Expanding the limits of Scale and sensitivity in microbial genomics

Thesis: Ph. D., Massachusetts Institute of Technology, Department of Biological Engineering, 2018. === Cataloged from PDF version of thesis. === Includes bibliographical references (pages 118-128). === Sequencing of microbial genomes has enabled new understanding of human health and disease. Certain...

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Main Author: Lagoudas, Georgia Kerasia
Other Authors: Paul C. Blainey.
Format: Others
Language:English
Published: Massachusetts Institute of Technology 2019
Subjects:
Online Access:http://hdl.handle.net/1721.1/119970
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spelling ndltd-MIT-oai-dspace.mit.edu-1721.1-1199702019-05-02T16:27:25Z Expanding the limits of Scale and sensitivity in microbial genomics Lagoudas, Georgia Kerasia Paul C. Blainey. Massachusetts Institute of Technology. Department of Biological Engineering. Massachusetts Institute of Technology. Department of Biological Engineering. Biological Engineering. Thesis: Ph. D., Massachusetts Institute of Technology, Department of Biological Engineering, 2018. Cataloged from PDF version of thesis. Includes bibliographical references (pages 118-128). Sequencing of microbial genomes has enabled new understanding of human health and disease. Certain microbes can support human health through the microbiota, helping to train our immune system or supply essential nutrients. In other cases, microbes may be pathogenic, overwhelming the immune system and causing infection. Low-cost and accessible DNA sequencing has allowed us to learn important information about microbial systems - we can identify what microbes are members of our microbiota and how they change with disease, as well as how pathogenic microbes evolve and acquire resistance to antibiotics. While the cost of sequencing has decreased and allowed for widespread use, studies are now limited by sample acquisition and preparation. In particular, microbial sample preparation has challenges at the limits of sensitivity (low signal to noise ratio) and at the limits of scale (large sample size). In this thesis, I developed methods to address both of these challenges and applied the techniques to study questions in basic biology and in clinical medicine. First, I developed a procedure to sample and sequence the lung microbiome in mouse models, where high background of mammalian DNA in lung samples poses a serious challenge for sequencing preparation. Along with my collaborator, I used this procedure to investigate the microbiome in a murine model of lung cancer. Second, I developed a platform for high-throughput sequencing preparation of bacteria at the scale of thousands of samples, with a 100-fold less cost per sample. I prepared and sequenced 3000 antibiotic-resistance bacteria from a clinical trial studying the role of decolonization procedures. This work provides new insights about microbes in the context of health and disease, and the methods developed here can make samples newly accessible for sequencing at the limits of scale or sensitivity. MIT Presidential Fellowship MIT Hugh Hampton Young Fellowship NSF Graduate Research Fellowship by Georgia Kerasia Lagoudas. Ph. D. 2019-01-11T16:06:20Z 2019-01-11T16:06:20Z 2018 2018 Thesis http://hdl.handle.net/1721.1/119970 1080639197 eng MIT theses are protected by copyright. They may be viewed, downloaded, or printed from this source but further reproduction or distribution in any format is prohibited without written permission. http://dspace.mit.edu/handle/1721.1/7582 128 pages application/pdf Massachusetts Institute of Technology
collection NDLTD
language English
format Others
sources NDLTD
topic Biological Engineering.
spellingShingle Biological Engineering.
Lagoudas, Georgia Kerasia
Expanding the limits of Scale and sensitivity in microbial genomics
description Thesis: Ph. D., Massachusetts Institute of Technology, Department of Biological Engineering, 2018. === Cataloged from PDF version of thesis. === Includes bibliographical references (pages 118-128). === Sequencing of microbial genomes has enabled new understanding of human health and disease. Certain microbes can support human health through the microbiota, helping to train our immune system or supply essential nutrients. In other cases, microbes may be pathogenic, overwhelming the immune system and causing infection. Low-cost and accessible DNA sequencing has allowed us to learn important information about microbial systems - we can identify what microbes are members of our microbiota and how they change with disease, as well as how pathogenic microbes evolve and acquire resistance to antibiotics. While the cost of sequencing has decreased and allowed for widespread use, studies are now limited by sample acquisition and preparation. In particular, microbial sample preparation has challenges at the limits of sensitivity (low signal to noise ratio) and at the limits of scale (large sample size). In this thesis, I developed methods to address both of these challenges and applied the techniques to study questions in basic biology and in clinical medicine. First, I developed a procedure to sample and sequence the lung microbiome in mouse models, where high background of mammalian DNA in lung samples poses a serious challenge for sequencing preparation. Along with my collaborator, I used this procedure to investigate the microbiome in a murine model of lung cancer. Second, I developed a platform for high-throughput sequencing preparation of bacteria at the scale of thousands of samples, with a 100-fold less cost per sample. I prepared and sequenced 3000 antibiotic-resistance bacteria from a clinical trial studying the role of decolonization procedures. This work provides new insights about microbes in the context of health and disease, and the methods developed here can make samples newly accessible for sequencing at the limits of scale or sensitivity. === MIT Presidential Fellowship MIT Hugh Hampton Young Fellowship NSF Graduate Research Fellowship === by Georgia Kerasia Lagoudas. === Ph. D.
author2 Paul C. Blainey.
author_facet Paul C. Blainey.
Lagoudas, Georgia Kerasia
author Lagoudas, Georgia Kerasia
author_sort Lagoudas, Georgia Kerasia
title Expanding the limits of Scale and sensitivity in microbial genomics
title_short Expanding the limits of Scale and sensitivity in microbial genomics
title_full Expanding the limits of Scale and sensitivity in microbial genomics
title_fullStr Expanding the limits of Scale and sensitivity in microbial genomics
title_full_unstemmed Expanding the limits of Scale and sensitivity in microbial genomics
title_sort expanding the limits of scale and sensitivity in microbial genomics
publisher Massachusetts Institute of Technology
publishDate 2019
url http://hdl.handle.net/1721.1/119970
work_keys_str_mv AT lagoudasgeorgiakerasia expandingthelimitsofscaleandsensitivityinmicrobialgenomics
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