11 results on '"McMurdie, P. J."'
Search Results
2. Waste Not, Want Not: Why Rarefying Microbiome Data is Inadmissible
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McMurdie, Paul J. and Holmes, Susan
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Quantitative Biology - Quantitative Methods ,Quantitative Biology - Genomics ,Statistics - Applications ,62P10 - Abstract
The interpretation of count data originating from the current generation of DNA sequencing platforms requires special attention. In particular, the per-sample library sizes often vary by orders of magnitude from the same sequencing run, and the counts are overdispersed relative to a simple Poisson model These challenges can be addressed using an appropriate mixture model that simultaneously accounts for library size differences and biological variability. This approach is already well-characterized and implemented for RNA-Seq data in R packages such as edgeR and DESeq. We use statistical theory, extensive simulations, and empirical data to show that variance stabilizing normalization using a mixture model like the negative binomial is appropriate for microbiome count data. In simulations detecting differential abundance, normalization procedures based on a Gamma-Poisson mixture model provided systematic improvement in performance over crude proportions or rarefied counts -- both of which led to a high rate of false positives. In simulations evaluating clustering accuracy, we found that the rarefying procedure discarded samples that were nevertheless accurately clustered by alternative methods, and that the choice of minimum library size threshold was critical in some settings, but with an optimum that is unknown in practice. Techniques that use variance stabilizing transformations by modeling microbiome count data with a mixture distribution, such as those implemented in edgeR and DESeq, substantially improved upon techniques that attempt to normalize by rarefying or crude proportions. Based on these results and well-established statistical theory, we advocate that investigators avoid rarefying altogether. We have provided microbiome-specific extensions to these tools in the R package, phyloseq., Comment: 22 pages, 5 figures, 2 supplementary sections
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- 2013
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3. Localized Plasticity in the Streamlined Genomes of Vinyl Chloride Respiring Dehalococcoides
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McMurdie, Paul J.
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Basic biological sciences - Abstract
Vinyl chloride (VC) is a human carcinogen and widespread priority pollutant. Here we report the first, to our knowledge, complete genome sequences of microorganisms able to respire VC, Dehalococcoides sp. strains VS and BAV1. Notably, the respective VC reductase encoding genes, vcrAB and bvcAB, were found embedded in distinct genomic islands (GEIs) with different predicted integration sites, suggesting that these genes were acquired horizontally and independently by distinct mechanisms. A comparative analysis that included two previously sequenced Dehalococcoides genomes revealed a contextually conserved core that is interrupted by two high plasticity regions (HPRs) near the Ori. These HPRs contain the majority of GEIs and strain-specific genes identified in the four Dehalococcoides genomes, an elevated number of repeated elements including insertion sequences (IS), as well as 91 of 96 rdhAB, genes that putatively encode terminal reductases in organohalide respiration. Only three core rdhA orthologous groups were identified, and only one of these groups is supported by synteny. The low number of core rdhAB, contrasted with the high rdhAB numbers per genome (up to 36 in strain VS), as well as their colocalization with GEIs and other signatures for horizontal transfer, suggests that niche adaptation via organohalide respiration is a fundamental ecological strategy in Dehalococccoides. This adaptation has been exacted through multiple mechanisms of recombination that are mainly confined within HPRs of an otherwise remarkably stable, syntenic, streamlined genome among the smallest of any free-living microorganism.
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- 2009
4. Colonic microbiota is associated with inflammation and host epigenomic alterations in inflammatory bowel disease
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Ryan, F. J., Ahern, A. M., Fitzgerald, R. S., Laserna-Mendieta, E. J., Power, E. M., Clooney, A. G., O’Donoghue, K. W., McMurdie, P. J., Iwai, S., Crits-Christoph, A., Sheehan, D., Moran, C., Flemer, B., Zomer, A. L., Fanning, A., O’Callaghan, J., Walton, J., Temko, A., Stack, W., Jackson, L., Joyce, S. A., Melgar, S., DeSantis, T. Z., Bell, J. T., Shanahan, F., and Claesson, M. J.
