"There are many different diet strategies that claim to promote gut health, and until now it has been very difficult to establish clear causality between various types of diet and their effect on the host's microbiome," said Andrew Holmes, associate professor at University of Sydney.
"This is because there are many complex factors at play, including food composition, eating pattern and genetic background," said Holmes.
"This research really lays the groundwork for future modelling by setting out the rules for a general model of how diet shapes the gut ecosystem," Holmes said.
The balance of gut bacteria in the microbiome plays a key role in such functions as immune regulation and digestive wellbeing, and has been linked to other health outcomes like obesity.
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Past studies have identified several patterns for how diet influences the microbiome, yet this has not led to a workable model that explains microbial response across many different types of diets.
Despite the huge diversity of gut bacteria, two main response patterns emerged in the study - microbe species either increased or decreased in their abundance depending on the animal's protein and carbohydrate intake.
"The largest nutrient requirements for our gut bacteria are carbon and nitrogen in the foods we eat," said Holmes.
"As carbohydrates contain no nitrogen but protein does, the bacterial community response to the host animal's diet is strongly affected by this diets' protein-carbohydrate ratio," he said.
The new model suggests that while high-carbohydrate diets were the most likely to support positive interactions in the microbiome, such benefits were relative to the protein intake of the host animal.
Researchers hope the new findings will lay the foundations for more accurate computer simulations to test hundreds of different diet variants, helping to better predict which dietary combinations lead to optimal gut health.
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