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

  1. Overview

  2. Performance Plots

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

  4. Performance of Vsfold5 - scored lower in this pairwise comparison

  5. Compile and download dataset for Afold & Vsfold5 [.zip] - may take several seconds...


Overview

Metric Afold Vsfold5
MCC 0.623 > 0.518
Average MCC ± 95% Confidence Intervals 0.685 ± 0.063 > 0.615 ± 0.068
Sensitivity 0.569 > 0.450
Positive Predictive Value 0.687 > 0.602
Total TP 1365 > 1080
Total TN 372197 < 372388
Total FP 724 < 782
Total FP CONTRA 80 > 76
Total FP INCONS 541 < 639
Total FP COMP 103 > 67
Total FN 1035 < 1320
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of Afold and Vsfold5. 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 Afold and Vsfold5).

  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 Afold and Vsfold5).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for Afold and Vsfold5. 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 Afold and Vsfold5).

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Performance of Afold - scored higher in this pairwise comparison

1. Total counts & total scores for Afold

Total Base Pair Counts
Total TP 1365
Total TN 372197
Total FP 724
Total FP CONTRA 80
Total FP INCONS 541
Total FP COMP 103
Total FN 1035
Total Scores
MCC 0.623
Average MCC ± 95% Confidence Intervals 0.685 ± 0.063
Sensitivity 0.569
Positive Predictive Value 0.687
Nr of predictions 96

