library(tidyverse)
library(cowplot)
library(viridis)
library(knitr)
library(kableExtra)

knitr::opts_chunk$set(tidy.opts=list(width.cutoff=60),tidy=TRUE, echo = TRUE, message=FALSE, warning=FALSE, fig.align="center", fig.retina = 2)

source("../../IDA/tools/plotting_tools.R")

theme_set(theme_1())

Intro

This experiment was designed to test a specific point brought up in the final figure of the paper, where we propose a model for phenazine electron transfer. Specifically the question is: Do reduced PCA and PCN react more quickly with PYOox or oxygen?

If the inter phenazine reactions are faster, then most of the O2 reduction will be completed by PYOred, which actually has the fastest O2 reduction rate of all the phenazines. That seems inherently efficient and is satisfying. Furthermore, because PYOox seems to be retained, it may serve as a very effective barrier to quickly reoxidize PCA and PCN, promoting their back diffusion (to the interior) before they diffuse very far into the oxic region and beyond.

The design of these experiments was to see if reduced PCA/PCN was mixed with PYOox under oxic conditions if PYOred was generated in this reaction. If significant PYOred accumulates, it suggests that there is a separation of time scales where the interphenazine reaction is indeed fast compared to O2 reduction by the phenazines.

The approach was to monitor absorbance at 690nm at fast time intervals, since this wavelength is specific to PYO and varies in the oxidized and reduced states (Oxidized has higher 690 abs).

Methods

These reactions were performed in plastic cuvettes in the old aerobic spec that people use for od500 etc. This instrument was capable of recording one cuvette at 1.5sec intervals at 690nm. This setup was also convenient, because a baseline of the oxidized phenazine (or PBS) was acquired for 10 seconds, then the reduced phenazine (or PBS) was injected directly into the cuvette. This instrument simply covers the cuvette with a door that I could open and close rapidly (as opposed to the plate reader). This meant that I could record data before and after the reaction started, which is important because the O2 reaction with PYO does happen fast.

These experiments used the same reduced phenazines stocks made for the earlier inter phenazine experiments. Therefore these stocks were 100uM reduced (electrochemically) PYO, PCA or PCN (or PBS stored in the same way) and stored anoxically in sealed serum bottles. Oxidized PYO was freshly made 100uM stock. Everything was done in PBS pH 7.0, 50mM NaCl.

The following reactions were performed in triplicate with 90 second acquisitions:

  1. PYO_ox + PBS
  2. PBS + PYO_red
  3. PYO_ox + PCA_red
  4. PYO_ox + PCN_red

I also acquired PCA_red and PCN_red by themselves to confirm that they do not absorb at 690. That would be:

Whenever PBS was used in place of the oxidized phenazine an aerobic PBS solution was used and whenever PBS was used in place of the reduced phenazine an anoxic PBS solution from a serum bottle was used.

Note that the reduced phenazine stocks looked reasonably similar to the last time, but I did notice that there are particles in the PYOred stock and it is not perfectly clear. This matches with previous results that some of the PYO may have crashed out of solution and some of it may be oxidized. Regardless this stock contains significant reduced PYO that has worked for other experiments and I think it has been sufficient.

Reduced phenazines were drawn from the serum bottles using a 1mL syringe with a needle. This is not as accurate as pipetting, and occasionally there were bubbles that could not be removed, so I estimated 500uL as best I could.

