dyno: inferring single-cell trajectories
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Documentation
Notes
Interactive job
Batch job
Swarm of jobs

dyno is a meta package that installs several other packages from the dynverse.
It comprises a set of R packages to construct and interpret single-cell trajectories.

References:

Documentation
Important Notes

Interactive job
Interactive jobs should be used for debugging, graphics, or applications that cannot be run as batch jobs.

Allocate an interactive session and run the program. Sample session:

[user@biowulf ~]$ sinteractive --mem=12g -c4 --gres=lscratch:10 --tunnel
...
Created 1 generic SSH tunnel(s) from this compute node to
biowulf for your use at port numbers defined
in the $PORTn ($PORT1, ...) environment variables.

Please create a SSH tunnel from your workstation to these ports on biowulf.
On Linux/MacOS, open a terminal and run:

    ssh  -L 33521:localhost:33521 user@biowulf.nih.gov

For Windows instructions, see https://hpc.nih.gov/docs/tunneling
[user@cn0868 ~]$
Store the port number you get (in this case: 33521) and the id of the compute node you logged in to, in this case cn0868
On your local system (PC or Mac), open a (second) terminal/linux shell and type: 
 
ssh -t -L 33521:localhost:33521 biowulf "ssh -L 33521:localhost:33521 cn0868"
(make sure to use the actual port number you stored instead of 33521 and the actual node id number instead of cn0868).
Now return to the original (first) terminal/linux shell. 
 
[user@cn0868 ~]$ module load dyno
[+] Loading dyno  20220906  on cn0868
[+] Loading singularity  3.8.0  on cn0868

[user@cn0868 ~]$ R
>  library(dyno) 
Loading required package: dynfeature
Loading required package: dynguidelines
Loading required package: dynmethods
Loading required package: dynplot
Loading required package: dynwrap
>  data("fibroblast_reprogramming_treutlein")  
>  dataset <- wrap_expression(counts = fibroblast_reprogramming_treutlein$counts, expression = fibroblast_reprogramming_treutlein$expression) 
>  guidelines <- guidelines_shiny(dataset, port=33521, launch.browser=F) 
Loading required package: shiny

Listening on http://0.0.0.0:33521
Warning: All elements of `...` must be named.
Did you want `renderers = c(column_id, renderer, label, title, style, default, name, trajectory_type,
    category_old, scaling_type)`?
Loading required namespace: akima
On your local system (PC or Mac), open a web browser or new tab on it, and navigate to: 
 http://localhost:33521
(make sure to use the port number you stored instead of 33521)



Select method(s) to be used, then close the browser window/tab, or click on "Close & use" 
>  methods_selected <- guidelines$methods_selected 
>  methods_selected 
[1] "slingshot" "paga_tree" "scorpius"  "angle"
>  model <- infer_trajectory(dataset, methods_selected[1]) 
Running singularity exec 'docker://dynverse/ti_slingshot:v1.0.3' echo hi
...
Running /usr/local/current/singularity/3.8.0/bin/singularity exec \
  --containall -B \
  '/tmp/RtmppFshCi/file941a3d4b0be4/:/copy_mount,/tmp/RtmppFshCi/file941a8f3b018/tmp:/tmp2' \
  'docker://dynverse/ti_slingshot:v1.0.3' cp /code/definition.yml \
  /copy_mount/
...
(the computation may take a few minutes) 
>  library(magrittr) 
>  model <- model %>% add_dimred(dyndimred::dimred_mds, expression_source = dataset$expression)
>  plot_dimred(model, expression_source = dataset$expression, grouping = fibroblast_reprogramming_treutlein$grouping )  
Coloring by grouping
Loading required namespace: RColorBrewer


>  q() 
[user@cn0868 ~]$ exit
exit
salloc.exe: Relinquishing job allocation 49998864

[user@biowulf ~]$