Person: Yassour, Moran
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Publication Sub-clinical detection of gut microbial biomarkers of obesity and type 2 diabetes
(BioMed Central, 2016) Yassour, Moran; Lim, Mi Young; Yun, Hyun Sun; Tickle, Timothy L.; Sung, Joohon; Song, Yun-Mi; Lee, Kayoung; Franzosa, Eric; Morgan, Xochitl C.; Gevers, Dirk; Lander, Eric; Xavier, Ramnik; Birren, Bruce W.; Ko, GwangPyo; Huttenhower, CurtisBackground: Obesity and type 2 diabetes (T2D) are linked both with host genetics and with environmental factors, including dysbioses of the gut microbiota. However, it is unclear whether these microbial changes precede disease onset. Twin cohorts present a unique genetically-controlled opportunity to study the relationships between lifestyle factors and the microbiome. In particular, we hypothesized that family-independent changes in microbial composition and metabolic function during the sub-clinical state of T2D could be either causal or early biomarkers of progression. Methods: We collected fecal samples and clinical metadata from 20 monozygotic Korean twins at up to two time points, resulting in 36 stool shotgun metagenomes. While the participants were neither obese nor diabetic, they spanned the entire range of healthy to near-clinical values and thus enabled the study of microbial associations during sub-clinical disease while accounting for genetic background. Results: We found changes both in composition and in function of the sub-clinical gut microbiome, including a decrease in Akkermansia muciniphila suggesting a role prior to the onset of disease, and functional changes reflecting a response to oxidative stress comparable to that previously observed in chronic T2D and inflammatory bowel diseases. Finally, our unique study design allowed us to examine the strain similarity between twins, and we found that twins demonstrate strain-level differences in composition despite species-level similarities. Conclusions: These changes in the microbiome might be used for the early diagnosis of an inflamed gut and T2D prior to clinical onset of the disease and will help to advance toward microbial interventions. Electronic supplementary material The online version of this article (doi:10.1186/s13073-016-0271-6) contains supplementary material, which is available to authorized users.
Publication A novel Ruminococcus gnavus clade enriched in inflammatory bowel disease patients
(BioMed Central, 2017) Hall, Andrew Brantley; Yassour, Moran; Sauk, Jenny; Garner, Ashley; Jiang, Xiaofang; Arthur, Timothy; Lagoudas, Georgia K.; Vatanen, Tommi; Fornelos, Nadine; Wilson, Robin; Bertha, Madeline; Cohen, Melissa; Garber, John; Khalili, Hamed; Gevers, Dirk; Ananthakrishnan, Ashwin; Kugathasan, Subra; Lander, Eric; Blainey, Paul; Vlamakis, Hera; Xavier, Ramnik; Huttenhower, CurtisBackground: Inflammatory bowel disease (IBD) is characterized by chronic inflammation of the gastrointestinal tract that is associated with changes in the gut microbiome. Here, we sought to identify strain-specific functional correlates with IBD outcomes. Methods: We performed metagenomic sequencing of monthly stool samples from 20 IBD patients and 12 controls (266 total samples). These were taxonomically profiled with MetaPhlAn2 and functionally profiled using HUMAnN2. Differentially abundant species were identified using MaAsLin and strain-specific pangenome haplotypes were analyzed using PanPhlAn. Results: We found a significantly higher abundance in patients of facultative anaerobes that can tolerate the increased oxidative stress of the IBD gut. We also detected dramatic, yet transient, blooms of Ruminococcus gnavus in IBD patients, often co-occurring with increased disease activity. We identified two distinct clades of R. gnavus strains, one of which is enriched in IBD patients. To study functional differences between these two clades, we augmented the R. gnavus pangenome by sequencing nine isolates from IBD patients. We identified 199 IBD-specific, strain-specific genes involved in oxidative stress responses, adhesion, iron-acquisition, and mucus utilization, potentially conferring an adaptive advantage for this R. gnavus clade in the IBD gut. Conclusions: This study adds further evidence to the hypothesis that increased oxidative stress may be a major factor shaping the dysbiosis of the microbiome observed in IBD and suggests that R. gnavus may be an important member of the altered gut community in IBD. Electronic supplementary material The online version of this article (doi:10.1186/s13073-017-0490-5) contains supplementary material, which is available to authorized users.
Publication SplinectomeR Enables Group Comparisons in Longitudinal Microbiome Studies
(Frontiers Media S.A., 2018) Shields-Cutler, Robin R.; Al-Ghalith, Gabe A.; Yassour, Moran; Knights, DanLongitudinal, prospective studies often rely on multi-omics approaches, wherein various specimens are analyzed for genomic, metabolomic, and/or transcriptomic profiles. In practice, longitudinal studies in humans and other animals routinely suffer from subject dropout, irregular sampling, and biological variation that may not be normally distributed. As a result, testing hypotheses about observations over time can be statistically challenging without performing transformations and dramatic simplifications to the dataset, causing a loss of longitudinal power in the process. Here, we introduce splinectomeR, an R package that uses smoothing splines to summarize data for straightforward hypothesis testing in longitudinal studies. The package is open-source, and can be used interactively within R or run from the command line as a standalone tool. We present a novel in-depth analysis of a published large-scale microbiome study as an example of its utility in straightforward testing of key hypotheses. We expect that splinectomeR will be a useful tool for hypothesis testing in longitudinal microbiome studies.