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DeBarry JD, Nural MV, Pakala SB, Nayak V, Warrenfeltz S, Humphrey J, Lapp SA, Cabrera-Mora M, Brito CFA, Jiang J, Saney CL, Hankus A, Stealey HM, DeBarry MB, Lackman N, Legall N, Lee K, Tang Y, Gupta A, Trippe ED, Bridger RR, Weatherly DB, Peterson MS, Jiang X, Tran V, Uppal K, Fonseca LL, Joyner CJ, Karpuzoglu E, Cordy RJ, Meyer EVS, Wells LL, Ory DS, Lee FEH, Tirouvanziam R, Gutiérrez JB, Ibegbu C, Lamb TJ, Pohl J, Pruett ST, Jones DP, Styczynski MP, Voit EO, Moreno A, Galinski MR, Kissinger JC. MaHPIC malaria systems biology data from Plasmodium cynomolgi sporozoite longitudinal infections in macaques. Sci Data 2022; 9:722. [PMID: 36433985 PMCID: PMC9700667 DOI: 10.1038/s41597-022-01755-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 10/10/2022] [Indexed: 11/27/2022] Open
Abstract
Plasmodium cynomolgi causes zoonotic malarial infections in Southeast Asia and this parasite species is important as a model for Plasmodium vivax and Plasmodium ovale. Each of these species produces hypnozoites in the liver, which can cause relapsing infections in the blood. Here we present methods and data generated from iterative longitudinal systems biology infection experiments designed and performed by the Malaria Host-Pathogen Interaction Center (MaHPIC) to delve deeper into the biology, pathogenesis, and immune responses of P. cynomolgi in the Macaca mulatta host. Infections were initiated by sporozoite inoculation. Blood and bone marrow samples were collected at defined timepoints for biological and computational experiments and integrative analyses revolving around primary illness, relapse illness, and subsequent disease and immune response patterns. Parasitological, clinical, haematological, immune response, and -omic datasets (transcriptomics, proteomics, metabolomics, and lipidomics) including metadata and computational results have been deposited in public repositories. The scope and depth of these datasets are unprecedented in studies of malaria, and they are projected to be a F.A.I.R., reliable data resource for decades.
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Affiliation(s)
- Jeremy D DeBarry
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
| | - Mustafa V Nural
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
| | - Suman B Pakala
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Vishal Nayak
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
- Cancer Data Science Initiatives, Frederick National Laboratory for Cancer Research, Post Office Box B, Frederick, MD, 21702, USA
| | - Susanne Warrenfeltz
- Center for Tropical and Emerging Global Diseases, University of Georgia, Athens, GA, 30602, USA
| | - Jay Humphrey
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
- Center for Tropical and Emerging Global Diseases, University of Georgia, Athens, GA, 30602, USA
| | - Stacey A Lapp
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Monica Cabrera-Mora
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Cristiana F A Brito
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Laboratório de Malária, Instituto René Rachou/Fiocruz Minas, Av. Augusto de Lima 1715, Belo Horizonte, MG, 30190 009, Brazil
| | - Jianlin Jiang
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
| | - Celia L Saney
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Center for Vaccines and Immunology, University of Georgia, Athens, GA, 30605, USA
| | - Allison Hankus
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Senior Public Health Informaticist, MITRE Corp, Atlanta, GA, 30345, USA
| | - Hannah M Stealey
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
- Department of Biomedical Engineering, University of Texas at Austin, Austin, TX, 78712, USA
| | - Megan B DeBarry
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
| | - Nicolas Lackman
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
| | - Noah Legall
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
- Interdisciplinary Disease Ecology Across Scales Research Traineeship Program, Institute of Bioinformatics, Center for the Ecology of Infectious Diseases, University of Georgia, Athens, GA, 30602, USA
| | - Kevin Lee
- Center for Integrative Genomics, School of Biology, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Yan Tang
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
| | - Anuj Gupta
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, 30332, USA
- Valted Seq, 704 Quince Orchard Rd, Gaithersburg, MD, 20878, USA
| | - Elizabeth D Trippe
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
- Federal Drug Administration, Silver Spring, MD, 20993, USA
| | - Robert R Bridger
- Complex Carbohydrate Research Center, Department of Biochemistry, University of Georgia, Athens, GA, 30602, USA
| | - Daniel Brent Weatherly
- Complex Carbohydrate Research Center, Department of Biochemistry, University of Georgia, Athens, GA, 30602, USA
| | - Mariko S Peterson
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
| | - Xuntian Jiang
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - ViLinh Tran
- Division of Pulmonary, Allergy, Critical Care, & Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Karan Uppal
- Division of Pulmonary, Allergy, Critical Care, & Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Luis L Fonseca
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, 30332, USA
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, University of Florida, Gainesville, FL, 32603, USA
| | - Chester J Joyner
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Center for Tropical and Emerging Global Disease, University of Georgia, Athens, GA, 30602, USA
- Center for Vaccines and Immunology, Department of Infectious Diseases, College of Veterinary Medicine, University of Georgia, Athens, GA, 30602, USA
| | - Ebru Karpuzoglu
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Department of Biosciences and Diagnostic Imaging, College of Veterinary Medicine, University of Georgia, Athens, GA, 30602, USA
| | - Regina J Cordy
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Department of Biology, Wake Forest University, Winston Salem, NC, 27103, USA
| | - Esmeralda V S Meyer
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Institutional Animal Care and Use Committee, Research Compliance and Research Integrity Office, Emory University, Atlanta, GA, 30322, USA
| | - Lance L Wells
- Complex Carbohydrate Research Center, Department of Biochemistry, University of Georgia, Athens, GA, 30602, USA
| | - Daniel S Ory
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, 63110, USA
- Casma Therapeutics, Cambridge, MA, 02139, USA
| | - F Eun-Hyung Lee
- Division of Pulmonary, Allergy, Critical Care, & Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
- Lowance Center for Human Immunology, Emory University, Atlanta, GA, 30322, USA
| | - Rabindra Tirouvanziam
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Juan B Gutiérrez
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
- Department of Mathematics, Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA
- University of Texas at San Antonio, San Antonio, TX, 78249, USA
| | - Chris Ibegbu
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
| | - Tracey J Lamb
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, 30322, USA
- Division of Infectious Diseases, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
- Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Department of Pathology, University of Utah, Salt Lake City, UT, 84112, USA
| | - Jan Pohl
- Biotechnology Core Facility Branch, Centers for Disease Control and Prevention, Atlanta, GA, 30333, USA
| | - Sarah T Pruett
- Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- University of Tennessee, Knoxville, TN, 37996, USA
| | - Dean P Jones
- Division of Pulmonary, Allergy, Critical Care, & Sleep Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Mark P Styczynski
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Eberhard O Voit
- The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, 30332, USA
| | - Alberto Moreno
- Division of Infectious Diseases, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Mary R Galinski
- Emory Vaccine Center, Yerkes/Emory National Primate Research Center, Emory University, Atlanta, GA, 30329, USA
- Division of Infectious Diseases, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Jessica C Kissinger
- Institute of Bioinformatics, University of Georgia, Athens, GA, 30602, USA.
