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Reference Data Based Insights Expand Understanding of Human Metabolomes

38 Pages Posted: 9 Sep 2020 Publication Status: Review Complete

See all articles by Julia M. Gauglitz

Julia M. Gauglitz

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Wout Bittremieux

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Candace L. Williams

San Diego Zoo Global - Reproductive Sciences

Kelly C. Weldon

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Morgan W. Panitchpakdi

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Francesca Di Ottavio

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Christine M. Aceves

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Elizabeth Brown

University of California, San Diego (UCSD) - Skaggs School of Pharmacy and Pharmaceutical Sciences

Nicole C. Sikora

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Alan K. Jarmusch

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Cameron Martino

University of California, San Diego (UCSD) - Department of Bioengineering

Anupriya Tripathi

University of California, San Diego (UCSD) - Skaggs School of Pharmacy and Pharmaceutical Sciences

Erfan Sayyari

University of California, San Diego (UCSD) - Center for Microbiome Innovation

Justin Shaffer

University of California, San Diego (UCSD) - Department of Pediatrics

Roxana Coras

UCSD School of Medicine - Division of Rheumatology, Allergy and Immunology

Fernando Vargas

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Lindsay DeRight Goldasich

University of California, San Diego (UCSD) - Department of Pediatrics

Tara Schwartz

University of California, San Diego (UCSD) - Department of Pediatrics

MacKenzie Bryant

University of California, San Diego (UCSD) - Department of Pediatrics

Gregory Humphrey

University of California, San Diego (UCSD) - Department of Pediatrics

Abigail J. Johnson

University of Minnesota - St. Paul - BioTechnology Institute

Katharina Spengler

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Pedro Belda-Ferre

University of California, San Diego (UCSD) - Department of Pediatrics

Edgar Diaz

University of California, San Diego (UCSD) - Department of Pediatrics

Daniel McDonald

University of California, San Diego (UCSD) - Department of Pediatrics

Qiyun Zhu

University of California, San Diego (UCSD) - Department of Pediatrics

Dominic S. Nguyen

University of California, San Diego (UCSD) - Department of Pediatrics

Emmanuel O. Elijah

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Mingxun Wang

University of California, San Diego (UCSD) - Department of Computer Science & Engineering

Clarisse Marotz

University of California, San Diego (UCSD) - Department of Pediatrics

Kate E. Sprecher

University of Colorado at Boulder - Department of Integrative Physiology

Daniela Vargas-Robles

Servicio Autónomo Centro Amazónico de Investigación y Control de Enfermedades Tropicales Simón Bolívar

Dana Withrow

University of Colorado at Boulder - Department of Integrative Physiology

Gail Ackermann

University of California, San Diego (UCSD) - Department of Pediatrics

Lourdes Herrera

Wake Forest School of Medicine - Department of Pediatrics

Barry J. Bradford

Michigan State University - Department of Animal Science

Lucas Maciel Mauriz Marques

University of São Paulo (USP) - Department of Pharmacology

Juliano Geraldo Amaral

Federal University of Bahia (UFBA) - Multidisciplinary Health Institute

Rodrigo Moreira Silva

University of São Paulo (USP) - NPPNS

Flávio Protaso Veras

University of São Paulo (USP) - Department of Pharmacology

Thiago Mattar Cunha

University of São Paulo (USP) - Department of Pharmacology

Rene Donizeti Ribeiro Oliveira

University of São Paulo (USP) - Department of Internal Medicine

Paulo Louzada-Junior

University of São Paulo (USP) - Ribeirão Preto Medical School

Robert H. Mills

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Douglas Galasko

University of California, San Diego (UCSD) - Department of Neurology

Parambir S. Dulai

University of California, San Diego (UCSD) - Division of Gastroenterology

Curt Wittenberg

The Scripps Research Institute - Department of Molecular Medicine

David J. Gonzalez

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

Robert Terkeltaub

UCSD School of Medicine - Division of Rheumatology, Allergy and Immunology

Megan M. Doty

University of California, San Diego (UCSD) - Department of Pediatrics

Jae H. Kim

University of Cincinnati - Division of Neonatology

Kyung E. Rhee

University of California, San Diego (UCSD) - Department of Pediatrics

Julia Beauchamp-Walters

University of California, San Diego (UCSD) - Division of Pediatric Hospital Medicine

