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Kunte P, Barberio M, Tiwari P, Sukla K, Harmon B, Epstein S, Bhat D, Authelet K, Goldberg M, Rao S, Damle H, Freishtat RJ, Yajnik C. Neonatal adiposity is associated with microRNAs in adipocyte-derived extracellular vesicles in maternal and cord blood, a discovery analysis. Int J Obes (Lond) 2024; 48:403-413. [PMID: 38092957 DOI: 10.1038/s41366-023-01432-z] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Revised: 11/10/2023] [Accepted: 11/24/2023] [Indexed: 12/26/2023]
Abstract
BACKGROUND Maternal body size, nutrition, and hyperglycemia contribute to neonatal body size and composition. There is little information on maternal-fetal transmission of messages which influence fetal growth. We analyzed adipocyte-derived small extracellular vesicular (ADsEV) microRNAs in maternal and cord blood to explore their adipogenic potential. METHODS There were 279 mother-neonate pairs with all phenotypic data (normal glucose tolerant NGT = 148, gestational diabetes mellitus GDM = 131). Neonates with adiposity were those in the highest tertile (T3) of sex-specific sum of skinfolds and those without adiposity (lean) in the lowest tertile T1 of NGT pregnancies. We studied ADsEV miRNAs in 76 and 51 neonates with and without adiposity respectively and their mothers based on power calculations (68 NGT and 59 GDM pregnancies). ADsEV miRNAs from maternal and cord blood plasma samples were profiled on Agilent 8*60 K microarray. Differential expression (DE) of ADsEV miRNAs in adipose vs. lean groups was studied before and after adjustment for maternal GDM, adiposity, and vitamin B12-folate status. RESULTS Multiple miRNAs were common in maternal and cord blood and positively correlated. We identified 24 maternal and 5 cord blood miRNAs differentially expressed (discovery p ≤ 0.1) in the adipose group in unadjusted, and 19 and 26, respectively, in the adjusted analyses. Even though DE miRNAs were different in maternal and cord blood, they targeted similar adipogenic pathways (e.g., the forkhead box O (FOXO) family of transcription factors, mitogen‑activated protein kinase (MAPK) pathway, transforming growth factor beta (TGF-β) pathway). Maternal GDM and adiposity were associated with many DE ADsEV miRNAs. CONCLUSION Our results suggest that the ADsEV miRNAs in mothers are potential regulators of fetal adiposity. The expression and functionality of miRNAs appear to be influenced by maternal adiposity, hyperglycemia, and micronutrient status during pregnancy.
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Affiliation(s)
- Pooja Kunte
- Diabetes Unit, KEM Hospital Research Centre, Pune, India
- Diabetes and Islet Biology Group, School of Medicine, Western Sydney University, Sydney, NSW, Australia
| | - Matthew Barberio
- Department of Exercise and Nutrition Sciences, The Milken Institute School of Public Health, George Washington University, Washington, D.C, USA
| | - Pradeep Tiwari
- Diabetes Unit, KEM Hospital Research Centre, Pune, India
- Hubert Department of Global Health, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
| | - Krishna Sukla
- Diabetes Unit, KEM Hospital Research Centre, Pune, India
- Tata Consultancy Services, Life Sciences Research, Tata Research Development and Design Centre, Pune, India
| | - Brennan Harmon
- Center for Genetic Medicine Research, Children's National Hospital, Washington, D.C., USA
| | - Samuel Epstein
- Center for Genetic Medicine Research, Children's National Hospital, Washington, D.C., USA
| | - Dattatray Bhat
- Diabetes Unit, KEM Hospital Research Centre, Pune, India
| | - Kayla Authelet
- Center for Genetic Medicine Research, Children's National Hospital, Washington, D.C., USA
| | - Madeleine Goldberg
- Center for Genetic Medicine Research, Children's National Hospital, Washington, D.C., USA
| | - Sudha Rao
- Genotypic Technology Pvt. Ltd., Bangalore, India
| | | | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Hospital, Washington, D.C., USA.
- Uncommon cures, 5550 Friendship Blvd., Suite 580, Chevy Chase, MD, 2081, USA.
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Krohmaly KI, Perez-Losada M, Ramos-Tapia I, Zhu Z, Hasegawa K, Camargo Jr. CA, Harmon B, Espinola JA, Reck Cechinel L, Batabyal R, Freishtat RJ, Hahn A. Bacterial small RNAs may mediate immune response differences seen in respiratory syncytial virus versus rhinovirus bronchiolitis. Front Immunol 2024; 15:1330991. [PMID: 38410509 PMCID: PMC10895043 DOI: 10.3389/fimmu.2024.1330991] [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: 11/03/2023] [Accepted: 01/24/2024] [Indexed: 02/28/2024] Open
Abstract
Bronchiolitis, a viral lower respiratory infection, is the leading cause of infant hospitalization, which is associated with an increased risk for developing asthma later in life. Bronchiolitis can be caused by several respiratory viruses, such as respiratory syncytial virus (RSV), rhinovirus (RV), and others. It can also be caused by a solo infection (e.g., RSV- or RV-only bronchiolitis) or co-infection with two or more viruses. Studies have shown viral etiology-related differences between RSV- and RV-only bronchiolitis in the immune response, human microRNA (miRNA) profiles, and dominance of certain airway microbiome constituents. Here, we identified bacterial small RNAs (sRNAs), the prokaryotic equivalent to eukaryotic miRNAs, that differ between infants of the 35th Multicenter Airway Research Collaboration (MARC-35) cohort with RSV- versus RV-only bronchiolitis. We first derived reference sRNA datasets from cultures of four bacteria known to be associated with bronchiolitis (i.e., Haemophilus influenzae, Moraxella catarrhalis, Moraxella nonliquefaciens, and Streptococcus pneumoniae). Using these reference sRNA datasets, we found several sRNAs associated with RSV- and RV-only bronchiolitis in our human nasal RNA-Seq MARC-35 data. We also determined potential human transcript targets of the bacterial sRNAs and compared expression of the sRNAs between RSV- and RV-only cases. sRNAs are known to downregulate their mRNA target, we found that, compared to those associated with RV-only bronchiolitis, sRNAs associated with RSV-only bronchiolitis may relatively activate the IL-6 and IL-8 pathways and relatively inhibit the IL-17A pathway. These data support that bacteria may be contributing to inflammation differences seen in RSV- and RV-only bronchiolitis, and for the first time indicate that the potential mechanism in doing so may be through bacterial sRNAs.
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Affiliation(s)
- Kylie I. Krohmaly
- Integrated Biomedical Sciences, The George Washington University, Washington, DC, United States
- Center for Genetic Medicine Research, Children’s National Research and Innovation Center, Washington, DC, United States
| | - Marcos Perez-Losada
- Department of Biostatistics and Bioinformatics, Computational Biology Institute, The George Washington University, Washington, DC, United States
| | - Ignacio Ramos-Tapia
- Centro de Bioinformática y Biología Integrativa, Facultad de Ciencias de la Vida, Universidad Andrés Bello, Santiago, Chile
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Carlos A. Camargo Jr.
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Brennan Harmon
- Center for Genetic Medicine Research, Children’s National Research and Innovation Center, Washington, DC, United States
| | - Janice A. Espinola
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Laura Reck Cechinel
- Center for Genetic Medicine Research, Children’s National Research and Innovation Center, Washington, DC, United States
| | - Rachael Batabyal
- Center for Genetic Medicine Research, Children’s National Research and Innovation Center, Washington, DC, United States
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States
- Division of Emergency Medicine, Children’s National Hospital, Washington, DC, United States
| | - Robert J. Freishtat
- Center for Genetic Medicine Research, Children’s National Research and Innovation Center, Washington, DC, United States
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States
| | - Andrea Hahn
- Center for Genetic Medicine Research, Children’s National Research and Innovation Center, Washington, DC, United States
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States
- Division of Infectious Diseases, Children’s National Hospital, Washington, DC, United States
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3
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Reichenbach A, O'Brien W, Duran S, Authelet KJ, Freishtat RJ, Nadler EP, Rastogi D. Immune profile of adipose tissue from youth with obesity and asthma. Pediatr Obes 2024; 19:e13078. [PMID: 37793645 DOI: 10.1111/ijpo.13078] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 08/15/2023] [Accepted: 09/16/2023] [Indexed: 10/06/2023]
Abstract
BACKGROUND Obesity is a risk factor for paediatric asthma. Obesity-mediated systemic inflammation correlates with metabolic dysregulation; both are associated with asthma burden. However, adipose tissue inflammation is not defined in obesity-related asthma. OBJECTIVE Define adipose tissue inflammation and its association with metabolic measures in paediatric obesity-related asthma. METHODS Cellular profile of stromal vascular fraction from visceral adipose tissue (VAT) from youth with obesity-related asthma (n = 14) and obesity without asthma (n = 23) was analyzed using flow cytometry and correlated with metabolic measures. RESULTS Compared to youth without asthma, VAT from youth with obesity-related asthma was enriched for leukocytes and macrophages, including M1 and dual M1M2 cells, but did not differ for CD4+ lymphocytes, and endothelial cells, their progenitors, and preadipocytes. M1 macrophage counts positively correlated with glucose, while M1M2 cells, CD4+ lymphocytes, and their subsets negatively correlated with high-density lipoprotein, in youth with obesity without asthma, but not among those with obesity-related asthma. CONCLUSIONS Enrichment of macrophage-mediated inflammation in VAT from youth with obesity-related asthma supports its role in systemic inflammation linked with asthma morbidity. Lack of correlation of VAT cells with metabolic dysregulation in youth with obesity-related asthma identifies a need to define distinguishing factors associated with VAT inflammation in obesity-related asthma.
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Affiliation(s)
- Anna Reichenbach
- Children's National Research Institute, Children's National Hospital, Washington, DC, USA
| | - Wade O'Brien
- Children's National Research Institute, Children's National Hospital, Washington, DC, USA
| | - Sarai Duran
- Children's National Research Institute, Children's National Hospital, Washington, DC, USA
| | - Kayla J Authelet
- George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Robert J Freishtat
- Children's National Research Institute, Children's National Hospital, Washington, DC, USA
- George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Evan P Nadler
- Children's National Research Institute, Children's National Hospital, Washington, DC, USA
- George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Division of Surgery, Children's National Hospital, Washington, DC, USA
| | - Deepa Rastogi
- Children's Hospital at Montefiore, Albert Einstein College of Medicine, Bronx, New York, USA
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Cechinel LR, Batabyal RA, Blume Corssac G, Goldberg M, Harmon B, Vallejos VMR, Bruch GE, Massensini AR, Belló-Klein A, Araujo ASDR, Freishtat RJ, Siqueira IR. Circulating Total Extracellular Vesicles Cargo Are Associated with Age-Related Oxidative Stress and Susceptibility to Cardiovascular Diseases: Exploratory Results from Microarray Data. Biomedicines 2023; 11:2920. [PMID: 38001921 PMCID: PMC10669226 DOI: 10.3390/biomedicines11112920] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 10/24/2023] [Accepted: 10/24/2023] [Indexed: 11/26/2023] Open
Abstract
Aging is a risk factor for many non-communicable diseases such as cardiovascular and neurodegenerative diseases. Extracellular vesicles and particles (EVP) carry microRNAs that may play a role in age-related diseases and may induce oxidative stress. We hypothesized that aging could impact EVP miRNA and impair redox homeostasis, contributing to chronic age-related diseases. Our aims were to investigate the microRNA profiles of circulating total EVPs from aged and young adult animals and to evaluate the pro- and antioxidant machinery in circulating total EVPs. Plasma from 3- and 21-month-old male Wistar rats were collected, and total EVPs were isolated. MicroRNA isolation and microarray expression analysis were performed on EVPs to determine the predicted regulation of targeted mRNAs. Thirty-one mature microRNAs in circulating EVPs were impacted by age and were predicted to target molecules in canonical pathways directly related to cardiovascular diseases and oxidative status. Circulating total EVPs from aged rats had significantly higher NADPH oxidase levels and myeloperoxidase activity, whereas catalase activity was significantly reduced in EVPs from aged animals. Our data shows that circulating total EVP cargo-specifically microRNAs and oxidative enzymes-are involved in redox imbalance in the aging process and can potentially drive cardiovascular aging and, consequently, cardiac disease.
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Affiliation(s)
- Laura Reck Cechinel
- Programa de Pós-Graduação em Ciências Biológicas: Fisiologia, Universidade Federal do Rio Grande do Sul, Porto Alegre 90035-003, RS, Brazil; (L.R.C.)
- Center for Genetic Medicine Research, Children’s National Research Institute, Washington, DC 20012, USA
| | - Rachael Ann Batabyal
- Center for Genetic Medicine Research, Children’s National Research Institute, Washington, DC 20012, USA
- Division of Emergency Medicine, Children’s National Hospital, Washington, DC 20010, USA
- School of Medicine and Health Sciences, The George Washington University School of Medicine and Health Sciences, Washington, DC 20052, USA
| | - Giana Blume Corssac
- Programa de Pós-Graduação em Ciências Biológicas: Fisiologia, Universidade Federal do Rio Grande do Sul, Porto Alegre 90035-003, RS, Brazil; (L.R.C.)
- Laboratório de Fisiologia Cardiovascular e Espécies Reativas do Oxigênio, Departamento de Fisiologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre 90035-003, RS, Brazil
| | - Madeleine Goldberg
- Center for Genetic Medicine Research, Children’s National Research Institute, Washington, DC 20012, USA
| | - Brennan Harmon
- Center for Genetic Medicine Research, Children’s National Research Institute, Washington, DC 20012, USA
| | - Virgínia Mendes Russo Vallejos
- Departamento de Fisiologia e Biofísica, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte 31270-901, MG, Brazil
| | - Gisele E. Bruch
- Departamento de Fisiologia e Biofísica, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte 31270-901, MG, Brazil
| | - André Ricardo Massensini
- Departamento de Fisiologia e Biofísica, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte 31270-901, MG, Brazil
| | - Adriane Belló-Klein
- Programa de Pós-Graduação em Ciências Biológicas: Fisiologia, Universidade Federal do Rio Grande do Sul, Porto Alegre 90035-003, RS, Brazil; (L.R.C.)
- Laboratório de Fisiologia Cardiovascular e Espécies Reativas do Oxigênio, Departamento de Fisiologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre 90035-003, RS, Brazil
| | - Alex Sander da Rosa Araujo
- Programa de Pós-Graduação em Ciências Biológicas: Fisiologia, Universidade Federal do Rio Grande do Sul, Porto Alegre 90035-003, RS, Brazil; (L.R.C.)
- Laboratório de Fisiologia Cardiovascular e Espécies Reativas do Oxigênio, Departamento de Fisiologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre 90035-003, RS, Brazil
| | - Robert J. Freishtat
- Center for Genetic Medicine Research, Children’s National Research Institute, Washington, DC 20012, USA
| | - Ionara Rodrigues Siqueira
- Programa de Pós-Graduação em Ciências Biológicas: Fisiologia, Universidade Federal do Rio Grande do Sul, Porto Alegre 90035-003, RS, Brazil; (L.R.C.)
- Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre 90035-003, RS, Brazil
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Batabyal RA, Bansal A, Cechinel LR, Authelet K, Goldberg M, Nadler E, Keene CD, Jayadev S, Domoto-Reilly K, Li G, Peskind E, Hashimoto-Torii K, Buchwald D, Freishtat RJ. Adipocyte-Derived Small Extracellular Vesicles from Patients with Alzheimer Disease Carry miRNAs Predicted to Target the CREB Signaling Pathway in Neurons. Int J Mol Sci 2023; 24:14024. [PMID: 37762325 PMCID: PMC10530811 DOI: 10.3390/ijms241814024] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 09/06/2023] [Accepted: 09/07/2023] [Indexed: 09/29/2023] Open
Abstract
Alzheimer disease (AD) is characterized by amyloid-β (Aβ) plaques, neurofibrillary tangles, synaptic dysfunction, and progressive dementia. Midlife obesity increases the risk of developing AD. Adipocyte-derived small extracellular vesicles (ad-sEVs) have been implicated as a mechanism in several obesity-related diseases. We hypothesized that ad-sEVs from patients with AD would contain miRNAs predicted to downregulate pathways involved in synaptic plasticity and memory formation. We isolated ad-sEVs from the serum and cerebrospinal fluid (CSF) of patients with AD and controls and compared miRNA expression profiles. We performed weighted gene co-expression network analysis (WGCNA) on differentially expressed miRNAs to identify highly interconnected clusters correlating with clinical traits. The WGCNA identified a module of differentially expressed miRNAs, in both the serum and CSF, that was inversely correlated with the Mini-Mental State Examination scores. Within this module, miRNAs that downregulate CREB signaling in neurons were highly represented. These results demonstrate that miRNAs carried by ad-sEVs in patients with AD may downregulate CREB signaling and provide a potential mechanistic link between midlife obesity and increased risk of AD.
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Affiliation(s)
- Rachael A. Batabyal
- Center for Genetic Medicine, Children’s National Hospital, Washington, DC 20012, USA (M.G.); (R.J.F.)
- School of Medicine and Health Sciences, The George Washington University, Washington, DC 20037, USA; (E.N.)
| | - Ankush Bansal
- Center for Neuroscience Research, Children’s National Hospital, Washington, DC 20010, USA
| | - Laura Reck Cechinel
- Center for Genetic Medicine, Children’s National Hospital, Washington, DC 20012, USA (M.G.); (R.J.F.)
| | - Kayla Authelet
- Center for Genetic Medicine, Children’s National Hospital, Washington, DC 20012, USA (M.G.); (R.J.F.)
| | - Madeleine Goldberg
- Center for Genetic Medicine, Children’s National Hospital, Washington, DC 20012, USA (M.G.); (R.J.F.)
| | - Evan Nadler
- School of Medicine and Health Sciences, The George Washington University, Washington, DC 20037, USA; (E.N.)
- Division of Pediatric Surgery, Children’s National Hospital, Washington, DC 20010, USA
| | - C. Dirk Keene
- Department of Pathology, University of Washington, Seattle, WA 98104, USA;
| | - Suman Jayadev
- Department of Neurology, University of Washington, Seattle, WA 98104, USA; (S.J.)
| | - Kimiko Domoto-Reilly
- Department of Neurology, University of Washington, Seattle, WA 98104, USA; (S.J.)
| | - Gail Li
- Department of Psychology and Behavioral Sciences, School of Medicine, University of Washington, Seattle, WA 98104, USA
- Veterans Affairs Puget Sound Health Care System, Seattle, WA 98108, USA
| | - Elaine Peskind
- Department of Psychology and Behavioral Sciences, School of Medicine, University of Washington, Seattle, WA 98104, USA
- Veterans Affairs Puget Sound Health Care System, Seattle, WA 98108, USA
| | - Kazue Hashimoto-Torii
- School of Medicine and Health Sciences, The George Washington University, Washington, DC 20037, USA; (E.N.)