Results

First let’s import the data.

import

There are 12 csv files that comprise the triplicate data, so I figured I would just adapt the echem import scripts. This worked well enough and maybe useful for other things - these functions are in the following script:

source("text_file_import.R")

Now let’s setup the filenames, data columns etc, and we can go ahead and import and view the dataframe:

# divide swv into rep and subrep and then subtract 1 from rep
# to match with GC
paths <- dir(path = "data", pattern = ".+[csv]$", recursive = T, 
    full.names = T)

filenames <- basename(paths)

data_cols <- c("t", "blank", "abs690")

filename_cols = c("year", "month", "day", "PHZox", "ox", "PHZred", 
    "red", "rep")

skip_rows = 48  # or 48
n_max = 61


df <- import_to_df(filenames = filenames, file_paths = paths, 
    data_cols = data_cols, skip_rows = skip_rows, n_max = n_max, 
    filename_cols = filename_cols, rep = T, PHZadded = F) %>% 
    mutate(phz_redox = paste(PHZox, ox, " + ", PHZred, red, sep = ""))

df %>% kable() %>% kable_styling() %>% scroll_box(height = "300px")
year month day PHZox ox PHZred red rep t blank abs690 phz_redox
2019 11 13 PBS ox PCA red 1 0.0 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 1.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 3.0 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 4.5 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 6.0 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 7.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 9.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 10.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 12.0 NA -0.3000 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 13.5 NA -0.3000 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 15.0 NA -0.3000 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 16.5 NA -0.0017 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 18.0 NA 0.0003 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 19.5 NA 0.0000 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 21.0 NA 0.0003 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 22.5 NA 0.0003 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 24.0 NA 0.0003 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 25.5 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 27.0 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 28.5 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 30.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 31.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 33.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 34.5 NA 0.0003 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 36.0 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 37.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 39.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 40.5 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 42.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 43.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 45.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 46.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 48.0 NA 0.0003 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 49.5 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 51.0 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 52.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 54.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 55.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 57.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 58.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 60.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 61.5 NA 0.0012 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 63.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 64.5 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 66.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 67.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 69.0 NA 0.0012 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 70.5 NA 0.0012 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 72.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 73.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 75.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 76.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 78.0 NA 0.0012 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 79.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 81.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 82.5 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 84.0 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 85.5 NA 0.0006 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 87.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 88.5 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCA red 1 90.0 NA 0.0009 PBSox + PCAred
2019 11 13 PBS ox PCN red 1 0.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 1.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 3.0 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 4.5 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 6.0 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 7.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 9.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 10.5 NA 0.0012 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 12.0 NA -0.3000 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 13.5 NA -0.3000 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 15.0 NA -0.1339 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 16.5 NA 0.0026 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 18.0 NA 0.0035 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 19.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 21.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 22.5 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 24.0 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 25.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 27.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 28.5 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 30.0 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 31.5 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 33.0 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 34.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 36.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 37.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 39.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 40.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 42.0 NA 0.0012 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 43.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 45.0 NA 0.0012 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 46.5 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 48.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 49.5 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 51.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 52.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 54.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 55.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 57.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 58.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 60.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 61.5 NA 0.0012 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 63.0 NA 0.0012 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 64.5 NA 0.0006 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 66.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 67.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 69.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 70.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 72.0 NA 0.0012 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 73.5 NA 0.0012 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 75.0 NA 0.0012 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 76.5 NA 0.0014 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 78.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 79.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 81.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 82.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 84.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 85.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 87.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 88.5 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PCN red 1 90.0 NA 0.0009 PBSox + PCNred