Kenneth P. Wright Jr

University of Colorado at Boulder - Department of Integrative Physiology

Maria Gloria Dominguez Bello

Rutgers, The State University of New Jersey - Department of Biochemistry and Microbiology

Mark Manary

Washington University in St. Louis - Department of Pediatrics

Michelli F. Oliveira

University of California, San Diego (UCSD) - Department of Medicine

Brigid S. Boland

University of California, San Diego (UCSD) - Department of Neurosciences

Norberto Peporine Lopes

University of São Paulo (USP) - NPPNS

Monica Guma

University of California, San Diego (UCSD) - Department of Cellular & Molecular Medicine

Austin D. Swafford

University of California, San Diego (UCSD) - Center for Microbiome Innovation

Rachel Dutton

University of California, San Diego (UCSD) - Division of Biological Sciences

Rob Knight

University of California, San Diego (UCSD) - Department of Computer Science & Engineering; University of California, San Diego (UCSD) - Department of Pediatrics; University of California, San Diego (UCSD) - Center for Microbiome Innovation

Pieter Dorrestein

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center; University of California, San Diego (UCSD) - Department of Computer Science & Engineering; University of California, San Diego (UCSD) - Department of Pediatrics; University of California, San Diego (UCSD) - Center for Microbiome Innovation; University of California, San Diego (UCSD) - Skaggs School of Pharmacy and Pharmaceutical Sciences

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Abstract

The human metabolome has remained largely unknown, with most studies annotating ~10% of features. In nucleic acid sequencing, annotating transcripts by source has proven essential for understanding gene function. Here we generalize this concept to stool, plasma, urine and other human metabolomes, discovering that food-based annotations increase the interpreted fraction of molecular features 7-fold, providing a general framework for expanding the interpretability of human metabolomic “dark matter.”

Suggested Citation

Gauglitz, Julia M. and Bittremieux, Wout and Williams, Candace L. and Weldon, Kelly C. and Panitchpakdi, Morgan W. and Di Ottavio, Francesca and Aceves, Christine M. and Brown, Elizabeth and Sikora, Nicole C. and Jarmusch, Alan K. and Martino, Cameron and Tripathi, Anupriya and Sayyari, Erfan and Shaffer, Justin and Coras, Roxana and Vargas, Fernando and DeRight Goldasich, Lindsay and Schwartz, Tara and Bryant, MacKenzie and Humphrey, Gregory and Johnson, Abigail J. and Spengler, Katharina and Belda-Ferre, Pedro and Diaz, Edgar and McDonald, Daniel and Zhu, Qiyun and Nguyen, Dominic S. and Elijah, Emmanuel O. and Wang, Mingxun and Marotz, Clarisse and Sprecher, Kate E. and Vargas-Robles, Daniela and Withrow, Dana and Ackermann, Gail and Herrera, Lourdes and Bradford, Barry J. and Marques, Lucas Maciel Mauriz and Amaral, Juliano Geraldo and Silva, Rodrigo Moreira and Veras, Flávio Protaso and Cunha, Thiago Mattar and Oliveira, Rene Donizeti Ribeiro and Louzada-Junior, Paulo and Mills, Robert H. and Galasko, Douglas and Dulai, Parambir S. and Wittenberg, Curt and Gonzalez, David J. and Terkeltaub, Robert and Doty, Megan M. and Kim, Jae H. and Rhee, Kyung E. and Beauchamp-Walters, Julia and Wright Jr, Kenneth P. and Dominguez Bello, Maria Gloria and Manary, Mark and Oliveira, Michelli F. and Boland, Brigid S. and Lopes, Norberto Peporine and Guma, Monica and Swafford, Austin D. and Dutton, Rachel and Knight, Rob and Dorrestein, Pieter, Reference Data Based Insights Expand Understanding of Human Metabolomes. Available at SSRN: https://ssrn.com/abstract=3661950 or http://dx.doi.org/10.2139/ssrn.3661950
This version of the paper has not been formally peer reviewed.

