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Robust Microbiome Signatures Enable More Precise Diagnoses of Nonalcoholic Fatty Liver Disease

By LabMedica International staff writers
Posted on 22 Jan 2025

Nonalcoholic Fatty Liver Disease (NAFLD) affects up to 40% of the population in Western countries and is one of the most prevalent metabolic conditions globally. It is characterized by excessive fat accumulation in liver cells, leading to a 10% increase in liver weight and reduced liver function. Despite extensive research, the exact mechanisms underlying the disease's development and progression remain unclear. The gut microbiome is thought to play a crucial role, in influencing the gut-liver axis and potentially contributing to the onset of NAFLD. Researchers have now identified specific microbiome signatures that can accurately predict NAFLD.

The microbiome signatures were identified by an international research team, led by the Leibniz Institute for Natural Product Research and Infection Biology – Hans Knöll Institute (Leibniz-HKI, Jena, Germany), using medical data from over 1,200 individuals with metabolic diseases such as NAFLD, obesity, type 2 diabetes, hypertension, and atherosclerosis, which are common comorbidities of NAFLD. These signatures, specific gut microbiome species, and their bacterial metabolites can distinguish NAFLD from non-NAFLD patients, enabling targeted diagnostics. By employing machine learning models, the team achieved diagnostic accuracy exceeding 90% with the collected datasets. The study, published in the journal Microbiome, investigated whether the gut microbiome's composition could serve as an indicator of NAFLD. The findings confirmed that a unique gut microbiome composition, acting as a "fingerprint," could be used for more precise diagnoses and novel therapeutic approaches for NAFLD. Factors like obesity, diet, age, gender, and medication influence the gut microbiome.


Image: Researcher Gianni Panagiotou led the study for developing innovative analysis methods for the diagnosis of NAFLD (Photo courtesy of Anna Schroll, Friedrich-Schiller University Jena)
Image: Researcher Gianni Panagiotou led the study for developing innovative analysis methods for the diagnosis of NAFLD (Photo courtesy of Anna Schroll, Friedrich-Schiller University Jena)

Advanced ecological network analyses helped reveal how different microorganisms interact within the human gut, using data-driven methods to understand species relationships and their environment. The researchers demonstrated that specific microbiome networks are directly connected to NAFLD development. These findings not only offer diagnostic insights but also enhance the understanding of the disease's mechanisms. Based on these microbiome signatures, new therapeutic approaches could be developed, such as microbial consortia (carefully selected microorganisms), designed to improve gut health. This study emphasizes the significance of the gut microbiome in advancing personalized medicine, offering new opportunities to understand and treat metabolic diseases like NAFLD more effectively.

“The occurrence of NAFLD in combination with other metabolic diseases such as type 2 diabetes is a particular challenge, as it makes it difficult to distinguish specific microbiome signatures,” said the leader of the study Gianni Panagiotou. “We were able to identify signatures that are clearly associated with NAFLD and could enable a differentiated diagnosis.”


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