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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric ProbKnot Fold
MCC 0.536 > 0.519
Average MCC ± 95% Confidence Intervals 0.661 ± 0.062 > 0.659 ± 0.065
Sensitivity 0.480 > 0.466
Positive Predictive Value 0.601 > 0.579
Total TP 1862 > 1808
Total TN 2714788 > 2714766
Total FP 1364 < 1434
Total FP CONTRA 149 > 138
Total FP INCONS 1089 < 1176
Total FP COMP 126 > 120
Total FN 2017 < 2071
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of ProbKnot and Fold. 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 ProbKnot and Fold).

  2. Comparison of performance of ProbKnot and Fold. 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 ProbKnot and Fold).

  3. 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 ProbKnot and Fold).

  4. 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 ProbKnot and Fold).

  5. Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and Fold. 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 ProbKnot and Fold).

  6. Comparison of average Matthews Correlation Coefficients (MCCs) for ProbKnot and Fold. 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 ProbKnot and Fold).

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Performance of ProbKnot - scored higher in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP 1862
Total TN 2714788
Total FP 1364
Total FP CONTRA 149
Total FP INCONS 1089
Total FP COMP 126
Total FN 2017
Total Scores
MCC 0.536
Average MCC ± 95% Confidence Intervals 0.661 ± 0.062
Sensitivity 0.480
Positive Predictive Value 0.601
Nr of predictions 93

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KRL_A - 0.69 0.60 0.80 24 5121 11 2 4 5 16
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2KXM_A - 0.78 0.70 0.88 7 343 1 0 1 0 3
2KZL_A - 0.83 0.74 0.93 14 1470 1 0 1 0 5
2L1F_B 0.98 0.96 1.00 24 2121 0 0 0 0 1
2L1F_A 0.98 0.96 1.00 23 2057 0 0 0 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
2LA5_A - 0.45 0.32 0.67 6 621 3 0 3 0 13
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
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 - 0.85 0.77 0.94 30 6073 4 0 2 2 9
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LWK_A - 0.88 0.85 0.92 11 484 1 0 1 0 2
2RRC_A - 0.70 0.50 1.00 5 226 0 0 0 0 5
2XKV_B 0.51 0.50 0.53 10 4541 24 0 9 15 10
2XQD_Y 0.90 0.81 1.00 22 2828 1 0 0 1 5
2XXA_G 0.26 0.24 0.29 10 5116 25 1 24 0 32
2Y8W_B - 1.00 1.00 1.00 6 184 1 0 0 1 0
2Y9C_V - 0.65 0.63 0.68 15 2256 8 1 6 1 9
2YIE_Z - -0.01 0.00 0.00 0 1525 15 3 12 0 12
2YIE_X - 0.34 0.33 0.36 4 1367 7 2 5 0 8