Julia M. Gauglitz

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center ( email )

La Jolla, CA
United States

Wout Bittremieux

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center ( email )

La Jolla, CA
United States

Candace L. Williams

San Diego Zoo Global - Reproductive Sciences ( email )

15600 San Pasqual Valley Road
Escondido, CA 92027
United States

Kelly C. Weldon

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center ( email )

La Jolla, CA
United States

Morgan W. Panitchpakdi

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center ( email )

La Jolla, CA
United States

Francesca Di Ottavio

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center ( email )

La Jolla, CA
United States

Christine M. Aceves

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center ( email )

La Jolla, CA
United States

Elizabeth Brown

University of California, San Diego (UCSD) - Skaggs School of Pharmacy and Pharmaceutical Sciences

La Jolla, CA
United States

Nicole C. Sikora

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center ( email )

La Jolla, CA
United States

Alan K. Jarmusch

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center ( email )

La Jolla, CA
United States

Cameron Martino

University of California, San Diego (UCSD) - Department of Bioengineering ( email )

San Diego, CA 92093
United States

Anupriya Tripathi

University of California, San Diego (UCSD) - Skaggs School of Pharmacy and Pharmaceutical Sciences ( email )

La Jolla, CA
United States

Erfan Sayyari

University of California, San Diego (UCSD) - Center for Microbiome Innovation ( email )

La Jolla, CA
United States

Justin Shaffer

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

Roxana Coras

UCSD School of Medicine - Division of Rheumatology, Allergy and Immunology ( email )

9500 Gilman Drive
MC 0507
La Jolla, CA 92093
United States

Fernando Vargas

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

La Jolla, CA
United States

Lindsay DeRight Goldasich

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

Tara Schwartz

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

MacKenzie Bryant

University of California, San Diego (UCSD) - Department of Pediatrics

San Diego, CA 92093
United States

Gregory Humphrey

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

Abigail J. Johnson

University of Minnesota - St. Paul - BioTechnology Institute

1364 Eckles Avenue
St Paul, MI
United States

Katharina Spengler

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center ( email )

La Jolla, CA
United States

Pedro Belda-Ferre

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

Edgar Diaz

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

Daniel McDonald

University of California, San Diego (UCSD) - Department of Pediatrics

San Diego, CA 92093
United States

Qiyun Zhu

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

Dominic S. Nguyen

University of California, San Diego (UCSD) - Department of Pediatrics

San Diego, CA 92093
United States

Emmanuel O. Elijah

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

La Jolla, CA
United States

Mingxun Wang

University of California, San Diego (UCSD) - Department of Computer Science & Engineering ( email )

La Jolla, CA
United States

Clarisse Marotz

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

Kate E. Sprecher

University of Colorado at Boulder - Department of Integrative Physiology ( email )

1070 Edinboro Drive
Boulder, CO 80309
United States

Daniela Vargas-Robles

Servicio Autónomo Centro Amazónico de Investigación y Control de Enfermedades Tropicales Simón Bolívar ( email )

Dana Withrow

University of Colorado at Boulder - Department of Integrative Physiology ( email )

1070 Edinboro Drive
Boulder, CO 80309
United States

Gail Ackermann

University of California, San Diego (UCSD) - Department of Pediatrics

San Diego, CA 92093
United States

Lourdes Herrera

Wake Forest School of Medicine - Department of Pediatrics

2601 Wake Forest Road
Winston-Salem, NC 27109
United States

Barry J. Bradford

Michigan State University - Department of Animal Science ( email )

Agriculture Hall
East Lansing, MI 48824-1122
United States

Lucas Maciel Mauriz Marques

University of São Paulo (USP) - Department of Pharmacology ( email )

Brazil

Juliano Geraldo Amaral

Federal University of Bahia (UFBA) - Multidisciplinary Health Institute ( email )

Av. Reitor Miguel Calmon, s/n
Vale do Canela
Salvador, Bahia
Brazil

Rodrigo Moreira Silva

University of São Paulo (USP) - NPPNS ( email )

