From 2be925453491a921f9c80286c5c8f9f53c7e5375 Mon Sep 17 00:00:00 2001 From: noah Date: Thu, 13 Oct 2022 16:10:36 -0500 Subject: [PATCH] Finalizing Part A --- .~lock.lab5_expression3.docx# | 2 +- Schrick-Noah_CS-6643_Lab-5.R | 22 +++++++++++++++++++++- lab5_expression3.docx | Bin 32872 -> 74450 bytes 3 files changed, 22 insertions(+), 2 deletions(-) diff --git a/.~lock.lab5_expression3.docx# b/.~lock.lab5_expression3.docx# index 9c2cc5e..1269447 100644 --- a/.~lock.lab5_expression3.docx# +++ b/.~lock.lab5_expression3.docx# @@ -1 +1 @@ -,noah,NovaArchSys,13.10.2022 15:00,file:///home/noah/.config/libreoffice/4; \ No newline at end of file +,noah,NovaArchSys,13.10.2022 16:10,file:///home/noah/.config/libreoffice/4; \ No newline at end of file diff --git a/Schrick-Noah_CS-6643_Lab-5.R b/Schrick-Noah_CS-6643_Lab-5.R index 35eb43f..48e295c 100644 --- a/Schrick-Noah_CS-6643_Lab-5.R +++ b/Schrick-Noah_CS-6643_Lab-5.R @@ -48,4 +48,24 @@ dim(GxS.covfilter) pheno.factor <- as.factor(colnames(GxS.covfilter)) pheno.factor str(pheno.factor) -levels(pheno.factor) \ No newline at end of file +levels(pheno.factor) + + +#### Part A: Logistic Regression +# make sure HC is the reference level +pheno.factor.relevel <- relevel(pheno.factor,"HC") +levels(pheno.factor.relevel) +# also rename levels "0"/"1" from 1/2 +levels(pheno.factor.relevel)[levels(pheno.factor.relevel)=="MDD"] <- 1 +levels(pheno.factor.relevel)[levels(pheno.factor.relevel)=="HC"] <- 0 + +# Fit logistic model of first gene to phenotype data +gene.row <- 2 +gene.name <-rownames(GxS.covfilter)[gene.row] +gene.expr <- GxS.covfilter[gene.row,] +gene.fit <- glm(pheno.factor.relevel~gene.expr, family=binomial) +summary(gene.fit) +coeff.mat <- coef(summary(gene.fit)) +b0 <- coeff.mat[1,1] +b1 <- coeff.mat[2,1] +b1.pval <- coeff.mat[2,4] \ No newline at end of file diff --git a/lab5_expression3.docx b/lab5_expression3.docx index 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