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

  1. Overview

  2. Performance Plots

  3. Performance of Vsfold4 - scored higher in this pairwise comparison

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

  5. Compile and download dataset for Vsfold4 & MCFold [.zip] - may take several seconds...


Overview

Metric Vsfold4 MCFold
MCC 0.475 > 0.399
Average MCC ± 95% Confidence Intervals 0.481 ± 0.068 > 0.384 ± 0.067
Sensitivity 0.391 < 0.409
Positive Predictive Value 0.586 > 0.398
Total TP 742 < 778
Total TN 256160 > 255470
Total FP 597 < 1294
Total FP CONTRA 50 < 154
Total FP INCONS 474 < 1024
Total FP COMP 73 < 116
Total FN 1158 > 1122
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Vsfold4 and MCFold. 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 Vsfold4 and MCFold).

  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 Vsfold4 and MCFold).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Vsfold4 and MCFold. 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 Vsfold4 and MCFold).

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Performance of Vsfold4 - scored higher in this pairwise comparison

1. Total counts & total scores for Vsfold4

Total Base Pair Counts
Total TP 742
Total TN 256160
Total FP 597
Total FP CONTRA 50
Total FP INCONS 474
Total FP COMP 73
Total FN 1158
Total Scores
MCC 0.475
Average MCC ± 95% Confidence Intervals 0.481 ± 0.068
Sensitivity 0.391
Positive Predictive Value 0.586
Nr of predictions 61

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2. Individual counts for Vsfold4 [ 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
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 -0.01 0.00 0.00 0 1527 13 0 13 0 20
2LKR_A - 0.31 0.28 0.34 11 6073 21 3 18 0 28
2M58_A - -0.01 0.00 0.00 0 1647 6 0 6 0 17
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_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WW9_E - -0.01 0.00 0.00 0 556 5 0 5 0 14
2WW9_D - 0.19 0.12 0.33 3 1944 6 0 6 0 23
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
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
3AKZ_H 0.67 0.57 0.80 16 2681 5 1 3 1 12
3AM1_B - 0.84 0.71 1.00 25 3215 0 0 0 0 10
3AMU_B 0.64 0.56 0.75 15 2983 7 0 5 2 12
3GCA_A - 0.54 0.29 1.00 5 523 0 0 0 0 12
3GX2_A 0.50 0.40 0.64 16 4346 10 0 9 1 24
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.27 0.21 0.35 7 4258 13 1 12 0 26
3IZF_C 0.69 0.56 0.86 30 6868 5 0 5 0 24
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_2 - 0.38 0.36 0.41 12 6187 18 3 14 1 21
3J0L_7 - 0.51 0.41 0.64 7 1214 4 0 4 0 10
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
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J2L_3 0.57 0.45 0.73 24 7842 12 1 8 3 29
3J3D_C 0.44 0.39 0.50 11 2753 11 1 10 0 17
3J3E_8 0.07 0.06 0.09 2 7481 32 2 18 12 31
3J3E_7 0.48 0.35 0.66 19 7111 10 0 10 0 35
3J3F_7 0.21 0.18 0.26 9 7226 25 0 25 0 41
3J3F_8 0.33 0.31 0.37 11 12216 27 4 15 8 25
3JYV_7 -0.01 0.00 0.00 0 2831 19 0 19 0 32
3JYX_4 0.10 0.09 0.12 3 12220 33 2 21 10 30
3JYX_3 0.60 0.56 0.65 15 6305 11 4 4 3 12
3KTW_C - 0.36 0.28 0.48 12 4535 13 3 10 0 31
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NDB_M - 0.28 0.23 0.35 14 9140 26 0 26 0 47
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3O58_2 0.47 0.42 0.53 16 7230 16 3 11 2 22
3O58_3 0.09 0.09 0.10 3 12373 35 5 22 8 32
3PDR_A 0.57 0.44 0.74 32 12837 13 0 11 2 40
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.19 0.17 0.24 7 3887 22 1 21 0 35
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3ZEX_D 0.55 0.45 0.69 22 6989 10 0 10 0 27
3ZEX_G - 0.30 0.23 0.39 17 16427 27 2 25 0 57
3ZND_W 0.41 0.39 0.43 9 2982 14 2 10 2 14
4A1C_2 0.28 0.24 0.33 8 11757 28 0 16 12 25
4A1C_3 0.26 0.22 0.32 12 7103 25 2 23 0 42
4ATO_G - 0.32 0.30 0.38 3 520 5 1 4 0 7
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.69 0.47 1.00 9 1317 0 0 0 0 10
4FRG_B 0.56 0.47 0.68 15 3464 7 1 6 0 17
4JF2_A 0.66 0.52 0.84 16 2831 3 0 3 0 15
4JRC_A - 0.29 0.22 0.42 5 1528 7 0 7 0 18

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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP 778
Total TN 255470
Total FP 1294
Total FP CONTRA 154
Total FP INCONS 1024
Total FP COMP 116
Total FN 1122
Total Scores
MCC 0.399
Average MCC ± 95% Confidence Intervals 0.384 ± 0.067
Sensitivity 0.409
Positive Predictive Value 0.398
Nr of predictions 61

