Improved detection of microbiome-disease associations via population structure-aware generalized linear mixed effects models (microSLAM)

• Miriam Goldman ,

  Contributed equally to this work with: Miriam Goldman, Chunyu Zhao

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Department of Epidemiology & Biostatistics, University of California San Francisco, San Francisco, California, United States of America, Institute of Data Science & Biotechnology, Gladstone Institutes, San Francisco, California, United States of America

  https://orcid.org/0000-0002-4702-1365

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• Chunyu Zhao ,

  Contributed equally to this work with: Miriam Goldman, Chunyu Zhao

  Roles Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Institute of Data Science & Biotechnology, Gladstone Institutes, San Francisco, California, United States of America, Data Science, Chan Zuckerberg Biohub Network, San Francisco, California, United States of America

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• Katherine S. Pollard

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: katherine.pollard@gladstone.ucsf.edu

  Affiliations Department of Epidemiology & Biostatistics, University of California San Francisco, San Francisco, California, United States of America, Institute of Data Science & Biotechnology, Gladstone Institutes, San Francisco, California, United States of America, Data Science, Chan Zuckerberg Biohub Network, San Francisco, California, United States of America

  https://orcid.org/0000-0002-9870-6196

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