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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric McQFold RNAwolf
MCC 0.380 > 0.317
Average MCC ± 95% Confidence Intervals 0.452 ± 0.089 > 0.342 ± 0.075
Sensitivity 0.322 > 0.293
Positive Predictive Value 0.450 > 0.344
Total TP 933 > 849
Total TN 2521713 > 2521319
Total FP 1203 < 1693
Total FP CONTRA 98 < 186
Total FP INCONS 1042 < 1432
Total FP COMP 63 < 75
Total FN 1963 < 2047
P-value 3.56938820447e-08

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Performance plots


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

  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 McQFold and RNAwolf).

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

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Performance of McQFold - scored higher in this pairwise comparison

1. Total counts & total scores for McQFold

Total Base Pair Counts
Total TP 933
Total TN 2521713
Total FP 1203
Total FP CONTRA 98
Total FP INCONS 1042
Total FP COMP 63
Total FN 1963
Total Scores
MCC 0.380
Average MCC ± 95% Confidence Intervals 0.452 ± 0.089
Sensitivity 0.322
Positive Predictive Value 0.450
Nr of predictions 46

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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
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
3AMU_B 0.75 0.59 0.94 16 2986 3 0 1 2 11
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
3J0L_2 - 0.26 0.24 0.30 8 6189 21 0 19 2 25
3J0L_7 - -0.01 0.00 0.00 0 1215 10 0 10 0 17
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_2 0.46 0.39 0.54 249 1116304 216 8 204 4 384
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_8 0.30 0.31 0.30 11 12209 38 4 22 12 25
3J3F_7 0.18 0.16 0.22 8 7223 29 1 28 0 42
3J3V_B 0.49 0.33 0.73 19 6995 7 0 7 0 38
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_B - 0.11 0.09 0.13 53 1071960 373 32 335 6 505
3ZEX_D 0.69 0.53 0.90 26 6992 3 1 2 0 23
3ZEX_G - 0.31 0.27 0.36 20 16416 38 1 34 3 54
3ZEX_H - 0.21 0.21 0.22 8 9009 29 6 22 1 30
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
3ZEX_E - 0.00 0.00 0.00 0 21894 53 4 47 2 77
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

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP 849
Total TN 2521319
Total FP 1693
Total FP CONTRA 186
Total FP INCONS 1432
Total FP COMP 75
Total FN 2047
Total Scores
MCC 0.317
Average MCC ± 95% Confidence Intervals 0.342 ± 0.075
Sensitivity 0.293
Positive Predictive Value 0.344
Nr of predictions 46

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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
2LC8_A 0.52 0.50 0.56 10 1522 8 0 8 0 10
2LKR_A - 0.81 0.74 0.88 29 6072 8 0 4 4 10
2M58_A - 0.51 0.47 0.57 8 1639 6 3 3 0 9
3AMU_B 0.68 0.63 0.74 17 2980 9 0 6 3 10
3J0L_g - 0.16 0.25 0.11 1 456 8 6 2 0 3
3J0L_a - 0.18 0.19 0.20 3 1113 12 1 11 0 13
3J0L_2 - 0.11 0.12 0.11 4 6181 34 5 26 3 29
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_1 0.46 0.52 0.41 12 2897 17 6 11 0 11
3J20_2 0.45 0.42 0.49 266 1116224 283 17 258 8 367
3J20_0 0.40 0.40 0.41 12 2821 18 0 17 1 18
3J2C_O - 0.40 0.37 0.44 23 10244 30 0 29 1 40
3J2C_M - 0.19 0.17 0.21 35 106323 133 11 122 0 172
3J2L_3 0.55 0.49 0.62 26 7833 18 0 16 2 27
3J3D_C 0.79 0.75 0.84 21 2750 5 2 2 1 7
3J3E_7 0.41 0.35 0.49 19 7101 20 1 19 0 35
3J3E_8 0.00 0.00 0.00 0 7470 42 4 29 9 33
3J3F_8 0.23 0.25 0.21 9 12204 45 5 28 12 27
3J3F_7 0.21 0.20 0.23 10 7216 34 2 32 0 40
3J3V_B 0.43 0.37 0.51 21 6980 20 2 18 0 36
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
3U4M_B - 0.44 0.38 0.52 14 3133 13 0 13 0 23
3UZL_B 0.72 0.59 0.88 22 3545 4 1 2 1 15
3W1K_J 0.71 0.66 0.78 25 4154 7 0 7 0 13
3W3S_B 0.68 0.63 0.74 25 4719 10 0 9 1 15
3ZEX_B - 0.14 0.13 0.15 70 1071902 417 55 353 9 488
3ZEX_D 0.20 0.18 0.22 9 6980 32 3 29 0 40
3ZEX_G - 0.20 0.18 0.23 13 16415 43 6 37 0 61
3ZEX_H - 0.00 0.00 0.00 0 9006 40 8 31 1 38
3ZEX_C 0.05 0.06 0.06 3 14144 49 12 37 0 49
3ZEX_F - -0.01 0.00 0.00 0 2613 20 6 9 5 12
3ZEX_E - 0.00 0.00 0.00 0 21876 69 10 59 0 77
3ZND_W 0.50 0.48 0.52 11 2982 13 0 10 3 12
4A1C_3 0.23 0.20 0.28 11 7101 28 2 26 0 43
4A1C_2 0.08 0.09 0.08 3 11741 46 10 27 9 30
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
4FNJ_A - -0.02 0.00 0.00 0 587 8 0 8 0 16
4FRG_B 0.56 0.50 0.64 16 3461 10 1 8 1 16
4FRN_A -0.01 0.00 0.00 0 5119 32 0 32 0 36
4JF2_A 0.67 0.58 0.78 18 2827 5 3 2 0 13
4JRC_A - 0.58 0.52 0.67 12 1522 6 0 6 0 11

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