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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Pknots RNAwolf
MCC 0.506 > 0.427
Average MCC ± 95% Confidence Intervals 0.587 ± 0.082 > 0.505 ± 0.087
Sensitivity 0.456 > 0.401
Positive Predictive Value 0.570 > 0.463
Total TP 752 > 661
Total TN 212861 > 212752
Total FP 633 < 845
Total FP CONTRA 56 < 99
Total FP INCONS 511 < 668
Total FP COMP 66 < 78
Total FN 898 < 989
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Pknots - scored higher in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP 752
Total TN 212861
Total FP 633
Total FP CONTRA 56
Total FP INCONS 511
Total FP COMP 66
Total FN 898
Total Scores
MCC 0.506
Average MCC ± 95% Confidence Intervals 0.587 ± 0.082
Sensitivity 0.456
Positive Predictive Value 0.570
Nr of predictions 64

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A 0.79 0.75 0.83 15 1522 3 1 2 0 5
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 - 0.44 0.44 0.45 17 6067 22 4 17 1 22
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LU0_A - 1.00 1.00 1.00 16 1160 0 0 0 0 0
2LWK_A - 0.33 0.23 0.50 3 490 3 0 3 0 10
2M58_A - 0.51 0.41 0.64 7 1642 4 1 3 0 10
2YIE_X - 0.36 0.33 0.40 4 1368 6 2 4 0 8
2YIE_Z - -0.01 0.00 0.00 0 1525 15 3 12 0 12
3AMU_B 0.86 0.74 1.00 20 2983 2 0 0 2 7
3J0L_2 - 0.36 0.36 0.36 12 6183 23 3 18 2 21
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.35 0.31 0.42 5 1116 7 1 6 0 11
3J0L_1 - 0.65 0.47 0.90 9 1215 2 0 1 1 10
3J0L_h - 0.58 0.49 0.70 21 6075 11 0 9 2 22
3J0L_7 - 0.28 0.29 0.29 5 1208 12 0 12 0 12
3J0L_g - -0.01 0.00 0.00 0 460 5 2 3 0 4
3J16_L 0.34 0.30 0.41 9 2753 13 0 13 0 21
3J20_0 0.84 0.70 1.00 21 2829 1 0 0 1 9
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J2L_3 0.62 0.51 0.75 27 7839 12 0 9 3 26
3J3D_C 0.46 0.43 0.50 12 2751 12 1 11 0 16
3J3E_7 0.43 0.35 0.54 19 7105 16 1 15 0 35
3J3E_8 0.07 0.06 0.08 2 7479 33 2 20 11 31
3J3F_7 0.27 0.24 0.32 12 7222 27 1 25 1 38
3J3F_8 0.36 0.36 0.37 13 12211 34 2 20 12 23
3J3V_B 0.41 0.33 0.51 19 6984 18 1 17 0 38
3RKF_A 0.77 0.62 0.95 21 2189 1 0 1 0 13
3SD1_A 0.65 0.52 0.81 22 3889 5 0 5 0 20
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
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 - 0.26 0.22 0.32 8 3135 17 0 17 0 29
3UZL_B 0.75 0.59 0.96 22 3547 1 0 1 0 15
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.71 0.63 0.81 25 4722 7 0 6 1 15
3ZEX_F - 0.00 0.00 0.00 0 2619 12 2 7 3 12
3ZEX_C 0.07 0.08 0.07 4 14141 54 4 47 3 48
3ZEX_G - 0.36 0.32 0.41 24 16413 37 3 31 3 50
3ZEX_H - 0.20 0.21 0.20 8 9005 32 5 27 0 30
3ZEX_D 0.27 0.24 0.30 12 6981 28 0 28 0 37
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 0.24 0.24 0.25 8 11749 36 3 21 12 25
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.17 0.14 0.21 6 4343 23 1 21 1 36