Rua Luciano Gualberto, 315
São Paulo, São Paulo 14800-901
Brazil

Flávio Protaso Veras

University of São Paulo (USP) - Department of Pharmacology ( email )

Brazil

Thiago Mattar Cunha

University of São Paulo (USP) - Department of Pharmacology

Brazil

Rene Donizeti Ribeiro Oliveira

University of São Paulo (USP) - Department of Internal Medicine ( email )

Rua Luciano Gualberto, 315
São Paulo, São Paulo 14800-901
Brazil

Paulo Louzada-Junior

University of São Paulo (USP) - Ribeirão Preto Medical School ( email )

Robert H. Mills

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

La Jolla, CA
United States

Douglas Galasko

University of California, San Diego (UCSD) - Department of Neurology ( email )

Parambir S. Dulai

University of California, San Diego (UCSD) - Division of Gastroenterology ( email )

9500 Gilman Drive
Mail Code 0502
La Jolla, CA 92093-0112
United States

Curt Wittenberg

The Scripps Research Institute - Department of Molecular Medicine ( email )

United States

David J. Gonzalez

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center

La Jolla, CA
United States

Robert Terkeltaub

UCSD School of Medicine - Division of Rheumatology, Allergy and Immunology ( email )

9500 Gilman Drive
MC 0507
La Jolla, CA 92093
United States

Megan M. Doty

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

Jae H. Kim

University of Cincinnati - Division of Neonatology

Cincinnati, OH 45221-0389
United States

Kyung E. Rhee

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

Julia Beauchamp-Walters

University of California, San Diego (UCSD) - Division of Pediatric Hospital Medicine ( email )

9500 Gilman Drive
Mail Code 0502
La Jolla, CA 92093-0112
United States

Kenneth P. Wright Jr

University of Colorado at Boulder - Department of Integrative Physiology ( email )

1070 Edinboro Drive
Boulder, CO 80309
United States

Maria Gloria Dominguez Bello

Rutgers, The State University of New Jersey - Department of Biochemistry and Microbiology ( email )

311 North 5th Street
New Brunswick, NJ 08854
United States

Mark Manary

Washington University in St. Louis - Department of Pediatrics ( email )

One Brookings Drive
Campus Box 1208
Saint Louis, MO MO 63130-4899
United States

Michelli F. Oliveira

University of California, San Diego (UCSD) - Department of Medicine ( email )

9500 Gilman Drive
Mail Code 0502
La Jolla, CA 92093-0112
United States

Brigid S. Boland

University of California, San Diego (UCSD) - Department of Neurosciences ( email )

9500 Gilman Drive
Mail Code 0502
La Jolla, CA 92093-0112
United States

Norberto Peporine Lopes

University of São Paulo (USP) - NPPNS ( email )

Rua Luciano Gualberto, 315
São Paulo, São Paulo 14800-901
Brazil

Monica Guma

University of California, San Diego (UCSD) - Department of Cellular & Molecular Medicine ( email )

La Jolla, CA 92037
United States

Austin D. Swafford

University of California, San Diego (UCSD) - Center for Microbiome Innovation ( email )

La Jolla, CA
United States

Rachel Dutton

University of California, San Diego (UCSD) - Division of Biological Sciences ( email )

9500 Gilman Drive
Mail Code 0502
La Jolla, CA 92093-0112
United States

Rob Knight

University of California, San Diego (UCSD) - Department of Computer Science & Engineering ( email )

La Jolla, CA
United States

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

University of California, San Diego (UCSD) - Center for Microbiome Innovation ( email )

La Jolla, CA
United States

Pieter Dorrestein (Contact Author)

University of California, San Diego (UCSD) - Collaborative Mass Spectrometry Innovation Center ( email )

La Jolla, CA
United States

University of California, San Diego (UCSD) - Department of Computer Science & Engineering ( email )

La Jolla, CA
United States

University of California, San Diego (UCSD) - Department of Pediatrics ( email )

San Diego, CA 92093
United States

University of California, San Diego (UCSD) - Center for Microbiome Innovation ( email )

La Jolla, CA
United States

University of California, San Diego (UCSD) - Skaggs School of Pharmacy and Pharmaceutical Sciences ( email )

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