- Center for Neuroscience Research, Children’s National Hospital, Washington, DC 20010, USA
| | - Dedra Buchwald
- Institute for Research Education to Advance Community Health, Elson S. Floyd College of Medicine, Washington State University, Spokane, WA 99202, USA
| | - Robert J. Freishtat
- Center for Genetic Medicine, Children’s National Hospital, Washington, DC 20012, USA (M.G.); (R.J.F.)
- School of Medicine and Health Sciences, The George Washington University, Washington, DC 20037, USA; (E.N.)
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Zhu Z, Li Y, Freishtat RJ, Celedón JC, Espinola JA, Harmon B, Hahn A, Camargo CA, Liang L, Hasegawa K. Epigenome-wide association analysis of infant bronchiolitis severity: a multicenter prospective cohort study. Nat Commun 2023; 14:5495. [PMID: 37679381 PMCID: PMC10485022 DOI: 10.1038/s41467-023-41300-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [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: 04/14/2023] [Accepted: 08/29/2023] [Indexed: 09/09/2023] Open
Abstract
Bronchiolitis is the most common lower respiratory infection in infants, yet its pathobiology remains unclear. Here we present blood DNA methylation data from 625 infants hospitalized with bronchiolitis in a 17-center prospective study, and associate them with disease severity. We investigate differentially methylated CpGs (DMCs) for disease severity. We characterize the DMCs based on their association with cell and tissues types, biological pathways, and gene expression. Lastly, we also examine the relationships of severity-related DMCs with respiratory and immune traits in independent cohorts. We identify 33 DMCs associated with severity. These DMCs are differentially methylated in blood immune cells. These DMCs are also significantly enriched in multiple tissues (e.g., lung) and cells (e.g., small airway epithelial cells), and biological pathways (e.g., interleukin-1-mediated signaling). Additionally, these DMCs are associated with respiratory and immune traits (e.g., asthma, lung function, IgE levels). Our study suggests the role of DNA methylation in bronchiolitis severity.
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Affiliation(s)
- Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
| | - Yijun Li
- Department of Epidemiology, Harvard T.H.Chan School of Public Health, Boston, MA, USA
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Juan C Celedón
- Division of Pulmonary Medicine, Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
| | - Janice A Espinola
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Brennan Harmon
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
| | - Andrea Hahn
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Division of Infectious Diseases, Children's National Hospital, Washington, DC, USA
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Liming Liang
- Department of Epidemiology, Harvard T.H.Chan School of Public Health, Boston, MA, USA
- Department of Biostatistics, Harvard T.H.Chan School of Public Health, Boston, MA, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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7
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Shibata R, Zhu Z, Kyo M, Ooka T, Freishtat RJ, Mansbach JM, Pérez-Losada M, Camargo CA, Hasegawa K. Nasopharyngeal fungal subtypes of infant bronchiolitis and disease severity risk. EBioMedicine 2023; 95:104742. [PMID: 37536062 PMCID: PMC10415709 DOI: 10.1016/j.ebiom.2023.104742] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 07/18/2023] [Accepted: 07/19/2023] [Indexed: 08/05/2023] Open
Abstract
BACKGROUND Bronchiolitis is a leading cause of infant hospitalization. Recent research suggests the heterogeneity within bronchiolitis and the relationship of airway viruses and bacteria with bronchiolitis severity. However, little is known about the pathobiological role of fungi. We aimed to identify bronchiolitis mycotypes by integrating fungus and virus data, and determine their association with bronchiolitis severity and biological characteristics. METHODS In a multicentre prospective cohort study of 398 infants (age <1 year, male 59%) hospitalized for bronchiolitis, we applied clustering approaches to identify mycotypes by integrating nasopharyngeal fungus (detected in RNA-sequencing data) and virus data (respiratory syncytial virus [RSV], rhinovirus [RV]) at hospitalization. We examined their association with bronchiolitis severity-defined by positive pressure ventilation (PPV) use and biological characteristics by nasopharyngeal metatranscriptome and transcriptome data. RESULTS In infants hospitalized for bronchiolitis, we identified four mycotypes: A) fungiM.restrictavirusRSV/RV, B) fungiM.restrictavirusRSV, C) fungiM.globosavirusRSV/RV, D) funginot-detectedvirusRSV/RV mycotypes. Compared to mycotype A infants (the largest subtype, n = 211), mycotype C infants (n = 85) had a significantly lower risk of PPV use (7% vs. 1%, adjOR, 0.21; 95% CI, 0.02-0.90; p = 0.033), while the risk of PPV use was not significantly different in mycotype B or D. In the metatranscriptome and transcriptome data, mycotype C had similar bacterial composition and microbial functions yet dysregulated pathways (e.g., Fc γ receptor-mediated phagocytosis pathway and chemokine signaling pathway; FDR <0.05). INTERPRETATION In this multicentre cohort, fungus-virus clustering identified distinct mycotypes of infant bronchiolitis with differential severity risks and unique biological characteristics. FUNDING This study was supported by the National Institutes of Health.
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Affiliation(s)
- Ryohei Shibata
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Michihito Kyo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Tadao Ooka
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA; Department of Health Science, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA; Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA; Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Jonathan M Mansbach
- Department of Pediatrics, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Marcos Pérez-Losada
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, The George Washington University, Washington, DC, USA
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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8
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Zhu Z, Freishtat RJ, Harmon B, Hahn A, Teach SJ, Pérez-Losada M, Hasegawa K, Camargo CA. Nasal airway microRNA profiling of infants with severe bronchiolitis and risk of childhood asthma: a multicentre prospective study. Eur Respir J 2023; 62:2300502. [PMID: 37321621 PMCID: PMC10578345 DOI: 10.1183/13993003.00502-2023] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [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: 03/22/2023] [Accepted: 05/31/2023] [Indexed: 06/17/2023]
Abstract
BACKGROUND Severe bronchiolitis (i.e. bronchiolitis requiring hospitalisation) during infancy is a major risk factor for childhood asthma. However, the exact mechanism linking these common conditions remains unclear. We examined the longitudinal relationship between nasal airway miRNAs during severe bronchiolitis and the risk of developing asthma. METHODS In a 17-centre prospective cohort study of infants with severe bronchiolitis, we sequenced their nasal microRNA at hospitalisation. First, we identified differentially expressed microRNAs (DEmiRNAs) associated with the risk of developing asthma by age 6 years. Second, we characterised the DEmiRNAs based on their association with asthma-related clinical features, and expression level by tissue and cell types. Third, we conducted pathway and network analyses by integrating DEmiRNAs and their mRNA targets. Finally, we investigated the association of DEmiRNAs and nasal cytokines. RESULTS In 575 infants (median age 3 months), we identified 23 DEmiRNAs associated with asthma development (e.g. hsa-miR-29a-3p; false discovery rate (FDR) <0.10), particularly in infants with respiratory syncytial virus infection (FDR for the interaction <0.05). These DEmiRNAs were associated with 16 asthma-related clinical features (FDR <0.05), e.g. infant eczema and corticosteroid use during hospitalisation. In addition, these DEmiRNAs were highly expressed in lung tissue and immune cells (e.g. T-helper cells, neutrophils). Third, DEmiRNAs were negatively correlated with their mRNA targets (e.g. hsa-miR-324-3p/IL13), which were enriched in asthma-related pathways (FDR <0.05), e.g. toll-like receptor, PI3K-Akt and FcɛR signalling pathways, and validated by cytokine data. CONCLUSION In a multicentre cohort of infants with severe bronchiolitis, we identified nasal miRNAs during illness that were associated with major asthma-related clinical features, immune response, and risk of asthma development.
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Affiliation(s)
- Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Brennan Harmon
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
| | - Andrea Hahn
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Division of Infectious Diseases, Children's National Hospital, Washington, DC, USA
| | - Stephen J Teach
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Marcos Pérez-Losada
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, The George Washington University, Washington, DC, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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Brooks BA, Sinha P, Staffa SJ, Jacobs MB, Freishtat RJ, Patregnani JT. Children with single ventricle heart disease have a greater increase in sRAGE after cardiopulmonary bypass. Perfusion 2023:2676591231189357. [PMID: 37465929 DOI: 10.1177/02676591231189357] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/20/2023]
Abstract
INTRODUCTION Reducing cardiopulmonary bypass (CPB) induced inflammatory injury is a potentially important strategy for children undergoing multiple operations for single ventricle palliation. We sought to characterize the soluble receptor for advanced glycation end products (sRAGE), a protein involved in acute lung injury and inflammation, in pediatric patients with congenital heart disease and hypothesized that patients undergoing single ventricle palliation would have higher levels of sRAGE following bypass than those with biventricular physiologies. METHODS This was a prospective, observational study of children undergoing CPB. Plasma samples were obtained before and after bypass. sRAGE levels were measured and compared between those with biventricular and single ventricle heart disease using descriptive statistics and multivariate analysis for risk factors for lung injury. RESULTS sRAGE levels were measured in 40 patients: 19 with biventricular and 21 with single ventricle heart disease. Children undergoing single ventricle palliation had a higher factor and percent increase in sRAGE levels when compared to patients with biventricular circulations (4.6 vs. 2.4, p = 0.002) and (364% vs. 181%, p = 0.014). The factor increase in sRAGE inversely correlated with the patient's preoperative oxygen saturation (Pearson correlation (r) = -0.43, p = 0.005) and was positively associated with red blood cell transfusion (coefficient = 0.011; 95% CI: 0.004, 0.017; p = 0.001). CONCLUSIONS Children with single ventricle physiology have greater increase in sRAGE following CPB as compared to children undergoing biventricular repair. Larger studies delineating the role of sRAGE in children undergoing single ventricle palliation may be beneficial in understanding how to prevent complications in this high-risk population.
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Affiliation(s)
- Bonnie A Brooks
- Division of Pediatric Critical Care Medicine, Mattel Children's Hospital, University of California Los Angeles, Los Angeles, CA, USA
- Division of Critical Care Medicine, Children's National Hospital, Washington, DC, USA
| | - Pranava Sinha
- Department of Pediatric Cardiac Surgery, M Health Fairview University of Minnesota, Minneapolis MN, USA
- Division of Cardiovascular Surgery, Children's National Hospital, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Steven J Staffa
- Department of Anesthesiology, Critical Care and Pain Medicine, Harvard University, Boston Children's Hospital, Boston, MA, USA
| | - Marni B Jacobs
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Diego, CA, USA
- Division of Biostatistics and Study Methodology, Children's National Hospital, Washington, DC, USA
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
- Departments of Pediatrics, Emergency Medicine, and Genomics & Precision Medicine, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Jason T Patregnani
- Division of Pediatric Critical Care Medicine, Maine Medical Center, Tufts University School of Medicine, Barbara Bush Children's Hospital, Portland, ME, USA
- Division of Pediatric Cardiac Critical Care, Children's National Hospital, George Washington University School of Medicine, Washington, DC, USA
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10
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Shibata R, Zhu Z, Ooka T, Freishtat RJ, Mansbach JM, Pérez-Losada M, Ramos-Tapia I, Teach S, Camargo CA, Hasegawa K. Immunoglobulin E-virus phenotypes of infant bronchiolitis and risk of childhood asthma. Front Immunol 2023; 14:1187065. [PMID: 37234152 PMCID: PMC10205992 DOI: 10.3389/fimmu.2023.1187065] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 04/27/2023] [Indexed: 05/27/2023] Open
Abstract
Background Bronchiolitis is the leading cause of infant hospitalization in U.S. and is associated with increased risk for childhood asthma. Immunoglobulin E (IgE) not only plays major roles in antiviral immune responses and atopic predisposition, but also offers a potential therapeutic target. Objective We aimed to identify phenotypes of infant bronchiolitis by using total IgE (tIgE) and virus data, to determine their association with asthma development, and examine their biological characteristics. Methods In a multicenter prospective cohort study of 1,016 infants (age <1 year) hospitalized for bronchiolitis, we applied clustering approaches to identify phenotypes by integrating tIgE and virus (respiratory syncytial virus [RSV], rhinovirus [RV]) data at hospitalization. We examined their longitudinal association with the risk of developing asthma by age 6 years and investigated their biological characteristics by integrating the upper airway mRNA and microRNA data in a subset (n=182). Results In infants hospitalized for bronchiolitis, we identified 4 phenotypes: 1) tIgElowvirusRSV-high, 2) tIgElowvirusRSV-low/RV, 3) tIgEhighvirusRSV-high, and 4) tIgEhighvirusRSV-low/RV phenotypes. Compared to phenotype 1 infants (resembling "classic" bronchiolitis), phenotype 4 infants (tIgEhighvirusRSV-low/RV) had a significantly higher risk for developing asthma (19% vs. 43%; adjOR, 2.93; 95% CI, 1.02-8.43; P=.046). Phenotypes 3 and 4 (tIgEhigh) had depleted type I interferon and enriched antigen presentation pathways; phenotype 4 also had depleted airway epithelium structure pathways. Conclusions In this multicenter cohort, tIgE-virus clustering identified distinct phenotypes of infant bronchiolitis with differential risks of asthma development and unique biological characteristics.
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Affiliation(s)
- Ryohei Shibata
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Tadao Ooka
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
- Department of Health Science, University of Yamanashi, Yamanashi, Japan
| | - Robert J. Freishtat
- Center for Genetic Medicine Research, Children’s National Research Institute, Washington, DC, United States
- Division of Emergency Medicine, Children’s National Hospital, Washington, DC, United States
- Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, United States
| | - Jonathan M. Mansbach
- Department of Pediatrics, Boston Children’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Marcos Pérez-Losada
- Department of Biostatistics and Bioinformatics, Computational Biology Institute, The George Washington University, Washington, DC, United States
| | - Ignacio Ramos-Tapia
- Microbial Data Science Laboratory, Center for Bioinformatics and Integrative Biology, Universidad Andres Bello, Santiago, Chile
| | - Stephen Teach
- Division of Emergency Medicine, Children’s National Hospital, Washington, DC, United States
- Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, United States
- Center for Translational Research, Children’s National Research Institute, Washington, DC, United States
| | - Carlos A. Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
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11
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Hahn A, Burrell A, Chaney H, Sami I, Koumbourlis AC, Freishtat RJ, Crandall KA, Zemanick ET. Therapeutic beta-lactam dosages and broad-spectrum antibiotics are associated with reductions in microbial richness and diversity in persons with cystic fibrosis. Sci Rep 2023; 13:1217. [PMID: 36681756 PMCID: PMC9867719 DOI: 10.1038/s41598-023-27628-x] [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] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 01/04/2023] [Indexed: 01/22/2023] Open
Abstract
Persons with cystic fibrosis (PwCF) suffer from pulmonary exacerbations (PEx) related in part to lung infection. While higher microbial diversity is associated with higher lung function, the data on the impact of short-term antibiotics on changes in microbial diversity is conflicting. Further, Prevotella secretes beta-lactamases, which may influence recovery of lung function. We hypothesize that sub-therapeutic and broad spectrum antibiotic exposure leads to decreasing microbial diversity. Our secondary aim was to evaluate the concerted association of beta-lactam pharmacokinetics (PK), antibiotic spectrum, microbial diversity, and antibiotic resistance on lung function recovery using a pathway analysis. This was a retrospective observational study of persons with CF treated with IV antibiotics for PEx between 2016 and 2020 at Children's National Hospital; respiratory samples and clinical information were collected at hospital admission for PEx (E), end of antibiotic treatment (T), and follow-up (F). Metagenomic sequencing was performed; PathoScope 2.0 and AmrPlusPlus were used for taxonomic assignment of sequences to bacteria and antibiotic resistance genes (ARGs). M/W Pharm was used for PK modeling. Comparison of categorical and continuous variables and pathway analysis were performed in STATA. Twenty-two PwCF experienced 43 PEx. The study cohort had a mean age of 14.6 years. Only 12/43 beta-lactam courses had therapeutic PK, and 18/43 were broad spectrum. A larger decrease in richness between E and T was seen in the therapeutic PK group (sufficient - 20.1 vs. insufficient - 1.59, p = 0.025) and those receiving broad spectrum antibiotics (broad - 14.5 vs. narrow - 2.8, p = 0.030). We did not detect differences in the increase in percent predicted forced expiratory volume in one second (ppFEV1) at end of treatment compared to PEx based on beta-lactam PK (sufficient 13.6% vs. insufficient 15.1%) or antibiotic spectrum (broad 11.5% vs. narrow 16.6%). While both therapeutic beta-lactam PK and broad-spectrum antibiotics decreased richness between PEx and the end of treatment, we did not detect longstanding changes in alpha diversity or an association with superior recovery of lung function compared with subtherapeutic PK and narrow spectrum antimicrobials.
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Affiliation(s)
- Andrea Hahn
- Division of Infectious Diseases, Children's National Hospital (CNH), Washington, DC, USA.
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA.
