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MIcrobial Network Analysis
Hello @Guan06 ,
thanks for the code! I am trying to run it on a data set but I was not able to get it to work. Please see below... Any suggestions?
Additionally, did you publish this package somewhere? I was not able to find a paper about it. Thanks a lot!
> physeq_kel_core
phyloseq-class experiment-level object
otu_table() OTU Table: [ 110 taxa and 546 samples ]
sample_data() Sample Data: [ 546 samples by 9 sample variables ]
tax_table() Taxonomy Table: [ 110 taxa by 16 taxonomic ranks ]
refseq() DNAStringSet: [ 110 reference sequences ]
> tail(sort(sample_sums(physeq_kel_core), decreasing = TRUE))
M2218x158U M4210x158U M1401x158U M3803x158UxLO M3615x158U M2614x158U
5433 5335 5329 4362 3560 2926
> otu_table_kel_filt <-
+ as(physeq_kel_core@otu_table, "matrix") %>%
+ data.frame()
> dim(otu_table_kel_filt)
[1] 110 546
> class(otu_table_kel_filt)
[1] "data.frame"
> meta_kel <-
+ as(physeq_kel_core@sam_data, "data.frame")
> dim(meta_kel)
[1] 546 10
> class(meta_kel)
[1] "data.frame"
> mina_kel <- new("mina", tab = as.matrix(otu_table_kel_filt), des = meta_kel)
> str(mina_kel)
Formal class 'mina' [package "mina"] with 14 slots
..@ tab : num [1:110, 1:546] 727 3278 38 60 8 ...
.. ..- attr(*, "dimnames")=List of 2
.. .. ..$ : chr [1:110] "OTU_31" "OTU_17" "OTU_56" "OTU_103" ...
.. .. ..$ : chr [1:546] "M4412x212I" "M5817x212I" "M6016x212U" "M6608x286U" ...
..@ des :'data.frame': 546 obs. of 10 variables:
.. ..$ PLOT_GL : chr [1:546] "M4412" "M5817" "M6016" "M6608" ...
.. ..$ Date : num [1:546] 212 212 212 286 233 260 212 212 212 260 ...
.. ..$ site : chr [1:546] "M" "M" "M" "M" ...
.. ..$ inf : chr [1:546] "I" "I" "U" "U" ...
.. ..$ ident : chr [1:546] "M4" "M5" "M6" "M6" ...
.. ..$ PLANT_ID : chr [1:546] "J024.A" "J258.A" "J522.B" "J607.A" ...
.. ..$ Eco : chr [1:546] "midwest" "midwest" "eastcoast" "eastcoast" ...
.. ..$ Subpopulations: chr [1:546] "Midwest" "Midwest" "Atlantic" "Atlantic" ...
.. ..$ is.neg : logi [1:546] FALSE FALSE FALSE FALSE FALSE FALSE ...
.. ..$ Time : Factor w/ 5 levels "158","212","233",..: 2 2 2 5 3 4 2 2 2 4 ...
..@ norm : NULL
..@ dis : NULL
..@ dmr : NULL
..@ adj : NULL
..@ adj_sig : NULL
..@ cls : NULL
..@ cls_tab : NULL
..@ multi : NULL
..@ perm : NULL
..@ dis_bs : NULL
..@ dis_pm : NULL
..@ dis_stat: NULL
> mina_kel <- norm_tab(mina_kel, method = "raref", depth = 2900) # rarefy samples
> mina_kel <- fit_tabs(mina_kel)
Error in `$<-.data.frame`(`*tmp*`, "Sample_ID", value = integer(0)) :
replacement has 0 rows, data has 546
I then tried also, just in case...
> mina_kel <- bs_pm(mina_kel, group = "Date", per = 0.5)
110 components are used for bs_pm before filtering.
0 samples are used for bs_pm before filtering.
0 groups with 0 samples used for bootstrap.
Error in .local(x, group, ...) :
Not enough samples for NA bootstrap after filtering!
I have 5 groups in this time series data set.
> table(meta_kel$Date)
158 212 233 260 286
98 125 111 106 106
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