Questions tagged [microbiome]

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Model optimization causes overfitting

I'm working on an ML model to predict colorectal cancer using data from the human microbiome (collected from fecal samples). My dataset is made up of metadata (containing phenotypic information on the ...
user17818805's user avatar
-1 votes
1 answer
37 views

Feature-selection microbiome data to build a model to predict cancer

I want to build a machine learning model to predict colorectal cancer based on 16S rRNA microbiome data (stool samples). I have filtered the data using filtering approach by Duvallet(removing samples ...
user17818805's user avatar
0 votes
1 answer
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Try to understand better how to set out an effective sample size within the MetagenomSeq package in microbiome

Cross-posted on biostars: https://www.biostars.org/p/9572744/ I am trying to understand better what number to be used and how to put it in the function MRcoefs within the Metagenomeseq package in R ...
Mohamed Samir's user avatar
1 vote
0 answers
62 views

Can files with different R1 and R2 lengths be trusted?

I received paired end amplicon sequence from a LAB with different lengths for R1 (320) and R2(280). Should I trust this lab to sequence other samples? Also, I had to do a trimming over the R2 at 220(...
abi's user avatar
  • 11
2 votes
2 answers
59 views

WCGNA - Relate modules with Y features when the % of variance explained of each eigengen is low

I'm doing a WCGNA analysis (signed network) on microbiome 16S data. I have transformed counts to centeres log-ratio transformed data (CLR) to address the compositional characteristics of the data and ...
Julieta's user avatar
  • 21
1 vote
0 answers
86 views

Simple template for calculating Shannon diversity index from FASTQ files with R

I have a bunch of files in FASTQ format and need to calculate the Shannon diversity index from all of them. Is there a simple way to do that with R, some kind of step-by-step recipe? My problem is not ...
vonjd's user avatar
  • 111
4 votes
1 answer
84 views

Co-occurrence networks in Metagenomics studies

I have recently acquired some 16S metagenomics data, and was wondering if anyone can speak of the potential limitations, challenges as well as advantages to conducting a network-based study on ...
h3ab74's user avatar
  • 836
1 vote
1 answer
514 views

maxEE parameter from DADA2 package in R

I have just started the QC steps from the dada2 pipeline, and have failed to find a detailed explanation of what the maxEE argument entails. I have surfed many forums, as well as the details given by ...
h3ab74's user avatar
  • 836
2 votes
0 answers
666 views

How to plot a PCOA biplot with OTU loadings as arrows

I'm working on gut microbiota data. I want to perform a biplot showing my 2 enterotypes and the major OTU explaining the variance between my two enterotypes. Something like : from https://doi.org/10....
Gaël.T's user avatar
  • 21