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Zinter MS, Dvorak CC, Mayday MY, Reyes G, Simon MR, Pearce EM, Kim H, Shaw PJ, Rowan CM, Auletta JJ, Martin PL, Godder K, Duncan CN, Lalefar NR, Kreml EM, Hume JR, Abdel-Azim H, Hurley C, Cuvelier GDE, Keating AK, Qayed M, Killinger JS, Fitzgerald JC, Hanna R, Mahadeo KM, Quigg TC, Satwani P, Castillo P, Gertz SJ, Moore TB, Hanisch B, Abdel-Mageed A, Phelan R, Davis DB, Hudspeth MP, Yanik GA, Pulsipher MA, Sulaiman I, Segal LN, Versluys BA, Lindemans CA, Boelens JJ, DeRisi JL. Pathobiological signatures of dysbiotic lung injury in pediatric patients undergoing stem cell transplantation. Nat Med 2024; 30:1982-1993. [PMID: 38783139 PMCID: PMC11271406 DOI: 10.1038/s41591-024-02999-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Accepted: 04/12/2024] [Indexed: 05/25/2024]
Abstract
Hematopoietic cell transplantation (HCT) uses cytotoxic chemotherapy and/or radiation followed by intravenous infusion of stem cells to cure malignancies, bone marrow failure and inborn errors of immunity, hemoglobin and metabolism. Lung injury is a known complication of the process, due in part to disruption in the pulmonary microenvironment by insults such as infection, alloreactive inflammation and cellular toxicity. How microorganisms, immunity and the respiratory epithelium interact to contribute to lung injury is uncertain, limiting the development of prevention and treatment strategies. Here we used 278 bronchoalveolar lavage (BAL) fluid samples to study the lung microenvironment in 229 pediatric patients who have undergone HCT treated at 32 children's hospitals between 2014 and 2022. By leveraging paired microbiome and human gene expression data, we identified high-risk BAL compositions associated with in-hospital mortality (P = 0.007). Disadvantageous profiles included bacterial overgrowth with neutrophilic inflammation, microbiome contraction with epithelial fibroproliferation and profound commensal depletion with viral and staphylococcal enrichment, lymphocytic activation and cellular injury, and were replicated in an independent cohort from the Netherlands (P = 0.022). In addition, a broad array of previously occult pathogens was identified, as well as a strong link between antibiotic exposure, commensal bacterial depletion and enrichment of viruses and fungi. Together these lung-immune system-microorganism interactions clarify the important drivers of fatal lung injury in pediatric patients who have undergone HCT. Further investigation is needed to determine how personalized interpretation of heterogeneous pulmonary microenvironments may be used to improve pediatric HCT outcomes.
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Affiliation(s)
- Matt S Zinter
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA.
- Division of Allergy, Immunology, and Bone Marrow Transplantation, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA.
| | - Christopher C Dvorak
- Division of Allergy, Immunology, and Bone Marrow Transplantation, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Madeline Y Mayday
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
- Departments of Laboratory Medicine and Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Gustavo Reyes
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Miriam R Simon
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Emma M Pearce
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Hanna Kim
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Peter J Shaw
- The Children's Hospital at Westmead, Sydney, New South Wales, Australia
| | - Courtney M Rowan
- Department of Pediatrics, Division of Critical Care Medicine, Indiana University, Indianapolis, IN, USA
| | - Jeffrey J Auletta
- Hematology/Oncology/BMT and Infectious Diseases, Nationwide Children's Hospital, Columbus, OH, USA
- Center for International Blood and Marrow Transplant Research, National Marrow Donor Program/Be The Match, Minneapolis, MN, USA
| | - Paul L Martin
- Division of Pediatric and Cellular Therapy, Duke University Medical Center, Durham, NC, USA
| | - Kamar Godder
- Cancer and Blood Disorders Center, Nicklaus Children's Hospital, Miami, FL, USA
| | - Christine N Duncan
- Division of Pediatric Oncology Harvard Medical School Department of Pediatrics, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA, USA
| | - Nahal R Lalefar
- Division of Pediatric Hematology/Oncology, Benioff Children's Hospital Oakland, University of California, San Francisco, Oakland, CA, USA
| | - Erin M Kreml
- Department of Child Health, Division of Critical Care Medicine, University of Arizona, Phoenix, AZ, USA
| | - Janet R Hume
- Department of Pediatrics, Division of Critical Care Medicine, University of Minnesota, Minneapolis, MN, USA
| | - Hisham Abdel-Azim
- Department of Pediatrics, Division of Hematology/Oncology and Transplant and Cell Therapy, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Loma Linda University School of Medicine, Cancer Center, Children Hospital and Medical Center, Loma Linda, CA, USA
