**************************************************** Worst vs Least[19937, 2,-2,25000] [1] 94 36 [1] "Missing value rows excluded = 30 (31.9%)" [1] "Missing value columns would have been = 21 (58.3%)" Classifier 0 1 41 23 SNPs are coded as follows: SNP SNP_1 SNP_2 Assumed Genotype 1 1 0 0 Homozygous Reference 2 2 1 0 Heterozygous 3 3 1 1 Homozygous Variant [1] 64 72 Bagged Logic Regression Number of Iterations: 500 Logic Regression Type: Classification Max. Number of Leaves: 40 OOB Error Rate: 29.69% The 20 Most Important Interactions: Importance Proportion 1 1.88 0.004 2 1.88 0.008 3 1.87 0.022 4 1.85 0.002 5 1.85 0.002 6 1.85 0.002 7 1.80 0.058 8 1.80 0.014 9 1.80 0.026 10 1.77 0.002 11 1.77 0.002 12 1.77 0.002 13 1.75 0.002 14 1.74 0.004 15 1.73 0.002 16 1.73 0.002 17 1.72 0.002 18 1.71 0.014 19 1.70 0.002 20 1.69 0.010 Expression 1 TPH2.hCV8376042_1 & POMC.hCV3227244_2 & CRHR1.CRHR1.7450777_1 & !NR3C1.hCV1046360_1 2 TPH2.hCV8376042_1 & POMC.hCV3227244_2 & CRHR2.hCV15960586_1 & !NR3C1.hCV1046360_1 3 TPH2.hCV8376042_1 & POMC.hCV3227244_2 & !NR3C1.hCV1046360_1 4 !COMT.hCV2539306_2 & CRHR1.hCV2544836_1 & !CRHR2.hCV15960586_2 & !NR3C1.hCV11159943_2 5 !COMT.hCV2539306_2 & POMC.hCV3227244_1 & CRHR1.hCV2544836_1 & !CRHR2.hCV15960586_2 & !NR3C1.hCV8950998_2 6 COMT.hCV2538746_1 & CRHR1.hCV2544836_1 & !CRHR2.hCV15960586_2 & !NR3C1.hCV11159943_2 7 POMC.hCV3227244_2 & !NR3C1.hCV1046360_1 8 POMC.hCV3227244_2 & CRHR1.CRHR1.7450777_1 & !NR3C1.hCV1046360_1 9 POMC.hCV3227244_2 & CRHR2.hCV15960586_1 & !NR3C1.hCV1046360_1 10 POMC.hCV3227244_2 & CRHR2.hCV15960586_1 & !NR3C1.hCV11159943_2 & !NR3C1.hCV1046360_1 11 POMC.hCV3227244_1 & POMC.hCV3227244_2 & CRHR1.CRHR1.7450777_1 & !NR3C1.hCV1046360_1 12 POMC.hCV3227244_2 & CRHR1.CRHR1.7450777_1 & !NR3C1.hCV1046360_1 & !NR3C1.hCV1046360_2 13 TPH2.hCV8376042_1 & !TH.hCV243542_2 & CRHR1.CRHR1.7450777_1 & !CRHR2.hCV11823513_2 & !NR3C1.hCV11159943_2 14 POMC.hCV3227244_2 & !NR3C1.hCV11159943_2 & !NR3C1.hCV1046360_1 15 POMC.hCV3227244_2 & !NR3C1.hCV1046360_1 & !NR3C1.hCV1046360_2 16 TPH2.hCV8872233_1 & POMC.hCV3227244_2 & CRHR1.CRHR1.7450777_1 & !NR3C1.hCV1046360_1 17 !COMT.hCV11804654_2 & POMC.hCV3227244_2 & CRHR1.CRHR1.7450777_1 & !NR3C1.hCV1046360_1 18 TPH2.hCV8872233_1 & POMC.hCV3227244_2 & !NR3C1.hCV1046360_1 19 SLC6A4.hCV7911143_1 & CRHR1.hCV2544836_1 & !CRHR1.hCV2544830_2 & !CRHR2.hCV15960586_2 & !NR3C1.hCV11159943_2 20 !COMT.hCV11804654_2 & POMC.hCV3227244_2 & !NR3C1.hCV1046360_1 