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- 2020
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5. Colonic microbiota is associated with inflammation and host epigenomic alterations in inflammatory bowel disease
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Klinische infectiologie en microb. lab., dI&I I&I-4, Ryan, F. J., Ahern, A. M., Fitzgerald, R. S., Laserna-Mendieta, E. J., Power, E. M., Clooney, A. G., O’Donoghue, K. W., McMurdie, P. J., Iwai, S., Crits-Christoph, A., Sheehan, D., Moran, C., Flemer, B., Zomer, A. L., Fanning, A., O’Callaghan, J., Walton, J., Temko, A., Stack, W., Jackson, L., Joyce, S. A., Melgar, S., DeSantis, T. Z., Bell, J. T., Shanahan, F., Claesson, M. J., Klinische infectiologie en microb. lab., dI&I I&I-4, Ryan, F. J., Ahern, A. M., Fitzgerald, R. S., Laserna-Mendieta, E. J., Power, E. M., Clooney, A. G., O’Donoghue, K. W., McMurdie, P. J., Iwai, S., Crits-Christoph, A., Sheehan, D., Moran, C., Flemer, B., Zomer, A. L., Fanning, A., O’Callaghan, J., Walton, J., Temko, A., Stack, W., Jackson, L., Joyce, S. A., Melgar, S., DeSantis, T. Z., Bell, J. T., Shanahan, F., and Claesson, M. J.
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- 2020
6. Site-Specific Mobilization of Vinyl Chloride Respiration Islands by a Mechanism Common in Dehalococcoides
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Edwards Elizabeth A, Hug Laura A, McMurdie Paul J, Holmes Susan, and Spormann Alfred M
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Biotechnology ,TP248.13-248.65 ,Genetics ,QH426-470 - Abstract
Abstract Background Vinyl chloride is a widespread groundwater pollutant and Group 1 carcinogen. A previous comparative genomic analysis revealed that the vinyl chloride reductase operon, vcrABC, of Dehalococcoides sp. strain VS is embedded in a horizontally-acquired genomic island that integrated at the single-copy tmRNA gene, ssrA. Results We targeted conserved positions in available genomic islands to amplify and sequence four additional vcrABC -containing genomic islands from previously-unsequenced vinyl chloride respiring Dehalococcoides enrichments. We identified a total of 31 ssrA-specific genomic islands from Dehalococcoides genomic data, accounting for 47 reductive dehalogenase homologous genes and many other non-core genes. Sixteen of these genomic islands contain a syntenic module of integration-associated genes located adjacent to the predicted site of integration, and among these islands, eight contain vcrABC as genetic 'cargo'. These eight vcrABC -containing genomic islands are syntenic across their ~12 kbp length, but have two phylogenetically discordant segments that unambiguously differentiate the integration module from the vcrABC cargo. Using available Dehalococcoides phylogenomic data we estimate that these ssrA-specific genomic islands are at least as old as the Dehalococcoides group itself, which in turn is much older than human civilization. Conclusions The vcrABC -containing genomic islands are a recently-acquired subset of a diverse collection of ssrA-specific mobile elements that are a major contributor to strain-level diversity in Dehalococcoides, and may have been throughout its evolution. The high similarity between vcrABC sequences is quantitatively consistent with recent horizontal acquisition driven by ~100 years of industrial pollution with chlorinated ethenes.
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- 2011
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7. Leveraging sequence-based faecal microbial community survey data to identify a composite biomarker for colorectal cancer
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Shah, Manasi S, DeSantis, Todd Z, Weinmaier, Thomas, McMurdie, Paul J, Cope, Julia L, Altrichter, Adam, Yamal, Jose-Miguel, and Hollister, Emily B
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ObjectiveColorectal cancer (CRC) is the second leading cause of cancer-associated mortality in the USA. The faecal microbiome may provide non-invasive biomarkers of CRC and indicate transition in the adenoma–carcinoma sequence. Re-analysing raw sequence and metadata from several studies uniformly, we sought to identify a composite and generalisable microbial marker for CRC.DesignRaw 16S rRNA gene sequence data sets from nine studies were processed with two pipelines, (1) QIIME closed reference (QIIME-CR) or (2) a strain-specific method herein termed SS-UP (Strain Select, UPARSE bioinformatics pipeline). A total of 509 samples (79 colorectal adenoma, 195 CRC and 235 controls) were analysed. Differential abundance, meta-analysis random effects regression and machine learning analyses were carried out to determine the consistency and diagnostic capabilities of potential microbial biomarkers.ResultsDefinitive taxa, including Parvimonas micraATCC 33270, Streptococcus anginosusand yet-to-be-cultured members of Proteobacteria, were frequently and significantly increased in stools from patients with CRC compared with controls across studies and had high discriminatory capacity in diagnostic classification. Microbiome-based CRC versus control classification produced an area under receiver operator characteristic (AUROC) curve of 76.6% in QIIME-CR and 80.3% in SS-UP. Combining clinical and microbiome markers gave a diagnostic AUROC of 83.3% for QIIME-CR and 91.3% for SS-UP.ConclusionsDespite technological differences across studies and methods, key microbial markers emerged as important in classifying CRC cases and such could be used in a universal diagnostic for the disease. The choice of bioinformatics pipeline influenced accuracy of classification. Strain-resolved microbial markers might prove crucial in providing a microbial diagnostic for CRC.
