From 8911f7d95b771d5122abcd512169e1db963a2c9d Mon Sep 17 00:00:00 2001 From: sylvieddl Date: Thu, 23 Apr 2026 10:57:36 -0700 Subject: [PATCH 1/7] testing --- .DS_Store | Bin 0 -> 8196 bytes .gitignore | 4 ++++ Assignment 2.Rproj | 13 +++++++++++++ analysis.R | 1 + 4 files changed, 18 insertions(+) create mode 100644 .DS_Store create mode 100644 .gitignore create mode 100644 Assignment 2.Rproj create mode 100644 analysis.R diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..0648c26a36a622121a1e3c6d8703a87678a9957c GIT binary patch literal 8196 zcmeHMYitx%6u#%SzzlWdmQpD&3rjb=i!7y>0)pFZc?*T^(ryc-&h88_VLDTHW_PRD zxELP^CcZExCMLf9g^!pRU%^M>4-_AXX^fA=#Q1|KF>0c}{GsR0oh8t+zkCGZ++^;V zd(S=h-gD;r=FZtAgg~;OuO_645F+8lC9A{gGKK5;HL1{`rxqokJs~>Lh)1++$sL(A zI_wA|5Jn)3Kp25A0$~KMgb3i7&5Km!+!xxg4kHjo;C~qb{(gw!#bqLpWg-1n2UdOx zfRd*Ge!+Xp1ALokAQOQs3+bEUoFaRGz!ZWM1B5y1qkK5ZL?FvT3UdO&oItQL1Q`nW 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README.md | 8 ++++++++ analysis.R | 1 - code/analysis.R | 48 +++++++++++++++++++++++++++++++++++++++++++ figures/Figure1.jpeg | Bin 0 -> 233841 bytes figures/Figure1.png | Bin 0 -> 42500 bytes 7 files changed, 57 insertions(+), 1 deletion(-) delete mode 100644 analysis.R create mode 100644 code/analysis.R create mode 100644 figures/Figure1.jpeg create mode 100644 figures/Figure1.png diff --git a/.DS_Store b/.DS_Store index 0648c26a36a622121a1e3c6d8703a87678a9957c..8007dc3860714c55c41b2b006f7656783223300c 100644 GIT binary patch delta 347 zcmZp1XbF&DU|?W$DortDU{C-uIe-{M3-C-V6q~50D9Q!oFar4u3`Gp748=+1#RW+@ z8w;ngPi)}b%+A5WAq-N%&XC5C$&k)a3Q;v#L7;)d*wj!*!N}Nf@(Ka_dNc(&>4w3{ z`MCu^tuTP5A~)Z~B`GIA2`J6cKL4A>^Yh0Yfou#_DMY9$$j~8VU0HBZUQT{qI?xKn z%{&6X**7-Sun96l9H+nyq+LOQva#?x^JIRRKoKTLP-%b^0E5Q>L{Bb|>77`?v$<3F GI}-rB!b*Jr delta 120 zcmZn(XmOBWU|?W$DortDU;r^WfEYvza8E20o2aKK$^w!H@);OX7!nyu7!s4piwiau zPGg_gz`L29gN1{UW%C5V-|T|SK!rdc!3`u_K?ZCr{LVa?UnP(Os2yZ1!{m6Lshb% + mutate( + smoke=as.factor(smoke), + female=as.factor(female), + cardiac=as.factor(cardiac) + ) + +#Table 1 +myVars<-c("smoke", "female", "age", "cardiac", "cost") +catVars<-c("smoke", "female", "cardiac") + +table1<- CreateTableOne(vars=myVars, data=hw2_df, factorVars = catVars) + +print(table1, showAllLevels = TRUE) + +# Logistic model, cardiac as outcome +model <- glm(cardiac~ cost + age + female + smoke, + data=clean_df, + family="binomial") + +summary(model) +exp(coef(model)) + +# Distribution of cost by cardiac status +p <- clean_df %>% + ggplot( aes(x=cost, fill=cardiac)) + + geom_histogram( color="#e9ecef", alpha=0.6, position = 'identity') + + scale_fill_manual(values=c("#69b3a2", "#404080")) + + theme_classic() + + labs(fill="cardiac", + title="Distribution of cost by cardiac") + +p + +ggsave("figures/Figure1.png", plot=p) + diff --git a/figures/Figure1.jpeg b/figures/Figure1.jpeg new file mode 100644 index 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zwu(-H)9^e-j{xlqUO;NG>&{YK22B8#^9br655Gp84KcwKv(^_Axu*L>Vk%Vsx&sk8 z$DWg3zYR&njukBG}=z8g7^h{GqQebbRe_!lHlVmSbRaae=VTjwYSjREk%;bExYCuY-lY)HC-_xhWU^H!i8o~6qj7lhq3_|SXH%JCJ&2^zV4w(jU zWzn#7{%%B#Q`GGQZgD_9#UWo4m}@YeU)=`1t^($~qCIIfXqbrOIGRZr4!R{{eQt>$ zeV*+m-<#U$6czD04jSr^{$Ic1IZ82|)e#zg~*smj$2#I4d59wHBd7&U21 z2x371w|&u$?oaDa4JrU}-2y}H<0S83F0!cfT5G6OlUk4+yda52S|PKG#brVf<+J%{ zi#bmJStBZn^x1l$Ewm9=;$|u6MIuB(-a;ZGGYZ{*aTQqDR=(A>QTyOQIn%0Gn0ZHc zF&a0AfWc(U83j;KHDQp_`1_*E^&NQ0ci{n$DexBz|qQSi)KWV4MN!0v?Dg@kVYe$cFAV|#GSQepN>+N`Af4_Fl|qNr#* z9$uixOy?C$KvS1IN&=vfs=E)#*%gp%A;wOsj#!LhXKhB&o=rgB_`^IjXr~XcmRy&P zf$$yTej4P5#w^v1vA7w!ZcB0N8L1xQT Date: Mon, 27 Apr 2026 10:31:19 -0700 Subject: [PATCH 3/7] Update README.md --- README.md | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index cbb9a47..d465eb3 100644 --- a/README.md +++ b/README.md @@ -4,10 +4,13 @@ This repository includes the simulated data for Assignment #2. Fork this reposit The csv file for `cohort` in the `raw-data` folder includes 5,000 observations with variables `smoke`, `female`, `age`, `cardiac`, and `cost`. -Results +#Summary of findings: I modeled the association between the cost and cardiac variables using a logistic regression and adjusted for age, sex, and smoke. Every 1 unit increase in cost is associated with a 1 fold increase in odds of cardiac. While cost appears reasonably normally distributed, those with cardiac=1 have much higher cost on average. -![Alt Text](figures/Figure1.png) \ No newline at end of file +#AI statement: +I did not use any generative AI technology to complete this assignment. + +![Alt Text](figures/Figure1.png) From 63441e2cde33f2f4dd38c2d4ae7d50f9fd0360c1 Mon Sep 17 00:00:00 2001 From: Sylvie Dobrota Lai <159853205+sylvieddl@users.noreply.github.com> Date: Mon, 27 Apr 2026 10:31:40 -0700 Subject: [PATCH 4/7] Update README.md --- README.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/README.md b/README.md index d465eb3..a8b071b 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,5 @@ # Assignment #2 Repository -This repository includes the simulated data for Assignment #2. Fork this repository and add your analysis as described in the canvas assignment. - The csv file for `cohort` in the `raw-data` folder includes 5,000 observations with variables `smoke`, `female`, `age`, `cardiac`, and `cost`. #Summary of findings: From 13a37bbfe9493126596c5badab172c4d3611baab Mon Sep 17 00:00:00 2001 From: Sylvie Dobrota Lai <159853205+sylvieddl@users.noreply.github.com> Date: Mon, 27 Apr 2026 10:31:56 -0700 Subject: [PATCH 5/7] Update README.md --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index a8b071b..3b74cb9 100644 --- a/README.md +++ b/README.md @@ -2,13 +2,13 @@ The csv file for `cohort` in the `raw-data` folder includes 5,000 observations with variables `smoke`, `female`, `age`, `cardiac`, and `cost`. -#Summary of findings: +# Summary of findings: I modeled the association between the cost and cardiac variables using a logistic regression and adjusted for age, sex, and smoke. Every 1 unit increase in cost is associated with a 1 fold increase in odds of cardiac. While cost appears reasonably normally distributed, those with cardiac=1 have much higher cost on average. -#AI statement: +# AI statement: I did not use any generative AI technology to complete this assignment. ![Alt Text](figures/Figure1.png) From 009e42da4415740a4faf672ff9754dccf20f1c57 Mon Sep 17 00:00:00 2001 From: Sylvie Dobrota Lai <159853205+sylvieddl@users.noreply.github.com> Date: Mon, 27 Apr 2026 10:32:17 -0700 Subject: [PATCH 6/7] Update README.md --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 3b74cb9..5824ab6 100644 --- a/README.md +++ b/README.md @@ -2,13 +2,13 @@ The csv file for `cohort` in the `raw-data` folder includes 5,000 observations with variables `smoke`, `female`, `age`, `cardiac`, and `cost`. -# Summary of findings: +## Summary of findings: I modeled the association between the cost and cardiac variables using a logistic regression and adjusted for age, sex, and smoke. Every 1 unit increase in cost is associated with a 1 fold increase in odds of cardiac. While cost appears reasonably normally distributed, those with cardiac=1 have much higher cost on average. -# AI statement: +## AI statement: I did not use any generative AI technology to complete this assignment. ![Alt Text](figures/Figure1.png) From 261331c8c205e4d7d2c37d36fcc164bc513941e6 Mon Sep 17 00:00:00 2001 From: Sylvie Dobrota Lai <159853205+sylvieddl@users.noreply.github.com> Date: Mon, 1 Jun 2026 11:53:15 -0700 Subject: [PATCH 7/7] Add files via upload --- code/Assignment4_ReproducibleReport.qmd | 125 ++++++++++++++++++++++++ 1 file changed, 125 insertions(+) create mode 100644 code/Assignment4_ReproducibleReport.qmd diff --git a/code/Assignment4_ReproducibleReport.qmd b/code/Assignment4_ReproducibleReport.qmd new file mode 100644 index 0000000..9cbbc1a --- /dev/null +++ b/code/Assignment4_ReproducibleReport.qmd @@ -0,0 +1,125 @@ +--- +title: "EPI 203 Assignment 4: Reproducible Report" +author: "Sylvie Dobrota Lai" +date: today +format: pdf +editor: visual +tbl-cap-location: top +--- + +```{r} +#| label: load-packages +#| include: false +library(broom.helpers) +library(tidyverse) +library(tableone) +library(gtsummary) +``` + +## Introduction + +Cardiac events such as stroke and heart attack, are common in the United States. Common risk factors for cardiac events include age, smoking history, hypertension, and diabetes. It is estimated that the healthcare costs related to cardiovascular risk factors and cardiac events is expected to reach \$1344 billion in 2050. + +Using the synthetic dataset provided in EPI 203, I tested my hypothesis that higher cost is associated with increased odds of cardiac event. + +## Methods + +I used a dataset with 5,000 observations with adults 18 and older. The dataset had information on cost, cardiac event, age, smoking status, and biological sex. + +The outcome of interest was cardiac event, modeled as a binary variable (yes/no). The exposure of interest was cost, which was a continuous variable. For describing the distribution of the variables, I used median (IQR) for continuous variables and numbers (percentages) for categorical variables. + +As continuous variables were not normally distributed, I tested for differences between group using the Wilcoxon rank sum test. Pearson's chi-square tests were used for categorical variables. I modeled the association between the cost and cardiac event variables using a logistic regression and adjusted for three confounders: age, sex, and smoking status. + +$$ logit(p(Cardiac_i)) = \beta_0 + \beta_1*Cost_i + \beta_2*Age_i+ \beta_3 *sex + \beta_4*smoke $$ + +I considered a p-value less than or equal to 0.05 as statistically signficant. All analyses were conducted in R version 4.5.2 using