| | - Caitlin Hurley
- Department of Pediatric Medicine, Division of Critical Care, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Geoffrey D E Cuvelier
- CancerCare Manitoba, Manitoba Blood and Marrow Transplant Program, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Amy K Keating
- Division of Pediatric Oncology Harvard Medical School Department of Pediatrics, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA, USA
- Center for Cancer and Blood Disorders, Children's Hospital Colorado and University of Colorado, Aurora, CO, USA
| | - Muna Qayed
- Aflac Cancer & Blood Disorders Center, Children's Healthcare of Atlanta and Emory University, Atlanta, GA, USA
| | - James S Killinger
- Department of Pediatrics, Division of Pediatric Critical Care, Weill Cornell Medicine, New York, NY, USA
| | - Julie C Fitzgerald
- Department of Anesthesiology and Critical Care, Perelman School of Medicine, Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA, USA
| | - Rabi Hanna
- Department of Pediatric Hematology, Oncology and Blood and Marrow Transplantation, Pediatric Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Kris M Mahadeo
- Division of Pediatric and Cellular Therapy, Duke University Medical Center, Durham, NC, USA
- Department of Pediatrics, Division of Hematology/Oncology, MD Anderson Cancer Center, Houston, TX, USA
| | - Troy C Quigg
- Pediatric Blood and Marrow Transplantation Program, Texas Transplant Institute, Methodist Children's Hospital, San Antonio, TX, USA
- Section of Pediatric BMT and Cellular Therapy, Helen DeVos Children's Hospital, Grand Rapids, MI, USA
| | - Prakash Satwani
- Department of Pediatrics, Division of Pediatric Hematology, Oncology and Stem Cell Transplantation, Columbia University, New York, NY, USA
| | - Paul Castillo
- UF Health Shands Children's Hospital, University of Florida, Gainesville, FL, USA
| | - Shira J Gertz
- Department of Pediatrics, Division of Critical Care Medicine, Joseph M Sanzari Children's Hospital at Hackensack University Medical Center, Hackensack, NJ, USA
- Department of Pediatrics, Division of Critical Care Medicine, St. Barnabas Medical Center, Livingston, NJ, USA
| | - Theodore B Moore
- Department of Pediatric Hematology-Oncology, Mattel Children's Hospital, University of California, Los Angeles, Los Angeles, CA, USA
| | - Benjamin Hanisch
- Department of Pediatrics, Division of Infectious Diseases, Children's National Hospital, Washington DC, USA
| | - Aly Abdel-Mageed
- Section of Pediatric BMT and Cellular Therapy, Helen DeVos Children's Hospital, Grand Rapids, MI, USA
| | - Rachel Phelan
- Department of Pediatrics, Division of Pediatric Hematology/Oncology/BMT, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Dereck B Davis
- Department of Pediatrics, Hematology/Oncology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Michelle P Hudspeth
- Adult and Pediatric Blood & Marrow Transplantation, Pediatric Hematology/Oncology, Medical University of South Carolina Children's Hospital/Hollings Cancer Center, Charleston, SC, USA
| | - Greg A Yanik
- Pediatric Blood and Bone Marrow Transplantation, Michigan Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Michael A Pulsipher
- Division of Hematology, Oncology, Transplantation, and Immunology, Primary Children's Hospital, Huntsman Cancer Institute, Spense Fox Eccles School of Medicine at the University of Utah, Salt Lake City, UT, USA
| | - Imran Sulaiman
- Department of Respiratory Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Laura and Isaac Perlmutter Cancer Center, New York University Grossman School of Medicine, New York University Langone Health, New York, NY, USA
| | - Leopoldo N Segal
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Laura and Isaac Perlmutter Cancer Center, New York University Grossman School of Medicine, New York University Langone Health, New York, NY, USA
| | - Birgitta A Versluys
- Department of Stem Cell Transplantation, Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
- Division of Pediatrics, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Caroline A Lindemans
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Laura and Isaac Perlmutter Cancer Center, New York University Grossman School of Medicine, New York University Langone Health, New York, NY, USA
- Department of Stem Cell Transplantation, Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Jaap J Boelens
- Department of Stem Cell Transplantation, Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
- Division of Pediatrics, University Medical Center Utrecht, Utrecht, the Netherlands
- Transplantation and Cellular Therapy, MSK Kids, Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Joseph L DeRisi
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
