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

  1. Overview

  2. Performance Plots

  3. Performance of CentroidHomfold‑LAST - scored higher in this pairwise comparison

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

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


Overview

Metric CentroidHomfold‑LAST RNAwolf
MCC 0.513 > 0.341
Average MCC ± 95% Confidence Intervals 0.493 ± 0.100 > 0.379 ± 0.078
Sensitivity 0.379 > 0.315
Positive Predictive Value 0.698 > 0.375
Total TP 584 > 485
Total TN 302626 > 302169
Total FP 288 < 861
Total FP CONTRA 22 < 87
Total FP INCONS 231 < 722
Total FP COMP 35 < 52
Total FN 955 < 1054
P-value 3.56938820447e-08

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Performance plots


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

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

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

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP 584
Total TN 302626
Total FP 288
Total FP CONTRA 22
Total FP INCONS 231
Total FP COMP 35
Total FN 955
Total Scores
MCC 0.513
Average MCC ± 95% Confidence Intervals 0.493 ± 0.100
Sensitivity 0.379
Positive Predictive Value 0.698
Nr of predictions 38

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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
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_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.35 0.37 0.34 11 2818 22 3 18 1 19
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_8 0.33 0.33 0.33 12 12210 33 4 20 9 24
3J3F_7 0.65 0.58 0.74 29 7221 10 1 9 0 21
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_D 0.75 0.65 0.86 32 6984 5 0 5 0 17
3ZEX_E - 0.00 0.00 0.00 0 21914 33 1 30 2 77
3ZEX_G - 0.75 0.61 0.92 45 16422 7 0 4 3 29
3ZND_W 0.47 0.39 0.56 9 2987 10 0 7 3 14
4A1C_2 0.16 0.15 0.18 5 11753 29 5 18 6 28
4A1C_3 0.68 0.56 0.83 30 7104 6 0 6 0 24
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

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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 485
Total TN 302169
Total FP 861
Total FP CONTRA 87
Total FP INCONS 722
Total FP COMP 52
Total FN 1054
Total Scores
MCC 0.341
Average MCC ± 95% Confidence Intervals 0.379 ± 0.078
Sensitivity 0.315
Positive Predictive Value 0.375
Nr of predictions 38

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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_7 - -0.01 0.00 0.00 0 1214 11 0 11 0 17
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_2 - 0.11 0.12 0.11 4 6181 34 5 26 3 29
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_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_8 0.00 0.00 0.00 0 7470 42 4 29 9 33
3J3E_7 0.41 0.35 0.49 19 7101 20 1 19 0 35
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
3W3S_B 0.68 0.63 0.74 25 4719 10 0 9 1 15
3ZEX_D 0.20 0.18 0.22 9 6980 32 3 29 0 40
3ZEX_E - 0.00 0.00 0.00 0 21876 69 10 59 0 77
3ZEX_G - 0.20 0.18 0.23 13 16415 43 6 37 0 61
3ZND_W 0.50 0.48 0.52 11 2982 13 0 10 3 12
4A1C_2 0.08 0.09 0.08 3 11741 46 10 27 9 30
4A1C_3 0.23 0.20 0.28 11 7101 28 2 26 0 43
4AOB_A 0.23 0.19 0.30 8 4344 20 1 18 1 34
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
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.