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

  1. Overview

  2. Performance Plots

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

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

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


Overview

Metric Cylofold RNAwolf
MCC 0.529 > 0.433
Average MCC ± 95% Confidence Intervals 0.600 ± 0.084 > 0.485 ± 0.100
Sensitivity 0.445 > 0.403
Positive Predictive Value 0.637 > 0.474
Total TP 489 > 443
Total TN 128388 > 128222
Total FP 296 < 524
Total FP CONTRA 25 < 45
Total FP INCONS 254 < 446
Total FP COMP 17 < 33
Total FN 609 < 655
P-value 3.56938820447e-08

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Performance plots


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

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

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Performance of Cylofold - scored higher in this pairwise comparison

1. Total counts & total scores for Cylofold

Total Base Pair Counts
Total TP 489
Total TN 128388
Total FP 296
Total FP CONTRA 25
Total FP INCONS 254
Total FP COMP 17
Total FN 609
Total Scores
MCC 0.529
Average MCC ± 95% Confidence Intervals 0.600 ± 0.084
Sensitivity 0.445
Positive Predictive Value 0.637
Nr of predictions 44

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.61 0.55 0.69 11 1524 5 0 5 0 9
2LDL_A - 0.73 0.55 1.00 6 345 0 0 0 0 5
2LDT_A - 0.85 0.73 1.00 11 454 0 0 0 0 4
2LI4_A - 0.93 0.88 1.00 14 482 0 0 0 0 2
2LK3_A - 0.95 0.90 1.00 9 267 0 0 0 0 1
2LKR_A - 0.50 0.44 0.59 17 6076 12 2 10 0 22
2LWK_A - 0.83 0.77 0.91 10 485 1 0 1 0 3
2M58_A - 0.51 0.41 0.64 7 1642 4 1 3 0 10
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
3AMU_B 0.67 0.59 0.76 16 2982 7 0 5 2 11
3J0L_2 - 0.39 0.36 0.43 12 6188 18 2 14 2 21
3J0L_a - 0.22 0.19 0.27 3 1117 8 1 7 0 13
3J0L_1 - 0.65 0.47 0.90 9 1215 2 0 1 1 10
3J0L_h - 0.48 0.37 0.62 16 6079 10 0 10 0 27
3J0L_7 - 0.30 0.29 0.33 5 1210 10 0 10 0 12
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J20_1 0.69 0.70 0.70 16 2903 7 2 5 0 7
3J2C_O - 0.43 0.33 0.55 21 10258 18 0 17 1 42
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
3RKF_A 0.76 0.59 1.00 20 2191 0 0 0 0 14
3SD1_A 0.62 0.50 0.78 21 3889 6 0 6 0 21
3SIU_F - 0.73 0.55 1.00 6 372 0 0 0 0 5
3SN2_B 0.64 0.42 1.00 5 401 0 0 0 0 7
3TRZ_Z - 0.91 0.83 1.00 5 205 1 0 0 1 1
3TS2_V - 1.00 1.00 1.00 5 271 0 0 0 0 0
3U4M_B - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.45 0.38 0.54 14 3544 12 1 11 0 23
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.44 0.38 0.52 15 4724 15 0 14 1 25
3ZEX_D 0.58 0.49 0.69 24 6986 11 0 11 0 25
3ZEX_E - 0.00 0.00 0.00 0 21897 51 2 46 3 77
3ZND_W 0.40 0.39 0.41 9 2981 15 2 11 2 14
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.35 0.26 0.48 11 4348 13 1 11 1 31
4ATO_G - 0.73 0.70 0.78 7 519 2 1 1 0 3
4ENB_A 0.89 0.79 1.00 15 1260 0 0 0 0 4
4ENC_A 0.86 0.79 0.94 15 1310 1 1 0 0 4
4FNJ_A - 0.70 0.50 1.00 8 587 0 0 0 0 8
4FRG_B 0.81 0.66 1.00 21 3465 0 0 0 0 11
4FRN_A 0.20 0.14 0.31 5 5135 11 2 9 0 31
4HXH_A - 1.00 1.00 1.00 6 319 0 0 0 0 0

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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 443
Total TN 128222
Total FP 524
Total FP CONTRA 45
Total FP INCONS 446
Total FP COMP 33
Total FN 655
Total Scores
MCC 0.433
Average MCC ± 95% Confidence Intervals 0.485 ± 0.100
Sensitivity 0.403
Positive Predictive Value 0.474
Nr of predictions 44

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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
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
2LI4_A - 0.97 0.94 1.00 15 481 0 0 0 0 1
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
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_2 - 0.11 0.12 0.11 4 6181 34 5 26 3 29
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
3J2C_O - 0.40 0.37 0.44 23 10244 30 0 29 1 40
3J2L_3 0.55 0.49 0.62 26 7833 18 0 16 2 27
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
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
3W3S_B 0.68 0.63 0.74 25 4719 10 0 9 1 15
3ZEX_D 0.20 0.18 0.22 9 6980 32 3 29 0 40
3ZEX_E - 0.00 0.00 0.00 0 21876 69 10 59 0 77
3ZND_W 0.50 0.48 0.52 11 2982 13 0 10 3 12
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

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