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Spencer CN, McQuade JL, Gopalakrishnan V, McCulloch JA, Vetizou M, Cogdill AP, Khan AW, Zhang X, White MG, Peterson CB, Wong MC, Morad G, Rodgers T, Badger JH, Helmink BA, Andrews MC, Rodrigues RR, Morgun A, Kim YS, Roszik J, Hoffman KL, Zheng J, Zhou Y, Medik YB, Kahn LM, Johnson S, Hudgens CW, Wani K, Gaudreau PO, Harris AL, Jamal MA, Baruch EN, Perez-Guijarro E, Day CP, Merlino G, Pazdrak B, Lochmann BS, Szczepaniak-Sloane RA, Arora R, Anderson J, Zobniw CM, Posada E, Sirmans E, Simon J, Haydu LE, Burton EM, Wang L, Dang M, Clise-Dwyer K, Schneider S, Chapman T, Anang NAAS, Duncan S, Toker J, Malke JC, Glitza IC, Amaria RN, Tawbi HA, Diab A, Wong MK, Patel SP, Woodman SE, Davies MA, Ross MI, Gershenwald JE, Lee JE, Hwu P, Jensen V, Samuels Y, Straussman R, Ajami NJ, Nelson KC, Nezi L, Petrosino JF, Futreal PA, Lazar AJ, Hu J, Jenq RR, Tetzlaff MT, Yan Y, Garrett WS, Huttenhower C, Sharma P, Watowich SS, Allison JP, Cohen L, Trinchieri G, Daniel CR, Wargo JA. Dietary fiber and probiotics influence the gut microbiome and melanoma immunotherapy response. Science 2021; 374:1632-1640. [PMID: 34941392 PMCID: PMC8970537 DOI: 10.1126/science.aaz7015] [Citation(s) in RCA: 500] [Impact Index Per Article: 125.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/20/2023]
Abstract
Gut bacteria modulate the response to immune checkpoint blockade (ICB) treatment in cancer, but the effect of diet and supplements on this interaction is not well studied. We assessed fecal microbiota profiles, dietary habits, and commercially available probiotic supplement use in melanoma patients and performed parallel preclinical studies. Higher dietary fiber was associated with significantly improved progression-free survival in 128 patients on ICB, with the most pronounced benefit observed in patients with sufficient dietary fiber intake and no probiotic use. Findings were recapitulated in preclinical models, which demonstrated impaired treatment response to anti–programmed cell death 1 (anti–PD-1)–based therapy in mice receiving a low-fiber diet or probiotics, with a lower frequency of interferon-γ–positive cytotoxic T cells in the tumor microenvironment. Together, these data have clinical implications for patients receiving ICB for cancer.
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Affiliation(s)
- Christine N. Spencer
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jennifer L. McQuade
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | | | - John A. McCulloch
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA
| | - Marie Vetizou
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA
| | - Alexandria P. Cogdill
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - A. Wadud Khan
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Xiaotao Zhang
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael G. White
- Department of Surgical Oncology, 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
| | - Matthew C. Wong
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Golnaz Morad
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Theresa Rodgers
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jonathan H. Badger
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA
| | - Beth A. Helmink
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Miles C. Andrews
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Medicine, Monash University, Melbourne, VIC 3004, Australia
| | - Richard R. Rodrigues
- Frederick National Laboratory for Cancer Research, and Microbiome and Genetics Core, Laboratory of Integrative Cancer Immunology, CCR, NCI, NIH, Bethesda, MD 20852, USA
| | - Andrey Morgun
- Department of Pharmaceutical Science, Oregon State University, Corvallis, OR 97331, USA
| | - Young S. Kim
- Nutritional Science Research Group, Division of Cancer Prevention, NCI, NIH, Rockville, MD 20850, USA
| | - Jason Roszik
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Kristi L. Hoffman
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Jiali Zheng
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yifan Zhou
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yusra B. Medik
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Laura M. Kahn
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- MD Anderson University of Texas Health Graduate School, Houston, TX 77030, USA
| | - Sarah Johnson
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Courtney W. Hudgens
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Khalida Wani
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Pierre-Olivier Gaudreau
- Canadian Cancer Trials Group and Department of Oncology, Queen’s University, Kingston, ON K7L 3N6, Canada
| | - Angela L. Harris
- Center for Co-Clinical Trials, 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