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2K5Z_A - 1.00 1.00 1.00 11 395 0 0 0 0 0
2K63_A - 0.95 0.90 1.00 9 397 0 0 0 0 1
2K66_A - 0.95 0.90 1.00 9 222 0 0 0 0 1
2KD8_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
2KDQ_B 0.95 0.91 1.00 10 396 0 0 0 0 1
2KE6_A 0.97 0.95 1.00 18 1110 1 0 0 1 1
2KEZ_A - 0.89 0.80 1.00 8 268 0 0 0 0 2
2KFC_A - -0.02 0.00 0.00 0 622 8 0 8 0 20
2KGP_A - 1.00 1.00 1.00 9 291 1 0 0 1 0
2KMJ_A - 1.00 1.00 1.00 11 367 0 0 0 0 0
2KPV_A - 0.96 0.92 1.00 12 549 0 0 0 0 1
2KU0_A - 0.86 0.75 1.00 12 691 0 0 0 0 4
2KUR_A 0.95 0.90 1.00 19 1109 0 0 0 0 2
2KUU_A 0.92 0.86 1.00 18 1110 1 0 0 1 3
2KUV_A 0.93 0.86 1.00 19 1109 0 0 0 0 3
2KUW_A 0.95 0.90 1.00 19 1109 0 0 0 0 2
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2KXM_A - 0.89 0.80 1.00 8 343 0 0 0 0 2
2KZL_A - 0.86 0.74 1.00 14 1471 0 0 0 0 5
2L1F_B 0.96 0.96 0.96 24 2120 1 0 1 0 1
2L1F_A 0.96 0.96 0.96 23 2056 1 0 1 0 1
2L2K_A - 0.94 0.89 1.00 17 844 0 0 0 0 2
2L3C_B - 0.91 0.82 1.00 14 547 0 0 0 0 3
2L3E_A - 0.96 0.92 1.00 12 583 1 0 0 1 1
2L3J_B 0.94 0.88 1.00 30 2455 0 0 0 0 4
2L5Z_A - 0.86 0.75 1.00 9 316 0 0 0 0 3
2L94_A 0.97 0.95 1.00 19 971 0 0 0 0 1
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A 0.61 0.55 0.69 11 1524 6 0 5 1 9
2LDL_A - 0.90 0.82 1.00 9 342 1 0 0 1 2
2LDT_A - 0.85 0.73 1.00 11 454 0 0 0 0 4
2LHP_A - 0.97 0.94 1.00 15 651 0 0 0 0 1
2LI4_A - 0.93 0.88 1.00 14 482 0 0 0 0 2
2LJJ_A - 1.00 1.00 1.00 8 343 2 0 0 2 0
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2LKR_A - 0.93 0.87 1.00 34 6071 3 0 0 3 5
2LWK_A - 0.75 0.69 0.82 9 485 2 0 2 0 4
2RP0_A - 0.58 0.42 0.83 5 345 1 0 1 0 7
2RPT_A - 1.00 1.00 1.00 7 183 0 0 0 0 0
2WRQ_Y 0.57 0.59 0.56 10 2832 13 5 3 5 7
2WW9_F - 0.59 0.60 0.60 6 290 4 0 4 0 4
2WW9_E - 0.47 0.29 0.80 4 556 1 0 1 0 10
2WW9_D - 0.18 0.15 0.24 4 1936 13 0 13 0 22
2XXA_G 0.34 0.31 0.39 13 5118 20 1 19 0 29
2YIE_Z - -0.01 0.00 0.00 0 1525 16 3 12 1 12
2YIE_X - 0.36 0.33 0.40 4 1368 8 2 4 2 8
2ZY6_A - 0.55 0.58 0.54 7 690 6 1 5 0 5
2ZZM_B 0.21 0.19 0.25 6 3462 18 0 18 0 26