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Zinter MS, Dvorak CC, Mayday MY, Reyes G, Simon MR, Pearce EM, Kim H, Shaw PJ, Rowan CM, Auletta JJ, Martin PL, Godder K, Duncan CN, Lalefar NR, Kreml EM, Hume JR, Abdel-Azim H, Hurley C, Cuvelier GDE, Keating AK, Qayed M, Killinger JS, Fitzgerald JC, Hanna R, Mahadeo KM, Quigg TC, Satwani P, Castillo P, Gertz SJ, Moore TB, Hanisch B, Abdel-Mageed A, Phelan R, Davis DB, Hudspeth MP, Yanik GA, Pulsipher MA, Sulaiman I, Segal LN, Versluys BA, Lindemans CA, Boelens JJ, DeRisi JL. Pulmonary microbiome and transcriptome signatures reveal distinct pathobiologic states associated with mortality in two cohorts of pediatric stem cell transplant patients. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.11.29.23299130. [PMID: 38077035 PMCID: PMC10705623 DOI: 10.1101/2023.11.29.23299130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/21/2023]
Abstract
Lung injury is a major determinant of survival after pediatric hematopoietic cell transplantation (HCT). A deeper understanding of the relationship between pulmonary microbes, immunity, and the lung epithelium is needed to improve outcomes. In this multicenter study, we collected 278 bronchoalveolar lavage (BAL) samples from 229 patients treated at 32 children's hospitals between 2014-2022. Using paired metatranscriptomes and human gene expression data, we identified 4 patient clusters with varying BAL composition. Among those requiring respiratory support prior to sampling, in-hospital mortality varied from 22-60% depending on the cluster (p=0.007). The most common patient subtype, Cluster 1, showed a moderate quantity and high diversity of commensal microbes with robust metabolic activity, low rates of infection, gene expression indicating alveolar macrophage predominance, and low mortality. The second most common cluster showed a very high burden of airway microbes, gene expression enriched for neutrophil signaling, frequent bacterial infections, and moderate mortality. Cluster 3 showed significant depletion of commensal microbes, a loss of biodiversity, gene expression indicative of fibroproliferative pathways, increased viral and fungal pathogens, and high mortality. Finally, Cluster 4 showed profound microbiome depletion with enrichment of Staphylococci and viruses, gene expression driven by lymphocyte activation and cellular injury, and the highest mortality. BAL clusters were modeled with a random forest classifier and reproduced in a geographically distinct validation cohort of 57 patients from The Netherlands, recapitulating similar cluster-based mortality differences (p=0.022). Degree of antibiotic exposure was strongly associated with depletion of BAL microbes and enrichment of fungi. Potential pathogens were parsed from all detected microbes by analyzing each BAL microbe relative to the overall microbiome composition, which yielded increased sensitivity for numerous previously occult pathogens. These findings support personalized interpretation of the pulmonary microenvironment in pediatric HCT, which may facilitate biology-targeted interventions to improve outcomes.
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Affiliation(s)
- Matt S Zinter
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
- Division of Allergy, Immunology, and Bone Marrow Transplantation, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Christopher C Dvorak
- Division of Allergy, Immunology, and Bone Marrow Transplantation, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Madeline Y Mayday
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
- Departments of Laboratory Medicine and Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Gustavo Reyes
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Miriam R Simon
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Emma M Pearce
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Hanna Kim
- Division of Critical Care Medicine, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Peter J Shaw
- The Children`s Hospital at Westmead, Sydney, Australia
| | - Courtney M Rowan
- Indiana University, Department of Pediatrics, Division of Critical Care Medicine, Indianapolis, IN, USA
| | - Jeffrey J Auletta
- Hematology/Oncology/BMT and Infectious Diseases, Nationwide Children's Hospital, Columbus, OH, USA
- CIBMTR (Center for International Blood and Marrow Transplant Research), National Marrow Donor Program/Be The Match, Minneapolis, MN, USA
| | - Paul L Martin
- Division of Pediatric and Cellular Therapy, Duke University Medical Center, Durham, NC, USA
| | - Kamar Godder
- Cancer and Blood Disorders Center, Nicklaus Children's Hospital, Miami, FL, USA
| | - Christine N Duncan
- Harvard Medical School, Boston, Massachusetts; Division of Pediatric Oncology, Department of Pediatrics, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA, USA
| | - Nahal R Lalefar
- Division of Pediatric Hematology/Oncology, UCSF Benioff Children's Hospital Oakland, University of California San Francisco, Oakland, CA, USA
| | - Erin M Kreml
- Department of Child Health, Division of Critical Care Medicine, University of Arizona, Phoenix, AZ, USA
| | - Janet R Hume
- University of Minnesota, Department of Pediatrics, Division of Critical Care Medicine, Minneapolis, MN, USA
| | - Hisham Abdel-Azim