| | - Erez N. Baruch
- Department of Internal Medicine, The University of Texas Health Science Center, Houston, TX 77030, USA
| | - Eva Perez-Guijarro
- Laboratory of Cancer Biology and Genetics, CCR, NCI, NIH, Bethesda, MD 20892, USA
| | - Chi-Ping Day
- Laboratory of Cancer Biology and Genetics, CCR, NCI, NIH, Bethesda, MD 20892, USA
| | - Glenn Merlino
- Laboratory of Cancer Biology and Genetics, CCR, NCI, NIH, Bethesda, MD 20892, USA
| | - Barbara Pazdrak
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Brooke S. Lochmann
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | | | - Reetakshi Arora
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jaime Anderson
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Chrystia M. Zobniw
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Eliza Posada
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Elizabeth Sirmans
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Julie Simon
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lauren E. Haydu
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Elizabeth M. Burton
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Linghua Wang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Minghao Dang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Karen Clise-Dwyer
- Advanced Cytometry and Sorting Facility at South Campus, 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
| | - Sarah Schneider
- Advanced Cytometry and Sorting Facility at South Campus, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Thomas Chapman
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Nana-Ama A. S. Anang
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sheila Duncan
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Joseph Toker
- Department of Neurosurgery, Harvard University, Cambridge, MA 02138, USA
- Department of Oncology, University of Cambridge, Cambridge CB2 1TN, UK
| | - Jared C. Malke
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Isabella C. Glitza
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Rodabe N. Amaria
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Hussein A. Tawbi
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Adi Diab
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael K. Wong
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Sapna P. Patel
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Scott E. Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael A. Davies
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Merrick I. Ross
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jeffrey E. Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jeffrey E. Lee
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Patrick Hwu
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Vanessa Jensen
- Department of Veterinary Medicine and Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Yardena Samuels
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Ravid Straussman
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Nadim J. Ajami
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Kelly C. Nelson
- Department of Dermatology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Luigi Nezi
- Dipartimento di Oncologia Sperimentale, Instituto Europeo di Oncologia, Milan, P.I. 08691440153, Italy
| | - Joseph F. Petrosino
- Department of Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX 77030, USA
| | - P. Andrew Futreal
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Alexander J. Lazar
- MD Anderson University of Texas Health Graduate School, Houston, TX 77030, USA
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jianhua Hu
- Department of Biostatistics, Columbia University, New York, NY 10032, USA
| | - Robert R. Jenq
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Stem Cell Transplant, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Michael T. Tetzlaff
- Departments of Pathology and Dermatology, Dermatopathology and Oral Pathology Unit, University of California San Francisco, San Francisco, CA 94115, USA
| | - Yan Yan
- Department of Biostatistics and the Harvard T.H. Chan Microbiome in Public Health Center, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Wendy S. Garrett
- Department of Molecular Metabolism, T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Curtis Huttenhower
- Department of Biostatistics and the Harvard T.H. Chan Microbiome in Public Health Center, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Chan Microbiome in Public Health Center, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Padmanee Sharma
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Parker Institute for Cancer Immunotherapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Stephanie S. Watowich
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - James P. Allison