2019 11 13 PBS ox PYO red 1 0.0 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 1.5 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 3.0 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 4.5 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 6.0 NA 0.0000 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 7.5 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 9.0 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 10.5 NA -0.3000 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 12.0 NA -0.3000 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 13.5 NA -0.3000 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 15.0 NA 0.0638 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 16.5 NA 0.1095 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 18.0 NA 0.1207 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 19.5 NA 0.1280 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 21.0 NA 0.1354 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 22.5 NA 0.1430 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 24.0 NA 0.1490 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 25.5 NA 0.1551 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 27.0 NA 0.1597 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 28.5 NA 0.1630 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 30.0 NA 0.1677 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 31.5 NA 0.1715 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 33.0 NA 0.1749 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 34.5 NA 0.1771 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 36.0 NA 0.1793 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 37.5 NA 0.1810 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 39.0 NA 0.1815 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 40.5 NA 0.1810 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 42.0 NA 0.1801 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 43.5 NA 0.1797 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 45.0 NA 0.1788 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 46.5 NA 0.1784 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 48.0 NA 0.1780 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 49.5 NA 0.1767 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 51.0 NA 0.1762 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 52.5 NA 0.1745 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 54.0 NA 0.1737 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 55.5 NA 0.1745 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 57.0 NA 0.1737 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 58.5 NA 0.1732 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 60.0 NA 0.1728 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 61.5 NA 0.1728 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 63.0 NA 0.1728 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 64.5 NA 0.1741 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 66.0 NA 0.1741 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 67.5 NA 0.1745 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 69.0 NA 0.1749 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 70.5 NA 0.1758 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 72.0 NA 0.1762 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 73.5 NA 0.1758 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 75.0 NA 0.1749 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 76.5 NA 0.1754 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 78.0 NA 0.1758 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 79.5 NA 0.1754 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 81.0 NA 0.1754 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 82.5 NA 0.1741 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 84.0 NA 0.1737 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 85.5 NA 0.1741 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 87.0 NA 0.1732 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 88.5 NA 0.1732 PBSox + PYOred
2019 11 13 PBS ox PYO red 1 90.0 NA 0.1728 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 0.0 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 1.5 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 3.0 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 4.5 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 6.0 NA -0.0006 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 7.5 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 9.0 NA -0.0006 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 10.5 NA -0.3000 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 12.0 NA -0.3000 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 13.5 NA -0.3000 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 15.0 NA 0.0913 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 16.5 NA 0.1018 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 18.0 NA 0.1106 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 19.5 NA 0.1185 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 21.0 NA 0.1249 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 22.5 NA 0.1315 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 24.0 NA 0.1370 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 25.5 NA 0.1426 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 27.0 NA 0.1474 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 28.5 NA 0.1523 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 30.0 NA 0.1564 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 31.5 NA 0.1605 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 33.0 NA 0.1643 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 34.5 NA 0.1673 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 36.0 NA 0.1685 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 37.5 NA 0.1690 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 39.0 NA 0.1698 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 40.5 NA 0.1698 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 42.0 NA 0.1707 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 43.5 NA 0.1707 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 45.0 NA 0.1719 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 46.5 NA 0.1728 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 48.0 NA 0.1741 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 49.5 NA 0.1749 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 51.0 NA 0.1754 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 52.5 NA 0.1749 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 54.0 NA 0.1745 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 55.5 NA 0.1741 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 57.0 NA 0.1732 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 58.5 NA 