Misclassification rate = 3.13% **************************************************** Worst vs Least (Females Only)[19937, 2,-2,25000] [1] 76 42 [1] "Missing value rows excluded = 23 (30.3%)" [1] "Missing value columns would have been = 18 (42.9%)" Classifier 0 1 32 21 SNPs are coded as follows: SNP SNP_1 SNP_2 Assumed Genotype 1 1 0 0 Homozygous Reference 2 2 1 0 Heterozygous 3 3 1 1 Homozygous Variant [1] 53 84 Bagged Logic Regression Number of Iterations: 500 Logic Regression Type: Classification Max. Number of Leaves: 40 OOB Error Rate: 35.85% The 20 Most Important Interactions: Importance Proportion 1 2.05 0.002 2 2.02 0.002 3 1.95 0.002 4 1.93 0.002 5 1.91 0.002 6 1.87 0.002 7 1.85 0.002 8 1.83 0.002 9 1.78 0.002 10 1.77 0.002 11 1.76 0.002 12 1.75 0.004 13 1.74 0.006 14 1.74 0.002 15 1.74 0.002 16 1.74 0.002 17 1.71 0.068 18 1.71 0.008 19 1.70 0.002 20 1.70 0.002 Expression 1 TPH2.hCV11407441_1 & !SLC6A4.hCV7911132_2 & !COMT.hCV3274705_1 & !NR3C1.hCV8950998_2 2 MAOB.hCV15763403_1 & MAOB.hCV8878790_1 & !NR3C1.hCV11159943_1 3 MAOB.hCV15763403_2 & POMC.hCV3227244_2 & CRHR1.hCV2544830_1 & !NR3C1.hCV1046360_2 4 SLC6A4.hCV7911143_1 & !MAOB.hCV8878790_2 & CRHR1.hCV2544830_1 & !NR3C1.hCV11159943_2 5 SLC6A4.hCV7911143_1 & COMT.hCV11804654_1 & CRHR1.hCV2544836_1 & !CRHR2.hCV11823513_2 & !NR3C1.hCV11159943_2 6 TPH2.hCV8376173_1 & !MAOB.hCV8878790_2 & COMT.hCV2538746_1 & CRHR1.hCV2544836_1 & !NR3C1.hCV11159943_2 7 SLC6A4.hCV1841702_1 & CRHR1.hCV2257689_1 & !CRHR2.hCV11823513_2 & NR3C1.hCV1046353_1 8 !MAOA.hCV8878818_2 & CRHR1.hCV2544836_1 & !CRHR2.hCV11823513_2 & NR3C1.hCV11837659_2 9 TPH2.hCV11407441_1 & MAOB.hCV8878790_1 & CRHR1.hCV2544830_1 & NR3C1.hCV11837659_2 & !NR3C1.hCV11159943_1 10 POMC.hCV3227244_2 & CRHR1.CRHR1.7450777_2 & CRHR2.hCV15960586_1 & NR3C1.hCV8950988_2 & NR3C1.hCV1046353_1 11 POMC.hCV3227244_2 & CRHR1.CRHR1.7450777_2 & NR3C1.hCV8950988_2 & NR3C1.hCV1046353_1 12 !SLC6A4.hCV7911132_2 & CRHR1.CRHR1.7450777_1 & !NR3C1.hCV11159943_1 13 !SLC6A4.hCV7911132_2 & CRHR2.hCV15960586_1 & !NR3C1.hCV11159943_1 14 MAOB.hCV15763403_2 & POMC.hCV3227244_2 & CRHR1.hCV2257689_1 & !NR3C1.hCV1046360_2 15 MAOB.hCV15763403_2 & POMC.hCV3227244_2 & CRHR1.CRHR1.7450777_1 & CRHR1.hCV2544836_1 & !NR3C1.hCV11159943_2 16 MAOB.hCV15763403_2 & POMC.hCV3227244_2 & CRHR1.hCV2257689_1 & NR3C1.hCV1046353_1 17 POMC.hCV3227244_2 & !NR3C1.hCV1046360_1 18 POMC.hCV3227244_2 & CRHR1.CRHR1.7450777_1 & !NR3C1.hCV1046360_1 