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- 2018
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8. Exact sequence variants should replace operational taxonomic units in marker-gene data analysis
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Callahan, Benjamin J, McMurdie, Paul J, and Holmes, Susan P
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Recent advances have made it possible to analyze high-throughput marker-gene sequencing data without resorting to the customary construction of molecular operational taxonomic units (OTUs): clusters of sequencing reads that differ by less than a fixed dissimilarity threshold. New methods control errors sufficiently such that amplicon sequence variants (ASVs) can be resolved exactly, down to the level of single-nucleotide differences over the sequenced gene region. The benefits of finer resolution are immediately apparent, and arguments for ASV methods have focused on their improved resolution. Less obvious, but we believe more important, are the broad benefits that derive from the status of ASVs as consistent labels with intrinsic biological meaning identified independently from a reference database. Here we discuss how these features grant ASVs the combined advantages of closed-reference OTUs—including computational costs that scale linearly with study size, simple merging between independently processed data sets, and forward prediction—and of de novoOTUs—including accurate measurement of diversity and applicability to communities lacking deep coverage in reference databases. We argue that the improvements in reusability, reproducibility and comprehensiveness are sufficiently great that ASVs should replace OTUs as the standard unit of marker-gene analysis and reporting.
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- 2017
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9. DADA2: High-resolution sample inference from Illumina amplicon data
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Callahan, Benjamin J, McMurdie, Paul J, Rosen, Michael J, Han, Andrew W, Johnson, Amy Jo A, and Holmes, Susan P
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We present the open-source software package DADA2 for modeling and correcting Illumina-sequenced amplicon errors (https://github.com/benjjneb/dada2). DADA2 infers sample sequences exactly and resolves differences of as little as 1 nucleotide. In several mock communities, DADA2 identified more real variants and output fewer spurious sequences than other methods. We applied DADA2 to vaginal samples from a cohort of pregnant women, revealing a diversity of previously undetected Lactobacillus crispatus variants.
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- 2016
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10. Butyrate-producing human gut symbiont, Clostridium butyricum, and its role in health and disease
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Stoeva, Magdalena K., Garcia-So, Jeewon, Justice, Nicholas, Myers, Julia, Tyagi, Surabhi, Nemchek, Madeleine, McMurdie, Paul J., Kolterman, Orville, and Eid, John
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ABSTRACTClostridium butyricumis a butyrate-producing human gut symbiont that has been safely used as a probiotic for decades. C. butyricumstrains have been investigated for potential protective or ameliorative effects in a wide range of human diseases, including gut-acquired infection, intestinal injury, irritable bowel syndrome, inflammatory bowel disease, neurodegenerative disease, metabolic disease, and colorectal cancer. In this review we summarize the studies on C. butyricumsupplementation with special attention to proposed mechanisms for the associated health benefits and the supporting experimental evidence. These mechanisms center on molecular signals (especially butyrate) as well as immunological signals in the digestive system that cascade well beyond the gut to the liver, adipose tissue, brain, and more. The safety of probiotic C. butyricumstrains appears well-established. We identify areas where additional human randomized controlled trials would provide valuable further data related to the strains’ utility as an intervention.
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- 2021
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11. Mo1807 Common Pharmaceuticals Shift in Gut Microbiome Composition.
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Iwai, Shoko, Han, Andrew, Kuczynski, Justin, McMurdie, Paul J., Steger, Rachel, DiStefano, Peter S., Mahmood, Nadir, DeSantis, Todd Z., and Dabbagh, Karim
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- 2015
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