1
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Hoefges A, McIlwain SJ, Erbe AK, Mathers N, Xu A, Melby D, Tetreault K, Le T, Kim K, Pinapati RS, Garcia BH, Patel J, Heck M, Feils AS, Tsarovsky N, Hank JA, Morris ZS, Ong IM, Sondel PM. Antibody landscape of C57BL/6 mice cured of B78 melanoma via a combined radiation and immunocytokine immunotherapy regimen. Front Immunol 2023; 14:1221155. [PMID: 38077403 PMCID: PMC10701281 DOI: 10.3389/fimmu.2023.1221155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Accepted: 11/06/2023] [Indexed: 12/18/2023] Open
Abstract
Sera of immune mice that were previously cured of their melanoma through a combined radiation and immunocytokine immunotherapy regimen consisting of 12 Gy of external beam radiation and the intratumoral administration of an immunocytokine (anti-GD2 mAb coupled to IL-2) with long-term immunological memory showed strong antibody-binding against melanoma tumor cell lines via flow cytometric analysis. Using a high-density whole-proteome peptide array (of 6.090.593 unique peptides), we assessed potential protein-targets for antibodies found in immune sera. Sera from 6 of these cured mice were analyzed with this high-density, whole-proteome peptide array to determine specific antibody-binding sites and their linear peptide sequence. We identified thousands of peptides that were targeted by these 6 mice and exhibited strong antibody binding only by immune (after successful cure and rechallenge), not naïve (before tumor implantation) sera and developed a robust method to detect these differentially targeted peptides. Confirmatory studies were done to validate these results using 2 separate systems, a peptide ELISA and a smaller scale peptide array utilizing a slightly different technology. To the best of our knowledge, this is the first study of the full set of germline encoded linear peptide-based proteome epitopes that are recognized by immune sera from mice cured of cancer via radio-immunotherapy. We furthermore found that although the generation of B-cell repertoire in immune development is vastly variable, and numerous epitopes are identified uniquely by immune serum from each of these 6 immune mice evaluated, there are still several epitopes and proteins that are commonly recognized by at least half of the mice studied. This suggests that every mouse has a unique set of antibodies produced in response to the curative therapy, creating an individual "fingerprint." Additionally, certain epitopes and proteins stand out as more immunogenic, as they are recognized by multiple mice in the immune group.
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Affiliation(s)
- Anna Hoefges
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
| | - Sean J. McIlwain
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison, WI, United States
| | - Amy K. Erbe
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
| | - Nicholas Mathers
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
| | - Angie Xu
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
| | - Drew Melby
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
| | - Kaitlin Tetreault
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison, WI, United States
| | - Trang Le
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison, WI, United States
| | - Kyungmann Kim
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison, WI, United States
| | | | | | - Jigar Patel
- Nimble Therapeutics, Inc., Madison, WI, United States
| | - Mackenzie Heck
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
| | - Arika S. Feils
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
| | - Noah Tsarovsky
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
| | - Jacquelyn Ann Hank
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
| | - Zachary Scott Morris
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
| | - Irene M. Ong
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison, WI, United States
- Department of Obstetrics and Gynecology, University of Wisconsin, Madison, WI, United States
| | - Paul Mark Sondel
- Department of Human Oncology, University of Wisconsin, Madison, WI, United States
- Department of Pediatrics, University of Wisconsin, Madison, WI, United States
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2
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Bach E, Fitzgerald SF, Williams-MacDonald SE, Mitchell M, Golde WT, Longbottom D, Nisbet AJ, Dinkla A, Sullivan E, Pinapati RS, Tan JC, Joosten LAB, Roest HJ, Østerbye T, Koets AP, Buus S, McNeilly TN. Genome-wide epitope mapping across multiple host species reveals significant diversity in antibody responses to Coxiella burnetii vaccination and infection. Front Immunol 2023; 14:1257722. [PMID: 37954609 PMCID: PMC10637584 DOI: 10.3389/fimmu.2023.1257722] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Accepted: 09/19/2023] [Indexed: 11/14/2023] Open
Abstract