- Center for Tropical and Emerging Global Diseases, University of Georgia, Athens, GA, 30602, USA.
- Department of Genetics, University of Georgia, Athens, GA, 30602, USA.
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Faraji M, Fonseca LL, Escamilla-Treviño L, Barros-Rios J, Engle NL, Yang ZK, Tschaplinski TJ, Dixon RA, Voit EO. A dynamic model of lignin biosynthesis in Brachypodium distachyon. BIOTECHNOLOGY FOR BIOFUELS 2018; 11:253. [PMID: 30250505 PMCID: PMC6145374 DOI: 10.1186/s13068-018-1241-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Accepted: 08/27/2018] [Indexed: 05/31/2023]
Abstract
BACKGROUND Lignin is a crucial molecule for terrestrial plants, as it offers structural support and permits the transport of water over long distances. The hardness of lignin reduces plant digestibility by cattle and sheep; it also makes inedible plant materials recalcitrant toward the enzymatic fermentation of cellulose, which is a potentially valuable substrate for sustainable biofuels. Targeted attempts to change the amount or composition of lignin in relevant plant species have been hampered by the fact that the lignin biosynthetic pathway is difficult to understand, because it uses several enzymes for the same substrates, is regulated in an ill-characterized manner, may operate in different locations within cells, and contains metabolic channels, which the plant may use to funnel initial substrates into specific monolignols. RESULTS We propose a dynamic mathematical model that integrates various datasets and other information regarding the lignin pathway in Brachypodium distachyon and permits explanations for some counterintuitive observations. The model predicts the lignin composition and label distribution in a BdPTAL knockdown strain, with results that are quite similar to experimental data. CONCLUSION Given the present scarcity of available data, the model resulting from our analysis is presumably not final. However, it offers proof of concept for how one may design integrative pathway models of this type, which are necessary tools for predicting the consequences of genomic or other alterations toward plants with lignin features that are more desirable than in their wild-type counterparts.
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Affiliation(s)
- Mojdeh Faraji
- The Wallace H. Coulter, Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 950 Atlantic Drive, Atlanta, GA 30332-2000 USA
- BioEnergy Sciences Center (BESC), Oak Ridge National Lab, Oak Ridge, TN USA
| | - Luis L. Fonseca
- The Wallace H. Coulter, Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 950 Atlantic Drive, Atlanta, GA 30332-2000 USA
- BioEnergy Sciences Center (BESC), Oak Ridge National Lab, Oak Ridge, TN USA
| | - Luis Escamilla-Treviño
- BioEnergy Sciences Center (BESC), Oak Ridge National Lab, Oak Ridge, TN USA
- BioDiscovery Institute and Department of Biological Sciences, University of North Texas, 1155 Union Circle #305220, Denton, TX 76203-5017 USA
| | - Jaime Barros-Rios
- BioEnergy Sciences Center (BESC), Oak Ridge National Lab, Oak Ridge, TN USA
- BioDiscovery Institute and Department of Biological Sciences, University of North Texas, 1155 Union Circle #305220, Denton, TX 76203-5017 USA
| | - Nancy L. Engle
- BioEnergy Sciences Center (BESC), Oak Ridge National Lab, Oak Ridge, TN USA
- Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN 37831 USA
| | - Zamin K. Yang
- BioEnergy Sciences Center (BESC), Oak Ridge National Lab, Oak Ridge, TN USA
- Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN 37831 USA
| | - Timothy J. Tschaplinski
- BioEnergy Sciences Center (BESC), Oak Ridge National Lab, Oak Ridge, TN USA
- Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, TN 37831 USA
| | - Richard A. Dixon
- BioEnergy Sciences Center (BESC), Oak Ridge National Lab, Oak Ridge, TN USA
- BioDiscovery Institute and Department of Biological Sciences, University of North Texas, 1155 Union Circle #305220, Denton, TX 76203-5017 USA
| | - Eberhard O. Voit
- The Wallace H. Coulter, Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, 950 Atlantic Drive, Atlanta, GA 30332-2000 USA
- BioEnergy Sciences Center (BESC), Oak Ridge National Lab, Oak Ridge, TN USA
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