Stool microbes predict advanced liver disease
UC San Diego Health System News May 10, 2017
To detect NAFLD earlier and more easily, researchers in the NAFLD Research Center at University of California San Diego School of Medicine, Human Longevity, Inc. and the J. Craig Venter Institute report that the unique microbial makeup of a patientÂs stool sample  or gut microbiome  can be used to predict advanced NAFLD with 88 to 94 percent accuracy.
The proof–of–concept study, which involved 135 participants, is published May 2 in the journal Cell Metabolism.
The precise cause of NAFLD is unknown, but diet and genetics play substantial roles. Up to 50 percent of obese people are believed to have NAFLD. As mounting evidence continues to suggest that the makeup of a personÂs gut microbiome may influence his or her risk for obesity, Loomba and team began to wonder if the gut microbiome might also be linked to obesity–associated liver disease. If so, they hypothesized that a stool–based Âread–out of whatÂs living in a personÂs gut might provide insight into his or her NAFLD status.
To answer these questions, Loomba and team examined two different patient groups. The first group included 86 patients with NAFLD, as diagnosed by biopsy. Of these, 72 had mild/moderate NAFLD and 14 had advanced disease. Collaborators at Human Longevity, Inc. sequenced the microbial genes extracted from each participantÂs stool sample and used that information to determine which species were living where, and the relative abundance of each. The researchers found 37 bacterial species that distinguished mild/moderate NAFLD from advanced disease, allowing them to predict which patients had advanced disease with 93.6 percent accuracy.
The team validated this finding with a second study group that included 16 patients with advanced NAFLD and 33 healthy people as controls. In this case, they found nine bacterial species whose relative numbers allowed them to distinguish NAFLD patients from the healthy volunteers, with 88 percent accuracy. Seven of these bacterial species overlapped with the signature 37 used in the previous group.
There are four main types of bacteria found in the human gut: Firmicutes, Proteobacteria, Bacteroidetes and Actinobacteria. Loomba and team found that patients with advanced NAFLD tend to have more Proteobacteria and fewer Firmicutes in their stool than those with early stage NAFLD. At the species level, one major difference the researchers found was in the abundance of E. coli – these bacteria were three–fold more common in advanced NAFLD patients than early stage patients.
While Loomba estimates that a stool–based microbiome diagnostic might cost $1,500 if it were on the market today, he predicts that cost will lower to less than $400 in the next five years due to advances in genomic sequencing and analysis technologies.
The team is now applying for grant funding to expand their study in a larger cohort across multiple sites. Even if successful, a stool–based test for NAFLD wouldnÂt be available to patients for at least five years, they said. Loomba also points out that while a distinct set of microbial species may be associated with advanced NAFLD, this study does not suggest that the presence or absence of these microbes causes NAFLD or vice versa.
"Understanding the microbiome, just as sequencing the human genome, is one part of the puzzle on human health and disease," said study co–author J. Craig Venter, PhD, co–founder and executive chairman of Human Longevity, Inc. "New technologies, such as machine learning, are allowing for tremendous advances to interpret these data."
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The proof–of–concept study, which involved 135 participants, is published May 2 in the journal Cell Metabolism.
The precise cause of NAFLD is unknown, but diet and genetics play substantial roles. Up to 50 percent of obese people are believed to have NAFLD. As mounting evidence continues to suggest that the makeup of a personÂs gut microbiome may influence his or her risk for obesity, Loomba and team began to wonder if the gut microbiome might also be linked to obesity–associated liver disease. If so, they hypothesized that a stool–based Âread–out of whatÂs living in a personÂs gut might provide insight into his or her NAFLD status.
To answer these questions, Loomba and team examined two different patient groups. The first group included 86 patients with NAFLD, as diagnosed by biopsy. Of these, 72 had mild/moderate NAFLD and 14 had advanced disease. Collaborators at Human Longevity, Inc. sequenced the microbial genes extracted from each participantÂs stool sample and used that information to determine which species were living where, and the relative abundance of each. The researchers found 37 bacterial species that distinguished mild/moderate NAFLD from advanced disease, allowing them to predict which patients had advanced disease with 93.6 percent accuracy.
The team validated this finding with a second study group that included 16 patients with advanced NAFLD and 33 healthy people as controls. In this case, they found nine bacterial species whose relative numbers allowed them to distinguish NAFLD patients from the healthy volunteers, with 88 percent accuracy. Seven of these bacterial species overlapped with the signature 37 used in the previous group.
There are four main types of bacteria found in the human gut: Firmicutes, Proteobacteria, Bacteroidetes and Actinobacteria. Loomba and team found that patients with advanced NAFLD tend to have more Proteobacteria and fewer Firmicutes in their stool than those with early stage NAFLD. At the species level, one major difference the researchers found was in the abundance of E. coli – these bacteria were three–fold more common in advanced NAFLD patients than early stage patients.
While Loomba estimates that a stool–based microbiome diagnostic might cost $1,500 if it were on the market today, he predicts that cost will lower to less than $400 in the next five years due to advances in genomic sequencing and analysis technologies.
The team is now applying for grant funding to expand their study in a larger cohort across multiple sites. Even if successful, a stool–based test for NAFLD wouldnÂt be available to patients for at least five years, they said. Loomba also points out that while a distinct set of microbial species may be associated with advanced NAFLD, this study does not suggest that the presence or absence of these microbes causes NAFLD or vice versa.
"Understanding the microbiome, just as sequencing the human genome, is one part of the puzzle on human health and disease," said study co–author J. Craig Venter, PhD, co–founder and executive chairman of Human Longevity, Inc. "New technologies, such as machine learning, are allowing for tremendous advances to interpret these data."
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