how to Dirichlet-multinomial mixture model over Bracken ssp abundance?
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Entering edit mode
5.3 years ago
Lila M ★ 1.3k

Hi all, I'm trying to apply Dirichlet-multinomial mixture model over some Bracken(ayesian Reestimation of Abundance with KrakEN) specie abundance in two different condition: treated and not treated in two different data frames (rows as patient ID and cols as ssp). What I did first is to remove those ssp in both data sets with no abundance (

df_treated<- df_t[!apply(df_t == 0, 2, all)]
df_notreated<- df_nt[!apply(df_nt == 0, 2, all)]

ncol(df_treated) # for the number of taxa 280
nrow(df_treated) # for the number of samples 140
ncol(df_notreated) # for the number of taxa 273
nrow(df_notreated) # for the number of samples 160

Then, I got the et a list of Dirichlet-multinomial parameters: loglik (unique value) , gamma (one value per ssp), pi (one value per ssp) and theta (unique value).

fit_notreat <- DM.MoM(df_notreated)
fit_treat<- DM.MoM(df_treated)

Third, set up the number of Monte-Carlo experiments to 1000

 numMC <- 1000
 nrsGrp1 <- rep(1000, 10)
 nrsGrp2 <- rep(1000, 10)
 group_Nrs <- list(nrsGrp1, nrsGrp2)
 alphap <- fit_vg$gamma 
 pval <- MC.Xdc.statistics(group_Nrs, numMC, alphap, "hnull")

And this gives me this error message

Error in stats::rmultinom(1, Nrs[i], dirmult::rdirichlet(1, shape)) : 
  NA in probability vector

Any idea about how to solve it? Thanks!

Bracken metagenomics microbiome Dirichlet model • 801 views
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