- Department of Pediatrics, George Washington University (GWU), Washington, DC, USA.
| | - Aszia Burrell
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA
| | - Hollis Chaney
- Department of Pediatrics, George Washington University (GWU), Washington, DC, USA
- Division of Pulmonary Medicine, CNH, Washington, DC, USA
| | - Iman Sami
- Department of Pediatrics, George Washington University (GWU), Washington, DC, USA
- Division of Pulmonary Medicine, CNH, Washington, DC, USA
| | - Anastassios C Koumbourlis
- Department of Pediatrics, George Washington University (GWU), Washington, DC, USA
- Division of Pulmonary Medicine, CNH, Washington, DC, USA
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA
- Department of Pediatrics, George Washington University (GWU), Washington, DC, USA
- Division of Emergency Medicine, CNH, Washington, DC, USA
| | - Keith A Crandall
- Deptartment of Biostatistics and Bioinformatics, Milken Institute School of Public Health, GWU, Washington, DC, USA
| | - Edith T Zemanick
- Deptartment of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
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12
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Shumyatsky G, Burrell A, Chaney H, Sami I, Koumbourlis AC, Freishtat RJ, Crandall KA, Zemanick ET, Hahn A. Using metabolic potential within the airway microbiome as predictors of clinical state in persons with cystic fibrosis. Front Med (Lausanne) 2023; 9:1082125. [PMID: 36698799 PMCID: PMC9868313 DOI: 10.3389/fmed.2022.1082125] [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] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 12/19/2022] [Indexed: 01/11/2023] Open
Abstract
Introduction Pulmonary exacerbations (PEx) in persons with cystic fibrosis (CF) are primarily related to acute or chronic inflammation associated with bacterial lung infections, which may be caused by several bacteria that activate similar bacterial genes and produce similar by-products. The goal of our study was to perform a stratified functional analysis of bacterial genes at three distinct time points in the treatment of a PEx in order to determine the role that specific airway microbiome community members may play within each clinical state (i.e., PEx, end of antibiotic treatment, and follow-up). Our secondary goal was to compare the change between clinical states with the metabolic activity of specific airway microbiome community members. Methods This was a prospective observational study of persons with CF treated with intravenous antibiotics for PEx between 2016 and 2020 at Children's National Hospital. Demographic and clinical information as well as respiratory samples were collected at hospital admission for PEx, end of antibiotic treatment, and follow-up. Metagenomic sequencing was performed; MetaPhlAn3 and HUMANn3 were used to assign sequences to bacterial species and bacterial metabolic genes, respectively. Results Twenty-two persons with CF, with a mean age of 14.5 (range 7-23) years, experienced 45 PEx during the study period. Two-hundred twenty-one bacterial species were identified in the respiratory samples from the study cohort. Ten bacterial species had differential gene abundance across changes in the clinical state including Staphylococcus aureus, Streptococcus salivarius, and Veillonella atypica (all padj < 0.01 and log2FoldChange > |2|). These corresponded to a differential abundance of bacterial genes, with S. aureus accounting for 81% of the genes more abundant in PEx and S. salivarius accounting for 83% of the genes more abundant in follow-up, all compared to the end of treatment. Lastly, 8,653 metabolic pathways were identified across samples, with again S. aureus and S. salivarius contributing to the differential abundance of pathways (106 in PEx vs. 66 in follow-up, respectively). V. atypica was associated with a single metabolic pathway (UDP-N-acetyl-D-glucosamine biosynthesis) increased in follow-up compared to PEx. Discussion Taken together, these data suggest that the metabolic potential of bacterial species can provide more insight into changes across clinical states than the relative abundance of the bacteria alone.
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Affiliation(s)
- Gabriella Shumyatsky
- Jefferson Biotechnology Program, Thomas Jefferson University, Philadelphia, PA, United States
| | - Aszia Burrell
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, United States
| | - Hollis Chaney
- Department of Pediatrics, George Washington University (GWU), Washington, DC, United States.,Division of Pulmonary Medicine, Children's National Hospital (CNH), Washington, DC, United States
| | - Iman Sami
- Department of Pediatrics, George Washington University (GWU), Washington, DC, United States.,Division of Pulmonary Medicine, Children's National Hospital (CNH), Washington, DC, United States
| | - Anastassios C Koumbourlis
- Department of Pediatrics, George Washington University (GWU), Washington, DC, United States.,Division of Pulmonary Medicine, Children's National Hospital (CNH), Washington, DC, United States
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, United States.,Department of Pediatrics, George Washington University (GWU), Washington, DC, United States.,Division of Emergency Medicine, CNH, Washington, DC, United States
| | - Keith A Crandall
- Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, GWU, Washington, DC, United States
| | - Edith T Zemanick
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
| | - Andrea Hahn
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, United States.,Department of Pediatrics, George Washington University (GWU), Washington, DC, United States.,Division of Infectious Diseases, CNH, Washington, DC, United States
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13
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Krohmaly KI, Freishtat RJ, Hahn AL. Bioinformatic and experimental methods to identify and validate bacterial RNA-human RNA interactions. J Investig Med 2023; 71:23-31. [PMID: 36162901 DOI: 10.1136/jim-2022-002509] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/31/2022] [Indexed: 01/21/2023]
Abstract
Ample evidence supports the importance of the microbiota on human health and disease. Recent studies suggest that extracellular vesicles are an important means of bacterial-host communication, in part via the transport of small RNAs (sRNAs). Bacterial sRNAs have been shown to co-precipitate with human and mouse RNA-induced silencing complex, hinting that some may regulate gene expression as eukaryotic microRNAs do. Bioinformatic tools, including those that can incorporate an sRNA's secondary structure, can be used to predict interactions between bacterial sRNAs and human messenger RNAs (mRNAs). Validation of these potential interactions using reproducible experimental methods is essential to move the field forward. This review will cover the evidence of interspecies communication via sRNAs, bioinformatic tools currently available to identify potential bacterial sRNA-host (specifically, human) mRNA interactions, and experimental methods to identify and validate those interactions.
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Affiliation(s)
- Kylie I Krohmaly
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, District of Columbia, USA.,Institute for Biomedical Sciences, The George Washington University School of Medicine and Health Sciences, Washington, District of Columbia, USA
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, District of Columbia, USA.,Division of Emergency Medicine, Children's National Hospital, Washington, District of Columbia, USA.,Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, District of Columbia, USA
| | - Andrea L Hahn
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, District of Columbia, USA.,Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, District of Columbia, USA.,Division of Infectious Diseases, Children's National Hospital, Washington, District of Columbia, USA
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14
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Ooka T, Raita Y, Fujiogi M, Freishtat RJ, Gerszten RE, Mansbach JM, Zhu Z, Camargo CA, Hasegawa K. Proteomics endotyping of infants with severe bronchiolitis and risk of childhood asthma. Allergy 2022; 77:3350-3361. [PMID: 35620861 PMCID: PMC9617778 DOI: 10.1111/all.15390] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [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: 03/21/2022] [Revised: 05/10/2022] [Accepted: 05/18/2022] [Indexed: 01/28/2023]
Abstract
BACKGROUND Bronchiolitis is the leading cause of hospitalization in U.S. infants and a major risk factor for childhood asthma. Growing evidence supports clinical heterogeneity within bronchiolitis. We aimed to identify endotypes of infant bronchiolitis by integrating clinical, virus, and serum proteome data, and examine their relationships with asthma development. METHODS This is a multicenter prospective cohort study of infants hospitalized for physician-diagnosis of bronchiolitis. We identified bronchiolitis endotypes by applying unsupervised machine learning (clustering) approaches to integrated clinical, virus (respiratory syncytial virus [RSV], rhinovirus [RV]), and serum proteome data measured at hospitalization. We then examined their longitudinal association with the risk for developing asthma by age 6 years. RESULTS In 140 infants hospitalized with bronchiolitis, we identified three endotypes: (1) clinicalatopic virusRV proteomeNFκB-dysregulated , (2) clinicalnon-atopic virusRSV/RV proteomeTNF-dysregulated , and (3) clinicalclassic virusRSV proteomeNFκB/TNF-regulated endotypes. Endotype 1 infants were characterized by high proportion of IgE sensitization and RV infection. These endotype 1 infants also had dysregulated NFκB pathways (FDR < 0.001) and significantly higher risks for developing asthma (53% vs. 22%; adjOR 4.04; 95% CI, 1.49-11.0; p = 0.006), compared with endotype 3 (clinically resembling "classic" bronchiolitis). Likewise, endotype 2 infants were characterized by low proportion of IgE sensitization and high proportion of RSV or RV infection. These endotype 2 infants had dysregulated tumor necrosis factor (TNF)-mediated signaling pathway (FDR <0.001) and significantly higher risks for developing asthma (44% vs. 22%; adjOR 2.71; 95% CI, 1.03-7.11, p = 0.04). CONCLUSION In this multicenter cohort, integrated clustering of clinical, virus, and proteome data identified biologically distinct endotypes of bronchiolitis that have differential risks of asthma development.
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Affiliation(s)
- Tadao Ooka
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
- Department of Health Science, University of Yamanashi, Chuo, Yamanashi, Japan
| | - Yoshihiko Raita
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Michimasa Fujiogi
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Robert J. Freishtat
- Center for Genetic Medicine Research and Division of Emergency Medicine Children’s National Hospital. Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Robert E. Gerszten
- Division of Cardiovascular Medicine and Cardiovascular Institute, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
| | - Jonathan M. Mansbach
- Department of Pediatrics, Boston Children’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Carlos A. Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
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15
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Cechinel LR, Batabyal RA, Freishtat RJ, Zohn IE. Parental obesity-induced changes in developmental programming. Front Cell Dev Biol 2022; 10:918080. [PMID: 36274855 PMCID: PMC9585252 DOI: 10.3389/fcell.2022.918080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 09/06/2022] [Indexed: 11/13/2022] Open
Abstract
Many studies support the link between parental obesity and the predisposition to develop adult-onset metabolic syndromes that include obesity, high blood pressure, dyslipidemia, insulin resistance, and diabetes in the offspring. As the prevalence of obesity increases in persons of childbearing age, so does metabolic syndrome in their descendants. Understanding how parental obesity alters metabolic programs in the progeny, predisposing them to adult-onset metabolic syndrome, is key to breaking this cycle. This review explores the basis for altered metabolism of offspring exposed to overnutrition by focusing on critical developmental processes influenced by parental obesity. We draw from human and animal model studies, highlighting the adaptations in metabolism that occur during normal pregnancy that become maladaptive with obesity. We describe essential phases of development impacted by parental obesity that contribute to long-term alterations in metabolism in the offspring. These encompass gamete formation, placentation, adipogenesis, pancreas development, and development of brain appetite control circuits. Parental obesity alters the developmental programming of these organs in part by inducing epigenetic changes with long-term consequences on metabolism. While exposure to parental obesity during any of these phases is sufficient to alter long-term metabolism, offspring often experience multiple exposures throughout their development. These insults accumulate to increase further the susceptibility of the offspring to the obesogenic environments of modern society.
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Zhu Z, Camargo CA, Raita Y, Freishtat RJ, Fujiogi M, Hahn A, Mansbach JM, Spergel JM, Pérez-Losada M, Hasegawa K. Nasopharyngeal airway dual-transcriptome of infants with severe bronchiolitis and risk of childhood asthma: A multicenter prospective study. J Allergy Clin Immunol 2022; 150:806-816. [PMID: 35483507 PMCID: PMC9547815 DOI: 10.1016/j.jaci.2022.04.017] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [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: 10/10/2021] [Revised: 03/26/2022] [Accepted: 04/08/2022] [Indexed: 11/20/2022]
Abstract
BACKGROUND Severe bronchiolitis (ie, bronchiolitis requiring hospitalization) during infancy is a major risk factor for childhood asthma. However, the exact mechanism linking these common conditions remains unclear. OBJECTIVES This study sought to examine the integrated role of airway microbiome (both taxonomy and function) and host response in asthma development in this high-risk population. METHODS This multicenter prospective cohort study of 244 infants with severe bronchiolitis (median age, 3 months) examined the infants' nasopharyngeal metatranscriptomes (microbiomes) and transcriptomes (hosts), as well as metabolomes at hospitalization. The longitudinal relationships investigated include (1) major bacterial species (Streptococcus pneumoniae, Haemophilus influenzae, and Moraxella catarrhalis), (2) microbial function, and (3) host response with risks of developing asthma by age 6 years. RESULTS First, the abundance of S pneumoniae was associated with greater risks of asthma (P = .01), particularly in infants with nonrhinovirus infection (Pinteraction = .04). Second, of 328 microbial functional pathways that are differentially enriched by asthma development, the top pathways (eg, fatty acid and glycolysis pathways; false discovery rate [FDR] < 1 × 10-12) were driven by these 3 major species (eg, positive association of S pneumoniae with glycolysis; FDR < 0.001). These microbial functional pathways were validated with the parallel metabolome data. Third, 104 transcriptome pathways were differentially enriched (FDR < .05)-for example, downregulated interferon-α and -γ and upregulated T-cell activation pathways. S pneumoniae was associated with most differentially expressed transcripts (eg, DAGLB; FDR < 0.05). CONCLUSIONS By applying metatranscriptomic, transcriptomic, and metabolomic approaches to a multicenter cohort of infants with bronchiolitis, this study found an interplay between major bacterial species, their function, and host response in the airway, and their longitudinal relationship with asthma development.
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Affiliation(s)
- Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, Mass.
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, Mass
| | - Yoshihiko Raita
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, Mass
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC; Division of Emergency Medicine, Children's National Hospital, Washington, DC; Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Michimasa Fujiogi
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, Mass
| | - Andrea Hahn
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC; Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC; Division of Infectious Diseases, Children's National Hospital, Washington, DC
| | - Jonathan M Mansbach
- Department of Pediatrics, Boston Children's Hospital, Harvard Medical School, Boston, Mass
| | - Jonathan M Spergel
- Division of Allergy and Immunology, Children's Hospital of Philadelphia, Perelman School of Medicine at University of Pennsylvania, Philadelphia, Pa
| | - Marcos Pérez-Losada
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, George Washington University School of Medicine and Health Sciences, Washington, DC; CIBIO-InBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, Vairão, Portugal
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, Mass
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Inam Z, Felton E, Burrell A, Chaney H, Sami I, Koumbourlis AC, Freishtat RJ, Zemanick ET, Crandall KA, Hahn A. Impact of Antibiotics on the Lung Microbiome and Lung Function in Children with Cystic Fibrosis One Year after Hospitalization for an Initial Pulmonary Exacerbation. Open Forum Infect Dis 2022; 9:ofac466. [PMID: 36168550 PMCID: PMC9511275 DOI: 10.1093/ofid/ofac466] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [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: 06/06/2022] [Accepted: 09/09/2022] [Indexed: 11/14/2022] Open
Abstract
Abstract
Background
Cystic fibrosis (CF) is characterized by recurrent pulmonary exacerbations (PEx) and lung function decline. PEx are frequently treated with antibiotics. However, little is known about the cumulative effects of antibiotics on the airway microbiome of persons with CF over time. The purpose of this study was to evaluate changes in the microbiome and lung function in persons with CF over one-year following an initial study pulmonary exacerbation (iPEx).
Methods
Twenty children with CF ≤18 years of age were enrolled in the study which occurred prior to the routine administration of highly effective modulator therapy. Respiratory samples and spirometry were obtained at a minimum of quarterly visits and up to 1-year after an iPEx. Metagenomic sequencing was performed, and bacterial taxa were assigned using MetaPhlAn 2.0. Paired t test, ANOVA, and GLS regression were used to compare outcome variables.
Results
The mean (±SD) age of study participants at the time of the iPEx was 10.6 years. There was 3 ± 1.6 PEx treated with antibiotics per person with CF during the study period. Bacterial richness was similar at 1 year compared to iPEx (40.3 vs 39.3, p = 0.852), whereas the mean Shannon diversity index was significantly higher at one year (2.84 vs 1.62, p < 0.001). The number of PEx treated with IV or oral antibiotics over the year was not associated with changes in microbial diversity but was associated with changes in ppFVC (p < 0.001).
Conclusions
In our one-year prospective evaluation of children with CF hospitalized for IV antibiotic treatment of an initial PEx we found microbial diversity increased despite decreases in lung function associated with repeated PEx events requiring antibiotic therapy.
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Affiliation(s)
- Zaina Inam
- Pediatric Residency Program, Children’s National Hospital (CNH) , Washington, DC , USA
| | - Erin Felton
- George Washington University School of Medicine and Health Sciences (GWU SMHS) , Washington, DC , USA
| | - Aszia Burrell
- Center for Genetic Medicine, Children’s National Research Institute , Washington, DC , USA
| | - Hollis Chaney
- Division of Pulmonary and Sleep Medicine, CNH , Washington, DC , USA
- Department of Pediatrics, GWU SMHS , Washington, DC , USA
| | - Iman Sami
- Division of Pulmonary and Sleep Medicine, CNH , Washington, DC , USA
- Department of Pediatrics, GWU SMHS , Washington, DC , USA
| | - Anastassios C Koumbourlis
- Division of Pulmonary and Sleep Medicine, CNH , Washington, DC , USA
- Department of Pediatrics, GWU SMHS , Washington, DC , USA
| | - Robert J Freishtat
- George Washington University School of Medicine and Health Sciences (GWU SMHS) , Washington, DC , USA
- Department of Pediatrics, GWU SMHS , Washington, DC , USA
- Division of Emergency Medicine, CNH , Washington, DC , USA
| | - Edith T Zemanick
- Department of Pediatrics, University of Colorado Anschutz Medical Campus , Aurora, CO , USA
| | - Keith A Crandall
- Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, GWU , Washington, DC , USA
| | - Andrea Hahn
- George Washington University School of Medicine and Health Sciences (GWU SMHS) , Washington, DC , USA
- Department of Pediatrics, GWU SMHS , Washington, DC , USA
- Division of Infectious Diseases, CNH , Washington, DC , USA
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18
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Fujiogi M, Raita Y, Pérez-Losada M, Freishtat RJ, Celedón JC, Mansbach JM, Piedra PA, Zhu Z, Camargo CA, Hasegawa K. Integrated relationship of nasopharyngeal airway host response and microbiome associates with bronchiolitis severity. Nat Commun 2022; 13:4970. [PMID: 36042194 PMCID: PMC9427849 DOI: 10.1038/s41467-022-32323-y] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 07/25/2022] [Indexed: 12/03/2022] Open
Abstract
Bronchiolitis is a leading cause of infant hospitalizations but its immunopathology remains poorly understood. Here we present data from 244 infants hospitalized with bronchiolitis in a multicenter prospective study, assessing the host response (transcriptome), microbial composition, and microbial function (metatranscriptome) in the nasopharyngeal airway, and associate them with disease severity. We investigate individual associations with disease severity identify host response, microbial taxonomical, and microbial functional modules by network analyses. We also determine the integrated relationship of these modules with severity. Several modules are significantly associated with risks of positive pressure ventilation use, including the host-type I interferon, neutrophil/interleukin-1, T cell regulation, microbial-branched-chain amino acid metabolism, and nicotinamide adenine dinucleotide hydrogen modules. Taken together, we show complex interplays between host and microbiome, and their contribution to disease severity.