0.1719 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 60.0 NA 0.1715 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 61.5 NA 0.1715 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 63.0 NA 0.1728 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 64.5 NA 0.1745 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 66.0 NA 0.1749 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 67.5 NA 0.1749 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 69.0 NA 0.1762 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 70.5 NA 0.1762 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 72.0 NA 0.1762 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 73.5 NA 0.1758 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 75.0 NA 0.1749 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 76.5 NA 0.1749 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 78.0 NA 0.1745 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 79.5 NA 0.1737 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 81.0 NA 0.1737 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 82.5 NA 0.1728 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 84.0 NA 0.1728 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 85.5 NA 0.1715 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 87.0 NA 0.1719 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 88.5 NA 0.1724 PBSox + PYOred
2019 11 13 PBS ox PYO red 2 90.0 NA 0.1728 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 0.0 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 1.5 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 3.0 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 4.5 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 6.0 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 7.5 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 9.0 NA -0.0003 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 10.5 NA -0.3000 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 12.0 NA -0.3000 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 13.5 NA -0.3000 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 15.0 NA 0.0960 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 16.5 NA 0.1025 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 18.0 NA 0.1040 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 19.5 NA 0.1136 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 21.0 NA 0.1185 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 22.5 NA 0.1257 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 24.0 NA 0.1327 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 25.5 NA 0.1378 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 27.0 NA 0.1430 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 28.5 NA 0.1478 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 30.0 NA 0.1543 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 31.5 NA 0.1551 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 33.0 NA 0.1580 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 34.5 NA 0.1605 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 36.0 NA 0.1622 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 37.5 NA 0.1626 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 39.0 NA 0.1630 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 40.5 NA 0.1626 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 42.0 NA 0.1630 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 43.5 NA 0.1635 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 45.0 NA 0.1630 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 46.5 NA 0.1635 PBSox + PYOred
2019 11 13 PBS ox PYO red 3 48.0 NA 0.1643 PBSox + PYOred
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2019 11 13 PYO ox PCA red 2 33.0 NA 0.1502 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 34.5 NA 0.1601 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 36.0 NA 0.1681 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 37.5 NA 0.1749 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 39.0 NA 0.1810 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 40.5 NA 0.1863 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 42.0 NA 0.1898 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 43.5 NA 0.1925 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 45.0 NA 0.1943 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 46.5 NA 0.1961 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 48.0 NA 0.1975 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 49.5 NA 0.1993 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 51.0 NA 0.2011 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 52.5 NA 0.2021 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 54.0 NA 0.2039 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 55.5 NA 0.2044 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 57.0 NA 0.2048 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 58.5 NA 0.2053 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 60.0 NA 0.2053 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 61.5 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 63.0 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 64.5 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 66.0 NA 0.2048 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 67.5 NA 0.2048 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 69.0 NA 0.2048 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 70.5 NA 0.2048 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 72.0 NA 0.2044 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 73.5 NA 0.2044 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 75.0 NA 0.2044 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 76.5 NA 0.2053 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 78.0 NA 0.2053 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 79.5 NA 0.2053 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 81.0 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 82.5 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 84.0 NA 0.2062 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 85.5 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 87.0 NA 0.2062 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 88.5 NA 0.2067 PYOox + PCAred
2019 11 13 PYO ox PCA red 2 90.0 NA 0.2071 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 0.0 NA 0.4365 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 1.5 NA 0.4365 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 3.0 NA 0.4365 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 4.5 NA 0.4372 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 6.0 NA 0.4365 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 7.5 NA 0.4372 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 9.0 NA 0.4372 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 10.5 NA -0.3000 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 12.0 NA -0.3000 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 13.5 NA -0.3000 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 15.0 NA 0.0539 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 16.5 NA 0.0681 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 18.0 NA 0.0784 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 19.5 NA 0.0864 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 21.0 NA 0.0956 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 22.5 NA 0.1065 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 24.0 NA 0.1166 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 25.5 NA 0.1261 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 27.0 NA 0.1346 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 28.5 NA 0.1434 