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 RNAshapes - scored higher in this pairwise comparison

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

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


Overview

Metric RNAshapes McQFold
MCC 0.499 > 0.481
Average MCC ± 95% Confidence Intervals 0.502 ± 0.056 > 0.499 ± 0.065
Sensitivity 0.434 > 0.409
Positive Predictive Value 0.579 > 0.571
Total TP 1336 > 1258
Total TN 611118 < 611223
Total FP 1098 > 1032
Total FP CONTRA 108 < 131
Total FP INCONS 865 > 815
Total FP COMP 125 > 86
Total FN 1741 < 1819
P-value 3.56938820447e-08

^top




Performance plots


  1. Comparison of performance of RNAshapes and McQFold. 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 RNAshapes and McQFold).

  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 RNAshapes and McQFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for RNAshapes and McQFold. 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 RNAshapes and McQFold).

^top





Performance of RNAshapes - scored higher in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP 1336
Total TN 611118
Total FP 1098
Total FP CONTRA 108
Total FP INCONS 865
Total FP COMP 125
Total FN 1741
Total Scores
MCC 0.499
Average MCC ± 95% Confidence Intervals 0.502 ± 0.056
Sensitivity 0.434
Positive Predictive Value 0.579
Nr of predictions 82

^top



2. Individual counts for RNAshapes [ 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 - -0.02 0.00 0.00 0 623 7 0 7 0 20
2KRL_A - 0.76 0.60 0.96 24 5126 5 0 1 4 16
2KX8_A 0.91 0.83 1.00 15 846 0 0 0 0 3
2LA5_A - 0.39 0.26 0.63 5 622 3 1 2 0 14
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LKR_A - 0.93 0.87 1.00 34 6071 1 0 0 1 5
2M58_A - 0.34 0.29 0.42 5 1641 7 1 6 0 12
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2WRQ_Y 0.59 0.59 0.59 10 2833 12 4 3 5 7
2WW9_D - 0.16 0.12 0.25 3 1941 9 4 5 0 23
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WW9_E - 0.53 0.29 1.00 4 557 0 0 0 0 10
2WWQ_V 0.76 0.68 0.86 19 2904 5 0 3 2 9
2XQD_Y 0.64 0.56 0.75 15 2830 5 0 5 0 12
2ZZM_B 0.10 0.09 0.12 3 3460 23 0 23 0 29
2ZZN_D 0.69 0.63 0.77 17 2463 5 1 4 0 10
3A2K_C 0.42 0.39 0.46 11 2902 13 2 11 0 17
3A3A_A 0.76 0.65 0.89 24 3628 3 0 3 0 13
3ADB_C - 0.67 0.61 0.74 23 4155 8 0 8 0 15
3AKZ_H 0.68 0.61 0.77 17 2679 6 1 4 1 11
3AM1_B - 0.64 0.60 0.70 21 3210 9 1 8 0 14
3AMU_B 0.70 0.59 0.84 16 2984 5 0 3 2 11
3G4S_9 0.41 0.32 0.53 18 7347 16 1 15 0 39