2ZZN_D 0.80 0.74 0.87 20 2462 3 0 3 0 7
3A2K_C 0.41 0.39 0.44 11 2901 14 2 12 0 17
3A3A_A 0.84 0.70 1.00 26 3629 0 0 0 0 11
3ADB_C - 0.78 0.74 0.82 28 4152 6 0 6 0 10
3AKZ_H 0.16 0.14 0.19 4 2680 17 2 15 0 24
3AM1_B - 0.72 0.66 0.79 23 3211 6 0 6 0 12
3DW4_A - -0.02 0.00 0.00 0 344 7 0 7 0 10
3G4S_9 0.48 0.35 0.67 20 7351 11 1 9 1 37
3GCA_A - -0.02 0.00 0.00 0 519 9 0 9 0 17
3HAY_E - 0.91 0.83 1.00 15 2263 7 0 0 7 3
3HJW_D - 0.91 0.89 0.94 16 1636 3 0 1 2 2
3IAB_R - 0.92 0.86 1.00 12 1023 0 0 0 0 2
3ID5_D - 0.40 0.33 0.50 3 490 6 0 3 3 6
3IVN_B 0.78 0.61 1.00 19 2327 0 0 0 0 12
3IWN_A 0.62 0.58 0.68 19 4250 9 0 9 0 14
3IYQ_A 0.31 0.34 0.29 32 60616 82 23 55 4 62
3IZ4_A 0.48 0.45 0.51 59 70760 58 11 46 1 73
3IZF_C 0.66 0.57 0.76 31 6862 10 1 9 0 23
3J0L_1 - 0.73 0.63 0.86 12 1211 3 0 2 1 7
3J0L_7 - -0.01 0.00 0.00 0 1210 15 1 14 0 17
3J0L_h - 0.73 0.60 0.90 26 6076 5 0 3 2 17
3J2C_O - 0.58 0.49 0.69 31 10251 15 1 13 1 32
3JYV_7 -0.01 0.00 0.00 0 2827 23 1 22 0 32
3JYX_4 0.31 0.30 0.31 10 12214 35 5 17 13 23
3JYX_3 0.54 0.56 0.54 15 6300 24 1 12 11 12
3KTW_C - 0.71 0.63 0.82 27 4527 7 2 4 1 16
3LA5_A 0.78 0.62 1.00 21 2464 0 0 0 0 13
3NDB_M - 0.84 0.74 0.96 45 9133 3 0 2 1 16
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3NMU_E - -0.01 0.00 0.00 0 553 10 1 7 2 6
3NPB_A 0.74 0.61 0.90 28 6990 5 0 3 2 18
3O58_3 0.34 0.34 0.34 12 12368 37 2 21 14 23
3O58_2 0.66 0.66 0.66 25 7222 14 4 9 1 13
3OVS_D - 0.80 0.77 0.83 10 549 2 0 2 0 3
3P22_G - 0.87 0.83 0.91 10 730 1 0 1 0 2
3R4F_A - 0.96 0.92 1.00 23 2122 0 0 0 0 2
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SIU_F - 0.85 0.73 1.00 8 370 0 0 0 0 3
3SN2_B 0.96 0.92 1.00 11 395 0 0 0 0 1
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3VJR_D - 0.96 0.92 1.00 12 618 1 0 0 1 1
3W3S_B 0.50 0.45 0.56 18 4721 15 1 13 1 22
3ZEX_D 0.72 0.61 0.86 30 6986 5 0 5 0 19
3ZEX_E - 0.00 0.00 0.00 0 21892 55 2 51 2 77
4A1C_2 0.14 0.15 0.14 5 11745 43 5 26 12 28
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4ATO_G - 0.32 0.30 0.38 3 520 6 1 4 1 7
4ENB_A 0.67 0.58 0.79 11 1261 3 1 2 0 8