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Affiliation(s)
- Michimasa Fujiogi
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
| | - Yoshihiko Raita
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Marcos Pérez-Losada
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, The George Washington University, Washington, DC, USA
- CIBIO-InBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, Vairão, Portugal
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Juan C Celedón
- Division of Pulmonary Medicine, Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, USA
| | - Jonathan M Mansbach
- Department of Pediatrics, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Pedro A Piedra
- Departments of Molecular Virology and Microbiology and Pediatrics, Baylor College of Medicine, Houston, TX, USA
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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19
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Siqueira IR, de Souza Rodrigues A, Flores MS, Vieira Cunha EL, Goldberg M, Harmon B, Batabyal R, Freishtat RJ, Cechinel LR. Circulating Extracellular Vesicles and Particles Derived From Adipocytes: The Potential Role in Spreading MicroRNAs Associated With Cellular Senescence. Front Aging 2022; 3:867100. [PMID: 36016863 PMCID: PMC9395989 DOI: 10.3389/fragi.2022.867100] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 06/13/2022] [Indexed: 11/13/2022]
Abstract
Aging is associated with adipose tissue dysfunction and is recognized as a risk factor for shortened life span. Considering that in vitro findings have shown the involvement of microRNA in extracellular vesicles and particles (EVPs) on senescence, we hypothesized that circulating EVPs derived from adipocytes can be involved in the aging process via their microRNA cargo. We aimed to determine the microRNA profiles of circulating EVPs derived from adipocytes (FABP4+) from aged and young adult animals and to perform in silico prediction of their downstream signaling effects. Plasma was obtained from Wistar rats (3 and 21 months old), and adipocyte-derived EVPs were isolated using the commercially available kit. Fatty acid-binding protein 4 (FABP4) was used for adipocyte-derived EVPs isolation; microRNA isolation and microarray expression analysis were performed. The analysis revealed 728 miRNAs, 32 were differentially between groups (p < 0.05; fold change ≥ |1.1|), of which 15 miRNAs were upregulated and 17 were downregulated in circulating EVPs from aged animals compared to young adults. A conservative filter was applied, and 18 microRNAs had experimentally validated and highly conserved predicted mRNA targets, with a total of 2,228 mRNAs. Canonical pathways, disease and functions, and upstream regulator analyses were performed using IPA-QIAGEN, allowing a global and interconnected evaluation. IPA categories impacted negatively were cell cycle, cellular development, cellular growth and proliferation, and tissue development, while those impacted positively were “digestive system cancer” and “endocrine gland tumor.” Interestingly, the upregulated miR-15-5p targets several cyclins, such as CCND1 and CCND2, and miR-24-3p seems to target CDK4 (cyclin-dependent kinase 4); then potentially inhibiting their expression, both miRNAs can induce a negative regulation of cell cycle progression. In contrast, silencing of negative cell cycle checkpoint regulators, such as p21 and p16, can be predicted, which can induce impairment in response to genotoxic stressors. In addition, predicted targets, such as SMAD family members, seem to be involved in the positive control of digestive and endocrine tumors. Taken together, this exploratory study indicates that miRNA signature in circulating adipocyte-derived EVPs may be involved with the double-edged sword of cellular senescence, including irreversible proliferation arrest and tissue-dependent cancer, and seems to be suitable for further validation and confirmatory studies.
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Affiliation(s)
- Ionara Rodrigues Siqueira
- Programa de Pós-Graduação em Ciências Biológicas: Farmacologia e Terapêutica, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Programa de Pós-Graduação em Ciências Biológicas: Fisiologia, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- *Correspondence: Ionara Rodrigues Siqueira,
| | - Andressa de Souza Rodrigues
- Programa de Pós-Graduação em Ciências Biológicas: Farmacologia e Terapêutica, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Marina Siqueira Flores
- Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Eduarda Letícia Vieira Cunha
- Departamento de Farmacologia, Instituto de Ciências Básicas da Saúde, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Madeleine Goldberg
- Center for Genetic Medicine Research, Children’s National Hospital, Washington, WC, United States
| | - Brennan Harmon
- Center for Genetic Medicine Research, Children’s National Hospital, Washington, WC, United States
| | - Rachael Batabyal
- Center for Genetic Medicine Research, Children’s National Hospital, Washington, WC, United States
| | - Robert J. Freishtat
- Center for Genetic Medicine Research, Children’s National Hospital, Washington, WC, United States
| | - Laura Reck Cechinel
- Programa de Pós-Graduação em Ciências Biológicas: Farmacologia e Terapêutica, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Programa de Pós-Graduação em Ciências Biológicas: Fisiologia, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
- Center for Genetic Medicine Research, Children’s National Hospital, Washington, WC, United States
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20
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Makrinioti H, Camargo CA, Zhu Z, Freishtat RJ, Hasegawa K. Air pollution, bronchiolitis, and asthma: the role of nasal microRNAs. Lancet Respir Med 2022; 10:733-734. [PMID: 35594872 PMCID: PMC9339524 DOI: 10.1016/s2213-2600(22)00133-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 04/05/2022] [Accepted: 04/06/2022] [Indexed: 06/15/2023]
Affiliation(s)
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Robert J Freishtat
- Centre for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA; Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA; Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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21
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Raita Y, Pérez-Losada M, Freishtat RJ, Hahn A, Castro-Nallar E, Ramos-Tapia I, Stearrett N, Bochkov YA, Gern JE, Mansbach JM, Zhu Z, Camargo CA, Hasegawa K. Nasopharyngeal metatranscriptome profiles of infants with bronchiolitis and risk of childhood asthma: a multicentre prospective study. Eur Respir J 2022; 60:2102293. [PMID: 34916264 PMCID: PMC9206513 DOI: 10.1183/13993003.02293-2021] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [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] [Received: 08/20/2021] [Accepted: 11/17/2021] [Indexed: 11/05/2022]
Abstract
BACKGROUND Bronchiolitis is not only the leading cause of hospitalisation in US infants but also a major risk factor for asthma development. Growing evidence supports clinical heterogeneity within bronchiolitis. Our objectives were to identify metatranscriptome profiles of infant bronchiolitis, and to examine their relationship with the host transcriptome and subsequent asthma development. METHODS As part of a multicentre prospective cohort study of infants (age <1 year) hospitalised for bronchiolitis, we integrated virus and nasopharyngeal metatranscriptome (species-level taxonomy and function) data measured at hospitalisation. We applied network-based clustering approaches to identify metatranscriptome profiles. We then examined their association with the host transcriptome at hospitalisation and risk for developing asthma. RESULTS We identified five metatranscriptome profiles of bronchiolitis (n=244): profile A: virusRSVmicrobiomecommensals; profile B: virusRSV/RV-Amicrobiome H.influenzae ; profile C: virusRSVmicrobiome S.pneumoniae ; profile D: virusRSVmicrobiome M.nonliquefaciens ; and profile E: virusRSV/RV-Cmicrobiome M.catarrhalis . Compared with profile A, profile B infants were characterised by a high proportion of eczema, Haemophilus influenzae abundance and enriched virulence related to antibiotic resistance. These profile B infants also had upregulated T-helper 17 and downregulated type I interferon pathways (false discovery rate (FDR) <0.005), and significantly higher risk for developing asthma (17.9% versus 38.9%; adjusted OR 2.81, 95% CI 1.11-7.26). Likewise, profile C infants were characterised by a high proportion of parental asthma, Streptococcus pneumoniae dominance, and enriched glycerolipid and glycerophospholipid metabolism of the microbiome. These profile C infants had an upregulated RAGE signalling pathway (FDR <0.005) and higher risk of asthma (17.9% versus 35.6%; adjusted OR 2.49, 95% CI 1.10-5.87). CONCLUSIONS Metatranscriptome and clustering analysis identified biologically distinct metatranscriptome profiles that have differential risks of asthma.
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Affiliation(s)
- Yoshihiko Raita
- Dept of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Marcos Pérez-Losada
- Dept of Biostatistics and Bioinformatics and Computational Biology Institute, The George Washington University, Washington, DC, USA
- CIBIO-InBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Vairão, Portugal
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
- Dept of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Andrea Hahn
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA
- Dept of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Division of Infectious Diseases, Children's National Hospital, Washington, DC, USA
| | - Eduardo Castro-Nallar
- Centro de Bioinformática y Biología Integrativa, Universidad Andres Bello, Santiago, Chile
| | - Ignacio Ramos-Tapia
- Centro de Bioinformática y Biología Integrativa, Universidad Andres Bello, Santiago, Chile
| | - Nathaniel Stearrett
- Computational Biology Institute, The George Washington University, Washington, DC, USA
| | - Yury A Bochkov
- Dept of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - James E Gern
- Dept of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Dept of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Jonathan M Mansbach
- Dept of Pediatrics, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Zhaozhong Zhu
- Dept of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Carlos A Camargo
- Dept of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Kohei Hasegawa
- Dept of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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22
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Koutroulis I, Velez T, Wang T, Yohannes S, Galarraga JE, Morales JA, Freishtat RJ, Chamberlain JM. Pediatric sepsis phenotypes for enhanced therapeutics: An application of clustering to electronic health records. J Am Coll Emerg Physicians Open 2022; 3:e12660. [PMID: 35112102 PMCID: PMC8790108 DOI: 10.1002/emp2.12660] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2021] [Revised: 11/22/2021] [Accepted: 12/30/2021] [Indexed: 12/16/2022] Open
Abstract
OBJECTIVE The heterogeneity of pediatric sepsis patients suggests the potential benefits of clustering analytics to derive phenotypes with distinct host response patterns that may help guide personalized therapeutics. We evaluate the relative performance of latent class analysis (LCA) and K-means, 2 commonly used clustering methods toward the derivation of clinically useful pediatric sepsis phenotypes. METHODS Data were extracted from anonymized medical records of 6446 pediatric patients that presented to 1 of 6 emergency departments (EDs) between 2013 and 2018 and were thereafter admitted. Using International Classification of Diseases (ICD)-9 and ICD-10 discharge codes, 151 patients were identified with a sepsis continuum diagnosis that included septicemia, sepsis, severe sepsis, and septic shock. Using feature sets used in related clustering studies, LCA and K-means algorithms were used to derive 4 distinct phenotypic pediatric sepsis segmentations. Each segmentation was evaluated for phenotypic homogeneity, separation, and clinical use. RESULTS Using the 2 feature sets, LCA clustering resulted in 2 similar segmentations of 4 clinically distinct phenotypes, while K-means clustering resulted in segmentations of 3 and 4 phenotypes. All 4 segmentations identified at least 1 high severity phenotype, but LCA-identified phenotypes reflected superior stratification, high entropy approaching 1 (eg, 0.994) indicating excellent separation between estimated phenotypes, and differential treatment/treatment response, and outcomes that were non-randomly distributed across phenotypes (P < 0.001). CONCLUSION Compared to K-means, which is commonly used in clustering studies, LCA appears to be a more robust, clinically useful statistical tool in analyzing a heterogeneous pediatric sepsis cohort toward informing targeted therapies. Additional prospective studies are needed to validate clinical utility of predictive models that target derived pediatric sepsis phenotypes in emergency department settings.
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Affiliation(s)
- Ioannis Koutroulis
- Emergency MedicineChildren's National Hospital/George Washington University School of Medicine and Health SciencesWashingtonDistrict of ColumbiaUSA
| | - Tom Velez
- Computer Technology AssociatesCardiffCaliforniaUSA
| | | | | | | | | | - Robert J. Freishtat
- Emergency MedicineChildren's National Hospital/George Washington University School of Medicine and Health SciencesWashingtonDistrict of ColumbiaUSA
| | - James M. Chamberlain
- Emergency MedicineChildren's National Hospital/George Washington University School of Medicine and Health SciencesWashingtonDistrict of ColumbiaUSA
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23
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Nanishi M, Fujiogi M, Freishtat RJ, Hoptay CE, Bauer CS, Stevenson MD, Camargo CA, Hasegawa K. Serum periostin among infants with severe bronchiolitis and risk of developing asthma: A prospective multicenter cohort study. Allergy 2022; 77:2121-2130. [PMID: 35000210 DOI: 10.1111/all.15216] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Revised: 12/03/2021] [Accepted: 12/14/2021] [Indexed: 12/22/2022]
Abstract
BACKGROUND Infants hospitalized for bronchiolitis (severe bronchiolitis) are at high risk for developing childhood asthma. However, the pathobiological link between these conditions remains unclear. We examined the longitudinal relationship of periostin (an extracellular matrix protein upregulated in response to type 2 inflammation) during bronchiolitis with the subsequent development of asthma. METHODS In a 17-center prospective cohort study of infants (aged <1 year) with severe bronchiolitis, we measured the serum periostin level at hospitalization and grouped infants into 3 groups: low, intermediate, and high levels. We examined their association with asthma development by age 6 years and investigated effect modification by allergic predisposition (eg, infant's IgE sensitization). RESULTS The analytic cohort consists of 847 infants with severe bronchiolitis (median age, 3 months). Overall, 28% developed asthma by age 6 years. In the multivariable model adjusting for nine patient-level factors, compared to the low periostin group, the asthma risk was significantly higher among infants in the intermediate group (23% vs. 32%, OR 1.68, 95%CI 1.12-2.51, p = .01) and non-significantly higher in the high-level group (28%, OR 1.29, 95%CI 0.86-1.95, p = .22). In the stratified analysis, infants with IgE sensitization had a significantly higher risk for developing asthma (intermediate group, OR 4.76, 95%CI 1.70-13.3, p = .002; high group, OR 3.19, 95%CI 1.08-9.36, p = .04). By contrast, infants without IgE sensitization did not have a significantly higher risk (p > .15). CONCLUSIONS In infants with severe bronchiolitis, serum periostin level at bronchiolitis hospitalization was associated with asthma risk by age 6 years, particularly among infants with an allergic predisposition.
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Affiliation(s)
- Makiko Nanishi
- Department of Emergency Medicine Harvard Medical School Massachusetts General Hospital Boston Massachusetts USA
| | - Michimasa Fujiogi
- Department of Emergency Medicine Harvard Medical School Massachusetts General Hospital Boston Massachusetts USA
| | - Robert J. Freishtat
- Department of Genomics and Precision Medicine George Washington University Washington District of Columbia USA
- Division of Emergency Medicine Children’s National Hospital Washington District of Columbia USA
| | - Claire E. Hoptay
- Children's Research Institute Children's National Hospital Washington District of Columbia USA
| | - Cindy S. Bauer
- Division of Allergy and Immunology Phoenix Children’s Hospital Phoenix Arizona USA
| | - Michelle D. Stevenson
- Department of Pediatrics, Emergency Medicine Norton Children’s HospitalUniversity of Louisville School of Medicine Louisville Kentucky USA
| | - Carlos A. Camargo
- Department of Emergency Medicine Harvard Medical School Massachusetts General Hospital Boston Massachusetts USA
| | - Kohei Hasegawa
- Department of Emergency Medicine Harvard Medical School Massachusetts General Hospital Boston Massachusetts USA
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24
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Ooka T, Zhu Z, Liang L, Celedon JC, Harmon B, Hahn A, Rhee EP, Freishtat RJ, Camargo CA, Hasegawa K. Integrative genetics-metabolomics analysis of infant bronchiolitis-childhood asthma link: A multicenter prospective study. Front Immunol 2022; 13:1111723. [PMID: 36818476 PMCID: PMC9936313 DOI: 10.3389/fimmu.2022.1111723] [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: 11/30/2022] [Accepted: 12/28/2022] [Indexed: 02/05/2023] Open
Abstract
Background Infants with bronchiolitis are at high risk for developing childhood asthma. While genome-wide association studies suggest common genetic susceptibilities between these conditions, the mechanisms underlying the link remain unclear. Objective Through integrated genetics-metabolomics analysis in this high-risk population, we sought to identify genetically driven metabolites associated with asthma development and genetic loci associated with both these metabolites and asthma susceptibility. Methods In a multicenter prospective cohort study of infants hospitalized for bronchiolitis, we profiled the nasopharyngeal metabolome and genotyped the whole genome at hospitalization. We identified asthma-related metabolites from 283 measured compounds and conducted metabolite quantitative trait loci (mtQTL) analyses. We further examined the mtQTL associations by testing shared genetic loci for metabolites and asthma using colocalization analysis and the concordance between the loci and known asthma-susceptibility genes. Results In 744 infants hospitalized with bronchiolitis, 28 metabolites (e.g., docosapentaenoate [DPA], 1,2-dioleoyl-sn-glycero-3-phosphoglycerol, sphingomyelin) were associated with asthma risk. A total of 349 loci were associated with these metabolites-161 for non-Hispanic white, 120 for non-Hispanic black, and 68 for Hispanics. Of these, there was evidence for 30 shared loci between 16 metabolites and asthma risk (colocalization posterior probability ≥0.5). The significant SNPs within loci were aligned with known asthma-susceptibility genes (e.g., ADORA1, MUC16). Conclusion The integrated genetics-metabolomics analysis identified genetically driven metabolites during infancy that are associated with asthma development and genetic loci associated with both these metabolites and asthma susceptibility. Identifying these metabolites and genetic loci should advance research into the functional mechanisms of the infant bronchiolitis-childhood asthma link.
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Affiliation(s)
- Tadao Ooka
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
- Department of Health Science, University of Yamanashi, Chuo, Yamanashi, Japan
- *Correspondence: Tadao Ooka,
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Liming Liang
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T. H. Chan School of Public Health, Boston, MA, United States
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA, United States
| | - Juan C. Celedon
- Division of Pediatric Pulmonary Medicine, UPMC Children’s Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, PA, United States
| | - Brennan Harmon
- Center for Genetic Medicine Research, Children’s National Hospital, Washington, DC, United States
| | - Andrea Hahn
- Center for Genetic Medicine Research, Children’s National Hospital, Washington, DC, United States
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States
- Division of Infectious Diseases, Children’s National Hospital, Washington, DC, United States
| | - Eugene P. Rhee
- Division of Nephrology, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Robert J. Freishtat
- Center for Genetic Medicine Research, Children’s National Hospital, Washington, DC, United States
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States
- Division of Emergency Medicine, Children’s National Hospital, Washington, DC, United States
| | - Carlos A. Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
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25
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Bozzella MJ, Chaney H, Sami I, Koumbourlis A, Bost JE, Zemanick ET, Freishtat RJ, Crandall KA, Hahn A. Impact of Anaerobic Antibacterial Spectrum on Cystic Fibrosis Airway Microbiome Diversity and Pulmonary Function. Pediatr Infect Dis J 2021; 40:962-968. [PMID: 34269323 PMCID: PMC8511214 DOI: 10.1097/inf.0000000000003211] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
BACKGROUND The role of anaerobic organisms in the cystic fibrosis (CF) lung microbiome is unclear. Our objectives were to investigate the effect of broad (BS) versus narrow (NS) spectrum antianaerobic antibiotic activity on lung microbiome diversity and pulmonary function, hypothesizing that BS antibiotics would cause greater change in microbiome diversity without a significant improvement in lung function. METHODS Pulmonary function tests and respiratory samples were collected prospectively in persons with CF before and after treatment for pulmonary exacerbations. Treatment antibiotics were classified as BS or NS. Gene sequencing data from 16S rRNA were used for diversity analysis and bacterial genera classification. We compared the effects of BS versus NS on diversity indices, lung function and anaerobic/aerobic ratios. Statistical significance was determined by multilevel mixed-effects generalized linear models and mixed-effects regression models. RESULTS Twenty patients, 6-20 years of age, experienced 30 exacerbations. BS therapy had a greater effect on beta diversity than NS therapy when comparing time points before antibiotics to after and at recovery. After antibiotics, the NS therapy group had a greater return toward baseline forced expiratory volume at 1 second and forced expiratory flow 25%-75% values than the BS group. The ratio of anaerobic/aerobic organisms showed a predominance of anaerobes in the NS group with aerobes dominating in the BS group. CONCLUSIONS BS antianaerobic therapy had a greater and possibly longer lasting effect on the lung microbiome of persons with CF, without achieving the recovery of pulmonary function seen with the NS therapy. Specific antibiotic therapies may affect disease progression by changing the airway microbiome.