3GCA_A - 0.54 0.29 1.00 5 523 0 0 0 0 12
3GX2_A 0.76 0.63 0.93 25 4344 3 0 2 1 15
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.76 0.67 0.88 22 4253 3 0 3 0 11
3IYQ_A 0.26 0.28 0.24 26 60619 83 21 60 2 68
3IZ4_A 0.52 0.45 0.60 60 70776 45 6 34 5 72
3IZF_C 0.59 0.52 0.68 28 6862 13 1 12 0 26
3J0L_7 - -0.01 0.00 0.00 0 1213 12 0 12 0 17
3J0L_2 - 0.38 0.36 0.40 12 6186 20 3 15 2 21
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_a - 0.23 0.19 0.30 3 1118 7 1 6 0 13
3J16_L 0.50 0.40 0.63 12 2756 7 0 7 0 18
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.43 0.40 0.48 12 2825 14 0 13 1 18
3J2C_O - 0.39 0.33 0.47 21 10251 24 0 24 0 42
3J2C_M - 0.47 0.37 0.61 77 106364 53 6 44 3 130
3J2L_3 0.59 0.51 0.69 27 7836 14 0 12 2 26
3J3D_C 0.60 0.54 0.68 15 2753 7 0 7 0 13
3J3E_7 0.48 0.41 0.58 22 7102 16 1 15 0 32
3J3E_8 0.17 0.15 0.19 5 7477 29 2 19 8 28
3J3F_7 0.68 0.58 0.81 29 7224 7 1 6 0 21
3J3F_8 0.30 0.31 0.30 11 12209 39 3 23 13 25
3J3V_B 0.20 0.16 0.26 9 6987 25 0 25 0 48
3JYV_7 -0.01 0.00 0.00 0 2830 20 0 20 0 32
3JYX_3 0.63 0.63 0.63 17 6301 21 1 9 11 10
3JYX_4 0.31 0.30 0.31 10 12214 35 5 17 13 23
3KTW_C - 0.39 0.35 0.45 15 4527 19 1 17 1 28
3LA5_A 0.76 0.59 1.00 20 2465 0 0 0 0 14
3NDB_M - 0.82 0.72 0.94 44 9133 4 0 3 1 17
3NKB_B - 0.61 0.54 0.70 14 1996 6 0 6 0 12
3NPB_A 0.77 0.63 0.94 29 6990 4 1 1 2 17
3O58_2 0.60 0.61 0.59 23 7221 18 4 12 2 15
3O58_3 0.34 0.34 0.34 12 12368 37 2 21 14 23
3PDR_A 0.67 0.56 0.80 40 12830 12 0 10 2 32
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.64 0.52 0.79 22 3888 6 1 5 0 20
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.39 0.32 0.48 12 3545 13 2 11 0 25
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.55 0.48 0.63 19 4723 12 1 10 1 21
3ZEX_E - 0.00 0.00 0.00 0 21888 59 3 54 2 77
3ZEX_D 0.76 0.63 0.91 31 6987 3 0 3 0 18
3ZEX_H - 0.20 0.21 0.21 8 9006 31 5 26 0 30
3ZEX_G - 0.52 0.45 0.61 33 16417 24 2 19 3 41
3ZEX_C 0.23 0.21 0.25 11 14152 41 1 32 8 41
3ZEX_F - 0.00 0.00 0.00 0 2617 11 2 9 0 12
3ZND_W 0.20 0.22 0.19 5 2977 22 1 20 1 18
4A1C_3 0.68 0.57 0.82 31 7102 7 1 6 0 23
4A1C_2 0.14 0.15 0.14 5 11746 41 5 25 11 28
4AOB_A 0.50 0.40 0.63 17 4344 11 2 8 1 25
4ATO_G - 0.32 0.30 0.38 3 520 5 1 4 0 7
4ENB_A 0.70 0.58 0.85 11 1262 2 1 1 0 8
4ENC_A 0.32 0.26 0.42 5 1314 7 1 6 0 14
4FNJ_A - 0.79 0.63 1.00 10 585 0 0 0 0 6
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 0.78 0.61 1.00 19 2831 0 0 0 0 12
4JRC_A - 0.29 0.26 0.35 6 1523 11 0 11 0 17

