CompaRNA - on-line benchmarks of RNA structure prediction methods
Home

Methods
Datasets
Rankings
RNA 2D Atlas

Help
FAQ

Contact us
RSS feeds
Twitter

Table of contents:

  1. Overview

  2. Performance Plots

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

  4. Performance of Vsfold5 - scored lower in this pairwise comparison

  5. Compile and download dataset for Pknots & Vsfold5 [.zip] - may take several seconds...


Overview

Metric Pknots Vsfold5
MCC 0.547 > 0.443
Average MCC ± 95% Confidence Intervals 0.550 ± 0.074 > 0.451 ± 0.084
Sensitivity 0.489 > 0.372
Positive Predictive Value 0.620 > 0.536
Total TP 806 > 613
Total TN 207090 < 207248
Total FP 540 < 579
Total FP CONTRA 74 > 52
Total FP INCONS 421 < 478
Total FP COMP 45 < 49
Total FN 843 < 1036
P-value 3.56938820447e-08

^top




Performance plots


  1. Comparison of performance of Pknots and Vsfold5. 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 Pknots and Vsfold5).

  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 Pknots and Vsfold5).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Pknots and Vsfold5. 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 Pknots and Vsfold5).

^top





Performance of Pknots - scored higher in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 806
Total TN 207090
Total FP 540
Total FP CONTRA 74
Total FP INCONS 421
Total FP COMP 45
Total FN 843
Total Scores
MCC 0.547
Average MCC ± 95% Confidence Intervals 0.550 ± 0.074
Sensitivity 0.489
Positive Predictive Value 0.620
Nr of predictions 53

^top



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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
2KFC_A - 0.11 0.10 0.17 2 618 10 0 10 0 18
2KRL_A - 0.67 0.58 0.79 23 5122 9 2 4 3 17
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LC8_A 0.79 0.75 0.83 15 1522 3 1 2 0 5
2LKR_A - 0.44 0.44 0.45 17 6067 22 4 17 1 22
2RP0_A - 0.66 0.58 0.78 7 342 2 1 1 0 5
2WRQ_Y 0.57 0.59 0.56 10 2832 12 5 3 4 7
2WW9_D - 0.35 0.31 0.42 8 1934 11 2 9 0 18
2WW9_E - 0.39 0.29 0.57 4 554 3 0 3 0 10
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WWQ_V 0.24 0.21 0.29 6 2905 16 1 14 1 22
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2ZZM_B 0.20 0.19 0.23 6 3460 20 2 18 0 26
2ZZN_D 0.86 0.78 0.95 21 2463 1 0 1 0 6
3A2K_C 0.45 0.43 0.48 12 2901 13 2 11 0 16
3A3A_A 0.87 0.76 1.00 28 3627 0 0 0 0 9
3ADB_C - 0.92 0.84 1.00 32 4154 0 0 0 0 6
3AKZ_H 0.84 0.75 0.95 21 2679 1 1 0 0 7
3AM1_B - 0.91 0.83 1.00 29 3211 0 0 0 0 6
3AMU_B 0.86 0.74 1.00 20 2983 2 0 0 2 7
3G4S_9 0.25 0.21 0.31 12 7342 27 0 27 0 45
3GCA_A - 0.35 0.24 0.57 4 521 3 0 3 0 13
3GX2_A 0.47 0.40 0.55 16 4342 14 1 12 1 24
3IVN_B 0.78 0.65 0.95 20 2325 1 0 1 0 11
3IWN_A 0.21 0.18 0.25 6 4254 18 1 17 0 27
3IZF_C 0.70 0.61 0.80 33 6862 8 1 7 0 21
3J0L_2 - 0.36 0.36 0.36 12 6183 23 3 18 2 21
3J0L_g - -0.01 0.00 0.00 0 460 5 2 3 0 4
3J0L_7 - 0.28 0.29 0.29 5 1208 12 0 12 0 12
3J0L_a - 0.35 0.31 0.42 5 1116 7 1 6 0 11
3J16_L 0.34 0.30 0.41 9 2753 13 0 13 0 21
3JYV_7 0.81 0.66 1.00 21 2829 0 0 0 0 11
3JYX_4 0.18 0.21 0.16 7 12203 41 13 23 5 26
3JYX_3 0.34 0.37 0.31 10 6296 24 9 13 2 17
3KTW_C - 0.49 0.44 0.56 19 4526 16 2 13 1 24
3LA5_A 0.80 0.65 1.00 22 2463 0 0 0 0 12
3NDB_M - 0.77 0.69 0.88 42 9132 7 1 5 1 19
3NKB_B - 0.55 0.50 0.62 13 1995 8 0 8 0 13
3NPB_A 0.76 0.67 0.86 31 6985 8 1 4 3 15
3O58_2 0.83 0.74 0.93 28 7230 3 0 2 1 10
3O58_3 0.27 0.31 0.24 11 12357 38 11 24 3 24
3PDR_A 0.54 0.44 0.65 32 12831 19 0 17 2 40
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.65 0.52 0.81 22 3889 5 0 5 0 20
3U4M_B - 0.26 0.22 0.32 8 3135 17 0 17 0 29
3UZL_B 0.75 0.59 0.96 22 3547 1 0 1 0 15
4A1C_2 0.24 0.24 0.25 8 11749 36 3 21 12 25
4A1C_3 0.25 0.22 0.29 12 7099 29 1 28 0 42
4AOB_A 0.17 0.14 0.21 6 4343 23 1 21 1 36
4ENB_A 0.83 0.79 0.88 15 1258 2 1 1 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4