Coxiella burnetii is an important zoonotic bacterial pathogen of global importance, causing the disease Q fever in a wide range of animal hosts. Ruminant livestock, in particular sheep and goats, are considered the main reservoir of human infection. Vaccination is a key control measure, and two commercial vaccines based on formalin-inactivated C. burnetii bacterins are currently available for use in livestock and humans. However, their deployment is limited due to significant reactogenicity in individuals previously sensitized to C. burnetii antigens. Furthermore, these vaccines interfere with available serodiagnostic tests which are also based on C. burnetii bacterin antigens. Defined subunit antigen vaccines offer significant advantages, as they can be engineered to reduce reactogenicity and co-designed with serodiagnostic tests to allow discrimination between vaccinated and infected individuals. This study aimed to investigate the diversity of antibody responses to C. burnetii vaccination and/or infection in cattle, goats, humans, and sheep through genome-wide linear epitope mapping to identify candidate vaccine and diagnostic antigens within the predicted bacterial proteome. Using high-density peptide microarrays, we analyzed the seroreactivity in 156 serum samples from vaccinated and infected individuals to peptides derived from 2,092 open-reading frames in the C. burnetii genome. We found significant diversity in the antibody responses within and between species and across different types of C. burnetii exposure. Through the implementation of three different vaccine candidate selection methods, we identified 493 candidate protein antigens for protein subunit vaccine design or serodiagnostic evaluation, of which 65 have been previously described. This is the first study to investigate multi-species seroreactivity against the entire C. burnetii proteome presented as overlapping linear peptides and provides the basis for the selection of antigen targets for next-generation Q fever vaccines and diagnostic tests.
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Affiliation(s)
- Emil Bach
- Department of Immunology & Microbiology, University of Copenhagen, Copenhagen, Denmark
| | | | | | | | | | | | | | - Annemieke Dinkla
- Department of Bacteriology, Host-Pathogen Interaction and Diagnostic Development, Wageningen Bioveterinary Research, Lelystad, Netherlands
| | - Eric Sullivan
- Nimble Therapeutics, Inc., Madison, WI, United States
| | | | - John C. Tan
- Nimble Therapeutics, Inc., Madison, WI, United States
| | - Leo A. B. Joosten
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, Netherlands
| | - Hendrik-Jan Roest
- Department of Bacteriology, Host-Pathogen Interaction and Diagnostic Development, Wageningen Bioveterinary Research, Lelystad, Netherlands
- Ministry of Agriculture, Nature and Food Quality, Den Haag, Netherlands
- Department of Infection and Immunology, Faculty of Veterinary Medicine, Utrecht University, Utrecht, Netherlands
| | - Thomas Østerbye
- Department of Immunology & Microbiology, University of Copenhagen, Copenhagen, Denmark
| | - Ad P. Koets
- Department of Bacteriology, Host-Pathogen Interaction and Diagnostic Development, Wageningen Bioveterinary Research, Lelystad, Netherlands
| | - Søren Buus
- Department of Immunology & Microbiology, University of Copenhagen, Copenhagen, Denmark
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3
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Hoefges A, McIlwain SJ, Erbe AK, Mathers N, Xu A, Melby D, Tetreault K, Le T, Kim K, Pinapati RS, Garcia B, Patel J, Heck M, Feils AS, Tsarovsky N, Hank JA, Morris ZS, Ong IM, Sondel PM. Antibody landscape of C57BL/6 mice cured of B78 melanoma via immunotherapy. bioRxiv 2023:2023.02.24.529012. [PMID: 36896021 PMCID: PMC9996675 DOI: 10.1101/2023.02.24.529012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2023]
Abstract
Hoefges et al. utilized a whole-proteome peptide array approach to show that C57BL/6 mice develop a large repertoire of antibodies against linear peptide sequences of their melanoma after receiving a curative immunotherapy regimen consisting of radiation and an immunocytokine. Antibodies can play an important role in innate and adaptive immune responses against cancer, and in preventing infectious disease. Flow cytometry analysis of sera of immune mice that were previously cured of their melanoma through a combined immunotherapy regimen with long-term memory showed strong antibody-binding against melanoma tumor cell lines. Using a high-density whole-proteome peptide array, we assessed potential protein-targets for antibodies found in immune sera. Sera from 6 of these cured mice were analyzed with this high-density, whole-proteome peptide array to determine specific antibody-binding sites and their linear peptide sequence. We identified thousands of peptides that were targeted by 2 or more of these 6 mice and exhibited strong antibody binding only by immune, not naive sera. Confirmatory studies were done to validate these results using 2 separate ELISA-based systems. To the best of our knowledge, this is the first study of the "immunome" of protein-based epitopes that are recognized by immune sera from mice cured of cancer via immunotherapy.