^top



Performance of McQFold - scored lower in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 1258
Total TN 611223
Total FP 1032
Total FP CONTRA 131
Total FP INCONS 815
Total FP COMP 86
Total FN 1819
Total Scores
MCC 0.481
Average MCC ± 95% Confidence Intervals 0.499 ± 0.065
Sensitivity 0.409
Positive Predictive Value 0.571
Nr of predictions 82

^top



2. Individual counts for McQFold [ 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 - 0.49 0.25 1.00 5 625 0 0 0 0 15
2KRL_A - 0.59 0.53 0.68 21 5120 13 3 7 3 19
2KX8_A 0.88 0.83 0.94 15 845 1 0 1 0 3
2LA5_A - 0.46 0.26 0.83 5 624 1 0 1 0 14
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LKR_A - 0.51 0.46 0.58 18 6074 13 2 11 0 21
2M58_A - 0.56 0.47 0.67 8 1641 4 1 3 0 9
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
2WW9_D - 0.32 0.23 0.46 6 1940 7 2 5 0 20
2WW9_F - 0.71 0.60 0.86 6 293 1 0 1 0 4
2WW9_E - -0.01 0.00 0.00 0 556 5 0 5 0 14
2WWQ_V 0.00 0.00 0.00 0 2926 0 0 0 0 28
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2ZZM_B 0.21 0.19 0.24 6 3461 19 2 17 0 26
2ZZN_D 0.84 0.78 0.91 21 2462 2 0 2 0 6
3A2K_C 0.86 0.75 1.00 21 2905 0 0 0 0 7
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 1 0 0 1 6
3AKZ_H 0.68 0.61 0.77 17 2679 6 1 4 1 11
3AM1_B - 0.91 0.83 1.00 29 3211 1 0 0 1 6
3AMU_B 0.75 0.59 0.94 16 2986 3 0 1 2 11
3G4S_9 0.27 0.21 0.36 12 7348 21 1 20 0 45
3GCA_A - 0.54 0.29 1.00 5 523 0 0 0 0 12
3GX2_A 0.47 0.40 0.57 16 4343 13 1 11 1 24
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.20 0.18 0.24 6 4253 19 2 17 0 27
3IYQ_A 0.28 0.31 0.26 29 60614 87 19 64 4 65
3IZ4_A 0.42 0.36 0.49 47 70780 53 6 43 4 85
3IZF_C 0.68 0.56 0.83 30 6867 6 0 6 0 24
3J0L_7 - -0.01 0.00 0.00 0 1215 10 0 10 0 17
3J0L_2 - 0.26 0.24 0.30 8 6189 21 0 19 2 25
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_a - 0.26 0.19 0.38 3 1120 5 1 4 0 13
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J2C_O - 0.53 0.43 0.66 27 10255 15 1 13 1 36
3J2C_M - 0.31 0.25 0.38 51 106357 86 12 71 3 156
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
3J3D_C 0.82 0.71 0.95 20 2754 1 0 1 0 8
3J3E_7 0.46 0.37 0.59 20 7106 14 1 13 0 34
3J3E_8 0.00 0.00 0.00 0 7479 36 3 21 12 33
3J3F_7 0.18 0.16 0.22 8 7223 29 1 28 0 42
3J3F_8 0.30 0.31 0.30 11 12209 38 4 22 12 25
3J3V_B 0.49 0.33 0.73 19 6995 7 0 7 0 38
3JYV_7 -0.01 0.00 0.00 0 2830 20 0 20 0 32
3JYX_3 0.21 0.22 0.20 6 6298 24 9 15 0 21
3JYX_4 0.20 0.21 0.19 7 12210 33 8 21 4 26
3KTW_C - 0.36 0.30 0.45 13 4531 17 1 15 1 30
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NDB_M - 0.81 0.70 0.93 43 9134 4 1 2 1 18
3NKB_B - 0.36 0.31 0.44 8 1998 10 1 9 0 18
3NPB_A 0.81 0.67 0.97 31 6989 4 1 0 3 15
3O58_2 0.83 0.71 0.96 27 7232 2 0 1 1 11
3O58_3 0.26 0.26 0.26 9 12368 26 10 16 0 26
3PDR_A 0.69 0.56 0.87 40 12834 9 0 6 3 32
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.71 0.60 0.86 25 3887 4 0 4 0 17
3U4M_B - 0.73 0.57 0.95 21 3138 1 0 1 0 16
3UZL_B 0.45 0.41 0.52 15 3541 14 0 14 0 22
3W1K_J 0.78 0.63 0.96 24 4161 1 1 0 0 14
3W3S_B 0.44 0.38 0.54 15 4725 14 0 13 1 25
3ZEX_E - 0.00 0.00 0.00 0 21894 53 4 47 2 77
3ZEX_D 0.69 0.53 0.90 26 6992 3 1 2 0 23
3ZEX_H - 0.21 0.21 0.22 8 9009 29 6 22 1 30
3ZEX_G - 0.31 0.27 0.36 20 16416 38 1 34 3 54
3ZEX_C 0.27 0.21 0.34 11 14164 24 2 19 3 41
3ZEX_F - 0.00 0.00 0.00 0 2619 9 2 7 0 12
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
4A1C_3 0.25 0.22 0.29 12 7099 29 1 28 0 42
4A1C_2 0.15 0.15 0.15 5 11748 33 5 23 5 28
4AOB_A 0.42 0.33 0.54 14 4345 13 1 11 1 28
4ATO_G - -0.01 0.00 0.00 0 523 5 0 5 0 10
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
4FNJ_A - -0.02 0.00 0.00 0 588 7 0 7 0 16
4FRG_B 0.81 0.66 1.00 21 3465 0 0 0 0 11
4FRN_A 0.73 0.56 0.95 20 5130 1 1 0 0 16
4JF2_A 0.83 0.81 0.86 25 2821 4 3 1 0 6
4JRC_A - 0.83 0.70 1.00 16 1524 0 0 0 0 7

^top


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