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Affiliation(s)
| | - Hollis Chaney
- Division of Pulmonary and Sleep Medicine, Children’s National Hospital
- The George Washington University School of Medicine and Health Sciences
| | - Iman Sami
- Division of Pulmonary and Sleep Medicine, Children’s National Hospital
- The George Washington University School of Medicine and Health Sciences
| | - Anastassios Koumbourlis
- Division of Pulmonary and Sleep Medicine, Children’s National Hospital
- The George Washington University School of Medicine and Health Sciences
| | - James E. Bost
- The George Washington University School of Medicine and Health Sciences
- Division of Biostatistics and Study Methodology, Children’s National Hospital
| | - Edith T. Zemanick
- Department of Pediatrics, University of Colorado Anschutz Medical Campus
| | - Robert J. Freishtat
- The George Washington University School of Medicine and Health Sciences
- Division of Emergency Medicine, Children’s National Hospital
| | - Keith. A. Crandall
- Computational Biology Institute and Department of Biostatistics & Bioinformatics, Milken Institute School of Public Health, George Washington University
| | - Andrea Hahn
- Division of Infectious Diseases, Children’s National Hospital
- The George Washington University School of Medicine and Health Sciences
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26
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Raita Y, Zhu Z, Freishtat RJ, Fujiogi M, Liang L, Patregnani JT, Camargo CA, Hasegawa K. Soluble receptor for advanced glycation end products (sRAGE) and asthma: Mendelian randomisation study. Pediatr Allergy Immunol 2021; 32:1100-1103. [PMID: 33599351 PMCID: PMC8249337 DOI: 10.1111/pai.13478] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 01/06/2021] [Accepted: 02/05/2021] [Indexed: 11/29/2022]
Affiliation(s)
- Yoshihiko Raita
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Robert J Freishtat
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Department of Genomics and Precision Medicine, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Michimasa Fujiogi
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Liming Liang
- Program in Genetic Epidemiology and Statistical Genetics, Dept of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.,Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Jason T Patregnani
- Division of Pediatric Critical Care Medicine, Maine Medical Center, Portland, ME, USA.,Tufts University, Medford, MA, USA
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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27
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Raita Y, Pérez-Losada M, Freishtat RJ, Harmon B, Mansbach JM, Piedra PA, Zhu Z, Camargo CA, Hasegawa K. Integrated omics endotyping of infants with respiratory syncytial virus bronchiolitis and risk of childhood asthma. Nat Commun 2021; 12:3601. [PMID: 34127671 PMCID: PMC8203688 DOI: 10.1038/s41467-021-23859-6] [Citation(s) in RCA: 62] [Impact Index Per Article: 20.7] [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: 12/08/2020] [Accepted: 05/17/2021] [Indexed: 02/04/2023] Open
Abstract
Respiratory syncytial virus (RSV) bronchiolitis is not only the leading cause of hospitalization in U.S. infants, but also a major risk factor for asthma development. While emerging evidence suggests clinical heterogeneity within RSV bronchiolitis, little is known about its biologically-distinct endotypes. Here, we integrated clinical, virus, airway microbiome (species-level), transcriptome, and metabolome data of 221 infants hospitalized with RSV bronchiolitis in a multicentre prospective cohort study. We identified four biologically- and clinically-meaningful endotypes: A) clinicalclassicmicrobiomeM. nonliquefaciensinflammationIFN-intermediate, B) clinicalatopicmicrobiomeS. pneumoniae/M. catarrhalisinflammationIFN-high, C) clinicalseveremicrobiomemixedinflammationIFN-low, and D) clinicalnon-atopicmicrobiomeM.catarrhalisinflammationIL-6. Particularly, compared with endotype A infants, endotype B infants-who are characterized by a high proportion of IgE sensitization and rhinovirus coinfection, S. pneumoniae/M. catarrhalis codominance, and high IFN-α and -γ response-had a significantly higher risk for developing asthma (9% vs. 38%; OR, 6.00: 95%CI, 2.08-21.9; P = 0.002). Our findings provide an evidence base for the early identification of high-risk children during a critical period of airway development.
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Affiliation(s)
- Yoshihiko Raita
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
| | - Marcos Pérez-Losada
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, The George Washington University, Washington, DC, USA
- CIBIO-InBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, Vairão, Portugal
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Brennan Harmon
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
| | - Jonathan M Mansbach
- Department of Pediatrics, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Pedro A Piedra
- Departments of Molecular Virology and Microbiology and Pediatrics, Baylor College of Medicine, Houston, TX, USA
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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28
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Hahn A, Burrell A, Chaney H, Sami I, Koumbourlis AC, Freishtat RJ, Zemanick ET, Louie S, Crandall KA. Importance of beta-lactam pharmacokinetics and pharmacodynamics on the recovery of microbial diversity in the airway of persons with cystic fibrosis. J Investig Med 2021; 69:1350-1359. [PMID: 34021052 PMCID: PMC8485129 DOI: 10.1136/jim-2021-001824] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [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] [Accepted: 04/27/2021] [Indexed: 11/04/2022]
Abstract
Cystic fibrosis (CF) is a chronic lung disease characterized by acute pulmonary exacerbations (PExs) that are frequently treated with antibiotics. The impact of antibiotics on airway microbial diversity remains a critical knowledge gap. We sought to define the association between beta-lactam pharmacokinetic (PK) and pharmacodynamic target attainment on richness and alpha diversity. Twenty-seven children <18 years of age with CF participated in the prospective study. Airway samples were collected at hospital admission for PEx, end of antibiotic treatment (Tr), and >1 month in follow-up (FU). Metagenomic sequencing was performed to determine richness, alpha diversity, and the presence of antibiotic resistance genes. Free plasma beta-lactam levels were measured, and PK modeling was performed to determine time above the minimum inhibitory concentration (fT>MIC). 52% of study subjects had sufficient fT>MIC for optimal bacterial killing. There were no significant differences in demographics or PEx characteristics, except for F508del homozygosity. No significant differences were noted in richness or alpha diversity at individual time points, and both groups experienced a decrease in richness and alpha diversity at Tr compared with PEx. However, alpha diversity remained decreased at FU compared with PEx in those with sufficient fT>MIC but increased in those with insufficient fT>MIC (Shannon -0.222 vs +0.452, p=0.031, and inverse Simpson -1.376 vs +1.388, p=0.032). Fluoroquinolone resistance was also more frequently detected in those with insufficient fT>MIC (log2 fold change (log2FC) 2.29, p=0.025). These findings suggest sufficient beta-lactam fT>MIC is associated with suppressed recovery of alpha diversity following the antibiotic exposure period.
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Affiliation(s)
- Andrea Hahn
- Division of Infectious Diseases, Children's National Hospital, Washington, DC, USA .,Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA
| | - Aszia Burrell
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA
| | - Hollis Chaney
- Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Hospital, Washington, DC, USA
| | - Iman Sami
- Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Hospital, Washington, DC, USA
| | - Anastassios C Koumbourlis
- Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Hospital, Washington, DC, USA
| | - Robert J Freishtat
- Department of Pediatrics, The George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA.,Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
| | - Edith T Zemanick
- Department of Pediatrics, University of Colorado - Anschutz Medical Campus, Aurora, Colorado, USA
| | - Stan Louie
- Department of Clinical Pharmacy, University of Southern California School of Pharmacy, Los Angeles, California, USA
| | - Keith A Crandall
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, The George Washington University Milken Institute of Public Health, Washington, DC, USA
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29
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Raita Y, Zhu Z, Camargo CA, Freishtat RJ, Ngo D, Liang L, Hasegawa K. Relationship of Soluble Interleukin-6 Receptors With Asthma: A Mendelian Randomization Study. Front Med (Lausanne) 2021; 8:665057. [PMID: 33912579 PMCID: PMC8071981 DOI: 10.3389/fmed.2021.665057] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2021] [Accepted: 03/17/2021] [Indexed: 02/03/2023] Open
Abstract
Purpose: Emerging evidence suggests a potential role of interleukin-6 pathways—trans-signaling with soluble interleukin-6 receptors—in the asthma pathobiology. Despite the evidence for their associations with asthma, the causal role of soluble interleukin-6 receptors remains uncertain. We investigated the relations of soluble interleukin-6 receptors with asthma and its major phenotypes. Methods: We conducted a two-sample Mendelian randomization study. As genetic instruments, we selected 33 independent cis-acting variants strongly associated with the level of plasma soluble interleukin-6 receptor in the INTERVAL study. To investigate the association of variants with asthma and its phenotypes, we used genome-wide association study data from the UK Biobank. We combined variant-specific causal estimates by the inverse-variance weighted method for each outcome. Results: Genetically-instrumented soluble interleukin-6 receptor level was associated with a significantly higher risk of overall asthma (OR per one standard deviation increment in inverse-rank normalized soluble interleukin-6 receptor level, 1.02; 95%CI, 1.01–1.03; P = 0.004). Sensitivity analyses demonstrated consistent results and indicated no directional pleiotropy—e.g., MR-Egger (OR, 1.03; 95%CI, 1.01–1.05; P = 0.002; Pintercept =0.37). In the stratified analysis, the significant association persisted across asthma phenotypes—e.g., childhood asthma (OR, 1.05; 95%CI, 1.02–1.08; P < 0.001) and obese asthma (OR, 1.02; 95%CI 1.01–1.03; P = 0.007). Sensitivity analysis using 16 variants selected with different thresholds also demonstrated significant associations with overall asthma and its phenotypes. Conclusion: Genetically-instrumented soluble interleukin-6 receptor level was causally associated with modestly but significantly higher risks of asthma and its phenotypes. Our observations support further investigations into identifying specific endotypes in which interleukin-6 pathways may play major roles.
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Affiliation(s)
- Yoshihiko Raita
- Department of Emergency Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States
| | - Zhaozhong Zhu
- Department of Emergency Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States
| | - Robert J Freishtat
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, United States.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States.,Department of Genomics and Precision Medicine, George Washington University School of Medicine and Health Sciences, Washington, DC, United States
| | - Debby Ngo
- Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center, Boston, MA, United States
| | - Liming Liang
- Program in Genetic Epidemiology and Statistical Genetics, Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, United States.,Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, United States
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States
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30
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Felton E, Burrell A, Chaney H, Sami I, Koumbourlis AC, Freishtat RJ, Crandall KA, Hahn A. Inflammation in children with cystic fibrosis: contribution of bacterial production of long-chain fatty acids. Pediatr Res 2021; 90:99-108. [PMID: 33654282 PMCID: PMC8370878 DOI: 10.1038/s41390-021-01419-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Accepted: 02/02/2021] [Indexed: 01/12/2023]
Abstract
BACKGROUND Cystic fibrosis (CF) affects >70,000 people worldwide, yet the microbiologic trigger for pulmonary exacerbations (PExs) remains unknown. The objective of this study was to identify changes in bacterial metabolic pathways associated with clinical status. METHODS Respiratory samples were collected at hospital admission for PEx, end of intravenous (IV) antibiotic treatment, and follow-up from 27 hospitalized children with CF. Bacterial DNA was extracted and shotgun DNA sequencing was performed. MetaPhlAn2 and HUMAnN2 were used to evaluate bacterial taxonomic and pathway relative abundance, while DESeq2 was used to evaluate differential abundance based on clinical status. RESULTS The mean age of study participants was 10 years; 85% received combination IV antibiotic therapy (beta-lactam plus a second agent). Long-chain fatty acid (LCFA) biosynthesis pathways were upregulated in follow-up samples compared to end of treatment: gondoate (p = 0.012), oleate (p = 0.048), palmitoleate (p = 0.043), and pathways of fatty acid elongation (p = 0.012). Achromobacter xylosoxidans and Escherichia sp. were also more prevalent in follow-up compared to PEx (p < 0.001). CONCLUSIONS LCFAs may be associated with persistent infection of opportunistic pathogens. Future studies should more closely investigate the role of LCFA production by lung bacteria in the transition from baseline wellness to PEx in persons with CF. IMPACT Increased levels of LCFAs are found after IV antibiotic treatment in persons with CF. LCFAs have previously been associated with increased lung inflammation in asthma. This is the first report of LCFAs in the airway of persons with CF. This research provides support that bacterial production of LCFAs may be a contributor to inflammation in persons with CF. Future studies should evaluate LCFAs as predictors of future PExs.
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Affiliation(s)
- Erin Felton
- grid.253615.60000 0004 1936 9510School of Medicine and Health Sciences, George Washington University, Washington, DC USA
| | - Aszia Burrell
- grid.239560.b0000 0004 0482 1586Center for Genetic Medicine Research, Children’s National Research Institute, Washington, DC USA
| | - Hollis Chaney
- grid.253615.60000 0004 1936 9510Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC USA ,grid.239560.b0000 0004 0482 1586Division of Pulmonary and Sleep Medicine, Children’s National Hospital, Washington, DC USA
| | - Iman Sami
- grid.253615.60000 0004 1936 9510Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC USA ,grid.239560.b0000 0004 0482 1586Division of Pulmonary and Sleep Medicine, Children’s National Hospital, Washington, DC USA
| | - Anastassios C. Koumbourlis
- grid.253615.60000 0004 1936 9510Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC USA ,grid.239560.b0000 0004 0482 1586Division of Pulmonary and Sleep Medicine, Children’s National Hospital, Washington, DC USA
| | - Robert J. Freishtat
- grid.239560.b0000 0004 0482 1586Center for Genetic Medicine Research, Children’s National Research Institute, Washington, DC USA ,grid.253615.60000 0004 1936 9510Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC USA ,grid.239560.b0000 0004 0482 1586Division of Emergency Medicine, Children’s National Hospital, Washington, DC USA
| | - Keith A. Crandall
- grid.253615.60000 0004 1936 9510Department of Biostatistics and Bioinformatics, Computational Biology Institute, Milken Institute School of Public Health, George Washington University, Washington, DC USA
| | - Andrea Hahn
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA. .,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA. .,Division of Infectious Disease, Children's National Hospital, Washington, DC, USA.
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31
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Raita Y, Camargo CA, Bochkov YA, Celedón JC, Gern JE, Mansbach JM, Rhee EP, Freishtat RJ, Hasegawa K. Integrated-omics endotyping of infants with rhinovirus bronchiolitis and risk of childhood asthma. J Allergy Clin Immunol 2020; 147:2108-2117. [PMID: 33197460 DOI: 10.1016/j.jaci.2020.11.002] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 10/24/2020] [Accepted: 11/02/2020] [Indexed: 01/10/2023]
Abstract
BACKGROUND Young children with rhinovirus (RV) infection-particularly bronchiolitis-are at high risk for developing childhood asthma. Emerging evidence suggests clinical heterogeneity within RV bronchiolitis. However, little is known about these biologically distinct subgroups (endotypes) and their relations with asthma risk. OBJECTIVE We aimed to identify RV bronchiolitis endotypes and examine their longitudinal relations with asthma risk. METHODS As part of a multicenter prospective cohort study of infants (age <12 months) hospitalized for bronchiolitis, we integrated clinical, RV species (RV-A, RV-B, and RV-C), nasopharyngeal microbiome (16S rRNA gene sequencing), cytokine, and metabolome (liquid chromatography tandem mass spectrometry) data collected at hospitalization. We then applied network and clustering approaches to identify bronchiolitis endotypes. We also examined their longitudinal association with risks of developing recurrent wheeze by age 3 years and asthma by age 5 years. RESULTS Of 122 infants hospitalized for RV bronchiolitis (median age, 4 months), we identified 4 distinct endotypes-mainly characterized by RV species, microbiome, and type 2 cytokine (T2) response: endotype A, virusRV-CmicrobiomemixedT2low; endotype B, virusRV-AmicrobiomeHaemophilusT2low; endotype C, virusRSV/RVmicrobiomeStreptococcusT2low; and endotype D, virusRV-CmicrobiomeMoraxellaT2high. Compared with endotype A infants, endotype D infants had a significantly higher rate of recurrent wheeze (33% vs 64%; hazard ratio, 2.23; 95% CI, 1.00-4.96; P = .049) and a higher risk for developing asthma (28% vs 59%; odds ratio, 3.74: 95% CI, 1.21-12.6; P = .03). CONCLUSIONS Integrated-omics analysis identified biologically meaningful RV bronchiolitis endotypes in infants, such as one characterized by RV-C infection, Moraxella-dominant microbiota, and high T2 cytokine response, at higher risk for developing recurrent wheeze and asthma. This study should facilitate further research toward validating our inferences.
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Affiliation(s)
- Yoshihiko Raita
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Mass.
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Mass
| | - Yury A Bochkov
- Department of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison, Wis
| | - Juan C Celedón
- Division of Pulmonary Medicine, Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh, Pittsburgh, Pa
| | - James E Gern
- Department of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison, Wis; Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wis
| | - Jonathan M Mansbach
- Department of Pediatrics, Boston Children's Hospital, Harvard Medical School, Boston, Mass
| | - Eugene P Rhee
- Nephrology Division and Endocrine Unit, Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Mass
| | - Robert J Freishtat
- Division of Emergency Medicine, Children's National Hospital, Washington, DC; Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC; Department of Genomics and Precision Medicine, George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Mass
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32
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Patregnani JT, Fujiogi M, Camargo CA, Brooks BA, Hoptay CE, Mansbach JM, Teach SJ, Freishtat RJ, Hasegawa K. Serum soluble receptor for advanced glycation end-products (sRAGE) in infants with bronchiolitis: Associations with acute severity and recurrent wheeze. Clin Infect Dis 2020; 73:e2665-e2672. [PMID: 33173945 DOI: 10.1093/cid/ciaa1700] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Accepted: 11/04/2020] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Although bronchiolitis contributes to substantial acute (e.g., intensive care use) and chronic (e.g., recurrent wheeze and infections) morbidities in young children, the pathobiology remains uncertain. We examined relations of serum soluble receptor for advanced glycation end-products (sRAGE) with acute and chronic morbidities of bronchiolitis and whether the effect of serum sRAGE on development of recurrent wheeze is mediated through acute severity. METHODS A multi-center, multi-year, prospective cohort study of infants hospitalized for bronchiolitis was analyzed. We measured serum sRAGE level at acute hospitalization and examined its association with intensive care use (use of mechanical ventilation and/or admission to intensive care unit) and development of recurrent wheeze by age 3 years. We performed causal mediation analysis to estimate indirect (mediation) and direct effects of sRAGE on recurrent wheeze. RESULTS In 886 infants with bronchiolitis, median age was 2.9 months. Overall, 15% underwent intensive care and 32% developed recurrent wheeze by age 3 years. In the multivariable model adjusting for 11 confounders, higher presenting sRAGE level was associated with significantly lower risk of intensive care use (OR for each one-log increment, 0.39; 95%CI 0.16-0.91; P=0.03) and significantly lower rate of recurrent wheeze (HR 0.58; 95%CI 0.36-0.94; P=0.03). In mediation analysis, the direct effect was significant (HR 0.60; 95%CI 0.37-0.97; P=0.04) while the indirect effect was not (P=0.30). CONCLUSIONS Serum sRAGE levels were inversely associated with acute and chronic morbidities of bronchiolitis. Effect of sRAGE on development of recurrent wheeze is potentially driven through pathways other than acute severity of bronchiolitis.