3AKZ_H 0.73 0.75 0.72 21 2672 8 4 4 0 7
3AM1_B - 0.74 0.71 0.78 25 3208 7 1 6 0 10
3AMU_B 0.65 0.59 0.73 16 2981 8 0 6 2 11
3IYQ_A 0.28 0.31 0.26 29 60616 85 22 59 4 65
3IZ4_A 0.52 0.46 0.60 61 70774 46 6 35 5 71
3IZF_C 0.72 0.61 0.85 33 6864 6 0 6 0 21
3J0L_g - -0.01 0.00 0.00 0 458 7 2 5 0 4
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.55 0.50 0.62 8 1115 5 2 3 0 8
3J0L_1 - 0.76 0.63 0.92 12 1212 3 0 1 2 7
3J0L_h - 0.77 0.65 0.90 28 6074 3 0 3 0 15
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_2 - 0.27 0.27 0.28 9 6184 26 2 21 3 24
3J16_L 0.35 0.33 0.38 10 2749 16 1 15 0 20
3J20_2 0.50 0.43 0.57 272 1116290 208 11 192 5 361
3J20_1 0.71 0.70 0.73 16 2904 7 0 6 1 7
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J2C_O - 0.60 0.52 0.70 33 10249 15 0 14 1 30
3J2C_M - 0.37 0.30 0.45 63 106352 79 9 67 3 144
3J2L_3 0.60 0.49 0.74 26 7840 11 0 9 2 27
3NDB_M - 0.77 0.69 0.88 42 9132 7 0 6 1 19
3NKB_B - 0.59 0.54 0.67 14 1995 7 0 7 0 12
3NMU_E - -0.01 0.00 0.00 0 552 11 2 7 2 6
3NPB_A 0.72 0.61 0.85 28 6988 8 1 4 3 18
3O58_2 0.76 0.76 0.76 29 7222 10 3 6 1 9
3O58_3 0.31 0.34 0.29 12 12362 41 4 25 12 23
3OVB_D - 1.00 1.00 1.00 11 584 2 0 0 2 0
3OVS_D - 0.92 0.92 0.92 12 548 1 0 1 0 1
3P22_G - 0.96 0.92 1.00 11 730 1 0 0 1 1
3PDR_A 0.74 0.64 0.85 46 12826 10 1 7 2 26
3R4F_A - 0.96 0.92 1.00 23 2122 0 0 0 0 2
3R9X_C - 0.84 0.80 0.89 8 586 2 0 1 1 2
3RKF_A 0.73 0.59 0.91 20 2189 2 1 1 0 14
3SD1_A 0.55 0.48 0.65 20 3885 11 2 9 0 22
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 1.00 1.00 1.00 12 394 0 0 0 0 0
3TRZ_Z - 0.91 0.83 1.00 5 205 2 0 0 2 1
3TS0_U - 1.00 1.00 1.00 6 247 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
3U4M_B - 0.45 0.35 0.59 13 3138 9 1 8 0 24
3UZL_B 0.73 0.62 0.85 23 3543 4 0 4 0 14
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.89 0.80 1.00 32 4721 1 0 0 1 8
3ZEX_F - 0.00 0.00 0.00 0 2620 11 2 6 3 12
3ZEX_G - 0.77 0.66 0.91 49 16417 10 0 5 5 25
3ZEX_E - 0.00 0.00 0.00 0 21886 61 2 57 2 77
3ZEX_D 0.77 0.67 0.89 33 6984 4 0 4 0 16
3ZEX_B - 0.29 0.26 0.33 146 1071940 307 34 260 13 412
3ZEX_H - 0.19 0.18 0.19 7 9009 29 4 25 0 31
3ZEX_C 0.38 0.31 0.47 16 14162 21 2 16 3 36
4A1C_3 0.73 0.61 0.87 33 7102 6 1 4 1 21
4A1C_2 0.13 0.15 0.12 5 11738 49 7 31 11 28
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
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 0.73 0.58 0.92 11 1263 1 1 0 0 8
4ENC_A 0.45 0.42 0.50 8 1310 8 1 7 0 11
4FNJ_A - 0.66 0.50 0.89 8 586 1 0 1 0 8
4FRG_B 0.37 0.31 0.45 10 3464 12 3 9 0 22
4FRN_A 0.44 0.36 0.54 13 5127 11 2 9 0 23
4HXH_A - 1.00 1.00 1.00 6 319 0 0 0 0 0