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Affiliation(s)
- A Hoefges
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
| | - S J McIlwain
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison, WI, USA
| | - A K Erbe
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
| | - N Mathers
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
| | - A Xu
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
| | - D Melby
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
| | - K Tetreault
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison, WI, USA
| | - T Le
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison, WI, USA
| | - K Kim
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison, WI, USA
| | | | - B Garcia
- Nimble Therapeutics, Inc., Madison, WI, USA
| | - J Patel
- Nimble Therapeutics, Inc., Madison, WI, USA
| | - M Heck
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
| | - A S Feils
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
| | - N Tsarovsky
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
| | - J A Hank
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
| | - Z S Morris
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
| | - I M Ong
- Department of Biostatistics and Medical Informatics, University of Wisconsin, Madison, WI, USA
- Department of Obstetrics and Gynecology, University of Wisconsin, Madison, WI, USA
| | - P M Sondel
- Department of Human Oncology, University of Wisconsin, Madison, WI, USA
- Department of Pediatrics, University of Wisconsin, Madison, WI, USA
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4
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Button-Simons KA, Kumar S, Carmago N, Haile MT, Jett C, Checkley LA, Kennedy SY, Pinapati RS, Shoue DA, McDew-White M, Li X, Nosten FH, Kappe SH, Anderson TJC, Romero-Severson J, Ferdig MT, Emrich SJ, Vaughan AM, Cheeseman IH. The power and promise of genetic mapping from Plasmodium falciparum crosses utilizing human liver-chimeric mice. Commun Biol 2021; 4:734. [PMID: 34127785 PMCID: PMC8203791 DOI: 10.1038/s42003-021-02210-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Accepted: 04/30/2021] [Indexed: 12/30/2022] Open
Abstract
Genetic crosses are most powerful for linkage analysis when progeny numbers are high, parental alleles segregate evenly and numbers of inbred progeny are minimized. We previously developed a novel genetic crossing platform for the human malaria parasite Plasmodium falciparum, an obligately sexual, hermaphroditic protozoan, using mice carrying human hepatocytes (the human liver-chimeric FRG NOD huHep mouse) as the vertebrate host. We report on two genetic crosses-(1) an allopatric cross between a laboratory-adapted parasite (NF54) of African origin and a recently patient-derived Asian parasite, and (2) a sympatric cross between two recently patient-derived Asian parasites. We generated 144 unique recombinant clones from the two crosses, doubling the number of unique recombinant progeny generated in the previous 30 years. The allopatric African/Asian cross has minimal levels of inbreeding and extreme segregation distortion, while in the sympatric Asian cross, inbred progeny predominate and parental alleles segregate evenly. Using simulations, we demonstrate that these progeny provide the power to map small-effect mutations and epistatic interactions. The segregation distortion in the allopatric cross slightly erodes power to detect linkage in several genome regions. We greatly increase the power and the precision to map biomedically important traits with these new large progeny panels.
