Analyzing growth curves

growthstuff.R

library(dplyr)
library(ggplot2)
library(growthcurve)
library(magrittr)
library(tidyr)


raw <- read.csv("PETrawdata.csv")
platemap <- read.csv("PETrawdataPlateNA.csv")

annotated <- raw %>%                    # Start with your raw data
    select(-Temperature) %>%            # Remove the Temperature column
    gather(Well, OD600, -Time) %>%      # Reshape it using A1..H12 as Well and their values as OD600
    inner_join(platemap, by="Well") %>% # Add in the experimental info from the plate map
    arrange(Time, Environment, Strain)  # Sort the data first by Time, then by Environment, then by Strain

# Make the Wells a factor instead of string
annotated$Well <- as.factor(annotated$Well)


# Plot the Growth Data ----------------------------------------------------

p1 <- ggplot(data = annotated, aes(x = Time, y = OD600, color = Strain,
                                   fill = Strain)) +
    facet_grid(Environment ~ .) +
    stat_summary(fun.data = "mean_cl_boot", geom = "ribbon", color = NA,
                 alpha = 0.3) +
    stat_summary(fun.y = "mean", geom = "line") +
    scale_y_log10() +
    labs(x="Time (Hours)", y="Absorbance at 600 nm")
ggsave(filename = "growthcurves.png", plot = p1, dpi = 150)


# Fit Growth Curves -------------------------------------------------------

# This is a little function that fits a growth curve using for a subset
# of the data and returns a data frame. If there's a problem, it just returns
# NAs.
# You can replace fit_growth_gompertz with fit_growth_logistic or
#  fit_growth_spline to see different types of fits. If you do fit_growth_spline,
#  remove the [["Estimate"]] stuff.
fit_curve <- function(d) {
    fit <- fit_growth_gompertz(d, Time, OD600)
    #fit <- fit_growth_spline(d, Time, OD600)
    
    if (is.na(fit$integral)) {
        data.frame(MaxGrowth = NA,
                   MaxRate = NA,
                   LagLength = NA)
    }
    else{
        data.frame(MaxGrowth = fit$max_growth[["Estimate"]],
                   MaxRate = fit$max_rate[["Estimate"]],
                   LagLength = fit$lag_length[["Estimate"]])
#         data.frame(MaxGrowth = fit$max_growth,
#                    MaxRate = fit$max_rate,
#                    LagLength = fit$lag_length)
    }
}

# This is pretty damn hardcore.
growthfit <- annotated %>%              # Take the annotated data
    group_by(Well) %>%                  # Group the data by Well
    do(fit_curve(.)) %>%                # For each Well, fit a growth curve
    gather(Metric, Value, -Well) %>%    # Rearrange the data so that there aren't three different columns for the fit parameters, but two (param, value)
    inner_join(platemap, by="Well")     # Add back the plate map info, which was lost in the mix.

# This version adds Strain and Environment in the group_by, which keeps them in the results
growthfit <- annotated %>%
    group_by(Well, Strain, Environment) %>%
    do(fit_curve(.)) %>%
    gather(Metric, Value, -Well, -Strain, -Environment)

# Plot the Growth Curve Data ----------------------------------------------

p2 <- ggplot(data = filter(growthfit, Metric == "MaxRate"),
             aes(x = Strain, y = Value, color = Strain)) +
    facet_grid(Environment ~ .) +
    geom_boxplot() +
    scale_y_log10() +
    labs(x = "Strain", y = "Growth Rate (AU/s)",
         title = "Maximum Growth Rate by Environment")
ggsave(filename = "max_growth_rate_env.png", plot = p2, dpi = 150)

p3 <- ggplot(data = filter(growthfit, Metric == "MaxRate"),
             aes(x = Environment, y = Value, color = Strain)) +
    facet_grid(. ~ Strain) +
    geom_boxplot() +
    scale_y_log10() +
    labs(x = "Strain", y = "Growth Rate (AU/s)",
         title = "Maximum Growth Rate by Strain") +
    theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust = 1))
ggsave(filename = "max_growth_rate_strain.png", plot = p3, dpi = 150)


p4 <- ggplot(data = filter(growthfit, Metric == "MaxGrowth"),
             aes(x = Strain, y = Value, color = Strain)) +
    facet_grid(Environment ~ .) +
    geom_boxplot() +
    scale_y_log10() +
    labs(x = "Strain", y = "Density (OD600)",
         title = "Maximum Density by Environment")
ggsave(filename = "max_density_env.png", plot = p4, dpi = 150)


p5 <- ggplot(data = filter(growthfit, Metric == "MaxGrowth"),
             aes(x = Environment, y = Value, color = Strain)) +
    facet_grid(. ~ Strain) +
    geom_boxplot() +
    scale_y_log10() +
    labs(x = "Strain", y = "Density (OD600)",
         title = "Maximum Density by Strain") +
    theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust = 1))
ggsave(filename = "max_density_strain.png", plot = p5, dpi = 150)

PETrawdata.csv

Time,Temperature,A1,A2,A3,A4,A5,A6,A7,A8,A9,A10,A11,A12,B1,B2,B3,B4,B5,B6,B7,B8,B9,B10,B11,B12,C1,C2,C3,C4,C5,C6,C7,C8,C9,C10,C11,C12,D1,D2,D3,D4,D5,D6,D7,D8,D9,D10,D11,D12,E1,E2,E3,E4,E5,E6,E7,E8,E9,E10,E11,E12,F1,F2,F3,F4,F5,F6,F7,F8,F9,F10,F11,F12,G1,G2,G3,G4,G5,G6,G7,G8,G9,G10,G11,G12,H1,H2,H3,H4,H5,H6,H7,H8,H9,H10,H11,H12
0,35.5,0.0754,0.0751,0.0744,0.0724,0.0703,0.0724,0.0633,0.0726,0.0679,0.0708,0.0713,0.0677,0.0679,0.0993,0.098,0.0878,0.0845,0.0861,0.0741,0.0845,0.0788,0.081,0.0849,0.0734,0.0621,0.0856,0.0893,0.0899,0.0869,0.0891,0.0728,0.0935,0.0809,0.0857,0.0896,0.0836,0.0697,0.0869,0.0898,0.0939,0.0892,0.0898,0.0877,0.0943,0.1091,0.091,0.0917,0.0681,0.0635,0.0849,0.0871,0.0896,0.0864,0.0872,0.0769,0.0894,0.0879,0.0939,0.0964,0.0809,0.0658,0.0838,0.0857,0.0862,0.0845,0.0891,0.0824,0.0878,0.0932,0.0879,0.0905,0.0644,0.062,0.0851,0.0854,0.0843,0.0846,0.0854,0.073,0.0859,0.0817,0.085,0.0858,0.0669,0.068,0.0699,0.0701,0.0728,0.0698,0.0726,0.0593,0.0725,0.0683,0.0703,0.0718,0.0663
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PETrawdataPlateNA.csv