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Hayase E, Hayase T, Mukherjee A, Stinson SC, Jamal MA, Ortega MR, Sanchez CA, Ahmed SS, Karmouch JL, Chang CC, Flores II, McDaniel LK, Brown AN, El-Himri RK, Chapa VA, Tan L, Tran BQ, Pham D, Halsey TM, Jin Y, Tsai WB, Prasad R, Glover IK, Ajami NJ, Wargo JA, Shelburne S, Okhuysen PC, Liu C, Fowler SW, Conner ME, Peterson CB, Rondon G, Molldrem JJ, Champlin RE, Shpall EJ, Lorenzi PL, Mehta RS, Martens EC, Alousi AM, Jenq RR. Bacteroides ovatus alleviates dysbiotic microbiota-induced intestinal graft-versus-host disease. Res Sq 2023:rs.3.rs-2460097. [PMID: 36778495 PMCID: PMC9915792 DOI: 10.21203/rs.3.rs-2460097/v1] [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] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Acute gastrointestinal intestinal GVHD (aGI-GVHD) is a serious complication of allogeneic hematopoietic stem cell transplantation, and the intestinal microbiota is known to impact on its severity. However, an association between treatment response of aGI-GVHD and the intestinal microbiota has not been well-studied. In a cohort of patients with aGI-GVHD (n=37), we found that non-response to standard therapy with corticosteroids was associated with prior treatment with carbapenem antibiotics and loss of Bacteroides ovatus from the microbiome. In a mouse model of carbapenem-aggravated GVHD, introducing Bacteroides ovatus reduced severity of GVHD and improved survival. Bacteroides ovatus reduced degradation of colonic mucus by another intestinal commensal, Bacteroides thetaiotaomicron, via its ability to metabolize dietary polysaccharides into monosaccharides, which then inhibit mucus degradation by Bacteroides thetaiotaomicron and reduce GVHD-related mortality.
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Affiliation(s)
- Eiko Hayase
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Tomo Hayase
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Akash Mukherjee
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Stuart C. Stinson
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Mohamed A. Jamal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Miriam R. Ortega
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Christopher A. Sanchez
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Saira S. Ahmed
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Jennifer L. Karmouch
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Chia-Chi Chang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Ivonne I. Flores
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Lauren K. McDaniel
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Alexandria N. Brown
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Rawan K. El-Himri
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Valerie A. Chapa
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Lin Tan
- Metabolomics Core Facility, Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77230, USA
| | - Bao Q. Tran
- Metabolomics Core Facility, Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77230, USA
| | - Dung Pham
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Taylor M. Halsey
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Yimei Jin
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Wen-Bin Tsai
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Rishika Prasad
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Israel K. Glover
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Nadim J. Ajami
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Jennifer A. Wargo
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
| | - Samuel Shelburne
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
- Department of Infectious Diseases, Infection Control and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Pablo C. Okhuysen
- Department of Infectious Diseases, Infection Control and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Chen Liu
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut 06520, USA
| | - Stephanie W. Fowler
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
- Center for Comparative Medicine, Baylor College of Medicine, Houston, TX 77030, USA
| | - Margaret E. Conner
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Christine B. Peterson
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Gabriela Rondon
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Jeffrey J. Molldrem
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Richard E. Champlin
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Elizabeth J. Shpall
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Philip L. Lorenzi
- Metabolomics Core Facility, Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas 77230, USA
| | - Rohtesh S. Mehta
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Eric C. Martens
- Department of Microbiology & Immunology, University of Michigan Medical School, Ann Arbor, Michigan 48109, USA
| | - Amin M. Alousi
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Robert R. Jenq
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas 77054, USA
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
- CPRIT Scholar in Cancer Research, Houston, Texas, USA
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2
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Schwabkey ZI, Wiesnoski DH, Chang CC, Tsai WB, Pham D, Ahmed SS, Hayase T, Turrubiates MRO, El-Himri RK, Sanchez CA, Hayase E, Oquendo ACF, Miyama T, Halsey TM, Heckel BE, Brown AN, Jin Y, Raybaud M, Prasad R, Flores I, McDaniel L, Chapa V, Lorenzi PL, Warmoes MO, Tan L, Swennes AG, Fowler S, Conner M, McHugh K, Graf T, Jensen VB, Peterson CB, Do KA, Zhang L, Shi Y, Wang Y, Galloway-Pena JR, Okhuysen PC, Daniel-MacDougall CR, Shono Y, da Silva MB, Peled JU, van den Brink MR, Ajami N, Wargo JA, Reddy P, Valdivia RH, Davey L, Rondon G, Srour SA, Mehta RS, Alousi AM, Shpall EJ, Champlin RE, Shelburne SA, Molldrem JJ, Jamal MA, Karmouch JL, Jenq RR. Diet-derived metabolites and mucus link the gut microbiome to fever after cytotoxic cancer treatment. Sci Transl Med 2022; 14:eabo3445. [PMID: 36383683 PMCID: PMC10028729 DOI: 10.1126/scitranslmed.abo3445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Not all patients with cancer and severe neutropenia develop fever, and the fecal microbiome may play a role. In a single-center study of patients undergoing hematopoietic cell transplant (n = 119), the