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Table of contents:

  1. Overview

  2. Performance Plots

  3. Performance of CentroidHomfold‑LAST - scored higher in this pairwise comparison

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

  5. Compile and download dataset for CentroidHomfold‑LAST & RNASLOpt [.zip] - may take several seconds...


Overview

Metric CentroidHomfold‑LAST RNASLOpt
MCC 0.559 > 0.512
Average MCC ± 95% Confidence Intervals 0.642 ± 0.107 > 0.625 ± 0.100
Sensitivity 0.417 > 0.409
Positive Predictive Value 0.753 > 0.646
Total TP 534 > 524
Total TN 252975 > 252873
Total FP 200 < 314
Total FP CONTRA 16 < 35
Total FP INCONS 159 < 252
Total FP COMP 25 < 27
Total FN 746 < 756
P-value 3.56938820447e-08

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Performance plots


  1. Comparison of performance of CentroidHomfold-LAST and RNASLOpt. 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 CentroidHomfold‑LAST and RNASLOpt).

  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 CentroidHomfold‑LAST and RNASLOpt).

  3. Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidHomfold-LAST and RNASLOpt. 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 CentroidHomfold‑LAST and RNASLOpt).

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Performance of CentroidHomfold‑LAST - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP 534
Total TN 252975
Total FP 200
Total FP CONTRA 16
Total FP INCONS 159
Total FP COMP 25
Total FN 746
Total Scores
MCC 0.559
Average MCC ± 95% Confidence Intervals 0.642 ± 0.107
Sensitivity 0.417
Positive Predictive Value 0.753
Nr of predictions 41

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2. Individual counts for CentroidHomfold‑LAST [ download as .csv ]

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A -0.01 0.00 0.00 0 1529 11 0 11 0 20
2LDL_A - 0.90 0.82 1.00 9 342 1 0 0 1 2
2LHP_A - 0.97 0.94 1.00 15 651 0 0 0 0 1
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 - 0.00 0.00 0.00 0 6101 4 0 4 0 39
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LWK_A - 0.83 0.77 0.91 10 485 1 0 1 0 3
3J0L_8 - 0.93 0.88 1.00 7 183 0 0 0 0 1
3J0L_a - -0.01 0.00 0.00 0 1125 3 0 3 0 16
3J0L_1 - 0.65 0.47 0.90 9 1215 2 0 1 1 10
3J0L_h - 0.76 0.63 0.93 27 6076 4 0 2 2 16
3J0L_7 - 0.60 0.41 0.88 7 1217 1 0 1 0 10
3J0L_g - 0.00 0.00 0.00 0 465 0 0 0 0 4
3J0L_2 - 0.49 0.24 1.00 8 6208 0 0 0 0 25
3J16_L 0.75 0.57 1.00 17 2758 0 0 0 0 13
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.35 0.37 0.34 11 2818 22 3 18 1 19
3J2C_M - 0.37 0.16 0.83 34 106450 8 0 7 1 173
3J2C_O - 0.00 0.00 0.00 0 10296 0 0 0 0 63
3J2L_3 0.73 0.62 0.87 33 7837 7 0 5 2 20
3SN2_B 0.91 0.83 1.00 10 396 0 0 0 0 2
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 - 0.58 0.43 0.80 16 3140 4 0 4 0 21
3UZL_B 0.72 0.54 0.95 20 3549 1 0 1 0 17
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.85 0.73 1.00 29 4724 1 0 0 1 11
3ZEX_D 0.75 0.65 0.86 32 6984 5 0 5 0 17
3ZEX_G - 0.75 0.61 0.92 45 16422 7 0 4 3 29
3ZEX_E - 0.00 0.00 0.00 0 21914 33 1 30 2 77
4A1C_3 0.68 0.56 0.83 30 7104 6 0 6 0 24
4A1C_2 0.16 0.15 0.18 5 11753 29 5 18 6 28
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.71 0.50 1.00 21 4350 1 0 0 1 21
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.76 0.58 1.00 11 1315 0 0 0 0 8
4FRG_B 0.41 0.41 0.43 13 3456 17 3 14 0 19
4FRN_A 0.36 0.39 0.34 14 5110 27 3 24 0 22
4HXH_A - 1.00 1.00 1.00 6 319 0 0 0 0 0

