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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric RNAwolf RDfolder
MCC 0.557 > 0.514
Average MCC ± 95% Confidence Intervals 0.585 ± 0.125 > 0.567 ± 0.128
Sensitivity 0.520 > 0.403
Positive Predictive Value 0.608 < 0.668
Total TP 298 > 231
Total TN 44367 < 44511
Total FP 212 > 120
Total FP CONTRA 18 > 12
Total FP INCONS 174 > 103
Total FP COMP 20 > 5
Total FN 275 < 342
P-value 4.48494289621e-08

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Performance plots


  1. Comparison of performance of RNAwolf 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 RNAwolf 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 RNAwolf and RDfolder).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAwolf 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 RNAwolf and RDfolder).

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Performance of RNAwolf - scored higher in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 298
Total TN 44367
Total FP 212
Total FP CONTRA 18
Total FP INCONS 174
Total FP COMP 20
Total FN 275
Total Scores
MCC 0.557
Average MCC ± 95% Confidence Intervals 0.585 ± 0.125
Sensitivity 0.520
Positive Predictive Value 0.608
Nr of predictions 32

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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 14 482 0 0 0 0 0
2LC8_A 0.52 0.50 0.56 10 1522 8 0 8 0 10
2LDL_A - 0.74 0.64 0.88 7 343 1 0 1 0 4
2LDT_A - 0.86 0.80 0.92 12 452 1 0 1 0 3
2LK3_A - 1.00 1.00 1.00 10 266 0 0 0 0 0
2LU0_A - 0.97 0.94 1.00 15 1161 3 0 0 3 1
2YIE_X - -0.01 0.00 0.00 0 1364 15 4 10 1 12
2YIE_Z - 0.43 0.42 0.45 5 1529 9 1 5 3 7
3AMU_B 0.68 0.63 0.74 17 2980 9 0 6 3 10
3J0L_1 - 0.68 0.63 0.75 12 1209 5 0 4 1 7
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.18 0.19 0.20 3 1113 12 1 11 0 13
3J0L_g - 0.16 0.25 0.11 1 456 8 6 2 0 3
3J0L_7 - -0.01 0.00 0.00 0 1214 11 0 11 0 17
3J16_L 0.45 0.40 0.52 12 2752 11 0 11 0 18
3J20_0 0.40 0.40 0.41 12 2821 18 0 17 1 18
3J3D_C 0.79 0.75 0.84 21 2750 5 2 2 1 7
3RKF_A 0.72 0.62 0.84 21 2186 4 0 4 0 13
3SD1_A 0.46 0.43 0.50 18 3880 18 0 18 0 24
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 1.00 1.00 1.00 12 394 0 0 0 0 0
3TRZ_Z - 0.91 0.83 1.00 5 205 0 0 0 0 1
3TS0_U - 1.00 1.00 1.00 6 247 2 0 0 2 0
3TS2_V - -0.02 0.00 0.00 0 270 7 0 6 1 5
3W3S_B 0.68 0.63 0.74 25 4719 10 0 9 1 15
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.23 0.19 0.30 8 4344 20 1 18 1 34
4ATO_G - -0.02 0.00 0.00 0 520 8 1 7 0 10
4ENB_A 0.35 0.32 0.40 6 1260 9 1 8 0 13
4ENC_A 0.34 0.32 0.38 6 1310 10 1 9 0 13
4HXH_A - 1.00 1.00 1.00 6 319 2 0 0 2 0
4JRC_A - 0.58 0.52 0.67 12 1522 6 0 6 0 11

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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 231
Total TN 44511
Total FP 120
Total FP CONTRA 12
Total FP INCONS 103
Total FP COMP 5
Total FN 342
Total Scores
MCC 0.514
Average MCC ± 95% Confidence Intervals 0.567 ± 0.128
Sensitivity 0.403
Positive Predictive Value 0.668
Nr of predictions 32

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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
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
2LU0_A - -0.01 0.00 0.00 0 1172 4 0 4 0 16
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_1 - 0.65 0.47 0.90 9 1215 2 0 1 1 10
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_g - -0.01 0.00 0.00 0 462 3 1 2 0 4
3J0L_7 - -0.01 0.00 0.00 0 1220 5 0 5 0 17
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
3J3D_C 0.72 0.61 0.85 17 2755 3 0 3 0 11
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
4ATO_G - 0.63 0.40 1.00 4 524 0 0 0 0 6
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
4JRC_A - 0.81 0.65 1.00 15 1525 0 0 0 0 8

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