Libraries
library(tidyverse)
## Warning in system("timedatectl", intern = TRUE): running command 'timedatectl'
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## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.1 ──
## ✓ ggplot2 3.3.5 ✓ purrr 0.3.4
## ✓ tibble 3.1.6 ✓ dplyr 1.0.7
## ✓ tidyr 1.1.4 ✓ stringr 1.4.0
## ✓ readr 2.1.1 ✓ forcats 0.5.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
library(plotly)
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## Attaching package: 'plotly'
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## last_plot
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## filter
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## layout
library(ggbeeswarm)
library(car)
## Loading required package: carData
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## Attaching package: 'car'
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## recode
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library(rstatix)
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## Attaching package: 'rstatix'
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## filter
library(SimComp)
library(readxl)
library(dplyr)
library(pwr)
Dataset
dataset_exp_0_bm_imprint <- read_excel (path = "/mnt/c/Users/Toshiya Matsushima/OneDrive/R projects/BM_project/data analysis using Rstudio/BM_project_dataset.xlsx", sheet = "exp_0_preliminary_red_yellow")
dataset_exp_0_bm_imprint
## # A tibble: 42 × 11
## id batch run bm imprint sex drug dose label colour dose_level
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <chr> <chr> <chr> <chr> <dbl>
## 1 id5 1 4076 137 516 1 00_ctrl 0_null 00_re… 0_red 0
## 2 id6 1 2079 54 134 0 00_ctrl 0_null 00_re… 0_red 0
## 3 id7 1 3701 361 578 1 00_ctrl 0_null 00_re… 0_red 0
## 4 id8 1 615 113 589 1 00_ctrl 0_null 00_re… 0_red 0
## 5 id10 4 602 262 584 1 00_ctrl 0_null 00_re… 0_red 0
## 6 id13 4 3073 288 584 0 00_ctrl 0_null 00_re… 0_red 0
## 7 id17 4 511 121 -12 1 00_ctrl 0_null 00_re… 0_red 0
## 8 id19 4 4610 198 437 0 00_ctrl 0_null 00_re… 0_red 0
## 9 id22 5 748 159 591 0 00_ctrl 0_null 00_re… 0_red 0
## 10 id23 5 32 159 447 0 00_ctrl 0_null 00_re… 0_red 0
## # … with 32 more rows
dataset_exp_0_bm_imprint %>%
group_by (label) %>%
get_summary_stats(bm)
## # A tibble: 4 × 14
## label variable n min max median q1 q3 iqr mad mean sd
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 00_red_… bm 10 54 361 159 125 246 121 63.0 185. 93.0
## 2 01_red_… bm 11 -292 564 129 -37 314. 352. 301. 129. 274.
## 3 02_yell… bm 10 -189 567 444. 97.5 532. 435 162. 325. 284.
## 4 03_yell… bm 11 -366 504 167 88 343 255 219. 165. 250.
## # … with 2 more variables: se <dbl>, ci <dbl>
dataset_exp_0_bm_imprint %>%
group_by (label) %>%
get_summary_stats(imprint)
## # A tibble: 4 × 14
## label variable n min max median q1 q3 iqr mad mean sd
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 00_red_… imprint 10 -12 591 547 440. 584 144. 63.8 445. 213.
## 2 01_red_… imprint 11 -311 596 146 -94 378 472 368. 130 292.
## 3 02_yell… imprint 10 -37 522 188 -9 304. 314. 288. 192. 211.
## 4 03_yell… imprint 11 -597 592 -262 -569 0.5 570. 430. -185. 414.
## # … with 2 more variables: se <dbl>, ci <dbl>
x-y plot in all data
fig <- ggplot(data = dataset_exp_0_bm_imprint, mapping = aes(x=bm, y=imprint, color=label))+
geom_point(size=3)+
geom_vline(xintercept=0, linetype = "dotted")+
geom_hline(yintercept=0, linetype = "dotted")+
geom_smooth(method = "lm")+
xlim(-600, 600)+
ylim(-600, 600)+
theme_classic()
fig
## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 15 rows containing missing values (geom_smooth).
