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 RDfolder - scored lower in this pairwise comparison

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


Overview

Metric CentroidHomfold‑LAST RDfolder
MCC 0.694 > 0.534
Average MCC ± 95% Confidence Intervals 0.707 ± 0.101 > 0.598 ± 0.117
Sensitivity 0.550 > 0.425
Positive Predictive Value 0.883 > 0.684
Total TP 325 > 251
Total TN 43945 < 43946
Total FP 57 < 127
Total FP CONTRA 3 < 13
Total FP INCONS 40 < 103
Total FP COMP 14 > 11
Total FN 266 < 340
P-value 5.23657817852e-08

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Performance plots


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

  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 RDfolder).

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

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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 325
Total TN 43945
Total FP 57
Total FP CONTRA 3
Total FP INCONS 40
Total FP COMP 14
Total FN 266
Total Scores
MCC 0.694
Average MCC ± 95% Confidence Intervals 0.707 ± 0.101
Sensitivity 0.550
Positive Predictive Value 0.883
Nr of predictions 35

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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
2L94_A 0.92 0.90 0.95 18 971 1 0 1 0 2
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A -0.01 0.00 0.00 0 1529 11 0 11 0 20
2LDL_A - 0.90 0.82 1.00 9 342 1 0 0 1 2
2LDT_A - 0.72 0.53 1.00 8 457 0 0 0 0 7
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2RRC_A - 0.70 0.50 1.00 5 226 0 0 0 0 5
2Y8W_B - 1.00 1.00 1.00 6 184 1 0 0 1 0
2Y9C_V - 0.20 0.04 1.00 1 2277 0 0 0 0 23
2YIE_X - 0.76 0.58 1.00 7 1371 0 0 0 0 5
2YIE_Z - 0.82 0.67 1.00 8 1532 0 0 0 0 4
3AMU_B 0.82 0.70 0.95 19 2983 3 0 1 2 8
3J0L_7 - 0.60 0.41 0.88 7 1217 1 0 1 0 10
3J0L_g - 0.00 0.00 0.00 0 465 0 0 0 0 4
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - -0.01 0.00 0.00 0 1125 3 0 3 0 16
3J0L_1 - 0.65 0.47 0.90 9 1215 2 0 1 1 10
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_0 0.35 0.37 0.34 11 2818 22 3 18 1 19
3NMU_E - 0.41 0.17 1.00 1 560 3 0 0 3 5
3R9X_C - 0.84 0.80 0.89 8 586 2 0 1 1 2
3RKF_A 0.72 0.53 1.00 18 2193 0 0 0 0 16
3SD1_A 0.64 0.45 0.90 19 3895 2 0 2 0 23
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 0.91 0.83 1.00 10 396 0 0 0 0 2
3TRZ_Z - 0.91 0.83 1.00 5 205 1 0 0 1 1
3TS0_U - 1.00 1.00 1.00 6 247 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
3W3S_B 0.85 0.73 1.00 29 4724 1 0 0 1 11
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.71 0.50 1.00 21 4350 1 0 0 1 21
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.76 0.58 1.00 11 1315 0 0 0 0 8
4HXH_A - 1.00 1.00 1.00 6 319 0 0 0 0 0

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Performance of RDfolder - scored lower in this pairwise comparison

1. Total counts & total scores for RDfolder

Total Base Pair Counts
Total TP 251
Total TN 43946
Total FP 127
Total FP CONTRA 13
Total FP INCONS 103
Total FP COMP 11
Total FN 340
Total Scores
MCC 0.534
Average MCC ± 95% Confidence Intervals 0.598 ± 0.117
Sensitivity 0.425
Positive Predictive Value 0.684
Nr of predictions 35

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2L94_A 0.97 0.95 1.00 19 971 0 0 0 0 1
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A -0.01 0.00 0.00 0 1526 14 2 12 0 20
2LDL_A - 0.90 0.82 1.00 9 342 0 0 0 0 2
2LDT_A - 0.68 0.47 1.00 7 458 0 0 0 0 8
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2RRC_A - 0.70 0.50 1.00 5 226 0 0 0 0 5
2Y8W_B - 1.00 1.00 1.00 6 184 1 0 0 1 0
2Y9C_V - 0.57 0.50 0.67 12 2260 7 1 5 1 12
2YIE_X - 0.38 0.33 0.44 4 1369 5 1 4 0 8
2YIE_Z - 0.43 0.42 0.45 5 1529 6 3 3 0 7
3AMU_B 0.18 0.15 0.22 4 2985 16 2 12 2 23
3J0L_7 - -0.01 0.00 0.00 0 1220 5 0 5 0 17
3J0L_g - -0.01 0.00 0.00 0 462 3 1 2 0 4
3J0L_8 - 0.86 0.75 1.00 6 184 0 0 0 0 2
3J0L_a - -0.01 0.00 0.00 0 1124 4 1 3 0 16
3J0L_1 - 0.65 0.47 0.90 9 1215 2 0 1 1 10
3J16_L 0.22 0.17 0.31 5 2759 11 0 11 0 25
3J20_0 0.73 0.57 0.94 17 2832 2 0 1 1 13
3NMU_E - 0.41 0.17 1.00 1 560 3 0 0 3 5
3R9X_C - 0.84 0.80 0.89 8 586 2 0 1 1 2
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.30 0.17 0.54 7 3903 6 0 6 0 35
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 0.96 0.92 1.00 11 395 0 0 0 0 1
3TRZ_Z - 0.91 0.83 1.00 5 205 0 0 0 0 1
3TS0_U - 0.91 0.83 1.00 5 248 0 0 0 0 1
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
3W3S_B 0.27 0.23 0.33 9 4726 18 1 17 0 31
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ENB_A 0.43 0.32 0.60 6 1265 4 0 4 0 13
4ENC_A 0.43 0.32 0.60 6 1316 4 0 4 0 13
4HXH_A - 1.00 1.00 1.00 6 319 0 0 0 0 0

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