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Affiliation(s)
- Katrina A Button-Simons
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA.
| | - Sudhir Kumar
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Nelly Carmago
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Meseret T Haile
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Catherine Jett
- Host Pathogen Interactions Program, Texas Biomedical Research Institute, San Antonio, TX, USA
| | - Lisa A Checkley
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA
| | - Spencer Y Kennedy
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, USA
| | | | - Douglas A Shoue
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA
| | - Marina McDew-White
- Disease Intervention and Prevention Program, Texas Biomedical Research Institute, San Antonio, TX, USA
| | - Xue Li
- Disease Intervention and Prevention Program, Texas Biomedical Research Institute, San Antonio, TX, USA
| | - François H Nosten
- Shoklo Malaria Research Unit, Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Mae Sot, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine Research Building, University of Oxford Old Road Campus, Oxford, UK
| | - Stefan H Kappe
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Timothy J C Anderson
- Disease Intervention and Prevention Program, Texas Biomedical Research Institute, San Antonio, TX, USA
| | | | - Michael T Ferdig
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA
| | | | - Ashley M Vaughan
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Ian H Cheeseman
- Host Pathogen Interactions Program, Texas Biomedical Research Institute, San Antonio, TX, USA.
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5
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Lo KC, Sullivan E, Bannen RM, Jin H, Rowe M, Li H, Pinapati RS, Cartwright AJ, Tan JC, Patel J, Keystone EC, Siminovitch KA. Comprehensive Profiling of the Rheumatoid Arthritis Antibody Repertoire. Arthritis Rheumatol 2019; 72:242-250. [DOI: 10.1002/art.41089] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Accepted: 08/20/2019] [Indexed: 01/13/2023]
Affiliation(s)
- Ken C. Lo
- Roche Sequencing Solutions Madison Wisconsin
| | | | | | - Huiyan Jin
- Roche Sequencing Solutions Madison Wisconsin
| | - Mark Rowe
- Roche Sequencing Solutions Madison Wisconsin
| | - Hanying Li
- Roche Sequencing Solutions Madison Wisconsin
| | | | | | - John C. Tan
- Roche Sequencing Solutions Madison Wisconsin
| | - Jigar Patel
- Roche Sequencing Solutions Madison Wisconsin
| | | | - Katherine A. Siminovitch
- University of Toronto, Mount Sinai Hospital, and Toronto General Hospital Toronto Ontario Canada
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6
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Heffron AS, Mohr EL, Baker D, Haj AK, Buechler CR, Bailey A, Dudley DM, Newman CM, Mohns MS, Koenig M, Breitbach ME, Rasheed M, Stewart LM, Eickhoff J, Pinapati RS, Beckman E, Li H, Patel J, Tan JC, O’Connor DH. Antibody responses to Zika virus proteins in pregnant and non-pregnant macaques. PLoS Negl Trop Dis 2018; 12:e0006903. [PMID: 30481182 PMCID: PMC6286021 DOI: 10.1371/journal.pntd.0006903] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2018] [Revised: 12/07/2018] [Accepted: 10/04/2018] [Indexed: 12/11/2022] Open
Abstract
The specificity of the antibody response against Zika virus (ZIKV) is not well-characterized. This is due, in part, to the antigenic similarity between ZIKV and closely related dengue virus (DENV) serotypes. Since these and other similar viruses co-circulate, are spread by the same mosquito species, and can cause similar acute clinical syndromes, it is difficult to disentangle ZIKV-specific antibody responses from responses to closely-related arboviruses in humans. Here we use high-density peptide microarrays to profile anti-ZIKV antibody reactivity in pregnant and non-pregnant macaque monkeys with known exposure histories and compare these results to reactivity following DENV infection. We also compare cross-reactive binding of ZIKV-immune sera to the full proteomes of 28 arboviruses. We independently confirm a purported ZIKV-specific IgG antibody response targeting ZIKV nonstructural protein 2B (NS2B) that was recently reported in ZIKV-infected people and we show that antibody reactivity in pregnant animals can be detected as late as 127 days post-infection (dpi). However, we also show that these responses wane over time, sometimes rapidly, and in one case the response was elicited following DENV infection in a previously ZIKV-exposed animal. These results suggest epidemiologic studies assessing seroprevalence of ZIKV immunity using linear epitope-based strategies will remain challenging to interpret due to susceptibility to false positive results. However, the method used here demonstrates the potential for rapid profiling of proteome-wide antibody responses to a myriad of neglected diseases simultaneously and may be especially useful for distinguishing antibody reactivity among closely related pathogens.