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Performance of Vsfold5 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold5

Total Base Pair Counts
Total TP 1080
Total TN 372388
Total FP 782
Total FP CONTRA 76
Total FP INCONS 639
Total FP COMP 67
Total FN 1320
Total Scores
MCC 0.518
Average MCC ± 95% Confidence Intervals 0.615 ± 0.068
Sensitivity 0.450
Positive Predictive Value 0.602
Nr of predictions 96

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2. Individual counts for Vsfold5 [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2K5Z_A - 1.00 1.00 1.00 11 395 0 0 0 0 0
2K63_A - 0.95 0.90 1.00 9 397 0 0 0 0 1
2K66_A - 0.95 0.90 1.00 9 222 0 0 0 0 1
2KD8_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
2KDQ_B 0.90 0.82 1.00 9 397 0 0 0 0 2
2KE6_A 0.97 0.95 1.00 18 1110 1 0 0 1 1
2KEZ_A - 0.70 0.50 1.00 5 271 0 0 0 0 5
2KFC_A - 0.48 0.35 0.70 7 620 3 0 3 0 13
2KGP_A - 0.81 0.67 1.00 6 294 1 0 0 1 3
2KMJ_A - 0.95 0.91 1.00 10 368 0 0 0 0 1
2KPV_A - 0.96 0.92 1.00 12 549 0 0 0 0 1
2KU0_A - -0.02 0.00 0.00 0 692 11 0 11 0 16
2KUR_A 0.95 0.90 1.00 19 1109 0 0 0 0 2
2KUU_A 0.92 0.86 1.00 18 1110 1 0 0 1 3
2KUV_A 0.93 0.86 1.00 19 1109 0 0 0 0 3
2KUW_A 0.95 0.90 1.00 19 1109 0 0 0 0 2
2KX8_A 0.91 0.83 1.00 15 846 0 0 0 0 3
2KXM_A - 0.70 0.50 1.00 5 346 0 0 0 0 5
2KZL_A - 0.86 0.74 1.00 14 1471 0 0 0 0 5
2L1F_B 0.70 0.60 0.83 15 2127 3 0 3 0 10
2L1F_A 0.69 0.58 0.82 14 2063 3 0 3 0 10
2L2K_A - 0.89 0.79 1.00 15 846 0 0 0 0 4
2L3C_B - 0.91 0.82 1.00 14 547 0 0 0 0 3
2L3E_A - 0.96 0.92 1.00 12 583 1 0 0 1 1
2L3J_B 0.87 0.76 1.00 26 2459 0 0 0 0 8
2L5Z_A - 0.60 0.50 0.75 6 317 2 0 2 0 6
2L94_A 0.95 0.90 1.00 18 972 0 0 0 0 2
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A -0.01 0.00 0.00 0 1527 13 0 13 0 20
2LDL_A - 0.85 0.73 1.00 8 343 1 0 0 1 3
2LDT_A - 0.85 0.73 1.00 11 454 0 0 0 0 4
2LHP_A - 0.97 0.94 1.00 15 651 0 0 0 0 1
2LI4_A - 0.93 0.88 1.00 14 482 0 0 0 0 2
2LJJ_A - 1.00 1.00 1.00 8 343 2 0 0 2 0
2LK3_A - 0.89 0.80 1.00 8 268 0 0 0 0 2
2LKR_A - 0.27 0.23 0.32 9 6077 19 2 17 0 30
2LWK_A - 0.83 0.77 0.91 10 485 1 0 1 0 3
2RP0_A - 0.64 0.42 1.00 5 346 0 0 0 0 7
2RPT_A - 0.70 0.71 0.71 5 183 2 0 2 0 2
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 - 0.15 0.12 0.21 3 1939 11 1 10 0 23
2XXA_G -0.01 0.00 0.00 0 5120 31 2 29 0 42
2YIE_Z - -0.01 0.00 0.00 0 1529 11 3 8 0 12
2YIE_X - 0.30 0.33 0.29 4 1364 10 2 8 0 8
2ZY6_A - 0.58 0.58 0.58 7 691 5 1 4 0 5
2ZZM_B 0.19 0.19 0.21 6 3458 22 1 21 0 26
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
3ADB_C - 0.67 0.53 0.87 20 4163 3 0 3 0 18
3AKZ_H 0.84 0.71 1.00 20 2681 0 0 0 0 8
3AM1_B - 0.78 0.71 0.86 25 3211 4 1 3 0 10
3DW4_A - 0.70 0.50 1.00 5 346 0 0 0 0 5
3G4S_9 0.08 0.07 0.11 4 7344 33 0 33 0 53
3GCA_A - 0.54 0.29 1.00 5 523 0 0 0 0 12
3HAY_E - 0.91 0.83 1.00 15 2263 3 0 0 3 3
3HJW_D - 0.48 0.50 0.47 9 1634 10 0 10 0 9
3IAB_R - 0.92 0.86 1.00 12 1023 0 0 0 0 2
3ID5_D - 0.44 0.33 0.60 3 491 4 0 2 2 6
3IVN_B 0.76 0.58 1.00 18 2328 0 0 0 0 13
3IWN_A 0.25 0.21 0.30 7 4255 16 1 15 0 26
3IYQ_A 0.33 0.31 0.35 29 60642 61 15 40 6 65
3IZ4_A 0.29 0.24 0.36 32 70787 62 8 49 5 100
3IZF_C 0.70 0.56 0.88 30 6869 4 0 4 0 24
3J0L_1 - 0.27 0.21 0.36 4 1214 7 1 6 0 15
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_h - 0.18 0.14 0.24 6 6080 19 1 18 0 37
3J2C_O - 0.30 0.24 0.39 15 10258 24 0 23 1 48
3JYV_7 -0.01 0.00 0.00 0 2831 19 0 19 0 32
3JYX_4 0.31 0.30 0.31 10 12214 32 3 19 10 23
3JYX_3 0.17 0.15 0.20 4 6308 18 4 12 2 23
3KTW_C - 0.38 0.30 0.50 13 4534 13 3 10 0 30
3LA5_A -0.01 0.00 0.00 0 2469 16 0 16 0 34
3NDB_M - 0.06 0.05 0.08 3 9144 33 1 32 0 58
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3NMU_E - 0.20 0.17 0.25 1 557 5 0 3 2 5
3NPB_A 0.57 0.46 0.72 21 6992 9 1 7 1 25
3O58_3 0.39 0.37 0.41 13 12371 28 7 12 9 22
3O58_2 0.45 0.42 0.48 16 7227 19 3 14 2 22
3OVS_D - 0.96 0.92 1.00 12 549 0 0 0 0 1
3P22_G - 0.96 0.92 1.00 11 730 0 0 0 0 1
3R4F_A - 0.94 0.88 1.00 22 2123 0 0 0 0 3
3RKF_A 0.75 0.65 0.88 22 2186 3 0 3 0 12
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 0.96 0.92 1.00 11 395 0 0 0 0 1
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.76 0.70 0.82 28 4719 7 1 5 1 12
3ZEX_D 0.08 0.06 0.11 3 6994 24 0 24 0 46
3ZEX_E - 0.07 0.06 0.08 5 21886 54 5 49 0 72
4A1C_2 0.24 0.24 0.24 8 11748 37 3 22 12 25
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4ATO_G - 0.56 0.60 0.55 6 517 5 1 4 0 4
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4

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