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Performance of Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 1808
Total TN 2714766
Total FP 1434
Total FP CONTRA 138
Total FP INCONS 1176
Total FP COMP 120
Total FN 2071
Total Scores
MCC 0.519
Average MCC ± 95% Confidence Intervals 0.659 ± 0.065
Sensitivity 0.466
Positive Predictive Value 0.579
Nr of predictions 93

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2KRL_A - 0.76 0.60 0.96 24 5126 5 0 1 4 16
2KX8_A 0.94 0.89 1.00 16 845 0 0 0 0 2
2KXM_A - 0.83 0.70 1.00 7 344 0 0 0 0 3
2KZL_A - 0.86 0.74 1.00 14 1471 0 0 0 0 5
2L1F_B 0.90 0.88 0.92 22 2121 2 0 2 0 3
2L1F_A 0.89 0.88 0.91 21 2057 2 0 2 0 3
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
2LA5_A - 0.39 0.26 0.63 5 622 3 1 2 0 14
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A -0.01 0.00 0.00 0 1525 15 2 13 0 20
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 - 0.85 0.79 0.91 31 6071 5 0 3 2 8
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LWK_A - 0.96 0.92 1.00 12 484 0 0 0 0 1
2RRC_A - 0.70 0.50 1.00 5 226 0 0 0 0 5
2XKV_B 0.51 0.50 0.53 10 4541 24 0 9 15 10
2XQD_Y 0.88 0.78 1.00 21 2829 0 0 0 0 6
2XXA_G 0.93 0.86 1.00 36 5115 0 0 0 0 6
2Y8W_B - 1.00 1.00 1.00 6 184 1 0 0 1 0
2Y9C_V - 0.65 0.63 0.68 15 2256 8 1 6 1 9
2YIE_Z - -0.01 0.00 0.00 0 1525 15 3 12 0 12
2YIE_X - 0.25 0.25 0.27 3 1367 8 2 6 0 9
3AKZ_H 0.84 0.75 0.95 21 2679 1 1 0 0 7
3AM1_B - 0.78 0.71 0.86 25 3211 4 0 4 0 10
3AMU_B 0.64 0.59 0.70 16 2980 9 0 7 2 11
3IYQ_A 0.29 0.31 0.27 29 60618 83 20 59 4 65
3IZ4_A 0.53 0.46 0.61 61 70776 44 5 34 5 71
3IZF_C 0.70 0.59 0.82 32 6864 7 1 6 0 22
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.20 0.19 0.23 3 1115 10 2 8 0 13
3J0L_1 - 0.76 0.63 0.92 12 1212 2 0 1 1 7
3J0L_h - 0.81 0.65 1.00 28 6077 2 0 0 2 15
3J0L_7 - -0.01 0.00 0.00 0 1213 12 0 12 0 17
3J0L_2 - 0.25 0.24 0.26 8 6185 25 2 21 2 25
3J16_L 0.63 0.53 0.76 16 2754 5 0 5 0 14
3J20_2 0.45 0.40 0.51 256 1116260 253 15 234 4 377
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.45 0.40 0.52 12 2827 12 0 11 1 18
3J2C_O - 0.59 0.54 0.65 34 10244 18 1 17 0 29
3J2C_M - 0.19 0.15 0.23 32 106350 110 5 104 1 175
3J2L_3 0.62 0.53 0.74 28 7837 12 0 10 2 25
3NDB_M - 0.84 0.74 0.96 45 9133 3 0 2 1 16
3NKB_B - 0.35 0.31 0.42 8 1997 11 0 11 0 18
3NMU_E - -0.01 0.00 0.00 0 552 11 2 7 2 6
3NPB_A 0.70 0.61 0.80 28 6986 10 1 6 3 18
3O58_2 0.71 0.71 0.71 27 7222 12 3 8 1 11
3O58_3 0.29 0.31 0.28 11 12363 41 3 26 12 24
3OVB_D - 1.00 1.00 1.00 11 584 1 0 0 1 0
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
3PDR_A 0.77 0.64 0.94 46 12831 5 0 3 2 26
3R4F_A - 0.96 0.92 1.00 23 2122 0 0 0 0 2
3R9X_C - 0.84 0.80 0.89 8 586 2 0 1 1 2
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.57 0.48 0.69 20 3887 9 1 8 0 22
3SIU_F - 0.85 0.73 1.00 8 370 0 0 0 0 3
3SN2_B 1.00 1.00 1.00 12 394 0 0 0 0 0
3TRZ_Z - 0.91 0.83 1.00 5 205 1 0 0 1 1
3TS0_U - 1.00 1.00 1.00 6 247 1 0 0 1 0
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
3U4M_B - 0.45 0.35 0.59 13 3138 9 1 8 0 24
3UZL_B 0.77 0.62 0.96 23 3546 1 0 1 0 14
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.85 0.75 0.97 30 4722 2 0 1 1 10
3ZEX_F - 0.00 0.00 0.00 0 2617 11 2 9 0 12
3ZEX_G - 0.76 0.65 0.89 48 16417 12 0 6 6 26
3ZEX_E - 0.00 0.00 0.00 0 21890 57 2 53 2 77
3ZEX_D 0.76 0.67 0.87 33 6983 5 1 4 0 16
3ZEX_B - 0.27 0.24 0.30 135 1071923 334 34 288 12 423
3ZEX_H - 0.18 0.18 0.19 7 9008 30 5 25 0 31
3ZEX_C 0.22 0.21 0.24 11 14151 45 4 30 11 41
4A1C_3 0.68 0.57 0.82 31 7102 7 1 6 0 23
4A1C_2 0.14 0.15 0.14 5 11744 43 5 27 11 28
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
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 0.32 0.26 0.42 5 1263 7 1 6 0 14
4ENC_A 0.31 0.26 0.38 5 1313 8 1 7 0 14
4FNJ_A - 0.79 0.63 1.00 10 585 0 0 0 0 6
4FRG_B 0.24 0.22 0.27 7 3460 19 3 16 0 25
4FRN_A 0.41 0.36 0.46 13 5123 15 2 13 0 23
4HXH_A - 1.00 1.00 1.00 6 319 0 0 0 0 0

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