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2. Individual counts for MCFold [ 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 1 0 0 1 1
2KFC_A - 0.28 0.25 0.36 5 616 9 2 7 0 15
2KX8_A 0.91 0.89 0.94 16 844 2 0 1 1 2
2LA5_A - -0.03 0.00 0.00 0 615 15 0 15 0 19
2LC8_A 0.41 0.45 0.39 9 1517 16 0 14 2 11
2LKR_A - 0.93 0.92 0.95 36 6067 14 0 2 12 3
2M58_A - 0.20 0.24 0.18 4 1631 19 2 16 1 13
2RP0_A - 0.44 0.42 0.50 5 341 5 1 4 0 7
2WRQ_Y 0.27 0.35 0.22 6 2823 25 8 13 4 11
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WW9_E - -0.02 0.00 0.00 0 547 14 0 14 0 14
2WW9_D - -0.01 0.00 0.00 0 1925 28 5 23 0 26
2WWQ_V 0.15 0.18 0.15 5 2892 30 4 25 1 23
2XQD_Y 0.34 0.37 0.32 10 2819 22 1 20 1 17
2ZZN_D 0.61 0.63 0.61 17 2457 13 1 10 2 10
3A2K_C 0.44 0.46 0.42 13 2895 18 2 16 0 15
3A3A_A 0.89 0.86 0.91 32 3620 3 1 2 0 5
3AKZ_H 0.40 0.43 0.39 12 2670 19 3 16 0 16
3AM1_B - 0.93 0.89 0.97 31 3208 2 0 1 1 4
3AMU_B 0.44 0.48 0.42 13 2972 18 2 16 0 14
3GCA_A - 0.04 0.06 0.07 1 514 13 1 12 0 16
3GX2_A 0.47 0.48 0.48 19 4331 22 0 21 1 21
3IVN_B 0.39 0.39 0.40 12 2316 18 0 18 0 19
3IWN_A 0.19 0.21 0.18 7 4238 33 8 25 0 26
3IZF_C 0.71 0.69 0.74 37 6853 14 0 13 1 17
3J0L_g - 0.13 0.25 0.08 1 452 12 8 4 0 3
3J0L_2 - 0.21 0.24 0.18 8 6172 39 7 29 3 25
3J0L_7 - -0.01 0.00 0.00 0 1206 19 4 15 0 17
3J0L_a - 0.16 0.19 0.17 3 1110 15 1 14 0 13
3J16_L 0.45 0.47 0.44 14 2743 19 1 17 1 16
3J20_0 0.59 0.57 0.63 17 2823 12 1 9 2 13
3J2L_3 0.58 0.57 0.60 30 7825 23 2 18 3 23
3J3D_C 0.42 0.43 0.43 12 2747 18 2 14 2 16
3J3E_8 0.12 0.12 0.12 4 7470 46 3 26 17 29
3J3E_7 0.40 0.39 0.42 21 7090 29 3 26 0 33
3J3F_7 0.74 0.74 0.74 37 7210 17 2 11 4 13
3J3F_8 0.13 0.17 0.11 6 12191 61 9 40 12 30
3JYV_7 0.21 0.22 0.21 7 2817 26 0 26 0 25
3JYX_4 0.20 0.24 0.17 8 12199 43 16 23 4 25
3JYX_3 0.41 0.52 0.33 14 6285 34 12 17 5 13
3KTW_C - 0.40 0.40 0.43 17 4520 24 4 19 1 26
3LA5_A 0.32 0.32 0.34 11 2453 21 1 20 0 23
3NDB_M - 0.23 0.23 0.24 14 9121 46 1 44 1 47
3NKB_B - 0.56 0.58 0.56 15 1989 13 0 12 1 11
3O58_2 0.20 0.24 0.17 9 7208 44 5 38 1 29
3O58_3 0.22 0.26 0.19 9 12355 45 9 30 6 26
3PDR_A 0.66 0.61 0.72 44 12819 19 0 17 2 28
3RKF_A 0.70 0.65 0.76 22 2182 7 1 6 0 12
3SD1_A 0.33 0.33 0.35 14 3876 26 0 26 0 28
3U4M_B - 0.59 0.59 0.59 22 3123 15 0 15 0 15
3ZEX_D 0.17 0.18 0.18 9 6970 42 4 38 0 40
3ZEX_G - 0.00 0.00 0.00 0 16456 15 1 14 0 74
3ZND_W 0.19 0.22 0.18 5 2975 26 1 22 3 18
4A1C_2 0.13 0.15 0.11 5 11735 56 10 31 15 28
4A1C_3 0.68 0.67 0.71 36 7089 17 1 14 2 18
4ATO_G - 0.30 0.30 0.33 3 519 8 0 6 2 7
4ENB_A 0.61 0.63 0.60 12 1255 8 2 6 0 7
4ENC_A 0.28 0.32 0.27 6 1304 17 2 14 1 13
4FRG_B 0.32 0.34 0.31 11 3450 25 0 25 0 21
4JF2_A 0.66 0.68 0.66 21 2818 11 0 11 0 10
4JRC_A - 0.20 0.22 0.21 5 1516 19 0 19 0 18

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