fecal microbiome was characterized at onset of severe neutropenia. A total of 63 patients (53%) developed a subsequent fever, and their fecal microbiome displayed increased relative abundances of Akkermansia muciniphila, a species of mucin-degrading bacteria (P = 0.006, corrected for multiple comparisons). Two therapies that induce neutropenia, irradiation and melphalan, similarly expanded A. muciniphila and additionally thinned the colonic mucus layer in mice. Caloric restriction of unirradiated mice also expanded A. muciniphila and thinned the colonic mucus layer. Antibiotic treatment to eradicate A. muciniphila before caloric restriction preserved colonic mucus, whereas A. muciniphila reintroduction restored mucus thinning. Caloric restriction of unirradiated mice raised colonic luminal pH and reduced acetate, propionate, and butyrate. Culturing A. muciniphila in vitro with propionate reduced utilization of mucin as well as of fucose. Treating irradiated mice with an antibiotic targeting A. muciniphila or propionate preserved the mucus layer, suppressed translocation of flagellin, reduced inflammatory cytokines in the colon, and improved thermoregulation. These results suggest that diet, metabolites, and colonic mucus link the microbiome to neutropenic fever and may guide future microbiome-based preventive strategies.
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Affiliation(s)
- Zaker I. Schwabkey
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Diana H. Wiesnoski
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Chia-Chi Chang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Wen-Bin Tsai
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Dung Pham
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Saira S. Ahmed
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Tomo Hayase
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | | | - Rawan K. El-Himri
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Christopher A. Sanchez
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Eiko Hayase
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Annette C. Frenk Oquendo
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Takahiko Miyama
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Taylor M. Halsey
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Brooke E. Heckel
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Alexandria N. Brown
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yimei Jin
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Mathilde Raybaud
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Rishika Prasad
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Ivonne Flores
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lauren McDaniel
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Valerie Chapa
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Philip L. Lorenzi
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Marc O. Warmoes
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lin Tan
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Alton G. Swennes
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Stephanie Fowler
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Margaret Conner
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Kevin McHugh
- CPRIT Scholar in Cancer Research, Austin, TX 78701, USA
- Department of Bioengineering, Rice University, Houston, TX 77251, USA
| | - Tyler Graf
- Department of Bioengineering, Rice University, Houston, TX 77251, USA
| | - Vanessa B. Jensen
- Department of Veterinary Medicine and Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Christine B. Peterson
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Kim-Anh Do
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Liangliang Zhang
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yushu Shi
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yinghong Wang
- Department of Gastroenterology, Hepatology and Nutrition, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jessica R. Galloway-Pena
- Department of Veterinary Pathobiology, College of Veterinary Medicine and Biomedical Sciences, College Station, TX 77843, USA
| | - Pablo C. Okhuysen
- Department of Infectious Diseases, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | | | - Yusuke Shono
- Department of Immunology, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Marina Burgos da Silva
- Department of Immunology, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Jonathan U. Peled
- Department of Immunology, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
- Weill Cornell Medical College, New York, NY 10021, USA
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Marcel R.M. van den Brink
- Department of Immunology, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
- Weill Cornell Medical College, New York, NY 10021, USA
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Nadim Ajami
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jennifer A. Wargo
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Pavan Reddy
- Department of Hematology and Oncology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Raphael H. Valdivia
- Department of Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, NC 27710 USA
| | - Lauren Davey
- Department of Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, NC 27710 USA
| | - Gabriela Rondon
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Samer A. Srour
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Rohtesh S. Mehta
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Amin M. Alousi
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Elizabeth J. Shpall
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Richard E. Champlin
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Samuel A. Shelburne
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Infectious Diseases, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jeffrey J. Molldrem
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Hematopoietic Biology and Malignancy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Mohamed A. Jamal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jennifer L. Karmouch
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Robert R. Jenq
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- CPRIT Scholar in Cancer Research, Austin, TX 78701, USA
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Corresponding author.
