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 PknotsRG - scored higher in this pairwise comparison

  4. Performance of CentroidHomfold‑LAST - scored lower in this pairwise comparison

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


Overview

Metric PknotsRG CentroidHomfold‑LAST
MCC 0.516 > 0.512
Average MCC ± 95% Confidence Intervals 0.518 ± 0.080 > 0.492 ± 0.097
Sensitivity 0.446 > 0.378
Positive Predictive Value 0.601 < 0.699
Total TP 695 > 589
Total TN 302937 < 303250
Total FP 514 > 289
Total FP CONTRA 48 > 22
Total FP INCONS 413 > 232
Total FP COMP 53 > 35
Total FN 863 < 969
P-value 0.00911763231782

^top




Performance plots


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

  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 PknotsRG and CentroidHomfold‑LAST).

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

^top





Performance of PknotsRG - scored higher in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP 695
Total TN 302937
Total FP 514
Total FP CONTRA 48
Total FP INCONS 413
Total FP COMP 53
Total FN 863
Total Scores
MCC 0.516
Average MCC ± 95% Confidence Intervals 0.518 ± 0.080
Sensitivity 0.446
Positive Predictive Value 0.601
Nr of predictions 39

^top



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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LA5_A - 0.39 0.26 0.63 5 622 3 1 2 0 14
2LC8_A 0.63 0.55 0.73 11 1525 4 1 3 0 9
2LKR_A - 0.73 0.69 0.77 27 6070 8 2 6 0 12
2M58_A - 0.81 0.71 0.92 12 1640 1 1 0 0 5
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3J0L_7 - 0.28 0.29 0.29 5 1208 12 0 12 0 12
3J0L_a - 0.23 0.19 0.30 3 1118 7 1 6 0 13
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_2 - 0.24 0.24 0.24 8 6183 27 2 23 2 25
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2C_O - 0.60 0.51 0.71 32 10251 14 0 13 1 31
3J2C_M - 0.50 0.41 0.61 85 106351 58 9 46 3 122
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3J3D_C 0.60 0.54 0.68 15 2753 7 0 7 0 13
3J3E_8 0.17 0.15 0.19 5 7477 30 2 19 9 28
3J3E_7 0.58 0.48 0.70 26 7103 11 1 10 0 28
3J3F_7 0.80 0.70 0.92 35 7222 4 0 3 1 15
3J3F_8 0.31 0.31 0.31 11 12211 37 4 20 13 25
3J3V_B 0.55 0.44 0.69 25 6985 11 1 10 0 32
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.61 0.50 0.75 21 3888 7 1 6 0 21
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.48 0.38 0.61 14 3547 9 0 9 0 23
3W3S_B 0.58 0.53 0.66 21 4721 12 1 10 1 19
3ZEX_G - 0.56 0.46 0.68 34 16421 21 1 15 5 40
3ZEX_E - 0.00 0.00 0.00 0 21892 55 4 49 2 77
3ZEX_D 0.77 0.65 0.91 32 6986 3 0 3 0 17
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4A1C_3 0.70 0.59 0.82 32 7101 7 1 6 0 22
4A1C_2 0.14 0.15 0.13 5 11742 43 5 29 9 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
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
4FRG_B 0.32 0.28 0.38 9 3462 15 0 15 0 23
4FRN_A 0.52 0.44 0.62 16 5125 10 2 8 0 20
4JF2_A 0.77 0.71 0.85 22 2824 4 3 1 0 9
4JRC_A - 0.29 0.26 0.35 6 1523 11 0 11 0 17

^top



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

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP 589
Total TN 303250
Total FP 289
Total FP CONTRA 22
Total FP INCONS 232
Total FP COMP 35
Total FN 969
Total Scores
MCC 0.512
Average MCC ± 95% Confidence Intervals 0.492 ± 0.097
Sensitivity 0.378
Positive Predictive Value 0.699
Nr of predictions 39

^top



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
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LC8_A -0.01 0.00 0.00 0 1529 11 0 11 0 20
2LKR_A - 0.00 0.00 0.00 0 6101 4 0 4 0 39
2M58_A - -0.01 0.00 0.00 0 1648 5 0 5 0 17
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_a - -0.01 0.00 0.00 0 1125 3 0 3 0 16
3J0L_g - 0.00 0.00 0.00 0 465 0 0 0 0 4
3J0L_2 - 0.49 0.24 1.00 8 6208 0 0 0 0 25
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
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2C_O - 0.00 0.00 0.00 0 10296 0 0 0 0 63
3J2C_M - 0.37 0.16 0.83 34 106450 8 0 7 1 173
3J2L_3 0.73 0.62 0.87 33 7837 7 0 5 2 20
3J3D_C 0.68 0.61 0.77 17 2753 5 0 5 0 11
3J3E_8 0.05 0.03 0.08 1 7490 16 1 11 4 32
3J3E_7 0.64 0.54 0.76 29 7102 9 0 9 0 25
3J3F_7 0.65 0.58 0.74 29 7221 10 1 9 0 21
3J3F_8 0.33 0.33 0.33 12 12210 33 4 20 9 24
3J3V_B 0.51 0.37 0.72 21 6992 8 1 7 0 36
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
3U4M_B - 0.58 0.43 0.80 16 3140 4 0 4 0 21
3UZL_B 0.72 0.54 0.95 20 3549 1 0 1 0 17
3W3S_B 0.85 0.73 1.00 29 4724 1 0 0 1 11
3ZEX_G - 0.75 0.61 0.92 45 16422 7 0 4 3 29
3ZEX_E - 0.00 0.00 0.00 0 21914 33 1 30 2 77
3ZEX_D 0.75 0.65 0.86 32 6984 5 0 5 0 17
3ZND_W 0.47 0.39 0.56 9 2987 10 0 7 3 14
4A1C_3 0.68 0.56 0.83 30 7104 6 0 6 0 24
4A1C_2 0.16 0.15 0.18 5 11753 29 5 18 6 28
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
4FRG_B 0.41 0.41 0.43 13 3456 17 3 14 0 19
4FRN_A 0.36 0.39 0.34 14 5110 27 3 24 0 22
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12
4JRC_A - 0.75 0.57 1.00 13 1527 0 0 0 0 10

^top


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