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Affiliation(s)
- Jason T Patregnani
- Division of Cardiac Critical Care Medicine, Children's National Hospital, Washington, DC, United States.,Department of Genomics and Precision Medicine, George Washington University, Washington, DC, United States.,Division of Pediatric Critical Care Medicine, Maine Medical Center, Portland, Maine; Tufts University, Medford, MA, United States
| | - Michimasa Fujiogi
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Carlos A Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
| | - Bonnie A Brooks
- Division of Cardiac Critical Care Medicine, Children's National Hospital, Washington, DC, United States
| | - Claire E Hoptay
- Department of Genomics and Precision Medicine, George Washington University, Washington, DC, United States
| | - Jonathan M Mansbach
- Division of General Pediatrics, Boston Children's Hospital, Harvard Medical School, Boston, MA, United States
| | - Stephen J Teach
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, United States
| | - Robert J Freishtat
- Department of Genomics and Precision Medicine, George Washington University, Washington, DC, United States.,Division of Emergency Medicine, Children's National Hospital, Washington, DC, United States
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
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33
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Fujiogi M, Camargo CA, Bernot JP, Freishtat RJ, Harmon B, Mansbach JM, Castro-Nallar E, Perez-Losada M, Hasegawa K. In infants with severe bronchiolitis: dual-transcriptomic profiling of nasopharyngeal microbiome and host response. Pediatr Res 2020; 88:144-146. [PMID: 31905367 PMCID: PMC7335686 DOI: 10.1038/s41390-019-0742-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Revised: 12/11/2019] [Accepted: 12/15/2019] [Indexed: 01/28/2023]
Affiliation(s)
- Michimasa Fujiogi
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
| | - Carlos A. Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - James P. Bernot
- Department of Biostatistics and Bioinformatics, Computational Biology Institute, George Washington University, Washington, DC
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children’s National Hospital, Washington, DC,Division of Emergency Medicine, Children’s National Hospital, Washington, DC,Departments of Pediatrics and Integrative Systems Biology and Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Brennan Harmon
- Center for Genetic Medicine Research, Children’s National Hospital, Washington, DC
| | - Jonathan M. Mansbach
- Department of Pediatrics, Boston Children’s Hospital, Harvard Medical School, Boston, MA
| | - Eduardo Castro-Nallar
- Department of Biostatistics and Bioinformatics, Computational Biology Institute, George Washington University, Washington, DC,Center for Bioinformatics and Integrative Biology, Facultad de Ciencias de la Vida, Universidad Andrés Bello, Santiago, Chile
| | - Marcos Perez-Losada
- Department of Biostatistics and Bioinformatics, Computational Biology Institute, George Washington University, Washington, DC,Department of Pediatrics, George Washington University School of Medicine and Health Sciences and the Division of Emergency Medicine, Children’s National Hospital, Washington, DC,CIBIO-InBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, Vairão, Portugal
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
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Keim G, Yehya N, Spear D, Hall MW, Loftis LL, Alten JA, McArthur J, Patwari PP, Freishtat RJ, Willson DF, Straumanis JP, Thomas NJ. Development of Persistent Respiratory Morbidity in Previously Healthy Children After Acute Respiratory Failure. Crit Care Med 2020; 48:1120-1128. [PMID: 32697481 PMCID: PMC7490803 DOI: 10.1097/ccm.0000000000004380] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [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] [Indexed: 12/12/2022]
Abstract
OBJECTIVES Acute respiratory failure is a common reason for admission to PICUs. Short- and long-term effects on pulmonary health in previously healthy children after acute respiratory failure requiring mechanical ventilation are unknown. The aim was to determine if clinical course or characteristics of mechanical ventilation predict persistent respiratory morbidity at follow-up. DESIGN Prospective cohort study with follow-up questionnaires at 6 and 12 months. SETTING Ten U.S. PICUs. PATIENTS Two-hundred fifty-five children were included in analysis after exclusion for underlying chronic disease or incomplete data. One-hundred fifty-eight and 130 children had follow-up data at 6 and 12 months, respectively. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS Pulmonary dysfunction at discharge a priori defined as one of: mechanical ventilation, supplemental oxygen, bronchodilators or steroids at 28 days or discharge. Persistent respiratory morbidity a priori defined as a respiratory PedsQL, a pediatric quality of life measure, greater than or equal to 5 or asthma diagnosis, bronchodilator or inhaled steroids, or unscheduled clinical evaluation for respiratory symptoms. Multivariate backward stepwise regression using Akaike information criterion minimization determined independent predictors of these outcomes. Pulmonary dysfunction at discharge was present in 34% of patients. Positive bacterial respiratory culture predicted pulmonary dysfunction at discharge (odds ratio, 4.38; 95% CI, 1.66-11.56). At 6- and 12-month follow-up 42% and 44% of responders, respectively, had persistent respiratory morbidity. Pulmonary dysfunction at discharge was associated with persistent respiratory morbidity at 6 months, and persistent respiratory morbidity at 6 months was strongly predictive of 12-month persistent respiratory morbidity (odds ratio, 18.58; 95% CI, 6.68-52.67). Positive bacterial respiratory culture remained predictive of persistent respiratory morbidity in patients at both follow-up points. CONCLUSIONS Persistent respiratory morbidity develops in up to potentially 44% of previously healthy children less than or equal to 24 months old at follow-up after acute respiratory failure requiring mechanical ventilation. This is the first study, to our knowledge, to suggest a prevalence of persistent respiratory morbidity and the association between positive bacterial respiratory culture and pulmonary morbidity in a population of only previously healthy children with acute respiratory failure.
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Affiliation(s)
- Garrett Keim
- Division of Anesthesia and Critical Care Medicine, Children’s Hospital of Philadelphia and University of Pennsylvania
| | - Nadir Yehya
- Division of Anesthesia and Critical Care Medicine, Children’s Hospital of Philadelphia and University of Pennsylvania
| | - Debbie Spear
- Department of Pediatrics, Penn State University College of Medicine, Hershey, PA
| | - Mark W Hall
- Division of Critical Care Medicine, Nationwide Children’s Hospital, The Ohio State University College of Medicine
| | - Laura L Loftis
- Pediatrics and Medical Ethics, Baylor College of Medicine, Pediatric Critical Care Medicine, Texas Children’s Hospital
| | - Jeffrey A Alten
- Department of Pediatrics, University of Cincinnati College of Medicine; Division of Cardiology, Cincinnati Children’s Hospital Medical Center
| | - Jennifer McArthur
- Medical College of Wisconsin, Division of Pediatric Critical Care Medicine, Milwaukee, WI and St. Jude Children’s Research Hospital, Department of Pediatrics, Division of Critical Care
| | | | - Robert J Freishtat
- Emergency Medicine, Children’s National Health System, Pediatrics, Emergency Medicine, and Genomics and Precision Medicine
| | | | - John P Straumanis
- George Washington University School of Medicine and Health Sciences Department of Pediatrics at the University of Maryland Baltimore Washington Medical Center
| | - Neal J Thomas
- Department of Pediatrics, Penn State University College of Medicine, Hershey, PA
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Hahn A, Burrell A, Ansusinha E, Peng D, Chaney H, Sami I, Perez GF, Koumbourlis AC, McCarter R, Freishtat RJ, Crandall KA, Zemanick ET. Airway microbial diversity is decreased in young children with cystic fibrosis compared to healthy controls but improved with CFTR modulation. Heliyon 2020; 6:e04104. [PMID: 32514485 PMCID: PMC7267737 DOI: 10.1016/j.heliyon.2020.e04104] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Revised: 01/11/2020] [Accepted: 05/27/2020] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Culture-independent next generation sequencing has identified diverse microbial communities within the cystic fibrosis (CF) airway. The study objective was to test for differences in the upper airway microbiome of children with CF and healthy controls and age-related differences in children with CF. METHODS Oropharyngeal swabs and clinical data were obtained from 25 children with CF and 50 healthy controls aged ≤6 years. Bacterial DNA was amplified and sequenced for the V4 region of 16S rRNA marker-gene. Alpha diversity was measured using operational taxonomic units (OTUs), Shannon diversity, and the inverse Simpson's index. Beta diversity was measured using Morisita-Horn and Bray-Curtis and Jaccard distances. General linear models were used for comparison of alpha diversity measures between groups to account for differences in demographics and exposures. Mixed effects general linear models were used for longitudinal comparisons 1) between children with CF of different ages and 2) between children with CF receiving CF transmembrane conductance regulator (CFTR) modulators, children with CF not receiving CFTR modulators, and healthy controls to adjust for repeated measures per subject. RESULTS Children with CF were more likely to have received antibiotics in the prior year than healthy controls (92% vs 24%, p < 0.001). Controlling age, race, ethnicity, length of breastfeeding, and having siblings, children with CF had a lower richness than healthy controls: OTUs 62.1 vs 83, p = 0.022; and trended toward lower diversity: Shannon 2.09 vs 2.35, p = 0.057; inverse Simpson 5.7 vs 6.92, p = 0.118. Staphylococcus, three Rothia OTUs, and two Streptococcus OTUs were more abundant in CF children versus healthy controls (all p < 0.05). Bray-Curtis and Jaccard distances, which reflect overall microbial community composition, were also significantly different (both p = 0.001). In longitudinally collected samples from children with CF, Morisita-Horn trended toward more similarity in those aged 0-2 years compared to those aged 3-6 years (p = 0.070). In children >2 years of age, there was a significant trend in increasing alpha diversity measures between children with CF not receiving CFTR modulators, children with CF receiving CFTR modulators, and healthy controls: OTUs 63.7 vs 74.7 vs 97.6, p < 0.001; Shannon 2.11 vs 2.34 vs 2.56, p < 0.001; inverse Simpson 5.78 vs 7.23 vs 7.96, p < 0.001. CONCLUSIONS Children with CF have lower bacterial diversity and different composition of organisms compared with healthy controls. This appears to start in early childhood, is possibly related to the use of antibiotics, and may be partially corrected with the use of CFTR modulators.
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Affiliation(s)
- Andrea Hahn
- Division of Infectious Diseases, Children's National Hospital, Washington, DC, USA
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Aszia Burrell
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA
| | - Emily Ansusinha
- Division of Infectious Diseases, Children's National Hospital, Washington, DC, USA
| | - Diane Peng
- George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Hollis Chaney
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Division of Pulmonary and Sleep Medicine, Children's National Hospital, Washington, DC, USA
| | - Iman Sami
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Division of Pulmonary and Sleep Medicine, Children's National Hospital, Washington, DC, USA
| | - Geovanny F. Perez
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Division of Pulmonary and Sleep Medicine, Children's National Hospital, Washington, DC, USA
| | - Anastassios C. Koumbourlis
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Division of Pulmonary and Sleep Medicine, Children's National Hospital, Washington, DC, USA
| | - Robert McCarter
- Center for Translational Research, Children's National Research Institute, Washington, DC, USA
| | - Robert J. Freishtat
- Center for Genetic Medicine Research, Children's National Research Institute, Washington, DC, USA
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
- Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
| | - Keith A. Crandall
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, George Washington University, Washington, DC, USA
| | - Edith T. Zemanick
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
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36
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Hahn A, Whiteson K, Davis TJ, Phan J, Sami I, Koumbourlis AC, Freishtat RJ, Crandall KA, Bean HD. Longitudinal Associations of the Cystic Fibrosis Airway Microbiome and Volatile Metabolites: A Case Study. Front Cell Infect Microbiol 2020; 10:174. [PMID: 32411616 PMCID: PMC7198769 DOI: 10.3389/fcimb.2020.00174] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [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] [Received: 09/04/2019] [Accepted: 04/01/2020] [Indexed: 01/15/2023] Open
Abstract
The identification of 16S rDNA biomarkers from respiratory samples to describe the continuum of clinical disease states within persons having cystic fibrosis (CF) has remained elusive. We sought to combine 16S, metagenomics, and metabolomics data to describe multiple transitions between clinical disease states in 14 samples collected over a 12-month period in a single person with CF. We hypothesized that each clinical disease state would have a unique combination of bacterial genera and volatile metabolites as a potential signature that could be utilized as a biomarker of clinical disease state. Taxonomy identified by 16S sequencing corroborated clinical culture results, with the majority of the 109 PCR amplicons belonging to the bacteria grown in clinical cultures (Escherichia coli and Staphylococcus aureus). While alpha diversity measures fluctuated across disease states, no significant trends were present. Principle coordinates analysis showed that treatment samples trended toward a different community composition than baseline and exacerbation samples. This was driven by the phylum Bacteroidetes (less abundant in treatment, log2 fold difference -3.29, p = 0.015) and the genus Stenotrophomonas (more abundant in treatment, log2 fold difference 6.26, p = 0.003). Across all sputum samples, 466 distinct volatile metabolites were identified with total intensity varying across clinical disease state. Baseline and exacerbation samples were rather uniform in chemical composition and similar to one another, while treatment samples were highly variable and differed from the other two disease states. When utilizing a combination of the microbiome and metabolome data, we observed associations between samples dominated Staphylococcus and Escherichia and higher relative abundances of alcohols, while samples dominated by Achromobacter correlated with a metabolomics shift toward more oxidized volatiles. However, the microbiome and metabolome data were not tightly correlated; examining both the metagenomics and metabolomics allows for more context to examine changes across clinical disease states. In our study, combining the sputum microbiome and metabolome data revealed stability in the sputum composition through the first exacerbation and treatment episode, and into the second exacerbation. However, the second treatment ushered in a prolonged period of instability, which after three additional exacerbations and treatments culminated in a new lung microbiome and metabolome.
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Affiliation(s)
- Andrea Hahn
- Division of Infectious Diseases, Children's National Health System, Washington, DC, United States.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States.,Center for Genetic Medicine Research, The Children's Research Institute, Washington, DC, United States
| | - Katrine Whiteson
- Department of Molecular Biology and Biochemistry, University of California at Irvine, Irvine, CA, United States
| | - Trenton J Davis
- School of Life Sciences, Arizona State University, Tempe, AZ, United States.,Center for Fundamental and Applied Microbiomics, The Biodesign Institute, Arizona State University, Tempe, AZ, United States
| | - Joann Phan
- Department of Molecular Biology and Biochemistry, University of California at Irvine, Irvine, CA, United States
| | - Iman Sami
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States.,Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, United States
| | - Anastassios C Koumbourlis
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States.,Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, United States
| | - Robert J Freishtat
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States.,Division of Emergency Medicine, Children's National Health System, Washington, DC, United States
| | - Keith A Crandall
- Computational Biology Institute and Department of Biostatistics & Bioinformatics, Milken Institute School of Public Health, George Washington University, Washington, DC, United States
| | - Heather D Bean
- School of Life Sciences, Arizona State University, Tempe, AZ, United States.,Center for Fundamental and Applied Microbiomics, The Biodesign Institute, Arizona State University, Tempe, AZ, United States
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37
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Kerris EWJ, Hoptay C, Calderon T, Freishtat RJ. Platelets and platelet extracellular vesicles in hemostasis and sepsis. J Investig Med 2019; 68:813-820. [PMID: 31843956 DOI: 10.1136/jim-2019-001195] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/23/2019] [Indexed: 01/09/2023]
Abstract
Platelets, cell fragments traditionally thought of as important only for hemostasis, substantially and dynamically contribute to the immune system's response to infection. In addition, there is increasing evidence that externally active platelet entities, including platelet granules and platelet extracellular vesicles (PEVs), play a role not only in hemostasis, but also in inflammatory actions previously ascribed to platelets themselves. Given the functions of platelets and PEVs during inflammation and infection, their role in sepsis is being investigated. Sepsis is a condition marked by the dysregulation of the body's normal activation of the immune system in response to a pathogen. The mechanisms for controlling infection locally become detrimental to the host if they are applied systemically. Similar to cells traditionally ascribed to the immune system, including neutrophils, lymphocytes, and macrophages, platelets are instrumental in helping a host clear an infection, but are also implicated in the uncontrolled amplification of the immune response that leads to sepsis. Clearly, the function of platelets is more complicated than its simple structure and primary role in hemostasis initially suggest. This review provides an overview of platelet and platelet extracellular vesicle structure and function, highlighting the complex role platelets and PEVs play in the body in the context of infection and sepsis.
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Affiliation(s)
- Elizabeth W J Kerris
- Division of Critical Care Medicine, Children's National Hospital, Washington, DC, USA.,Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
| | - Claire Hoptay
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA
| | - Thais Calderon
- Department of Medical Education, University of Rochester School of Medicine and Dentistry, Rochester, New York, USA
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC, USA.,Division of Emergency Medicine, Children's National Hospital, Washington, DC, USA
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38
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Koutroulis I, Batabyal R, McNamara B, Ledda M, Hoptay C, Freishtat RJ. Sepsis Immunometabolism: From Defining Sepsis to Understanding How Energy Production Affects Immune Response. Crit Care Explor 2019; 1:e0061. [PMID: 32166242 PMCID: PMC7063962 DOI: 10.1097/cce.0000000000000061] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [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: 02/06/2023] Open
Abstract
OBJECTIVES This review will examine current definitions and trends in sepsis management as well pathophysiologic mechanisms in animal and ex vivo studies that correlate decreased energy production with deranged inflammatory response during the septic process. DATA SOURCES The latest articles in the literature that focus on the role of immunometabolism and associated mechanisms in sepsis were selected. STUDY SELECTION The most relevant, original articles were included in the review. DATA EXTRACTION All pertinent data for sepsis definitions as well as changes in immunometabolic pathways during the septic process was reviewed and assessed for inclusion in this article. DATA SYNTHESIS Sepsis is a major cause of multiple organ dysfunction. It is the principal cause of death resulting from infection and one of the most expensive conditions treated in the United States. Despite current efforts to accurately define sepsis, novel treatments and highly trained providers, mortality rates for sepsis remain high, prompting a need for further investigation of underlying immunometabolic mechanisms to identify potential treatment targets. The definition of sepsis has shifted and changed in the past few decades due to poorly defined criteria, as well as unclear guidelines for providers with regards to management of severe sepsis and septic shock. The early identification of patients with a systemic inflammatory response that will progress to septic shock is critical since recent traditional therapeutic approaches, such as early goal-directed therapy, IV immunoglobulin, and anti-tumor necrosis factor-α antibodies have failed. CONCLUSIONS There are no effective anti-sepsis drug therapies due to complex inflammatory and metabolic interactions. Further studies regarding the interface between innate immunity and metabolism should be investigated to effectively address septic patient mortality rates.