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Performance of RNASLOpt - scored lower in this pairwise comparison

1. Total counts & total scores for RNASLOpt

Total Base Pair Counts
Total TP 524
Total TN 252873
Total FP 314
Total FP CONTRA 35
Total FP INCONS 252
Total FP COMP 27
Total FN 756
Total Scores
MCC 0.512
Average MCC ± 95% Confidence Intervals 0.625 ± 0.100
Sensitivity 0.409
Positive Predictive Value 0.646
Nr of predictions 41

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

RNA Chain Rfam family MCC SENS PPV TP TN FP FP CONTRA FP INCONS FP COMP FN
2LC8_A 0.47 0.35 0.64 7 1529 4 0 4 0 13
2LDL_A - 0.90 0.82 1.00 9 342 1 0 0 1 2
2LHP_A - 0.97 0.94 1.00 15 651 0 0 0 0 1
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 - 0.68 0.62 0.75 24 6073 9 0 8 1 15
2LQZ_A - 0.85 0.82 0.90 9 341 1 1 0 0 2
2LWK_A - 0.83 0.77 0.91 10 485 1 0 1 0 3
3J0L_8 - 0.70 0.50 1.00 4 186 0 0 0 0 4
3J0L_a - 0.26 0.19 0.38 3 1120 5 1 4 0 13
3J0L_1 - 0.65 0.47 0.90 9 1215 3 0 1 2 10
3J0L_h - 0.70 0.49 1.00 21 6084 0 0 0 0 22
3J0L_7 - -0.01 0.00 0.00 0 1212 13 0 13 0 17
3J0L_g - -0.01 0.00 0.00 0 461 4 1 3 0 4
3J0L_2 - 0.39 0.36 0.43 12 6188 18 2 14 2 21
3J16_L 0.53 0.40 0.71 12 2758 5 0 5 0 18
3J20_1 0.96 0.91 1.00 21 2905 0 0 0 0 2
3J20_0 0.66 0.57 0.77 17 2828 6 1 4 1 13
3J2C_M - 0.38 0.29 0.50 60 106370 64 11 50 3 147
3J2C_O - 0.62 0.49 0.78 31 10256 10 0 9 1 32
3J2L_3 0.56 0.43 0.72 23 7843 11 0 9 2 30
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 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 - 0.38 0.32 0.46 12 3134 14 0 14 0 25
3UZL_B 0.48 0.32 0.71 12 3553 5 0 5 0 25
3VJR_D - 0.96 0.92 1.00 12 618 0 0 0 0 1
3W3S_B 0.82 0.70 0.97 28 4724 2 0 1 1 12
3ZEX_D 0.76 0.59 0.97 29 6991 1 0 1 0 20
3ZEX_G - 0.00 0.00 0.00 0 16471 0 0 0 0 74
3ZEX_E - 0.00 0.00 0.00 0 21892 55 4 49 2 77
4A1C_3 0.67 0.52 0.88 28 7108 4 0 4 0 26
4A1C_2 0.23 0.24 0.22 8 11744 35 8 21 6 25
4A4U_A - 1.00 1.00 1.00 9 222 0 0 0 0 0
4AOB_A 0.26 0.19 0.38 8 4350 13 2 11 0 34
4ENB_A 0.76 0.58 1.00 11 1264 0 0 0 0 8
4ENC_A 0.65 0.47 0.90 9 1316 1 1 0 0 10
4FRG_B 0.56 0.47 0.68 15 3464 7 1 6 0 17
4FRN_A 0.20 0.17 0.26 6 5128 17 2 15 0 30
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.