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 30.0 NA 0.1506 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 31.5 NA 0.1580 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 33.0 NA 0.1656 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 34.5 NA 0.1715 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 36.0 NA 0.1780 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 37.5 NA 0.1832 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 39.0 NA 0.1885 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 40.5 NA 0.1925 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 42.0 NA 0.1961 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 43.5 NA 0.1989 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 45.0 NA 0.2007 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 46.5 NA 0.2021 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 48.0 NA 0.2034 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 49.5 NA 0.2039 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 51.0 NA 0.2044 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 52.5 NA 0.2053 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 54.0 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 55.5 NA 0.2062 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 57.0 NA 0.2067 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 58.5 NA 0.2062 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 60.0 NA 0.2062 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 61.5 NA 0.2067 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 63.0 NA 0.2067 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 64.5 NA 0.2071 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 66.0 NA 0.2076 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 67.5 NA 0.2081 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 69.0 NA 0.2076 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 70.5 NA 0.2076 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 72.0 NA 0.2071 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 73.5 NA 0.2071 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 75.0 NA 0.2067 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 76.5 NA 0.2062 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 78.0 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 79.5 NA 0.2053 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 81.0 NA 0.2053 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 82.5 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 84.0 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 85.5 NA 0.2057 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 87.0 NA 0.2067 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 88.5 NA 0.2067 PYOox + PCAred
2019 11 13 PYO ox PCA red 3 90.0 NA 0.2067 PYOox + PCAred
2019 11 13 PYO ox PCN red 1 0.0 NA 0.4365 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 1.5 NA 0.4372 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 3.0 NA 0.4372 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 4.5 NA 0.4365 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 6.0 NA 0.4365 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 7.5 NA 0.4365 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 9.0 NA 0.4365 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 10.5 NA -0.3000 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 12.0 NA -0.3000 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 13.5 NA -0.3000 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 15.0 NA 0.0461 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 16.5 NA 0.0513 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 18.0 NA 0.0618 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 19.5 NA 0.0729 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 21.0 NA 0.0836 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 22.5 NA 0.0935 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 24.0 NA 0.1029 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 25.5 NA 0.1113 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 27.0 NA 0.1196 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 28.5 NA 0.1269 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 30.0 NA 0.1327 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 31.5 NA 0.1390 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 33.0 NA 0.1442 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 34.5 NA 0.1494 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 36.0 NA 0.1539 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 37.5 NA 0.1576 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 39.0 NA 0.1610 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 40.5 NA 0.1639 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 42.0 NA 0.1664 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 43.5 NA 0.1694 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 45.0 NA 0.1715 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 46.5 NA 0.1737 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 48.0 NA 0.1758 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 49.5 NA 0.1775 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 51.0 NA 0.1780 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 52.5 NA 0.1780 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 54.0 NA 0.1788 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 55.5 NA 0.1788 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 57.0 NA 0.1788 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 58.5 NA 0.1784 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 60.0 NA 0.1775 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 61.5 NA 0.1775 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 63.0 NA 0.1780 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 64.5 NA 0.1780 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 66.0 NA 0.1775 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 67.5 NA 0.1767 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 69.0 NA 0.1762 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 70.5 NA 0.1762 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 72.0 NA 0.1754 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 73.5 NA 0.1754 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 75.0 NA 0.1749 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 76.5 NA 0.1745 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 78.0 NA 0.1749 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 79.5 NA 0.1749 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 81.0 NA 0.1758 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 82.5 NA 0.1758 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 84.0 NA 0.1767 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 85.5 NA 0.1775 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 87.0 NA 0.1788 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 88.5 NA 0.1797 PYOox + PCNred