19 POMC.hCV3227244_2 & CRHR2.hCV15960586_1 & !NR3C1.hCV8950998_2 & !NR3C1.hCV1046360_1 20 POMC.hCV3227244_2 & CRHR2.hCV15960586_1 & !NR3C1.hCV1046360_1 Misclassification rate = 1.89% **************************************************** Middle vs Least[19937, 2,-2,25000] [1] 130 36 [1] "Missing value rows excluded = 42 (32.3%)" [1] "Missing value columns would have been = 24 (66.7%)" Classifier 0 1 41 47 SNPs are coded as follows: SNP SNP_1 SNP_2 Assumed Genotype 1 1 0 0 Homozygous Reference 2 2 1 0 Heterozygous 3 3 1 1 Homozygous Variant [1] 88 72 Bagged Logic Regression Number of Iterations: 500 Logic Regression Type: Classification Max. Number of Leaves: 40 OOB Error Rate: 55.68% The 20 Most Important Interactions: Importance Proportion Expression 1 2.99 0.002 TPH2.hCV8872233_1 & SLC6A4.hCV7911132_1 & !TH.hCV243542_2 2 2.95 0.002 SLC6A4.hCV7911132_1 & !TH.hCV243542_2 & !CRHR2.hCV15872871_2 3 2.93 0.008 SLC6A4.hCV7911132_1 & !SLC6A4.hCV7911132_2 & !TH.hCV243542_2 4 2.92 0.006 SLC6A4.hCV7911132_1 & POMC.hCV3227244_2 5 2.89 0.006 SLC6A4.hCV7911132_1 & !TH.hCV243542_2 & POMC.hCV3227244_2 6 2.85 0.004 SLC6A4.hCV7911132_1 & CRHR1.hCV2257689_1 7 2.83 0.002 SLC6A4.hCV7911132_1 & !COMT.hCV2539273_2 & POMC.hCV3227244_2 8 2.83 0.012 SLC6A4.hCV7911132_1 & !SLC6A4.hCV7911132_2 9 2.79 0.002 SLC6A4.hCV7911132_1 & !TH.hCV243542_2 & !COMT.hCV2539273_2 & POMC.hCV3227244_2 10 2.75 0.002 SLC6A4.hCV7911132_1 & SLC6A4.hCV7911143_1 & !TH.hCV243542_2 & CRHR1.CRHR1.7450777_1 11 2.75 0.002 SLC6A4.hCV7911132_1 & SLC6A4.hCV7911143_1 & !TH.hCV243542_2 12 2.70 0.002 TPH2.hCV8376042_1 & SLC6A4.hCV7911132_1 & !TH.hCV243542_2 & NR3C1.hCV1046353_1 13 2.67 0.014 SLC6A4.hCV7911132_1 & POMC.hCV3227244_2 & CRHR1.hCV2257689_1 14 2.66 0.018 SLC6A4.hCV7911132_1 & SLC6A4.hCV7911143_1 15 2.64 0.002 SLC6A4.hCV7911132_1 & SLC6A4.hCV7911143_1 & !TH.hCV243542_2 & !COMT.hCV2539273_2 16 2.63 0.002 SLC6A4.hCV7911132_1 & !CRHR2.hCV15872871_2 17 2.60 0.002 SLC6A4.hCV7911132_1 & POMC.hCV3227244_2 & !CRHR1.hCV2544830_2 18 2.60 0.004 !SLC6A4.hCV7911143_2 & POMC.hCV3227244_2 19 2.54 0.006 SLC6A4.hCV7911132_1 & SLC6A4.hCV7911143_1 & !COMT.hCV2539273_2 20 2.52 0.002 SLC6A4.hCV7911132_1 & POMC.hCV3227244_2 & !CRHR1.hCV1570087_2 Misclassification rate = 4.55% **************************************************** Worst vs Middle[19937, 2,-2,25000] [1] 96 36 [1] "Missing value rows excluded = 26 (27.1%)" [1] "Missing value columns would have been = 20 (55.6%)" Classifier 0 1 47 23 SNPs are coded as follows: SNP SNP_1 SNP_2 Assumed Genotype 1 1 0 0 Homozygous Reference 2 2 1 0 Heterozygous 3 3 1 1 Homozygous Variant [1] 70 72 Bagged Logic Regression Number of Iterations: 500 Logic Regression Type: Classification Max. Number of Leaves: 40 OOB Error Rate: 40% The 20 Most Important Interactions: Importance Proportion 1 2.12 0.002 2 2.11 0.002 3 1.97 0.008 4 1.97 0.002 5 1.97 0.004 6 1.96 0.002 7 1.96 0.002 8 1.93 0.002 9 1.93 0.004 10 1.91 0.002 11 1.90 0.002 12 1.89 0.002 13 1.86 0.002 14 1.85 0.002 15 1.85 0.002 16 1.83 0.002 17 1.83 0.002 18 1.83 0.002 19 1.83 0.002 20 1.83 0.002 Expression 1 TPH2.hCV15836061_1 & !TH.hCV243542_1 & !CRHR1.hCV2544830_2 & !NR3C1.hCV1046360_1 2 TPH2.hCV8376042_1 & !TH.hCV243542_2 & !COMT.hCV11804654_2 & !COMT.hCV3274705_1 & POMC.hCV3227244_2 & !NR3C1.hCV11159943_2 3 TPH2.hCV245410_1 & !COMT.hCV3274705_1 & !NR3C1.hCV1046360_1 4 TPH2.hCV245410_1 & !COMT.hCV3274705_1 & !COMT.hCV3274705_2 & !NR3C1.hCV1046360_1 5 TPH2.hCV245410_1 & !COMT.hCV3274705_1 & !NR3C1.hCV1046360_1 & !NR3C1.hCV1046360_2 6 TPH2.hCV8376042_1 & TPH2.hCV245410_1 & !COMT.hCV3274705_1 & !NR3C1.hCV1046360_1 7 TPH2.hCV245410_1 & !COMT.hCV3274705_1 & NR3C1.hCV11837659_2 & !NR3C1.hCV1046360_1 8 TPH2.hCV8376042_1 & !COMT.hCV3274705_1 & !NR3C1.hCV1046360_1 9 TPH2.hCV11407441_1 & !COMT.hCV3274705_1 & !NR3C1.hCV1046360_1 10 TPH2.hCV15836061_1 & !COMT.hCV3274705_1 & NR3C1.hCV11837659_1 & !NR3C1.hCV1046360_1 11 TPH2.hCV8376173_1 & !COMT.hCV3274705_1 & !NR3C1.hCV1046360_1 12 TPH2.hCV11407441_1 & !COMT.hCV11804654_2 & !COMT.hCV3274705_1 & POMC.hCV3227244_2 & !NR3C1.hCV11159943_2 13 TPH2.hCV11407441_1 & !TH.hCV243542_1 & !CRHR1.hCV2544830_2 & !NR3C1.hCV1046360_1 14 CRHR1.hCV2544843_1 & CRHR1.hCV2544836_1 & !CRHR1.hCV2544830_2 & !CRHR2.hCV15960586_2 15 TPH2.hCV8376042_1 & TPH2.hCV245410_1 & !CRHR1.hCV2544830_2 & !NR3C1.hCV1046360_1 16 TPH2.hCV8376173_1 & !TPH2.hCV8872233_2 & !TH.hCV243542_1 & COMT.hCV11804654_1 & !NR3C1.hCV1046361_1 17 TPH2.hCV15836061_1 & !TPH2.hCV8872233_2 & !TH.hCV243542_1 & COMT.hCV11804654_1 & !NR3C1.hCV11159943_2 18 TPH2.hCV11407441_1 & !TH.hCV243542_1 & !COMT.hCV3274705_1 & !NR3C1.hCV1046360_1 19 TPH2.hCV8376042_1 & !TH.hCV243542_1 & !COMT.hCV3274705_1 & !NR3C1.hCV1046361_2 & !NR3C1.hCV1046360_1 20 TPH2.hCV8376042_1 & !TH.hCV243542_1 & !COMT.hCV3274705_1 & !NR3C1.hCV1046360_1 Misclassification rate = 8.57% **************************************************** Sick (Worst + Middle) vs Least[19937, 2,-2,25000] [1] 160 36 [1] "Missing value rows excluded = 49 (30.6%)" [1] "Missing value columns would have been = 25 (69.4%)" Classifier 0 1 41 70 SNPs are coded as follows: SNP SNP_1 SNP_2 Assumed Genotype 1 1 0 0 Homozygous Reference 2 2 1 0 Heterozygous 3 3 1 1 Homozygous Variant [1] 111 72 Bagged Logic Regression Number of Iterations: 500 Logic Regression Type: Classification Max. Number of Leaves: 40 OOB Error Rate: 43.24% The 20 Most Important Interactions: Importance Proportion Expression 1 3.54 0.002 TPH2.hCV8376042_1 & SLC6A4.hCV7911132_1 & !TH.hCV243542_2 2 3.38 0.002 TPH2.hCV8376146_1 & !TH.hCV243542_2 3 3.27 0.002 TPH2.hCV8376146_1 & !TH.hCV243542_2 & CRHR1.CRHR1.7450777_1 & !NR3C1.hCV11159943_2 4 3.24 0.002 TPH2.hCV8376173_1 & SLC6A4.hCV7911132_1 & !TH.hCV243542_2 & !COMT.hCV2539273_2 5 3.18 0.002 TPH2.hCV15836061_1 & SLC6A4.hCV7911132_1 & !TH.hCV243542_2 6 3.17 0.002 TPH2.hCV8376042_1 & !TH.hCV243542_2 & !CRHR2.hCV11823513_2 & !NR3C1.hCV11159943_2 7 3.17 0.004 SLC6A4.hCV7911132_1 & CRHR1.hCV2257689_1 8 3.15 0.012 !SLC6A4.hCV7911143_2 & POMC.hCV3227244_2 9 3.11 0.002 TPH2.hCV8376173_1 & !TH.hCV243542_2 & !NR3C1.hCV8950998_2 10 3.10 0.002 !TH.hCV243542_2 & !CRHR2.hCV11823513_2 & !NR3C1.hCV11159943_2 11 3.07 0.004 POMC.hCV3227244_2 12 3.06 0.002 TPH2.hCV11407441_1 & SLC6A4.hCV7911132_1 & !COMT.hCV2539273_2 13 3.06 0.016 SLC6A4.hCV7911132_1 & POMC.hCV3227244_2 14 3.01 0.002 TPH2.hCV8376173_1 & SLC6A4.hCV7911132_1 & !COMT.hCV2539273_2 & CRHR1.hCV2257689_1 15 2.99 0.006 SLC6A4.hCV7911132_1 & !COMT.hCV2539273_2 & POMC.hCV3227244_2 16 2.95 0.002 TPH2.hCV8872233_1 & !NR3C1.hCV1046360_2 17 2.93 0.002 POMC.hCV3227244_2 & !CRHR1.hCV1570087_2 18 2.92 0.002 !TH.hCV243542_2 & POMC.hCV3227244_2 19 2.92 0.002 TPH2.hCV15836061_1 & TPH2.hCV11407441_1 & !TH.hCV243542_2 & CRHR1.CRHR1.7450777_1 20 2.91 0.002 TPH2.hCV8376173_1 & CRHR1.hCV2544830_1 & CRHR1.hCV2257689_1 Misclassification rate = 10.81% **************************************************** Sick: Female vs Male[19937, 2,-2,25000] [1] 96 36 [1] "Missing value rows excluded = 26 (27.1%)" [1] "Missing value columns would have been = 20 (55.6%)" Classifier 0 1 60 10 SNPs are coded as follows: SNP SNP_1 SNP_2 Assumed Genotype 1 1 0 0 Homozygous Reference 2 2 1 0 Heterozygous 3 3 1 1 Homozygous Variant [1] 70 72 Bagged Logic Regression Number of Iterations: 500 Logic Regression Type: Classification Max. Number of