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Microbiota Analysis Using Two-step PCR and Next-generation 16S rRNA Gene Sequencing
Published on: October 15, 2019
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Collective effects of human genomic variation on microbiome function.
Felicia N New1, Benjamin R Baer2, Andrew G Clark3
1Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, USA.
Scientific Reports
|March 10, 2022
Summary
Human genetics significantly influence gut microbiome composition and function. A new method, sparse canonical correlation analysis (sCCA), reveals links between host genetic variants and microbial traits, including metabolic and disease associations.
Area of Science:
- Human genetics
- Microbiome research
- Systems biology
Background:
- Previous studies focused on single nucleotide polymorphisms (SNPs) individually.
- The collective impact of host genetics on microbiome function was underexplored.
Purpose of the Study:
- To assess the aggregate role of human genetics on gut microbiome composition and function.
- To develop a flexible, multivariate method for host-microbiome genetic interaction analysis.
Main Methods:
- Applied sparse canonical correlation analysis (sCCA), incorporating a Tweedie distribution for sparse metagenome data.
- Analyzed gut microbiomes and human variants from 250 individuals in the TwinsUK cohort.
Main Results:
- sCCA identified SNPs associated with microbiome-linked metabolic traits (BMI, blood pressure) and disorders (type 2 diabetes, neurological disorders, cancers).
- Both common and rare microbial functions, like secretion system proteins and antibiotic resistance, were linked to host genetics.
- sCCA revealed known (e.g., Bifidobacteria) and novel associations between microbial species abundances and host genetics.
Conclusions:
- The study presents a novel framework for examining host-microbiome genetic interactions.
- The findings highlight the significant, aggregate role of human genetics in shaping the gut microbiome's composition and function.
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