the tidyverse and gtsummary packages. + +## Results + +There were 5,000 participants in the dataset, with 4,2735 having no cardiac event and 275 having a cardiac event. The median cost was 9,376 USD. The median cost for those without cardiac event was 9,350 (IQR 9,072 to 9,622) and the median cost for those with cardiac event was 10,230 (IQR 9,910 to 10,506). This difference was statistically significant (p\<0.001). + +Participants who experienced a cardiac event were significantly more likely to be female and smoke. 48% of those who had cardiac event were smokers, compared to only 11\$ of those who did not. Age did not appear to differ between the two groups (Table 1). + +```{r} +#| echo: false +#| warning: false +#Load data +hw2_df <- read_csv("raw-data/cohort.csv") + +#Prepare dataset +clean_df <- hw2_df %>% + mutate( + cardiac=factor(cardiac, levels= c(0,1), labels =c("No", "Yes")), + smoke=factor(smoke,levels= c(0,1), labels =c("No", "Yes")), + female=factor(female, levels= c(0,1), labels =c("No", "Yes")), + ) + +#table 1 code +clean_df %>% + tbl_summary(by=cardiac, include = c(age, female, smoke)) %>% + add_p() %>% + modify_caption("**Table 1. Participant characteristics by cardiac event**") +``` + +While cost appears reasonably normally distributed, those with cardiac event have much higher cost on average (Figure 1). + +```{r} +#| echo: false +#| warning: false +#|tbl-cap: Table 2 + +# Distribution of cost by cardiac status +p <- clean_df %>% + ggplot( aes(x=cost, fill=cardiac)) + + geom_histogram( color="#e9ecef", alpha=0.6, position = 'identity') + + scale_fill_manual(values=c("#69b3a2", "#404080")) + + theme_classic() + + labs(fill="cardiac", + title="Figure 1. Distribution of cost by cardiac") + +p + +clean_df %>% + tbl_summary(by=cardiac, include = c(cost)) %>% + add_p() %>% + modify_caption("**Table 2. Cost by cardiac event**") +``` + +Those that were older had higher cost (Figure 2). + +```{r} +#| echo: false +#| warning: false +#scatterplot of cost vs age + +fig2<- clean_df %>% + ggplot(aes(x=cost, y=age)) + + geom_point()+ + labs(title="Figure 2. Cost and age") + +fig2 + +``` + +In the fully adjusted model, every 1 unit increase in cost was associated with a 1-fold increase in odds of cardiac (95% CI: 1.009, 1.011, p\<0.001). All estimates are presented in Table 2. + +```{r} +#| echo: false +#| warning: false + +model <- glm(cardiac~ cost + age + female + smoke, + data=clean_df, + family="binomial") + +tbl_regression(model, exponentiate=TRUE) +``` + +## Discussion + +I found that higher cost was associated with higher odds of cardiac event. This is similar to findings in prior studies. + +My analysis had several limitations. I was unable to adjust for several well-established risk factors, such as hypertension, as they were not available in the dataset. Additionally, as this was a cross-sectional analysis, I am unable to establish causality or the direction of the relationship, in other words if high costs lead to cardiac events to cardiac events lead to high costs. Further studies using larger, longitudinal datasets are needed to answer these important questions. + +## AI Statement + +I did not use any generative AI technology to complete any portion of this work.