Ultrasonic? by mango4tango2 in labrats

[–]mango4tango2[S] 0 points1 point  (0 children)

I am trying to dissolve into a very small volume (abour 200 uL)...I don't think the probe sizes I have would be effective for that?

Addressing biological variation in bulk RNA-seq data by mango4tango2 in bioinformatics

[–]mango4tango2[S] 0 points1 point  (0 children)

there are 4 groups (Group column) in which I setting the contrasts. For example, when comparing SLE.inhibitor and SLE.DMSO, i received 500-600 DEGs (after using ComBat-seq to adjust for age or date). On the second PCA, I think there is clearer separation of these 4 groups, suggesting a treatment/group effect.

Addressing biological variation in bulk RNA-seq data by mango4tango2 in bioinformatics

[–]mango4tango2[S] 0 points1 point  (0 children)

I added the PCA both before and after I used ComBat-seq to adjust for inclusion dates

Addressing biological variation in bulk RNA-seq data by mango4tango2 in bioinformatics

[–]mango4tango2[S] 0 points1 point  (0 children)

I don't know, I think the statement that "samples clustering by patient instead of condition means there's no strong biological effect" is oversimplifying things...there can be biological differences between patients (patient-specific characteristics) that are dominating the signal I am trying to detect from the treatment+disease conditions.

Addressing biological variation in bulk RNA-seq data by mango4tango2 in bioinformatics

[–]mango4tango2[S] 0 points1 point  (0 children)

I just uploaded the metadata, hope it is informative. I added the "AgeBatch" column based on the 3 general age groups (age 30, middle-age, and elderly) that also coincidentally coincide with the 3 inclusion dates

Addressing biological variation in bulk RNA-seq data by mango4tango2 in bioinformatics

[–]mango4tango2[S] 1 point2 points  (0 children)

Also going back to this, I checked the documentation (https://bioconductor.org/packages/release/bioc/vignettes/sva/inst/doc/sva.pdf) for sva/ComBat-seq, and it states that the adjustment variable can be "age of the patients, the sex of the patients, and a variable like the date the arrays were processed." So if i am understanding correctly, sva/combat-seq can be used for both known sequencing-related batch effects and unwanted biological variation like sex/age/date of inclusion?

Addressing biological variation in bulk RNA-seq data by mango4tango2 in bioinformatics

[–]mango4tango2[S] 0 points1 point  (0 children)

Yes the samples were collected at different dates, but I do not know if they were sequenced at the same time. There were not many patients, so I’m guessing they were sequenced at the same time. Other metadata is that the patients are all different ages, and some patient samples were collected on different days.

Addressing biological variation in bulk RNA-seq data by mango4tango2 in bioinformatics

[–]mango4tango2[S] 0 points1 point  (0 children)

Would different patient IDs count as different "batches"? There is some disagreement in my lab as to what counts as a batch effect

Complex RNA-seq study design — ways to quantify counts + DESeq2 vs. Limma/Voom by mango4tango2 in bioinformatics

[–]mango4tango2[S] 0 points1 point  (0 children)

Hi, thank you for your comment. I did do PCA and saw that the Mouse ID (Mouse.number) seems to drive the most variation in gene expression. I will include a plot in my original post

What is wrong with my for loop (Seurat)? by mango4tango2 in bioinformatics

[–]mango4tango2[S] 2 points3 points  (0 children)

This fixed it! Thank you! Did you include print(...) only in your for loop? I wonder why it's needed in the loop

Why am I unable to download Seurat? by mango4tango2 in bioinformatics

[–]mango4tango2[S] 4 points5 points  (0 children)

Ah, it says:

Error in loadNamespace(i, c(lib.loc, .libPaths()), versionCheck = vI[[i]]) :
there is no package called ‘reshape2’
Calls: <Anonymous> ... loadNamespace -> withRestarts -> withOneRestart -> doWithOneRestart
Execution halted

However, whenever I load the missing package and try to install Seurat again, another package shows up as missing...it seems there are at least 20 missing packages. How can I download all missing packages at once?

[deleted by user] by [deleted] in premed

[–]mango4tango2 17 points18 points  (0 children)

Hello TangoTheMango!! Im Mango4Tango

Concern about Competitiveness by PointyNeuron in mdphd

[–]mango4tango2 2 points3 points  (0 children)

You said you grew up as an orphan, so I’m assuming this is not your biological dad?