4ATO_G - 0.30 0.30 0.33 3 519 6 2 4 0 7
4ENB_A 0.83 0.79 0.88 15 1258 2 1 1 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 0 585 10 0 10 0 16
4FRG_B 0.48 0.38 0.63 12 3467 7 0 7 0 20
4FRN_A 0.51 0.42 0.63 15 5127 9 1 8 0 21
4HXH_A - 1.00 1.00 1.00 6 319 0 0 0 0 0
4JF2_A 0.81 0.77 0.86 24 2822 4 3 1 0 7
4JRC_A - 0.81 0.70 0.94 16 1523 1 1 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 661
Total TN 212752
Total FP 845
Total FP CONTRA 99
Total FP INCONS 668
Total FP COMP 78
Total FN 989
Total Scores
MCC 0.427
Average MCC ± 95% Confidence Intervals 0.505 ± 0.087
Sensitivity 0.401
Positive Predictive Value 0.463
Nr of predictions 64

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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
2LBS_A - 1.00 1.00 1.00 14 482 0 0 0 0 0
2LC8_A 0.52 0.50 0.56 10 1522 8 0 8 0 10
2LDL_A - 0.74 0.64 0.88 7 343 1 0 1 0 4
2LDT_A - 0.86 0.80 0.92 12 452 1 0 1 0 3
2LHP_A - 1.00 1.00 1.00 16 650 1 0 0 1 0
2LI4_A - 0.97 0.94 1.00 15 481 0 0 0 0 1
2LJJ_A - 1.00 1.00 1.00 8 343 3 0 0 3 0
2LK3_A - 1.00 1.00 1.00 10 266 0 0 0 0 0
2LKR_A - 0.81 0.74 0.88 29 6072 8 0 4 4 10
2LQZ_A - 0.91 0.91 0.91 10 340 1 1 0 0 1
2LU0_A - 0.97 0.94 1.00 15 1161 3 0 0 3 1
2LWK_A - 0.37 0.38 0.38 5 483 9 0 8 1 8
2M58_A - 0.51 0.47 0.57 8 1639 6 3 3 0 9
2YIE_X - -0.01 0.00 0.00 0 1364 15 4 10 1 12
2YIE_Z - 0.43 0.42 0.45 5 1529 9 1 5 3 7
3AMU_B 0.68 0.63 0.74 17 2980 9 0 6 3 10
3J0L_2 - 0.11 0.12 0.11 4 6181 34 5 26 3 29
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - 0.18 0.19 0.20 3 1113 12 1 11 0 13
3J0L_1 - 0.68 0.63 0.75 12 1209 5 0 4 1 7
3J0L_h - 0.33 0.30 0.37 13 6070 24 0 22 2 30
3J0L_7 - -0.01 0.00 0.00 0 1214 11 0 11 0 17
3J0L_g - 0.16 0.25 0.11 1 456 8 6 2 0 3
3J16_L 0.45 0.40 0.52 12 2752 11 0 11 0 18
3J20_0 0.40 0.40 0.41 12 2821 18 0 17 1 18
3J20_1 0.46 0.52 0.41 12 2897 17 6 11 0 11
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_7 0.21 0.20 0.23 10 7216 34 2 32 0 40
3J3F_8 0.23 0.25 0.21 9 12204 45 5 28 12 27
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
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 0 0 0 0 1
3TS0_U - 1.00 1.00 1.00 6 247 2 0 0 2 0
3TS2_V - -0.02 0.00 0.00 0 270 7 0 6 1 5
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
3VJR_D - 1.00 1.00 1.00 13 617 1 0 0 1 0
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_F - -0.01 0.00 0.00 0 2613 20 6 9 5 12
3ZEX_C 0.05 0.06 0.06 3 14144 49 12 37 0 49
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_D 0.20 0.18 0.22 9 6980 32 3 29 0 40
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
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
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
4HXH_A - 1.00 1.00 1.00 6 319 2 0 0 2 0
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.