- Department of Pediatrics, Division of Hematology/Oncology and Transplant and Cell Therapy, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Loma Linda University School of Medicine, Cancer Center, Children Hospital and Medical Center, Loma Linda, CA, USA
| | - Caitlin Hurley
- Division of Critical Care, Department of Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Geoffrey D E Cuvelier
- CancerCare Manitoba, Manitoba Blood and Marrow Transplant Program, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Amy K Keating
- Center for Cancer and Blood Disorders, Children's Hospital Colorado and University of Colorado, Aurora, CO, USA
- Harvard Medical School, Boston, Massachusetts; Division of Pediatric Oncology, Department of Pediatrics, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA, USA
| | - Muna Qayed
- Aflac Cancer & Blood Disorders Center, Children's Healthcare of Atlanta and Emory University, Atlanta, GA, USA
| | - James S Killinger
- Division of Pediatric Critical Care, Department of Pediatrics, Weill Cornell Medicine, New York, NY, USA
| | - Julie C Fitzgerald
- Department of Anesthesiology and Critical Care, Perelman School of Medicine, Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA, USA
| | - Rabi Hanna
- Department of Pediatric Hematology, Oncology and Blood and Marrow Transplantation, Pediatric Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Kris M Mahadeo
- Department of Pediatrics, Division of Hematology/Oncology, MD Anderson Cancer Center, Houston, TX, USA
- Division of Pediatric and Cellular Therapy, Duke University Medical Center, Durham, NC, USA
| | - Troy C Quigg
- Pediatric Blood and Marrow Transplantation Program, Texas Transplant Institute, Methodist Children's Hospital, San Antonio, TX, USA
- Section of Pediatric BMT and Cellular Therapy, Helen DeVos Children's Hospital, Grand Rapids, MI, USA
| | - Prakash Satwani
- Division of Pediatric Hematology, Oncology and Stem Cell Transplantation, Department of Pediatrics, Columbia University, New York, NY, USA
| | - Paul Castillo
- University of Florida, Gainesville, UF Health Shands Children's Hospital, Gainesville, FL, USA
| | - Shira J Gertz
- Department of Pediatrics, Division of Critical Care Medicine, Joseph M Sanzari Children's Hospital at Hackensack University Medical Center, Hackensack, NJ, USA
- Department of Pediatrics, St. Barnabas Medical Center, Livingston, NJ, USA
| | - Theodore B Moore
- Department of Pediatric Hematology-Oncology, Mattel Children's Hospital, University of California, Los Angeles, CA, USA
| | - Benjamin Hanisch
- Children's National Hospital, Washington, District of Columbia, USA
| | - Aly Abdel-Mageed
- Section of Pediatric BMT and Cellular Therapy, Helen DeVos Children's Hospital, Grand Rapids, MI, USA
| | - Rachel Phelan
- Division of Pediatric Hematology/Oncology/BMT, Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Dereck B Davis
- Department of Pediatrics, Hematology/Oncology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Michelle P Hudspeth
- Adult and Pediatric Blood & Marrow Transplantation, Pediatric Hematology/Oncology, Medical University of South Carolina Children's Hospital/Hollings Cancer Center, Charleston, SC, USA
| | - Greg A Yanik
- Pediatric Blood and Bone Marrow Transplantation, Michigan Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Michael A Pulsipher
- Division of Hematology, Oncology, Transplantation, and Immunology, Primary Children's Hospital, Huntsman Cancer Institute, Spense Fox Eccles School of Medicine at the University of Utah, Salt Lake City, UT, USA
| | - Imran Sulaiman
- Departments of Respiratory Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Laura and Isaac Perlmutter Cancer Center, New York University Grossman School of Medicine, New York University (NYU) Langone Health, New York, NY, USA
| | - Leopoldo N Segal
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Laura and Isaac Perlmutter Cancer Center, New York University Grossman School of Medicine, New York University (NYU) Langone Health, New York, NY, USA
| | - Birgitta A Versluys
- Department of Stem Cell Transplantation, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
- Division of Pediatrics, University Medical Center Utrecht, Utrecht, Netherlands
| | - Caroline A Lindemans
- Department of Medicine, Division of Pulmonary and Critical Care Medicine, Laura and Isaac Perlmutter Cancer Center, New York University Grossman School of Medicine, New York University (NYU) Langone Health, New York, NY, USA
- Department of Stem Cell Transplantation, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
| | - Jaap J Boelens
- Department of Stem Cell Transplantation, Princess Máxima Center for Pediatric Oncology, Utrecht, Netherlands
- Division of Pediatrics, University Medical Center Utrecht, Utrecht, Netherlands
- Transplantation and Cellular Therapy, MSK Kids, Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Joseph L DeRisi
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
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