^top



Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 613
Total TN 207248
Total FP 579
Total FP CONTRA 52
Total FP INCONS 478
Total FP COMP 49
Total FN 1036
Total Scores
MCC 0.443
Average MCC ± 95% Confidence Intervals 0.451 ± 0.084
Sensitivity 0.372
Positive Predictive Value 0.536
Nr of predictions 53

^top



2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KDQ_B 0.90 0.82 1.00 9 397 0 0 0 0 2
2KFC_A - 0.48 0.35 0.70 7 620 3 0 3 0 13
2KRL_A - 0.57 0.50 0.65 20 5120 11 5 6 0 20
2KX8_A 0.91 0.83 1.00 15 846 0 0 0 0 3
2LA5_A - -0.02 0.00 0.00 0 623 7 0 7 0 19
2LC8_A -0.01 0.00 0.00 0 1527 13 0 13 0 20
2LKR_A - 0.27 0.23 0.32 9 6077 19 2 17 0 30
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2WRQ_Y 0.53 0.53 0.53 9 2833 12 5 3 4 8
2WW9_D - 0.15 0.12 0.21 3 1939 11 1 10 0 23
2WW9_E - -0.01 0.00 0.00 0 556 5 0 5 0 14
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WWQ_V 0.64 0.50 0.82 14 2909 4 0 3 1 14
2XQD_Y 0.86 0.74 1.00 20 2830 0 0 0 0 7
2ZZM_B 0.19 0.19 0.21 6 3458 22 1 21 0 26
2ZZN_D 0.86 0.78 0.95 21 2463 1 0 1 0 6
3A2K_C 0.84 0.71 1.00 20 2906 0 0 0 0 8
3A3A_A 0.85 0.73 1.00 27 3628 0 0 0 0 10
3ADB_C - 0.67 0.53 0.87 20 4163 3 0 3 0 18
3AKZ_H 0.84 0.71 1.00 20 2681 0 0 0 0 8
3AM1_B - 0.78 0.71 0.86 25 3211 4 1 3 0 10
3AMU_B 0.67 0.59 0.76 16 2982 7 0 5 2 11
3G4S_9 0.08 0.07 0.11 4 7344 33 0 33 0 53
3GCA_A - 0.54 0.29 1.00 5 523 0 0 0 0 12
3GX2_A 0.51 0.40 0.67 16 4347 9 0 8 1 24
3IVN_B 0.76 0.58 1.00 18 2328 0 0 0 0 13
3IWN_A 0.25 0.21 0.30 7 4255 16 1 15 0 26
3IZF_C 0.70 0.56 0.88 30 6869 4 0 4 0 24
3J0L_2 - 0.35 0.33 0.37 11 6186 21 3 16 2 22
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_a - 0.39 0.31 0.50 5 1118 5 2 3 0 11
3J16_L 0.82 0.67 1.00 20 2755 0 0 0 0 10
3JYV_7 -0.01 0.00 0.00 0 2831 19 0 19 0 32
3JYX_4 0.31 0.30 0.31 10 12214 32 3 19 10 23
3JYX_3 0.17 0.15 0.20 4 6308 18 4 12 2 23
3KTW_C - 0.38 0.30 0.50 13 4534 13 3 10 0 30
3LA5_A -0.01 0.00 0.00 0 2469 16 0 16 0 34
3NDB_M - 0.06 0.05 0.08 3 9144 33 1 32 0 58
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3NPB_A 0.57 0.46 0.72 21 6992 9 1 7 1 25
3O58_2 0.45 0.42 0.48 16 7227 19 3 14 2 22
3O58_3 0.39 0.37 0.41 13 12371 28 7 12 9 22
3PDR_A 0.57 0.44 0.74 32 12837 13 0 11 2 40
3RKF_A 0.75 0.65 0.88 22 2186 3 0 3 0 12
3SD1_A 0.11 0.10 0.15 4 3890 22 0 22 0 38
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.16 0.14 0.20 5 3545 20 1 19 0 32
4A1C_2 0.24 0.24 0.24 8 11748 37 3 22 12 25
4A1C_3 0.26 0.22 0.32 12 7103 25 2 23 0 42
4AOB_A 0.18 0.14 0.25 6 4347 19 1 17 1 36
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4

^top


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