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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Fold RNAwolf
MCC 0.452 > 0.356
Average MCC ± 95% Confidence Intervals 0.573 ± 0.082 > 0.486 ± 0.083
Sensitivity 0.402 > 0.331
Positive Predictive Value 0.511 > 0.386
Total TP 1281 > 1055
Total TN 2539548 > 2539321
Total FP 1320 < 1777
Total FP CONTRA 112 < 192
Total FP INCONS 1116 < 1489
Total FP COMP 92 < 96
Total FN 1907 < 2133
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP 1281
Total TN 2539548
Total FP 1320
Total FP CONTRA 112
Total FP INCONS 1116
Total FP COMP 92
Total FN 1907
Total Scores
MCC 0.452
Average MCC ± 95% Confidence Intervals 0.573 ± 0.082
Sensitivity 0.402
Positive Predictive Value 0.511
Nr of predictions 69

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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
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
2LU0_A - 0.93 0.88 1.00 14 1162 0 0 0 0 2
2LWK_A - 0.96 0.92 1.00 12 484 0 0 0 0 1
2M58_A - -0.01 0.00 0.00 0 1638 15 0 15 0 17
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
3AMU_B 0.64 0.59 0.70 16 2980 9 0 7 2 11
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_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
3J20_2 0.45 0.40 0.51 256 1116260 253 15 234 4 377
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
3J3D_C 0.47 0.43 0.52 12 2752 11 1 10 0 16
3J3E_7 0.46 0.37 0.57 20 7105 15 1 14 0 34
3J3E_8 0.00 0.00 0.00 0 7478 34 2 23 9 33
3J3F_8 0.28 0.28 0.29 10 12211 39 5 20 14 26
3J3F_7 0.79 0.68 0.92 34 7223 4 0 3 1 16
3J3V_B 0.51 0.42 0.63 24 6983 14 1 13 0 33
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
3W1K_J 0.87 0.79 0.97 30 4155 1 1 0 0 8
3W3S_B 0.85 0.75 0.97 30 4722 2 0 1 1 10
3ZEX_H - 0.18 0.18 0.19 7 9008 30 5 25 0 31
3ZEX_F - 0.00 0.00 0.00 0 2617 11 2 9 0 12
3ZEX_C 0.22 0.21 0.24 11 14151 45 4 30 11 41
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
3ZND_W 0.20 0.22 0.19 5 2977 23 1 20 2 18
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
4JF2_A 0.78 0.61 1.00 19 2831 0 0 0 0 12
4JRC_A - 0.29 0.26 0.35 6 1523 11 0 11 0 17

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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 1055
Total TN 2539321
Total FP 1777
Total FP CONTRA 192
Total FP INCONS 1489
Total FP COMP 96
Total FN 2133
Total Scores
MCC 0.356
Average MCC ± 95% Confidence Intervals 0.486 ± 0.083
Sensitivity 0.331
Positive Predictive Value 0.386
Nr of predictions 69

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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_Z - 0.43 0.42 0.45 5 1529 9 1 5 3 7
2YIE_X - -0.01 0.00 0.00 0 1364 15 4 10 1 12
3AMU_B 0.68 0.63 0.74 17 2980 9 0 6 3 10
3J0L_g - 0.16 0.25 0.11 1 456 8 6 2 0 3
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_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
3J20_2 0.45 0.42 0.49 266 1116224 283 17 258 8 367
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_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_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
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_H - 0.00 0.00 0.00 0 9006 40 8 31 1 38
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_E - 0.00 0.00 0.00 0 21876 69 10 59 0 77
3ZEX_D 0.20 0.18 0.22 9 6980 32 3 29 0 40
3ZEX_B - 0.14 0.13 0.15 70 1071902 417 55 353 9 488
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.