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Parker Institute for Cancer Immunotherapy, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lorenzo Cohen
- Department of Palliative, Rehabilitation, and Integrative Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Giorgio Trinchieri
- Laboratory of Integrative Cancer Immunology, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Bethesda, MD 20892, USA
| | - Carrie R. Daniel
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jennifer A. Wargo
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
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5
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Bornholdt J, Broholm C, Chen Y, Rago A, Sloth S, Hendel J, Melsæther C, Müller CV, Juul Nielsen M, Strickertsson J, Engelholm L, Vitting-Seerup K, Jensen KB, Baker A, Sandelin A. Personalized B cell response to the Lactobacillus rhamnosus GG probiotic in healthy human subjects: a randomized trial. Gut Microbes 2020; 12:1-14. [PMID: 33274667 PMCID: PMC7722709 DOI: 10.1080/19490976.2020.1854639] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
The specific effects of administering live probiotics in the human gut are not well characterized. To this end, we investigated the immediate effect of Lactobacillus rhamnosus GG (LGG) in the jejunum of 27 healthy volunteers 2 h after ingestion using a combination of global RNA sequencing of human biopsies and bacterial DNA sequencing in a multi-visit, randomized, cross-over design (ClinicalTrials.gov number NCT03140878). While LGG was detectable in jejunum after 2 h in treated subjects, the gene expression response vs. placebo was subtle if assessed across all subjects. However, clustering analysis revealed that one-third of subjects exhibited a strong and consistent LGG response involving hundreds of genes, where genes related to B cell activation were upregulated, consistent with prior results in mice. Immunohistochemistry and single cell-based deconvolution analyses showed that this B cell signature likely is due to activation and proliferation of existing B cells rather than B cell immigration to the tissue. Our results indicate that the LGG strain has an immediate effect in the human gut in a subpopulation of individuals. In extension, our data strongly suggest that studies on in vivo probiotic effects in humans require large cohorts and must take individual variation into account.
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Affiliation(s)
- Jette Bornholdt
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark,The Bioinformatics Centre, Department of Biology, University of Copenhagen, Copenhagen N, Denmark,Human Health Discovery, Hørsholm, Denmark
| | - Christa Broholm
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark,Human Health Discovery, Hørsholm, Denmark
| | - Yun Chen
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark,The Bioinformatics Centre, Department of Biology, University of Copenhagen, Copenhagen N, Denmark,Human Health Discovery, Hørsholm, Denmark
| | - Alfredo Rago
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark,The Bioinformatics Centre, Department of Biology, University of Copenhagen, Copenhagen N, Denmark
| | - Stine Sloth
- Gastro Unit, Herlev Hospital, University of Copenhagen, Herlev, Denmark
| | - Jakob Hendel
- Gastro Unit, Herlev Hospital, University of Copenhagen, Herlev, Denmark
| | | | - Christina V. Müller
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark
| | - Maria Juul Nielsen
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark
| | - Jesper Strickertsson
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark,Human Health Discovery, Hørsholm, Denmark
| | - Lars Engelholm
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark,Finsen Laboratory, University of Copenhagen, Copenhagen N, Denmark
| | - Kristoffer Vitting-Seerup
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark,The Bioinformatics Centre, Department of Biology, University of Copenhagen, Copenhagen N, Denmark,Danish Cancer Society, Copenhagen Ø, Denmark
| | - Kim B. Jensen
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark,Novo Nordisk Foundation Center for Stem Cell Biology, DanStem, University of Copenhagen, Copenhagen N, Denmark,CONTACT Kim B. Jensen kim Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen NDK2200, Denmark
| | - Adam Baker
- Human Health Discovery, Hørsholm, Denmark,Adam Baker Human Health Discovery, Chr. Hansen A/S, Kogle Alle 6, Hørsholm2970, Denmark
| | - Albin Sandelin
- Biotech Research and Innovation Centre, University of Copenhagen, Copenhagen N, Denmark,The Bioinformatics Centre, Department of Biology, University of Copenhagen, Copenhagen N, Denmark,Albin Sandelin The Bioinformatics Centre, Department of Biology, University of Copenhagen, Copenhagen NDK2200, Denmark
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