Closed kasumaz closed 5 years ago
Hi @kasumaz , it looks like the file you are reading is not comprised entirely of numbers. I was able to run prcomp
on the data you provided by loading it as follows:
library(tidyverse)
df <- read_csv("scext.csv", col_types =list(V1=col_character(), .default=col_double())) %>%
column_to_rownames("V1")
prcomp(df)
Hi, Thanks for your reply.
We you able to proceed with any other of the commands for PhateR?
Just wondering what else I should do aside from checking the matrix thoroughly. I was using the same Matrix in seurat. But I will go over it now.
I just ran phateR::phate(df)
after the above commands and it worked fine. Let me know if you have further problems. Passing .default=col_double()
to read_csv
should raise warnings if there are any other non-numeric entries.
Would you be able to send me over the script you used if you still have it and I try at my end? Maybe you have something slightly different from the tutorial that I give it a go. I will check out otherwise. Apologies, I am new to R but getting there. Thanks.
No problem.
library(phateR)
library(tidyverse)
library(viridis)
library(Rmagic)
# read data
df <- read_csv("scext.csv", col_types =list(V1=col_character(), .default=col_double())) %>%
column_to_rownames("V1")
# keep genes expressed in at least 10 cells
keep_cols <- colSums(df > 0) > 10
df <- df[,keep_cols]
# keep cells with at least 1000 UMIs
keep_rows <- rowSums(df) > 1000
df <- df[keep_rows,]
# normalize and transform
df <- library.size.normalize(df)
df <- sqrt(df)
# PCA
df_pca <- as.data.frame(prcomp(df)$x)
ggplot(df_pca) +
geom_point(aes(PC1, PC2, color=df$Chd4)) +
labs(color="Chd4") +
scale_color_viridis(option="B")
df_phate <- phate(df)
ggplot(df_phate) +
geom_point(aes(PHATE1, PHATE2, color=df$Chd4)) +
labs(color="Chd4") +
scale_color_viridis(option="B")
This worked on the sample you sent me.
Hi mate. Thanks soo much. This now works at my end. I will use it now. If you have any other tools in the pipeline/developing that are similar or an extension, let me know and I can implement them in. I will keep a look out otherwise. Thanks again.
Glad to hear it's working, and thanks very much for the offer to contribute! We always welcome PRs to our codebase if you identify somewhere you can help us improve :)
HI, I am using PhateR. It looks very neat. I can get the vignette going and all working smooth. When I try with my data and run:
With the above error message, i went back to the matrix and I cant see something wrong with it. Would it be worth while to have a look at your end? I start with a smaller bunch of cells of about 130 cells. Thanks a lot. scext.csv.zip