2019 11 13 PYO ox PCN red 1 90.0 NA 0.1797 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 0.0 NA 0.4365 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 1.5 NA 0.4372 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 3.0 NA 0.4380 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 4.5 NA 0.4365 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 6.0 NA 0.4365 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 7.5 NA 0.4365 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 9.0 NA 0.4372 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 10.5 NA -0.3000 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 12.0 NA -0.3000 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 13.5 NA -0.3000 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 15.0 NA 0.0426 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 16.5 NA 0.0513 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 18.0 NA 0.0625 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 19.5 NA 0.0715 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 21.0 NA 0.0787 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 22.5 NA 0.0857 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 24.0 NA 0.0928 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 25.5 NA 0.1003 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 27.0 NA 0.1080 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 28.5 NA 0.1158 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 30.0 NA 0.1234 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 31.5 NA 0.1300 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 33.0 NA 0.1358 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 34.5 NA 0.1422 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 36.0 NA 0.1478 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 37.5 NA 0.1535 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 39.0 NA 0.1601 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 40.5 NA 0.1677 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 42.0 NA 0.1745 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 43.5 NA 0.1810 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 45.0 NA 0.1854 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 46.5 NA 0.1894 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 48.0 NA 0.1925 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 49.5 NA 0.1948 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 51.0 NA 0.1966 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 52.5 NA 0.1979 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 54.0 NA 0.1989 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 55.5 NA 0.2002 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 57.0 NA 0.1993 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 58.5 NA 0.1984 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 60.0 NA 0.1984 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 61.5 NA 0.1984 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 63.0 NA 0.1984 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 64.5 NA 0.1984 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 66.0 NA 0.1993 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 67.5 NA 0.1993 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 69.0 NA 0.1998 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 70.5 NA 0.2007 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 72.0 NA 0.2002 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 73.5 NA 0.2007 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 75.0 NA 0.2011 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 76.5 NA 0.2021 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 78.0 NA 0.2021 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 79.5 NA 0.2025 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 81.0 NA 0.2021 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 82.5 NA 0.2021 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 84.0 NA 0.2007 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 85.5 NA 0.2007 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 87.0 NA 0.2002 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 88.5 NA 0.2002 PYOox + PCNred
2019 11 13 PYO ox PCN red 2 90.0 NA 0.2007 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 0.0 NA 0.4333 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 1.5 NA 0.4333 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 3.0 NA 0.4333 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 4.5 NA 0.4333 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 6.0 NA 0.4341 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 7.5 NA 0.4341 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 9.0 NA 0.4333 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 10.5 NA -0.3000 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 12.0 NA -0.3000 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 13.5 NA -0.3000 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 15.0 NA 0.0545 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 16.5 NA 0.0658 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 18.0 NA 0.0763 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 19.5 NA 0.0864 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 21.0 NA 0.0956 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 22.5 NA 0.1054 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 24.0 NA 0.1139 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 25.5 NA 0.1234 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 27.0 NA 0.1319 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 28.5 NA 0.1414 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 30.0 NA 0.1498 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 31.5 NA 0.1589 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 33.0 NA 0.1651 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 34.5 NA 0.1719 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 36.0 NA 0.1771 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 37.5 NA 0.1806 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 39.0 NA 0.1832 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 40.5 NA 0.1863 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 42.0 NA 0.1890 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 43.5 NA 0.1907 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 45.0 NA 0.1934 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 46.5 NA 0.1948 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 48.0 NA 0.1957 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 49.5 NA 0.1961 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 51.0 NA 0.1966 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 52.5 NA 0.1970 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 54.0 NA 0.1970 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 55.5 NA 0.1975 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 57.0 NA 0.1975 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 58.5 NA 0.1984 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 60.0 NA 0.1989 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 61.5 NA 0.1993 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 63.0 NA 0.2002 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 64.5 NA 0.2007 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 66.0 NA 0.2011 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 67.5 NA 0.2021 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 69.0 NA 0.2025 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 70.5 NA 0.2034 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 72.0 NA 0.2034 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 73.5 NA 0.2044 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 75.0 NA 0.2048 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 76.5 NA 0.2057 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 78.0 NA 0.2057 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 79.5 NA 0.2062 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 81.0 NA 0.2062 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 82.5 NA 0.2057 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 84.0 NA 0.2062 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 85.5 NA 0.2062 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 87.0 NA 0.2062 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 88.5 NA 0.2062 PYOox + PCNred
2019 11 13 PYO ox PCN red 3 90.0 NA 0.2067 PYOox + PCNred