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Affiliation(s)
- Anna S. Heffron
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Emma L. Mohr
- Department of Pediatrics, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, United States of America
| | - David Baker
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Amelia K. Haj
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Connor R. Buechler
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Adam Bailey
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Dawn M. Dudley
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Christina M. Newman
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Mariel S. Mohns
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Michelle Koenig
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Meghan E. Breitbach
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Mustafa Rasheed
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Laurel M. Stewart
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Jens Eickhoff
- Department of Biostatistics & Medical Informatics, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Richard S. Pinapati
- Technology Innovation, Roche Sequencing Solutions, Madison, WI, United States of America
| | - Erica Beckman
- Technology Innovation, Roche Sequencing Solutions, Madison, WI, United States of America
| | - Hanying Li
- Technology Innovation, Roche Sequencing Solutions, Madison, WI, United States of America
| | - Jigar Patel
- Technology Innovation, Roche Sequencing Solutions, Madison, WI, United States of America
| | - John C. Tan
- Technology Innovation, Roche Sequencing Solutions, Madison, WI, United States of America
| | - David H. O’Connor
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, United States of America
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7
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Vaughan AM, Pinapati RS, Cheeseman IH, Camargo N, Fishbaugher M, Checkley LA, Nair S, Hutyra CA, Nosten FH, Anderson TJC, Ferdig MT, Kappe SHI. Plasmodium falciparum genetic crosses in a humanized mouse model. Nat Methods 2015; 12:631-3. [PMID: 26030447 PMCID: PMC4547688 DOI: 10.1038/nmeth.3432] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2014] [Accepted: 04/21/2015] [Indexed: 12/30/2022]
Abstract
Genetic crosses of phenotypically distinct strains of the human malaria parasite Plasmodium falciparum are a powerful tool for identifying genes controlling drug resistance and other key phenotypes. Previous studies relied on the isolation of recombinant parasites from splenectomized chimpanzees, a research avenue that is no longer available. Here we demonstrate that human-liver chimeric mice support recovery of recombinant progeny for the identification of genetic determinants of parasite traits and adaptations.
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Affiliation(s)
| | - Richard S. Pinapati
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre Dame, Notre Dame, Indiana, USA
| | | | - Nelly Camargo
- Seattle Biomedical Research Institute, Seattle, Washington, USA
| | | | - Lisa A. Checkley
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre Dame, Notre Dame, Indiana, USA
| | - Shalini Nair
- Texas Biomedical Research Institute, San Antonio, Texas, USA
| | - Carolyn A. Hutyra
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre Dame, Notre Dame, Indiana, USA
| | - François H. Nosten
- Shoklo Malaria Research Unit, Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Mae Sot, Thailand
| | | | - Michael T. Ferdig
- Eck Institute for Global Health, Department of Biological Sciences, University of Notre Dame, Notre Dame, Indiana, USA
| | - Stefan H. I. Kappe
- Seattle Biomedical Research Institute, Seattle, Washington, USA
- Department of Global Health, University of Washington, Seattle, Washington, USA
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8
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Siwo GH, Tan A, Button-Simons KA, Samarakoon U, Checkley LA, Pinapati RS, Ferdig MT. Predicting functional and regulatory divergence of a drug resistance transporter gene in the human malaria parasite. BMC Genomics 2015; 16:115. [PMID: 25765049 PMCID: PMC4352545 DOI: 10.1186/s12864-015-1261-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2014] [Accepted: 01/22/2015] [Indexed: 12/05/2022] Open
Abstract