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Affiliation(s)
- Ioannis Koutroulis
- Division of Emergency Medicine, Children's National Hospital, Washington, DC
- Center for Genetic Medicine, Children's National Research Institute, Washington, DC
- George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Rachael Batabyal
- Division of Emergency Medicine, Children's National Hospital, Washington, DC
- Center for Genetic Medicine, Children's National Research Institute, Washington, DC
- George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Brittany McNamara
- Division of Emergency Medicine, Children's National Hospital, Washington, DC
- George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Matthew Ledda
- Division of Emergency Medicine, Children's National Hospital, Washington, DC
| | - Claire Hoptay
- Center for Genetic Medicine, Children's National Research Institute, Washington, DC
- George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Robert J Freishtat
- Division of Emergency Medicine, Children's National Hospital, Washington, DC
- Center for Genetic Medicine, Children's National Research Institute, Washington, DC
- George Washington University School of Medicine and Health Sciences, Washington, DC
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Barberio MD, Kasselman LJ, Playford MP, Epstein SB, Renna HA, Goldberg M, DeLeon J, Voloshyna I, Barlev A, Salama M, Ferrante SC, Nadler EP, Mehta N, Reiss AB, Freishtat RJ. Cholesterol efflux alterations in adolescent obesity: role of adipose-derived extracellular vesical microRNAs. J Transl Med 2019; 17:232. [PMID: 31331347 PMCID: PMC6647309 DOI: 10.1186/s12967-019-1980-6] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [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] [Received: 02/25/2019] [Accepted: 07/12/2019] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Macrophage cholesterol efflux capacity has been identified as a predictor for cardiovascular disease. We assessed the relationship between adipocyte-derived extracellular vesicle microRNAs and macrophage cholesterol efflux capacity. METHODS We assessed an adolescent cohort (n = 93, Age, median (IQR) = 17 (3) year, Female = 71, Male = 22) throughout the BMI continuum (BMI = 45.2 (13.2) kg/m2) for: (1) cholesterol efflux capacity and lipoprotein profiles; (2) adipocyte-derived extracellular vesicle microRNAs in serum; (3) the role of visceral adipose tissue extracellular vesicle in regulation of cholesterol efflux and cholesterol efflux gene expression in THP-1 macrophages in vitro. RESULTS Efflux capacity was significantly associated with HDL (r = 0.30, p = 0.01) and LDL (r = 0.33, p = 0.005) particle size. Multivariate-analysis identified six microRNAs associated (p < 0.05) with cholesterol efflux capacity: miR-3129-5p (Beta = 0.695), miR-20b (0.430), miR9-5p (0.111), miR-320d (- 0.190), miR301a-5p (0.042), miR-155-5p (0.004). In response to increasing concentrations (1 μg/mL vs. 3 μg/mL) of VAT extracellular vesicle, cholesterol efflux (66% ± 10% vs. 49% ± 2%; p < 0.01) and expression of ABCA1 (FC = 1.9 ± 0.8 vs 0.5 ± 0.2; p < 0.001), CD36 (0.7 ± 0.4 vs. 2.1 ± 0.8, p = 0.02), CYP27A1 (1.4 ± 0.4 vs. 0.9 ± 0.5; p < 0.05), and LXRA (1.8 ± 1.1 vs. 0.5 ± 0.2; p < 0.05) was altered in THP-1 cells in vitro. CONCLUSION Adipocyte-derived extracellular vesicle microRNAs may, in part, be involved macrophage cholesterol efflux regulation.
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Affiliation(s)
- Matthew D Barberio
- Center for Genetic Medicine Research, Children's Research Institute, Children's National Health System, Washington, DC, 20010, USA
| | - Lora J Kasselman
- Winthrop Research Institute and Department of Medicine, NYU Winthrop Hospital, 101 Mineola Boulevard, Suite 4-004, Mineola, NY, 11501, USA
| | | | - Samuel B Epstein
- Center for Genetic Medicine Research, Children's Research Institute, Children's National Health System, Washington, DC, 20010, USA
| | - Heather A Renna
- Winthrop Research Institute and Department of Medicine, NYU Winthrop Hospital, 101 Mineola Boulevard, Suite 4-004, Mineola, NY, 11501, USA
| | - Madeleine Goldberg
- Center for Genetic Medicine Research, Children's Research Institute, Children's National Health System, Washington, DC, 20010, USA
| | - Joshua DeLeon
- Winthrop Research Institute and Department of Medicine, NYU Winthrop Hospital, 101 Mineola Boulevard, Suite 4-004, Mineola, NY, 11501, USA
| | - Iryna Voloshyna
- Winthrop Research Institute and Department of Medicine, NYU Winthrop Hospital, 101 Mineola Boulevard, Suite 4-004, Mineola, NY, 11501, USA
| | - Ashley Barlev
- Winthrop Research Institute and Department of Medicine, NYU Winthrop Hospital, 101 Mineola Boulevard, Suite 4-004, Mineola, NY, 11501, USA
| | - Michael Salama
- Winthrop Research Institute and Department of Medicine, NYU Winthrop Hospital, 101 Mineola Boulevard, Suite 4-004, Mineola, NY, 11501, USA
| | - Sarah C Ferrante
- Center for Genetic Medicine Research, Children's Research Institute, Children's National Health System, Washington, DC, 20010, USA
| | - Evan P Nadler
- Center for Genetic Medicine Research, Children's Research Institute, Children's National Health System, Washington, DC, 20010, USA
| | - Nehal Mehta
- National Heart Lung and Blood Institute, Bethesda, MD, USA
| | - Allison B Reiss
- Winthrop Research Institute and Department of Medicine, NYU Winthrop Hospital, 101 Mineola Boulevard, Suite 4-004, Mineola, NY, 11501, USA.
| | - Robert J Freishtat
- Center for Genetic Medicine Research, Children's Research Institute, Children's National Health System, Washington, DC, 20010, USA
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40
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Hasegawa K, Hoptay CE, Harmon B, Celedón JC, Mansbach JM, Piedra PA, Freishtat RJ, Camargo CA. Association of type 2 cytokines in severe rhinovirus bronchiolitis during infancy with risk of developing asthma: A multicenter prospective study. Allergy 2019; 74:1374-1377. [PMID: 30656708 DOI: 10.1111/all.13723] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Kohei Hasegawa
- Department of Emergency Medicine; Massachusetts General Hospital; Harvard Medical School; Boston Massachusetts
| | - Claire E. Hoptay
- Center for Genetic Medicine Research; Children's National Health System; Washington District of Columbia
| | - Brennan Harmon
- Center for Genetic Medicine Research; Children's National Health System; Washington District of Columbia
| | - Juan C. Celedón
- Division of Pulmonary Medicine; Department of Pediatrics; UPMC Children's Hospital of Pittsburgh; University of Pittsburgh; Pittsburgh Pennsylvania
| | | | - Pedro A. Piedra
- Department of Molecular Virology and Microbiology and Pediatrics; Baylor College of Medicine; Houston Texas
| | - Robert J. Freishtat
- Center for Genetic Medicine Research; Children's National Health System; Washington District of Columbia
- Division of Emergency Medicine; Children's National Health System; Washington District of Columbia
- Departments of Pediatrics and Integrative Systems Biology and Pediatrics; George Washington University School of Medicine and Health Sciences; Washington District of Columbia
| | - Carlos A. Camargo
- Department of Emergency Medicine; Massachusetts General Hospital; Harvard Medical School; Boston Massachusetts
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41
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Hahn A, Fanous H, Jensen C, Chaney H, Sami I, Perez GF, Koumbourlis AC, Louie S, Bost JE, van den Anker JN, Freishtat RJ, Zemanick ET, Crandall KA. Changes in microbiome diversity following beta-lactam antibiotic treatment are associated with therapeutic versus subtherapeutic antibiotic exposure in cystic fibrosis. Sci Rep 2019; 9:2534. [PMID: 30796252 PMCID: PMC6385179 DOI: 10.1038/s41598-019-38984-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [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: 11/01/2018] [Accepted: 01/04/2019] [Indexed: 01/10/2023] Open
Abstract
In persons with cystic fibrosis (CF), decreased airway microbial diversity is associated with lower lung function. Conflicting data exist on the impact of short-term antibiotics for treatment of acute pulmonary exacerbations. However, whether differences in antibiotic exposure impacts airway microbiome changes has not been studied. We hypothesized that subtherapeutic beta-lactam antibiotic exposure, determined by the pharmacokinetics and pharmacodynamics (PK/PD) after intravenous (IV) antibiotic administration, would be associated with different patterns of changes in CF airway microbial diversity. Eligible children were enrolled when well; study assessments were performed around the time of pulmonary exacerbation. Plasma drug concentrations and bacterial minimum inhibitory concentrations (MICs) were used to determine therapeutic versus subtherapeutic beta-lactam antibiotic exposure. Respiratory samples were collected from children, and extracted bacterial DNA was amplified for the V4 region of the 16S rRNA gene. Twenty children experienced 31 APEs during the study; 45% (n = 14) of antibiotic courses were deemed therapeutic. Those in the therapeutic group had more significant decreases in alpha diversity at end of treatment and post-recovery compared to baseline than those in the subtherapeutic group. Therapeutic and subtherapeutic beta-lactam use is associated with different patterns of changes in CF airway microbial diversity following antibiotic administration.
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Affiliation(s)
- Andrea Hahn
- Division of Infectious Diseases, Children's National Health System (CNHS), 111 Michigan Ave NW, Washington DC, 20010, USA.
- Department of Pediatrics, George Washington University (GWU) School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, 20037, USA.
| | - Hani Fanous
- Division of Pulmonary and Sleep Medicine, CNHS, 111 Michigan Ave NW, Washington DC, 20010, USA
| | - Caroline Jensen
- GWU School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, 20037, USA
| | - Hollis Chaney
- Department of Pediatrics, George Washington University (GWU) School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, 20037, USA
- Division of Pulmonary and Sleep Medicine, CNHS, 111 Michigan Ave NW, Washington DC, 20010, USA
| | - Iman Sami
- Department of Pediatrics, George Washington University (GWU) School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, 20037, USA
- Division of Pulmonary and Sleep Medicine, CNHS, 111 Michigan Ave NW, Washington DC, 20010, USA
| | - Geovanny F Perez
- Department of Pediatrics, George Washington University (GWU) School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, 20037, USA
- Division of Pulmonary and Sleep Medicine, CNHS, 111 Michigan Ave NW, Washington DC, 20010, USA
| | - Anastassios C Koumbourlis
- Department of Pediatrics, George Washington University (GWU) School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, 20037, USA
- Division of Pulmonary and Sleep Medicine, CNHS, 111 Michigan Ave NW, Washington DC, 20010, USA
| | - Stan Louie
- Department of Clinical Pharmacy, University of Southern California School of Pharmacy, 1985 Zonal Ave, Los Angeles, CA, 90089, USA
| | - James E Bost
- Division of Biostatistics and Study Methodology, CNHS, 111 Michigan Ave NW, Washington DC, 20010, USA
| | - John N van den Anker
- Department of Pediatrics, George Washington University (GWU) School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, 20037, USA
- Division of Clinical Pharmacology, CNHS, 111 Michigan Ave NW, Washington DC, 20010, USA
| | - Robert J Freishtat
- Department of Pediatrics, George Washington University (GWU) School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, 20037, USA
- Division of Emergency Medicine, CNHS, 111 Michigan Ave NW, Washington DC, 20010, USA
| | - Edith T Zemanick
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, 13123 E. 16th Ave, Aurora, CO, 80045, USA
| | - Keith A Crandall
- Computational Biology Institute, GWU, 45085 University Drive, Ashburn, VA, 20147, USA
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Abstract
IMPORTANCE While machine learning approaches may enhance prediction ability, little is known about their utility in emergency department (ED) triage. OBJECTIVES To examine the performance of machine learning approaches to predict clinical outcomes and disposition in children in the ED and to compare their performance with conventional triage approaches. DESIGN, SETTING, AND PARTICIPANTS Prognostic study of ED data from the National Hospital Ambulatory Medical Care Survey from January 1, 2007, through December 31, 2015. A nationally representative sample of 52 037 children aged 18 years or younger who presented to the ED were included. Data analysis was performed in August 2018. MAIN OUTCOMES AND MEASURES The outcomes were critical care (admission to an intensive care unit and/or in-hospital death) and hospitalization (direct hospital admission or transfer). In the training set (70% random sample), using routinely available triage data as predictors (eg, demographic characteristics and vital signs), we derived 4 machine learning-based models: lasso regression, random forest, gradient-boosted decision tree, and deep neural network. In the test set (the remaining 30% of the sample), we measured the models' prediction performance by computing C statistics, prospective prediction results, and decision curves. These machine learning models were built for each outcome and compared with the reference model using the conventional triage classification information. RESULTS Of 52 037 eligible ED visits by children (median [interquartile range] age, 6 [2-14] years; 24 929 [48.0%] female), 163 (0.3%) had the critical care outcome and 2352 (4.5%) had the hospitalization outcome. For the critical care prediction, all machine learning approaches had higher discriminative ability compared with the reference model, although the difference was not statistically significant (eg, C statistics of 0.85 [95% CI, 0.78-0.92] for the deep neural network vs 0.78 [95% CI, 0.71-0.85] for the reference; P = .16), and lower number of undertriaged critically ill children in the conventional triage levels 3 to 5 (urgent to nonurgent). For the hospitalization prediction, all machine learning approaches had significantly higher discrimination ability (eg, C statistic, 0.80 [95% CI, 0.78-0.81] for the deep neural network vs 0.73 [95% CI, 0.71-0.75] for the reference; P < .001) and fewer overtriaged children who did not require inpatient management in the conventional triage levels 1 to 3 (immediate to urgent). The decision curve analysis demonstrated a greater net benefit of machine learning models over ranges of clinical thresholds. CONCLUSIONS AND RELEVANCE Machine learning-based triage had better discrimination ability to predict clinical outcomes and disposition, with reduction in undertriaging critically ill children and overtriaging children who are less ill.
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Affiliation(s)
- Tadahiro Goto
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Carlos A. Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Mohammad Kamal Faridi
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston
| | - Robert J. Freishtat
- Division of Emergency Medicine, Children's National Health System, Washington, DC
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC
- Department of Genomics and Precision Medicine, George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston
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Pérez-Losada M, Authelet KJ, Hoptay CE, Kwak C, Crandall KA, Freishtat RJ. Pediatric asthma comprises different phenotypic clusters with unique nasal microbiotas. Microbiome 2018; 6:179. [PMID: 30286807 PMCID: PMC6172741 DOI: 10.1186/s40168-018-0564-7] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2018] [Accepted: 09/25/2018] [Indexed: 05/25/2023]
Abstract
BACKGROUND Pediatric asthma is the most common chronic childhood disease in the USA, currently affecting ~ 7 million children. This heterogeneous syndrome is thought to encompass various disease phenotypes of clinically observable characteristics, which can be statistically identified by applying clustering approaches to patient clinical information. Extensive evidence has shown that the airway microbiome impacts both clinical heterogeneity and pathogenesis in pediatric asthma. Yet, so far, airway microbiotas have been consistently neglected in the study of asthma phenotypes. Here, we couple extensive clinical information with 16S rRNA high-throughput sequencing to characterize the microbiota of the nasal cavity in 163 children and adolescents clustered into different asthma phenotypes. RESULTS Our clustering analyses identified three statistically distinct phenotypes of pediatric asthma. Four core OTUs of the pathogenic genera Moraxella, Staphylococcus, Streptococcus, and Haemophilus were present in at least 95% of the studied nasal microbiotas. Phyla (Proteobacteria, Actinobacteria, and Bacteroidetes) and genera (Moraxella, Corynebacterium, Dolosigranulum, and Prevotella) abundances, community composition, and structure varied significantly (0.05 < P ≤ 0.0001) across asthma phenotypes and one of the clinical variables (preterm birth). Similarly, microbial networks of co-occurrence of bacterial genera revealed different bacterial associations across asthma phenotypes. CONCLUSIONS This study shows that children and adolescents with different clinical characteristics of asthma also show different nasal bacterial profiles, which is indicative of different phenotypes of the disease. Our work also shows how clinical and microbial information could be integrated to validate and refine asthma classification systems and develop biomarkers of disease.
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Affiliation(s)
- Marcos Pérez-Losada
- Computational Biology Institute, Milken Institute School of Public Health,, George Washington University, Innovation Hall, Suite 305, 45085 University Drive, Ashburn, VA 20147 USA
- Department of Epidemiology and Biostatistics, Milken Institute School of Public Health, George Washington University, Washington, DC, 20052 USA
- CIBIO-InBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, 4485-661 Vairão, Portugal
| | - Kayla J Authelet
- Division of Emergency Medicine, Children’s National Medical Center, Washington, DC, 20010 USA
| | - Claire E Hoptay
- Division of Emergency Medicine, Children’s National Medical Center, Washington, DC, 20010 USA
| | - Christine Kwak
- Division of Emergency Medicine, Children’s National Medical Center, Washington, DC, 20010 USA
| | - Keith A Crandall
- Computational Biology Institute, Milken Institute School of Public Health,, George Washington University, Innovation Hall, Suite 305, 45085 University Drive, Ashburn, VA 20147 USA
- Department of Epidemiology and Biostatistics, Milken Institute School of Public Health, George Washington University, Washington, DC, 20052 USA
| | - Robert J Freishtat
- Division of Emergency Medicine, Children’s National Medical Center, Washington, DC, 20010 USA
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Hahn A, Burrell A, Fanous H, Chaney H, Sami I, Perez GF, Koumbourlis AC, Freishtat RJ, Crandall KA. Antibiotic multidrug resistance in the cystic fibrosis airway microbiome is associated with decreased diversity. Heliyon 2018; 4:e00795. [PMID: 30238064 PMCID: PMC6143701 DOI: 10.1016/j.heliyon.2018.e00795] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [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] [Received: 08/07/2018] [Revised: 08/30/2018] [Accepted: 09/12/2018] [Indexed: 12/22/2022] Open
Abstract
Background Cystic fibrosis (CF) is associated with significant morbidity and early mortality due to recurrent acute and chronic lung infections. The chronic use of multiple antibiotics increases the possibility of multidrug resistance (MDR). Antibiotic susceptibility determined by culture-based techniques may not fully represent the resistance profile. The study objective was to detect additional antibiotic resistance using molecular methods and relate the presence of MDR to airway microbiome diversity and pulmonary function. Methods Bacterial DNA was extracted from sputum samples and amplified for the V4 region of the 16S rRNA gene. An qPCR array was used to detect antibiotic resistance genes. Clinical culture results and pulmonary function were also noted for each encounter. Results Six study participants contributed samples from 19 encounters. Those samples with MDR (n = 7) had significantly lower diversity measured by inverse Simpson's index than those without (n = 12) (2.193 ± 0.427 vs 6.023 ± 1.564, p = 0.035). Differential abundance showed that samples with MDR had more Streptococcus (p = 0.002) and Alcaligenaceae_unclassified (p = 0.002). Pulmonary function was also decreased when MDR was present (FEV1, 51 ± 22.9 vs 77 ± 26.7, p = 0.054; FVC, 64.5 ± 22.7 vs 91.6 ± 27.7, p = 0.047). Conclusions The presence of MDR within the CF airway microbiome was associated with decreased microbial diversity, the presence of Alcaligenes, and decreased pulmonary function.
