FN 167 < 234
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidHomfold-LAST and RNAwolf. 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 RNAwolf).

  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 RNAwolf).

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

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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 RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 317
Total TN 28931
Total FP 266
Total FP CONTRA 37
Total FP INCONS 165
Total FP COMP 64
Total FN 234
Total Scores
MCC 0.585
Average MCC ± 95% Confidence Intervals 0.628 ± 0.123
Sensitivity 0.575
Positive Predictive Value 0.611
Nr of predictions 37

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2. Individual counts for RNAwolf [ 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 0.52 0.50 0.56 9 512 7 0 7 0 9
2LDL_A - 0.88 0.78 1.00 7 133 0 0 0 0 2
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 1 0 0 1 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 - 0.84 0.79 0.88 23 2414 11 0 3 8 6
2LQZ_A - 1.00 1.00 1.00 8 124 1 0 0 1 0
2LWK_A - 0.48 0.45 0.56 5 198 5 0 4 1 6
2YIE_X - -0.01 0.00 0.00 0 536 11 1 7 3 7
2YIE_Z - 0.62 0.63 0.63 5 594 7 1 2 4 3
3AMU_B 0.77 0.79 0.75 15 1137 8 0 5 3 4
3J0L_7 - -0.02 0.00 0.00 0 509 10 1 9 0 10
3J0L_8 - 1.00 1.00 1.00 7 69 0 0 0 0 0
3J0L_a - 0.14 0.18 0.14 2 397 13 4 8 1 9
3J0L_1 - 0.68 0.54 0.88 7 476 5 0 1 4 6
3J0L_h - 0.47 0.41 0.57 13 2117 12 1 9 2 19
3J0L_g - -0.02 0.00 0.00 0 171 7 4 1 2 2
3J0L_2 - 0.14 0.15 0.15 4 2223 26 4 19 3 22
3J16_L 0.58 0.57 0.60 12 1139 9 2 6 1 9
3RKF_A 0.89 0.83 0.95 20 845 1 0 1 0 4
3SD1_A 0.58 0.59 0.59 17 1504 12 2 10 0 12
3SIU_F - 0.86 0.75 1.00 6 139 0 0 0 0 2
3SN2_B 1.00 1.00 1.00 12 142 0 0 0 0 0
3TRZ_Z - 1.00 1.00 1.00 5 87 0 0 0 0 0
3TS0_U - 1.00 1.00 1.00 6 112 1 0 0 1 0
3TS2_V - -0.05 0.00 0.00 0 103 6 0 5 1 5
3U4M_B - 0.50 0.50 0.52 11 1255 12 1 9 2 11
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 1 0 0 1 0
4A1C_3 0.32 0.30 0.35 11 2732 21 1 19 1 26
4A1C_2 0.12 0.15 0.10 3 4487 38 12 14 12 17
4A4U_A - 1.00 1.00 1.00 9 96 0 0 0 0 0
4AOB_A 0.26 0.24 0.30 7 1414 17 2 14 1 22
4ENB_A 0.45 0.40 0.55 6 461 5 1 4 0 9
4ENC_A 0.34 0.33 0.38 5 483 9 0 8 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.