Background The paradigm of resistance evolution to chemotherapeutic agents is that a key coding mutation in a specific gene drives resistance to a particular drug. In the case of resistance to the anti-malarial drug chloroquine (CQ), a specific mutation in the transporter pfcrt is associated with resistance. Here, we apply a series of analytical steps to gene expression data from our lab and leverage 3 independent datasets to identify pfcrt-interacting genes. Resulting networks provide insights into pfcrt’s biological functions and regulation, as well as the divergent phenotypic effects of its allelic variants in different genetic backgrounds. Results To identify pfcrt-interacting genes, we analyze pfcrt co-expression networks in 2 phenotypic states - CQ-resistant (CQR) and CQ-sensitive (CQS) recombinant progeny clones - using a computational approach that prioritizes gene interactions into functional and regulatory relationships. For both phenotypic states, pfcrt co-expressed gene sets are associated with hemoglobin metabolism, consistent with CQ’s expected mode of action. To predict the drivers of co-expression divergence, we integrate topological relationships in the co-expression networks with available high confidence protein-protein interaction data. This analysis identifies 3 transcriptional regulators from the ApiAP2 family and histone acetylation as potential mediators of these divergences. We validate the predicted divergences in DNA mismatch repair and histone acetylation by measuring the effects of small molecule inhibitors in recombinant progeny clones combined with quantitative trait locus (QTL) mapping. Conclusions This work demonstrates the utility of differential co-expression viewed in a network framework to uncover functional and regulatory divergence in phenotypically distinct parasites. pfcrt-associated co-expression in the CQ resistant progeny highlights CQR-specific gene relationships and possible targeted intervention strategies. The approaches outlined here can be readily generalized to other parasite populations and drug resistances. Electronic supplementary material The online version of this article (doi:10.1186/s12864-015-1261-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Geoffrey H Siwo
- Department of Biological Sciences, Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN, USA. .,Geisel School of Medicine, Dartmouth College, Hanover, NH, USA.
| | - Asako Tan
- Department of Biological Sciences, Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN, USA. .,Epicentre, Madison, WI, USA.
| | - Katrina A Button-Simons
- Department of Biological Sciences, Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN, USA.
| | - Upeka Samarakoon
- Department of Biological Sciences, Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN, USA. .,Harvard Medical School, Boston, MA, USA.
| | - Lisa A Checkley
- Department of Biological Sciences, Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN, USA.
| | - Richard S Pinapati
- Department of Biological Sciences, Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN, USA.
| | - Michael T Ferdig
- Department of Biological Sciences, Eck Institute for Global Health, University of Notre Dame, Notre Dame, IN, USA.
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9
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Champion MM, Williams EA, Pinapati RS, Champion PAD. Correlation of phenotypic profiles using targeted proteomics identifies mycobacterial esx-1 substrates. J Proteome Res 2014; 13:5151-64. [PMID: 25106450 PMCID: PMC4227905 DOI: 10.1021/pr500484w] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
![]()
The
Esx/WXG-100 (ESAT-6/Wss) exporters are multiprotein complexes
that promote protein translocation across the cytoplasmic membrane
in a diverse range of pathogenic and nonpathogenic bacterial species.
The Esx-1 (ESAT-6 System-1) system mediates virulence factor translocation
in mycobacterial pathogens, including the human pathogen Mycobacterium
tuberculosis. Although several genes have been associated
with Esx-1-mediated transport and virulence, the contribution of individual
Esx-1 genes to export is largely undefined. A unique aspect of Esx-1
export is that several substrates require each other for export/stability.
We exploited substrate “codependency” to identify Esx-1
substrates. We simultaneously quantified changes in the levels of
13 Esx-1 proteins from both secreted and cytosolic protein fractions
generated from 16 Esx-1-deficient Mycobacterium marinum strains in a single experiment using MRM/SRM targeted mass spectrometry.
This expansion of measurable Esx-1 proteins allowed us to define statistical
rules for assigning novel substrates using phenotypic profiles of
known Esx-1 substrates. Using this approach, we identified three additional
Esx-1 substrates encoded by the esx-1 region. Our
studies begin to address how disruption of specific genes affects
several proteins in the Esx-1 complex. Overall, our findings illuminate
relationships between Esx-1 proteins and create a framework for the
identification of secreted substrates applicable to other protein
exporters and pathways.
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Affiliation(s)
- Matthew M Champion
- Department of Chemistry and Biochemistry, ‡Department of Biological Sciences, §Eck Institute for Global Health, and ∥Center for Rare and Neglected Diseases, University of Notre Dame , Notre Dame, Indiana 46556, United States
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