Now let’s take a first look at all of the data:

ggplot(df, aes(x = t, y = abs690)) + geom_point(shape = 21) + 
    facet_wrap(~phz_redox)

Overall, the triplicates seem to be pretty consistent. Remember that I manually added the reduced phenazine, so my timing was pretty good!

Note in each plot there are essentially 3 stages:

  1. 10 seconds of background (either PYOox or PBS)
  2. Negative values occur for ~4 seconds when I open the lid over the cuvette and inject the reduced PHZ.
  3. The reaction proceeds and we can observe it accurately as soon as I close the lid again.

Notice the slight change following addition of PBS to oxidized PYO. I think this is essentially the disturbance / mixing effect, which is quite small. For all three of the other conditions we can clearly see that something happens.

Already, this makes the point, adding PCA or PCN reduced to PYOox generates significant PYOred that then reacts with the O2.

Now let’s compare them directly:

ggplot(df, aes(x = t, y = abs690, color = phz_redox)) + geom_point(shape = 21)

Ok, from this view the reactions seem to proceed quite similarly. Perhaps there’s some subtle difference, but it’s hard to tell. Interestingly, the only clear difference is that the PBS + PYOred seems to reach a lower abs690 than the other conditions. I think this is a result of the PYOred stock, which is probably less than 100uM, because something crashed out. Further the PYOred alone starts at a higher 690 value, which may indicate that not all of it is reduced. Regardless, everything looks pretty much as expected.

Let’s make a prettier plot:

ggplot(df %>% filter(abs690 > -0.01), aes(x = t, y = abs690, 
    color = phz_redox)) + geom_point(shape = 21, alpha = 0.25) + 
    geom_smooth(data = . %>% filter(abs690 > 0.01 & abs690 < 
        0.4)) + labs(x = "Time (sec)", y = "Absorbance 690nm")

Looks pretty clear to me. I’ll have to figure out the clearest way to explain the different stages of the experiment in figure form.

Conclusions

This experiment gave very clear results: PYOred is generated when PYOox is incubated with PCA/PCNred and O2. Then PYOred reacts with O2. This suggests that the interphenazine ET step is much faster than any of the O2 reduction steps and provides support for the model as I have drawn in the paper.

It seems that the phenazine ET is essentially intstantaneous on this timescale, if there was some competition I think we would see less PYOred produced and perhaps a perceived slower rate of O2 reduction, as reduced PYO was continuously generated on the same time scale….?

Next steps

What is the effect of ctDNA?

Another way we could potentially look at this is incubate reduced PCA with oxygen and watch it lose fluorescence as it becomes oxidized. I would assume that the oxidation rate would be much faster when PYOox is added (essentially instantaneous), although then we would get PYOred fluorescence briefly, so make sure they don’t cross talk in the fluorescence channels. I’m not sure this is really necessary, since I’ve already collected data showing that PCAred is oxidized by PYOox…


sessionInfo()
## R version 3.5.2 (2018-12-20)
## Platform: x86_64-apple-darwin15.6.0 (64-bit)
## Running under: macOS Mojave 10.14.6
## 
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] kableExtra_1.0.1  knitr_1.23        viridis_0.5.1    
##  [4] viridisLite_0.3.0 cowplot_0.9.4     forcats_0.3.0    
##  [7] stringr_1.3.1     dplyr_0.8.1       purrr_0.2.5      
## [10] readr_1.3.1       tidyr_0.8.2       tibble_2.1.3     
## [13] ggplot2_3.2.0     tidyverse_1.2.1  
## 
## loaded via a namespace (and not attached):
##  [1] tidyselect_0.2.5 xfun_0.7         haven_2.0.0      lattice_0.20-38 
##  [5] colorspace_1.4-0 generics_0.0.2   htmltools_0.3.6  yaml_2.2.0      
##  [9] rlang_0.4.0      pillar_1.3.1     glue_1.3.1       withr_2.1.2     
## [13] modelr_0.1.2     readxl_1.2.0     munsell_0.5.0    gtable_0.2.0    
## [17] cellranger_1.1.0 rvest_0.3.2      evaluate_0.14    labeling_0.3    
## [21] highr_0.7        broom_0.5.1      Rcpp_1.0.1       scales_1.0.0    
## [25] backports_1.1.3  formatR_1.5      webshot_0.5.1    jsonlite_1.6    
## [29] gridExtra_2.3    hms_0.4.2        digest_0.6.18    stringi_1.2.4   
## [33] grid_3.5.2       cli_1.1.0        tools_3.5.2      magrittr_1.5    
## [37] lazyeval_0.2.1   crayon_1.3.4     pkgconfig_2.0.2  xml2_1.2.0      
## [41] lubridate_1.7.4  assertthat_0.2.1 rmarkdown_1.13   httr_1.4.0      
## [45] rstudioapi_0.9.0 R6_2.4.0         nlme_3.1-140     compiler_3.5.2