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)
ggsave(plot = fig, filename = "exp_0_imprint_vs_bm_control_vpa.png", dpi = 300, height = 10, width = 13, units = "cm")
## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 15 rows containing missing values (geom_smooth).
imprinting of all data, linear fitting
fit_exp_0_imprint_bm <- lm (imprint ~ bm * colour, data = dataset_exp_0_bm_imprint)
summary (fit_exp_0_imprint_bm)
##
## Call:
## lm(formula = imprint ~ bm * colour, data = dataset_exp_0_bm_imprint)
##
## Residuals:
## Min 1Q Median 3Q Max
## -641.61 -238.01 23.26 211.82 532.18
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 149.3820 89.1486 1.676 0.1020
## bm 0.8369 0.3506 2.387 0.0221 *
## colour1_yellow -215.2363 130.3292 -1.651 0.1069
## bm:colour1_yellow -0.5876 0.4394 -1.337 0.1891
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 322.7 on 38 degrees of freedom
## Multiple R-squared: 0.2805, Adjusted R-squared: 0.2237
## F-statistic: 4.937 on 3 and 38 DF, p-value: 0.005418
car::Anova(fit_exp_0_imprint_bm)
## Anova Table (Type II tests)
##
## Response: imprint
## Sum Sq Df F value Pr(>F)
## bm 499297 1 4.7960 0.034735 *
## colour 1074371 1 10.3198 0.002681 **
## bm:colour 186161 1 1.7882 0.189100
## Residuals 3956096 38
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
fig <- ggplot(data = dataset_exp_0_bm_imprint, mapping = aes(x=bm, y=imprint, color=label))+
geom_point(size=3)+
facet_wrap(~drug)+
geom_vline(xintercept=0, linetype = "dotted")+
geom_hline(yintercept=0, linetype = "dotted")+
geom_smooth(method = "lm")+
xlim(-400, 600)+
ylim(-400, 600)+
theme_classic()
fig
## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (stat_smooth).
## Warning: Removed 4 rows containing missing values (geom_point).
## Warning: Removed 15 rows containing missing values (geom_smooth).
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)
ggsave(plot = fig, filename = "exp_2_imprint_vs_bm_all_wrap.png", dpi = 300, height = 10, width = 15, units = "cm")
## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 4 rows containing non-finite values (stat_smooth).
## Warning: Removed 4 rows containing missing values (geom_point).
## Warning: Removed 15 rows containing missing values (geom_smooth).
Analysis of BM
BM all data
fig <- ggplot(data = dataset_exp_0_bm_imprint, mapping = aes(x=label, y=bm))+
geom_hline(yintercept=0, linetype = "dotted")+
geom_boxplot()+
ylim(-400, 600)+
geom_quasirandom(shape=16, size=3, colour="black")+
theme_classic()+
theme(axis.text.x = element_text(angle = 45, hjust = 1))
fig
![](data:image/png;base64,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)
ggsave(plot = fig, filename = "exp_0_bm_label_all.png", dpi = 300, height = 10, width = 7.5, units = "cm")
Two-way ANOVA of BM
m <- lm(bm ~ drug * colour, data = dataset_exp_0_bm_imprint)
anova(m)
## Analysis of Variance Table
##
## Response: bm
## Df Sum Sq Mean Sq F value Pr(>F)
## drug 1 121363 121363 2.1140 0.1542
## colour 1 76288 76288 1.3289 0.2562
## drug:colour 1 28105 28105 0.4896 0.4884
## Residuals 38 2181492 57408
Analysis of imprinting
imprinting all data
fig <- ggplot(data = dataset_exp_0_bm_imprint, mapping = aes(x=label, y=imprint))+
geom_hline(yintercept=0, linetype = "dotted")+
geom_boxplot()+
ylim(-400, 600)+
geom_quasirandom(shape=16, size=3, colour="black")+
theme_classic()+
theme(axis.text.x = element_text(angle = 45, hjust = 1))
fig
## Warning: Removed 4 rows containing non-finite values (stat_boxplot).
## Warning: Removed 4 rows containing missing values (position_quasirandom).
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)
ggsave(plot = fig, filename = "exp_0_imprint_label_all.png", dpi = 300, height = 10, width = 7.5, units = "cm")
## Warning: Removed 4 rows containing non-finite values (stat_boxplot).
## Warning: Removed 4 rows containing missing values (position_quasirandom).
Two-way ANOVA of imprinting
m <- lm(imprint ~ drug * colour, data = dataset_exp_0_bm_imprint)
anova(m)
## Analysis of Variance Table
##
## Response: imprint
## Df Sum Sq Mean Sq F value Pr(>F)
## drug 1 1252323 1252323 14.0827 0.0005838 ***
## colour 1 856572 856572 9.6324 0.0036004 **
## drug:colour 1 10032 10032 0.1128 0.7388093
## Residuals 38 3379199 88926
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1