WGCNA module preservation using only adjacency matrix
0
0
Entering edit mode
yang1641 • 0
@76fa5556
Last seen 2 days ago
United States

Hello,

I've been trying to use WGCNA modulePreservation function for module preservation analysis. I have two adjacency matrices generated from two datasets, and two list of module colors. The two adjacency matrices have same dimension, and their columns/rows correspond to the same genes. Below is the example code I used (from Module preservation using adjacency matrix (WGCNA))


R <- matrix(runif(100), ncol=10) 
R <- (R * lower.tri(R)) + t(R * lower.tri(R)) 
diag(R) <- 1 

colnames(R)<-c("MEST","INHBA","IGF2","H19","GNAS","GRHL1","SNPRN","MEG3","PEG10","CDKN1C")
rownames(R)<-c("MEST","INHBA","IGF2","H19","GNAS","GRHL1","SNPRN","MEG3","PEG10","CDKN1C")

S <- matrix(runif(100), ncol=10) 
S <- (S * lower.tri(S)) + t(S * lower.tri(S)) 
diag(S) <- 1 

colnames(S)<-c("MEST","INHBA","IGF2","H19","GNAS","GRHL1","SNPRN","MEG3","PEG10","CDKN1C")
rownames(S)<-c("MEST","INHBA","IGF2","H19","GNAS","GRHL1","SNPRN","MEG3","PEG10","CDKN1C")

multiData =vector("list",2)

multiData[[1]] =list(data= R)
multiData[[2]] =list(data= S)

names(multiData)=c("Ref","SGA")
checkSets(multiData, checkStructure = FALSE, useSets = NULL)

multiColor =vector("list",2)

multiColor[[1]] =c('blue',"blue","red","red","grey","tan","tan","purple","grey","purple")
multiColor[[2]] =c('blue',"blue","red","red","grey","tan","tan","purple","grey","purple")

names(multiColor)=c("Ref","SGA")

modulePreservIndVsConsensus=modulePreservation(
  multiData,
  multiColor,
  dataIsExpr = F,
  networkType = "unsigned", 
  referenceNetworks = 1, 
  nPermutations = 100, 
  verbose = 5)

And I got this error message

  ..checking adjacencies for excessive amounts of missing data
     Flagging genes and samples with too many missing values...
      ..step 1
     Flagging genes and samples with too many missing values...
      ..step 1
  ..unassigned 'module' name: grey 
  ..all network sample 'module' name: gold
  ..calculating observed preservation values
     ..working on reference network Ref
       ..working on test network SGA
Error in .modulePreservationInternal(multiData, multiColor, multiWeights = multiWeights,  : 
  object 'weightsRef' not found

I read the documentation at https://rdrr.io/cran/WGCNA/man/modulePreservation.html and it looks like multiWeights is NULL and should be NULL when adjacency matrices are used (when dataIsExpr = F), however the error message is complaining about multiWeights being NULL.

I wonder if anyone has successfully ran WGCNA module preservation with adjacency matrix or has any suggestions. Thank you!

WGCNA • 61 views
ADD COMMENT

Login before adding your answer.

Traffic: 353 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6