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3
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Hayase E, Hayase T, Jamal MA, Miyama T, Chang CC, Ortega MR, Ahmed SS, Karmouch JL, Sanchez CA, Brown AN, El-Himri RK, Flores II, McDaniel LK, Pham D, Halsey T, Frenk AC, Chapa VA, Heckel BE, Jin Y, Tsai WB, Prasad R, Tan L, Veillon L, Ajami NJ, Wargo JA, Galloway-Peña J, Shelburne S, Chemaly RF, Davey L, Glowacki RWP, Liu C, Rondon G, Alousi AM, Molldrem JJ, Champlin RE, Shpall EJ, Valdivia RH, Martens EC, Lorenzi PL, Jenq RR. Mucus-degrading Bacteroides link carbapenems to aggravated graft-versus-host disease. Cell 2022; 185:3705-3719.e14. [PMID: 36179667 PMCID: PMC9542352 DOI: 10.1016/j.cell.2022.09.007] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 06/15/2022] [Accepted: 08/31/2022] [Indexed: 01/26/2023]
Abstract
The intestinal microbiota is an important modulator of graft-versus-host disease (GVHD), which often complicates allogeneic hematopoietic stem cell transplantation (allo-HSCT). Broad-spectrum antibiotics such as carbapenems increase the risk for intestinal GVHD, but mechanisms are not well understood. In this study, we found that treatment with meropenem, a commonly used carbapenem, aggravates colonic GVHD in mice via the expansion of Bacteroides thetaiotaomicron (BT). BT has a broad ability to degrade dietary polysaccharides and host mucin glycans. BT in meropenem-treated allogeneic mice demonstrated upregulated expression of enzymes involved in the degradation of mucin glycans. These mice also had thinning of the colonic mucus layer and decreased levels of xylose in colonic luminal contents. Interestingly, oral xylose supplementation significantly prevented thinning of the colonic mucus layer in meropenem-treated mice. Specific nutritional supplementation strategies, including xylose supplementation, may combat antibiotic-mediated microbiome injury to reduce the risk for intestinal GVHD in allo-HSCT patients.
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Affiliation(s)
- Eiko Hayase
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Tomo Hayase
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Mohamed A Jamal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Takahiko Miyama
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Chia-Chi Chang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Miriam R Ortega
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Saira S Ahmed
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Jennifer L Karmouch
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Christopher A Sanchez
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Alexandria N Brown
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Rawan K El-Himri
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Ivonne I Flores
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Lauren K McDaniel
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Dung Pham
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Taylor Halsey
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Annette C Frenk
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Valerie A Chapa
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Brooke E Heckel
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Yimei Jin
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Wen-Bin Tsai
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Rishika Prasad
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Lin Tan
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77230, USA; Metabolomics Core Facility, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Lucas Veillon
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77230, USA; Metabolomics Core Facility, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Nadim J Ajami
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Jennifer A Wargo
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Jessica Galloway-Peña
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA; Department of Infectious Diseases, Infection Control and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Veterinary Pathobiology, Interdisciplinary Program in Genetics, Texas A&M University, College Station, TX 77843, USA
| | - Samuel Shelburne
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA; Department of Infectious Diseases, Infection Control and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Roy F Chemaly
- Department of Infectious Diseases, Infection Control and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lauren Davey
- Department of Molecular Genetics and Microbiology, Duke University, Durham, NC 27710, USA
| | - Robert W P Glowacki
- Department of Microbiology & Immunology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Chen Liu
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Gabriela Rondon
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Amin M Alousi
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jeffrey J Molldrem
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Richard E Champlin
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Elizabeth J Shpall
- Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Raphael H Valdivia
- Department of Molecular Genetics and Microbiology, Duke University, Durham, NC 27710, USA
| | - Eric C Martens
- Department of Microbiology & Immunology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Philip L Lorenzi
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77230, USA; Metabolomics Core Facility, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Robert R Jenq
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77054, USA; Department of Stem Cell Transplantation and Cellular Therapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; CPRIT Scholar in Cancer Research, Houston, TX, USA.
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