Leaves: 40 OOB Error Rate: 15.71% The 22 Most Important Interactions: Importance Proportion 1 1.29 0.002 2 1.24 0.002 3 1.12 0.002 4 1.12 0.002 5 1.12 0.002 6 1.12 0.002 7 1.11 0.002 8 1.11 0.002 9 1.11 0.002 10 1.11 0.044 11 1.05 0.002 12 1.04 0.002 13 1.04 0.002 14 1.04 0.002 15 1.03 0.004 16 1.02 0.002 17 1.01 0.002 18 1.01 0.002 19 0.99 0.002 20 0.99 0.002 21 0.99 0.002 22 0.99 0.002 Expression 1 TPH2.hCV8376146_1 & !TPH2.hCV245410_2 & SLC6A4.hCV1841702_1 & COMT.hCV2539273_1 & CRHR2.hCV15960586_2 2 !TPH2.hCV8376173_2 & CRHR2.hCV15960586_2 & !NR3C1.hCV11837659_2 & !NR3C1.hCV1046360_2 3 !TPH2.hCV11407441_1 & !NR3C1.hCV1046360_1 & !NR3C1.hCV1046360_2 4 !TPH2.hCV11407441_1 & CRHR1.hCV2257689_1 & !NR3C1.hCV1046360_1 5 !TPH2.hCV11407441_1 & !TPH2.hCV245410_2 & !NR3C1.hCV1046360_1 6 !TPH2.hCV15836061_2 & !TPH2.hCV11407441_1 & !NR3C1.hCV1046360_1 7 !TPH2.hCV8376173_2 & !TPH2.hCV11407441_1 & !TPH2.hCV11407441_2 & !NR3C1.hCV1046360_1 8 !TPH2.hCV11407441_1 & CRHR1.hCV1570087_1 & !NR3C1.hCV1046360_1 9 !TPH2.hCV11407441_1 & CRHR1.hCV2257689_1 & !NR3C1.hCV1046360_1 & !NR3C1.hCV1046360_2 10 !TPH2.hCV11407441_1 & !NR3C1.hCV1046360_1 11 !TPH2.hCV11407441_1 & !TH.hCV243542_2 & COMT.hCV2538747_1 & !CRHR1.hCV2544843_2 12 !TPH2.hCV11407441_1 & !TPH2.hCV245410_2 & !SLC6A4.hCV1841702_2 & CRHR1.hCV1570087_1 13 !TPH2.hCV11407441_1 & !SLC6A4.hCV1841702_2 & CRHR1.hCV2544830_1 14 !TPH2.hCV8376146_2 & !TPH2.hCV11407441_1 & !SLC6A4.hCV1841702_2 & CRHR1.hCV1570087_1 15 !TPH2.hCV11407441_1 & !SLC6A4.hCV1841702_2 & !TH.hCV243542_2 16 !TPH2.hCV8376146_2 & !TPH2.hCV11407441_1 & !CRHR1.hCV2544836_2 & CRHR1.hCV2257689_1 17 !TPH2.hCV11407441_1 & !CRHR1.hCV2544843_2 & !CRHR1.hCV2544836_2 & !CRHR1.hCV2544830_2 18 !TPH2.hCV8376146_2 & !SLC6A4.hCV7911132_2 & !SLC6A4.hCV7911143_2 & !CRHR1.hCV2544836_2 & CRHR1.hCV1570087_1 & !NR3C1.hCV1046360_1 19 !TPH2.hCV8376042_1 & !TPH2.hCV245410_2 & !SLC6A4.hCV1841702_2 & TH.hCV1843075_1 20 !TPH2.hCV15836061_2 & CRHR1.hCV2544843_1 & !NR3C1.hCV8950988_2 & !NR3C1.hCV1046360_2 21 !COMT.hCV2538746_2 & COMT.hCV2539273_1 & CRHR1.CRHR1.7450777_2 & CRHR2.hCV15960586_2 & !NR3C1.hCV11159943_2 & !NR3C1.hCV1046360_1 22 TPH2.hCV8376146_1 & !TPH2.hCV245410_2 & COMT.hCV2539273_1 & !COMT.hCV3274705_2 & CRHR2.hCV15960586_2 Misclassification rate = 4.29% **************************************************** Random Classification[19937, 2,-2,25000] [1] 160 36 [1] "Missing value rows excluded = 49 (30.6%)" [1] "Missing