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Affiliation(s)
- Andrea Hahn
- Division of Infectious Diseases, Children's National Health System, Washington, DC, USA.,Center for Genetic Medicine Research, The Children's Research Institute, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
| | - Aszia Burrell
- Center for Genetic Medicine Research, The Children's Research Institute, Washington, DC, USA
| | - Hani Fanous
- Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, USA
| | - Hollis Chaney
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, USA
| | - Iman Sami
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, USA
| | - Geovanny F Perez
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, USA
| | - Anastassios C Koumbourlis
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, USA
| | - Robert J Freishtat
- Center for Genetic Medicine Research, The Children's Research Institute, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Emergency Medicine, Children's National Health System, Washington, DC, USA
| | - Keith A Crandall
- Computational Biology Institute, Milken Institute School of Public Health, George Washington University, Washington, DC, USA
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45
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Hahn A, Warnken S, Pérez-Losada M, Freishtat RJ, Crandall KA. Microbial diversity within the airway microbiome in chronic pediatric lung diseases. Infect Genet Evol 2018; 63:316-325. [PMID: 29225146 PMCID: PMC5992000 DOI: 10.1016/j.meegid.2017.12.006] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/09/2017] [Revised: 09/22/2017] [Accepted: 12/07/2017] [Indexed: 12/31/2022]
Abstract
The study of the airway microbiome in children is an area of emerging research, especially in relation to the role microbial diversity may play in acute and chronic inflammation. Three such pediatric airway diseases include cystic fibrosis, asthma, and chronic lung disease of prematurity. In cystic fibrosis, the presence of Pseudomonas spp. is associated with decreased microbial diversity. Decreasing microbial diversity is also associated with poor lung function. In asthma, early viral infections appear to drive changes in bacterial diversity which may be associated with asthma risk. Premature infants with Ureaplasma spp. are at higher risk for chronic lung disease due to inflammation. Microbiome changes due to prematurity also appear to affect the inflammatory response to viral infections post-natally. Importantly, microbial diversity can be measured using metataxonomic (e.g., 16S rRNA sequencing) and metagenomic (e.g., shotgun sequencing) approaches. A metagenomics approach may be preferable as it can provide further granularity of the sample composition, identifying the bacterial species or strain, information on additional microbial components, including fungal and viral components, information about functional genomics of the microbiome, and information about antimicrobial resistance mutations. Future studies of pediatric airway diseases incorporating these techniques may provide evidence for new treatment approaches for these vulnerable patient populations.
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Affiliation(s)
- Andrea Hahn
- Division of Infectious Diseases, Children's National Health System (CNHS), Washington, D.C. 20010, USA; Department of Pediatrics, George Washington University (GWU) School of Medicine and Health Sciences (SMHS), Washington, D.C. 20052, USA.
| | - Stephanie Warnken
- Computational Biology Institute, Milken Institute School of Public Health, GWU, Washington, D.C. 20052, USA
| | - Marcos Pérez-Losada
- Computational Biology Institute, Milken Institute School of Public Health, GWU, Washington, D.C. 20052, USA; CIBIO-InBIO, Universidade do Porto, Campus Agrário de Vairão, Vairão 4485-661, Portugal
| | - Robert J Freishtat
- Department of Pediatrics, George Washington University (GWU) School of Medicine and Health Sciences (SMHS), Washington, D.C. 20052, USA; Division of Emergency Medicine, CNHS, Washington, D.C. 20010, USA
| | - Keith A Crandall
- Computational Biology Institute, Milken Institute School of Public Health, GWU, Washington, D.C. 20052, USA
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46
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Hahn A, Bendall ML, Gibson KM, Chaney H, Sami I, Perez GF, Koumbourlis AC, McCaffrey TA, Freishtat RJ, Crandall KA. Benchmark Evaluation of True Single Molecular Sequencing to Determine Cystic Fibrosis Airway Microbiome Diversity. Front Microbiol 2018; 9:1069. [PMID: 29887843 PMCID: PMC5980964 DOI: 10.3389/fmicb.2018.01069] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [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] [Received: 12/19/2017] [Accepted: 05/04/2018] [Indexed: 11/30/2022] Open
Abstract
Cystic fibrosis (CF) is an autosomal recessive disease associated with recurrent lung infections that can lead to morbidity and mortality. The impact of antibiotics for treatment of acute pulmonary exacerbations on the CF airway microbiome remains unclear with prior studies giving conflicting results and being limited by their use of 16S ribosomal RNA sequencing. Our primary objective was to validate the use of true single molecular sequencing (tSMS) and PathoScope in the analysis of the CF airway microbiome. Three control samples were created with differing amounts of Burkholderia cepacia, Pseudomonas aeruginosa, and Prevotella melaninogenica, three common bacteria found in cystic fibrosis lungs. Paired sputa were also obtained from three study participants with CF before and >6 days after initiation of antibiotics. Antibiotic resistant B. cepacia and P. aeruginosa were identified in concurrently obtained respiratory cultures. Direct sequencing was performed using tSMS, and filtered reads were aligned to reference genomes from NCBI using PathoScope and Kraken and unique clade-specific marker genes using MetaPhlAn. A total of 180–518 K of 6–12 million filtered reads were aligned for each sample. Detection of known pathogens in control samples was most successful using PathoScope. In the CF sputa, alpha diversity measures varied based on the alignment method used, but similar trends were found between pre- and post-antibiotic samples. PathoScope outperformed Kraken and MetaPhlAn in our validation study of artificial bacterial community controls and also has advantages over Kraken and MetaPhlAn of being able to determine bacterial strains and the presence of fungal organisms. PathoScope can be confidently used when evaluating metagenomic data to determine CF airway microbiome diversity.
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Affiliation(s)
- Andrea Hahn
- Division of Infectious Diseases, Children's National Health System, Washington, DC, United States.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States
| | - Matthew L Bendall
- Computational Biology Institute, Milken Institute School of Public Health, The George Washington University, Washington, DC, United States.,Department of Microbiology, Immunology and Tropical Medicine, George Washington University School of Medicine and Health Sciences, Washington, DC, United States
| | - Keylie M Gibson
- Computational Biology Institute, Milken Institute School of Public Health, The George Washington University, Washington, DC, United States
| | - Hollis Chaney
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States.,Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, United States
| | - Iman Sami
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States.,Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, United States
| | - Geovanny F Perez
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States.,Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, United States
| | - Anastassios C Koumbourlis
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States.,Division of Pulmonary and Sleep Medicine, Children's National Health System, Washington, DC, United States
| | - Timothy A McCaffrey
- Division of Genomic Medicine, The George Washington University, Washington, DC, United States.,Department of Medicine, George Washington University School of Medicine and Health Sciences, Washington, DC, United States
| | - Robert J Freishtat
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, United States.,Division of Emergency Medicine, Children's National Health System, Washington, DC, United States
| | - Keith A Crandall
- Computational Biology Institute, Milken Institute School of Public Health, The George Washington University, Washington, DC, United States
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47
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Hasegawa K, Pérez-Losada M, Hoptay CE, Epstein S, Mansbach JM, Teach SJ, Piedra PA, Camargo CA, Freishtat RJ. RSV vs. rhinovirus bronchiolitis: difference in nasal airway microRNA profiles and NFκB signaling. Pediatr Res 2018; 83:606-614. [PMID: 29244796 PMCID: PMC6174252 DOI: 10.1038/pr.2017.309] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/23/2017] [Accepted: 11/25/2017] [Indexed: 01/03/2023]
Abstract
BackgroundAlthough rhinovirus infection is associated with increased risks of acute and chronic respiratory outcomes during childhood compared with respiratory syncytial virus (RSV), the underlying mechanisms remain unclear. We aimed to determine the differences in nasal airway microRNA profiles and their downstream effects between infants with rhinovirus and RSV bronchiolitis.MethodsAs part of a multicenter cohort study of infants hospitalized for bronchiolitis, we examined nasal samples obtained from 16 infants with rhinovirus and 16 infants with RSV. We tested nasal airway samples using microarrays to profile global microRNA expression and determine the predicted regulation of targeted transcripts. We also measured gene expression and cytokines for NFκB pathway components.ResultsBetween the virus groups, 386 microRNAs were differentially expressed (false discovery rate (FDR)<0.05). In infants with rhinovirus, the NFκB pathway was highly ranked as a predicted target for these differentially expressed microRNAs compared with RSV. Pathway analysis using measured mRNA expression data validated that rhinovirus infection had upregulation of NFκB family (RelA and NFκB2) and downregulation of inhibitor κB family. Infants with rhinovirus had higher levels of NFκB-induced type-2 cytokines (IL-10 and IL-13; FDR<0.01).ConclusionIn infants with bronchiolitis, rhinovirus and RSV infections had different nasal airway microRNA profiles associated with NFκB signaling.
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Affiliation(s)
- Kohei Hasegawa
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Marcos Pérez-Losada
- Computational Biology Institute, George Washington University, Ashburn, VA;,Department of Pediatrics, George Washington University School of Medicine and Health Sciences and the Division of Emergency Medicine, Children’s National Health System, Washington, DC;,CIBIO-InBIO, Universidade do Porto, Campus Agrário de Vairão, Vairão, Portugal
| | - Claire E. Hoptay
- Center for Genetic Medicine Research, Children’s National Health System, Washington, DC
| | - Samuel Epstein
- Center for Genetic Medicine Research, Children’s National Health System, Washington, DC
| | | | - Stephen J. Teach
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences and the Division of Emergency Medicine, Children’s National Health System, Washington, DC
| | - Pedro A. Piedra
- Department of Molecular Virology and Microbiology and Pediatrics, Baylor College of Medicine, Houston, TX
| | - Carlos A. Camargo
- Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Robert J. Freishtat
- Department of Pediatrics, George Washington University School of Medicine and Health Sciences and the Division of Emergency Medicine, Children’s National Health System, Washington, DC;,Center for Genetic Medicine Research, Children’s National Health System, Washington, DC;,Department of Integrative Systems Biology, George Washington University School of Medicine and Health Sciences, Washington, DC;,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC
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48
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Ikonomou L, Panoskaltsis-Mortari A, Wagner DE, Freishtat RJ, Weiss DJ. Unproven Stem Cell Treatments for Lung Disease-An Emerging Public Health Problem. Am J Respir Crit Care Med 2017; 195:P13-P14. [PMID: 28362195 DOI: 10.1164/rccm.1957p13] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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Wolf S, Perez GF, Mukharesh L, Isaza N, Preciado D, Freishtat RJ, Pillai D, Rose MC, Nino G. Conditional reprogramming of pediatric airway epithelial cells: A new human model to investigate early-life respiratory disorders. Pediatr Allergy Immunol 2017; 28:810-817. [PMID: 28981980 PMCID: PMC5868353 DOI: 10.1111/pai.12810] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/30/2017] [Indexed: 11/29/2022]
Abstract
BACKGROUND Airway epithelial cells (AEC) are quite difficult to access in newborns and infants. It is critically important to develop robust life-extended models to conduct translational studies in this age group. We propose the use of a recently described cell culture technology (conditionally reprogrammed cells-CRC) to generate continuous primary cell cultures from nasal and bronchial AEC of young children. METHODS We collected nasal and/or bronchial AEC from a total of 23 subjects of different ages including newborns/infants/toddlers (0-2 years; N = 9), school-age children (4-11 years; N = 6), and a group of adolescent/adult donors (N = 8). For CRC generation, we used conditioned medium from mitotically inactivated 3T3 fibroblasts and Rho-associated kinase (ROCK) inhibitor (Y-27632). Antiviral immune responses were studied using 25 key antiviral genes and protein production of type III epithelial interferon (IFN λ1) after double-stranded (ds) RNA exposure. RESULTS CRC derived from primary AEC of neonates/infants and young children exhibited: (i) augmented proliferative capacity and life extension, (ii) preserved airway epithelial phenotype after multiple passages, (iii) robust immune responses characterized by the expression of innate antiviral genes and parallel nasal/bronchial production of IFN λ1 after exposure to dsRNA, and (iv) induction of airway epithelial inflammatory and remodeling responses to dsRNA (eg, CXCL8 and MMP9). CONCLUSION Conditional reprogramming of AEC from young children is a feasible and powerful translational approach to investigate early-life airway epithelial immune responses in humans.
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Affiliation(s)
- S Wolf
- Center for Genetic Research Medicine, Children's National Medical Center, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Medical Center, Washington, DC, USA
| | - G F Perez
- Center for Genetic Research Medicine, Children's National Medical Center, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Medical Center, Washington, DC, USA
| | - L Mukharesh
- Center for Genetic Research Medicine, Children's National Medical Center, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Medical Center, Washington, DC, USA
| | - N Isaza
- Center for Genetic Research Medicine, Children's National Medical Center, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Neonatology, Children's National Medical Center, Washington, DC, USA
| | - D Preciado
- Center for Genetic Research Medicine, Children's National Medical Center, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pediatric Otorhinolaryngology, Children's National Medical Center, Washington, DC, USA
| | - R J Freishtat
- Center for Genetic Research Medicine, Children's National Medical Center, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Emergency Medicine, Children's National Medical Center, Washington, DC, USA
| | - D Pillai
- Center for Genetic Research Medicine, Children's National Medical Center, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Medical Center, Washington, DC, USA
| | - M C Rose
- Center for Genetic Research Medicine, Children's National Medical Center, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Medical Center, Washington, DC, USA
| | - G Nino
- Center for Genetic Research Medicine, Children's National Medical Center, Washington, DC, USA.,Department of Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, DC, USA.,Division of Pulmonary and Sleep Medicine, Children's National Medical Center, Washington, DC, USA
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50
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Wong HR, Cvijanovich NZ, Anas N, Allen GL, Thomas NJ, Bigham MT, Weiss SL, Fitzgerald JC, Checchia PA, Meyer K, Quasney M, Hall M, Gedeit R, Freishtat RJ, Nowak J, Raj SS, Gertz S, Grunwell JR, Lindsell CJ. Improved Risk Stratification in Pediatric Septic Shock Using Both Protein and mRNA Biomarkers. PERSEVERE-XP. Am J Respir Crit Care Med 2017; 196:494-501. [PMID: 28324661 DOI: 10.1164/rccm.201701-0066oc] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
RATIONALE We previously derived and validated the Pediatric Sepsis Biomarker Risk Model (PERSEVERE) to estimate baseline mortality risk in children with septic shock. The PERSEVERE biomarkers are serum proteins selected from among the proteins directly related to 80 mortality risk assessment genes. The initial approach to selecting the PERSEVERE biomarkers left 68 genes unconsidered. OBJECTIVES To determine if the 68 previously unconsidered genes can improve upon the performance of PERSEVERE and to provide biological information regarding the pathophysiology of septic shock. METHODS We reduced the number of variables by determining the biological linkage of the 68 previously unconsidered genes. The genes identified through variable reduction were combined with the PERSEVERE-based mortality probability to derive a risk stratification model for 28-day mortality using classification and regression tree methodology (n = 307). The derived tree, PERSEVERE-XP, was then tested in a separate cohort (n = 77). MEASUREMENTS AND MAIN RESULTS Variable reduction revealed a network consisting of 18 mortality risk assessment genes related to tumor protein 53 (TP53). In the derivation cohort, PERSEVERE-XP had an area under the receiver operating characteristic curve (AUC) of 0.90 (95% confidence interval, 0.85-0.95) for differentiating between survivors and nonsurvivors. In the test cohort, the AUC was 0.96 (95% confidence interval, 0.91-1.0). The AUC of PERSEVERE-XP was superior to that of PERSEVERE. CONCLUSIONS PERSEVERE-XP combines protein and mRNA biomarkers to provide mortality risk stratification with possible clinical utility. PERSEVERE-XP significantly improves on PERSEVERE and suggests a role for TP53-related cellular division, repair, and metabolism in the pathophysiology of septic shock.
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Affiliation(s)
- Hector R Wong
- 1 Division of Critical Care Medicine, Cincinnati Children's Hospital Medical Center and Cincinnati Children's Research Foundation, Cincinnati, Ohio.,2 Department of Pediatrics and
| | | | - Nick Anas
- 4 Children's Hospital of Orange County, Orange, California
| | | | - Neal J Thomas
- 6 Penn State Children's Hospital, Hershey, Pennsylvania
| | | | - Scott L Weiss
- 8 The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | | | - Paul A Checchia
- 9 Texas Children's Hospital and Baylor College of Medicine, Houston, Texas
| | - Keith Meyer
- 10 Miami Children's Hospital, Miami, Florida
| | - Michael Quasney
- 11 C. S. Mott Children's Hospital at the University of Michigan, Ann Arbor, Michigan
| | - Mark Hall
- 12 Nationwide Children's Hospital, Columbus, Ohio
| | - Rainer Gedeit
- 13 Children's Hospital of Wisconsin, Milwaukee, Wisconsin
| | | | - Jeffrey Nowak
- 15 Children's Hospitals and Clinics of Minnesota, Minneapolis, Minnesota
| | - Shekhar S Raj
- 16 Riley Hospital for Children, Indianapolis, Indiana
| | - Shira Gertz
- 17 Joseph M. Sanzari Children's Hospital, Hackensack University Medical Center, Hackensack, New Jersey; and
| | | | - Christopher J Lindsell
- 19 Department of Emergency Medicine, University of Cincinnati College of Medicine, Cincinnati, Ohio
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