value columns would have been = 25 (69.4%)" Classifier 0 1 59 52 SNPs are coded as follows: SNP SNP_1 SNP_2 Assumed Genotype 1 1 0 0 Homozygous Reference 2 2 1 0 Heterozygous 3 3 1 1 Homozygous Variant [1] 111 72 Bagged Logic Regression Number of Iterations: 500 Logic Regression Type: Classification Max. Number of Leaves: 40 OOB Error Rate: 54.05% The 20 Most Important Interactions: Importance Proportion 1 3.05 0.002 2 3.02 0.002 3 2.67 0.002 4 2.66 0.002 5 2.62 0.002 6 2.61 0.002 7 2.61 0.002 8 2.60 0.002 9 2.59 0.002 10 2.51 0.004 11 2.50 0.002 12 2.50 0.002 13 2.48 0.002 14 2.46 0.002 15 2.45 0.002 16 2.44 0.002 17 2.42 0.002 18 2.42 0.002 19 2.41 0.002 20 2.41 0.004 Expression 1 TPH2.hCV11407441_1 & SLC6A4.hCV1841702_1 & !CRHR1.hCV2544836_2 & CRHR2.hCV15960586_2 2 TPH2.hCV11407441_1 & SLC6A4.hCV1841702_1 & !TH.hCV243542_2 & CRHR2.hCV15960586_2 3 SLC6A4.hCV1841702_1 & !SLC6A4.hCV7911143_2 & NR3C1.hCV1046360_1 4 !SLC6A4.hCV7911132_2 & !SLC6A4.hCV7911143_2 & !COMT.hCV11804654_2 & POMC.hCV3227244_1 & !NR3C1.hCV1046361_2 5 !SLC6A4.hCV7911132_2 & !SLC6A4.hCV7911143_2 & !TH.hCV1843075_2 & !COMT.hCV11804654_2 6 !SLC6A4.hCV7911132_2 & !SLC6A4.hCV7911143_2 & !COMT.hCV11804654_2 & CRHR1.hCV2544836_1 7 SLC6A4.hCV1841702_1 & POMC.hCV3227244_2 & !NR3C1.hCV1046353_2 & NR3C1.hCV1046360_1 8 TPH2.hCV11407441_1 & TPH2.hCV245410_1 & !SLC6A4.hCV7911132_2 & !NR3C1.hCV1046360_2 9 SLC6A4.hCV1841702_1 & !SLC6A4.hCV7911143_2 & POMC.hCV3227244_2 & !NR3C1.hCV1046353_2 10 !SLC6A4.hCV1841702_2 & !SLC6A4.hCV7911132_2 & POMC.hCV3227244_1 & !NR3C1.hCV1046361_1 11 SLC6A4.hCV1841702_1 & POMC.hCV3227244_2 & !NR3C1.hCV1046353_2 12 !SLC6A4.hCV7911132_2 & !SLC6A4.hCV7911143_2 & !TH.hCV1843075_2 & !COMT.hCV11804654_2 & NR3C1.hCV8950988_1 13 TPH2.hCV11407441_1 & SLC6A4.hCV1841702_1 & CRHR2.hCV11823513_2 14 !SLC6A4.hCV7911132_2 & !COMT.hCV11804654_2 & POMC.hCV3227244_2 & !NR3C1.hCV8950998_2 15 !SLC6A4.hCV7911132_2 & !COMT.hCV11804654_2 & POMC.hCV3227244_2 & NR3C1.hCV1046353_1 16 TPH2.hCV11407441_1 & !SLC6A4.hCV7911132_2 & !COMT.hCV11804654_2 & POMC.hCV3227244_2 17 !SLC6A4.hCV7911132_2 & !SLC6A4.hCV7911143_2 & !COMT.hCV11804654_2 & !NR3C1.hCV11159943_2 18 SLC6A4.hCV1841702_1 & POMC.hCV3227244_2 & CRHR2.hCV11823513_1 & NR3C1.hCV1046360_1 19 !SLC6A4.hCV1841702_2 & !SLC6A4.hCV7911132_2 & CRHR2.hCV11823513_1 & !NR3C1.hCV1046361_1 20 SLC6A4.hCV1841702_1 & POMC.hCV3227244_2 & NR3C1.hCV1046360_1 Misclassification rate = 8.11% 4851.27 923.36 6150.86