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Shah FA, Bahudhanapati H, Jiang M, Tabary M, van der Geest R, Tolman NJ, Kochin M, Xiong Z, Al-Yousif N, Sayed K, Benos PV, Raffensperger K, Evankovich J, Neal MD, Snyder ME, Eickelberg O, Ray P, Dela Cruz C, Bon J, McVerry BJ, Straub AC, Jurczak MJ, Suber TL, Zhang Y, Chen K, Kitsios GD, Lee JS, Alder JK, Bain WG. Lung Epithelium Releases Growth Differentiation Factor 15 in Response to Pathogen-mediated Injury. Am J Respir Cell Mol Biol 2024; 70:379-391. [PMID: 38301257 PMCID: PMC11109583 DOI: 10.1165/rcmb.2023-0429oc] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Accepted: 02/01/2024] [Indexed: 02/03/2024] Open
Abstract
GDF15 (growth differentiation factor 15) is a stress cytokine with several proposed roles, including support of stress erythropoiesis. Higher circulating GDF15 levels are prognostic of mortality during acute respiratory distress syndrome, but the cellular sources and downstream effects of GDF15 during pathogen-mediated lung injury are unclear. We quantified GDF15 in lower respiratory tract biospecimens and plasma from patients with acute respiratory failure. Publicly available data from severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection were reanalyzed. We used mouse models of hemorrhagic acute lung injury mediated by Pseudomonas aeruginosa exoproducts in wild-type mice and mice genetically deficient for Gdf15 or its putative receptor, Gfral. In critically ill humans, plasma levels of GDF15 correlated with lower respiratory tract levels and were higher in nonsurvivors. SARS-CoV-2 infection induced GDF15 expression in human lung epithelium, and lower respiratory tract GDF15 levels were higher in coronavirus disease (COVID-19) nonsurvivors. In mice, intratracheal P. aeruginosa type II secretion system exoproducts were sufficient to induce airspace and plasma release of GDF15, which was attenuated with epithelial-specific deletion of Gdf15. Mice with global Gdf15 deficiency had decreased airspace hemorrhage, an attenuated cytokine profile, and an altered lung transcriptional profile during injury induced by P. aeruginosa type II secretion system exoproducts, which was not recapitulated in mice deficient for Gfral. Airspace GDF15 reconstitution did not significantly modulate key lung cytokine levels but increased circulating erythrocyte counts. Lung epithelium releases GDF15 during pathogen injury, which is associated with plasma levels in humans and mice and can increase erythrocyte counts in mice, suggesting a novel lung-blood communication pathway.
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Affiliation(s)
- Faraaz A. Shah
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
- Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, Pennsylvania
| | | | - Mao Jiang
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
| | | | | | | | - Megan Kochin
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
| | - Zeyu Xiong
- Division of Pulmonary and Critical Care Medicine, Washington University in St. Louis, St. Louis, Missouri
| | - Nameer Al-Yousif
- Division of Pulmonary, Critical Care, and Sleep Medicine, MetroHealth Medical Center, Cleveland, Ohio
| | - Khaled Sayed
- Electrical & Computer Engineering and Computer Science Department, University of New Haven, West Haven, Connecticut
- Department of Epidemiology, University of Florida, Gainesville, Florida
| | | | | | - John Evankovich
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
| | | | - Mark E. Snyder
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
| | | | - Prabir Ray
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
| | - Charles Dela Cruz
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
- Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, Pennsylvania
| | - Jessica Bon
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
- Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, Pennsylvania
| | - Bryan J. McVerry
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
| | - Adam C. Straub
- Department of Pharmacology and Chemical Biology and
- Vascular Medicine Institute, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Michael J. Jurczak
- Division of Endocrinology and Metabolism, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Tomeka L. Suber
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
| | - Yingze Zhang
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
| | - Kong Chen
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
| | | | - Janet S. Lee
- Division of Pulmonary and Critical Care Medicine, Washington University in St. Louis, St. Louis, Missouri
| | | | - William G. Bain
- Division of Pulmonary, Allergy, Critical Care, and Sleep Medicine
- Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, Pennsylvania
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2
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Dong F, Ping P, Ma Y, Chen XF. Application of single-cell RNA sequencing on human testicular samples: a comprehensive review. Int J Biol Sci 2023; 19:2167-2197. [PMID: 37151874 PMCID: PMC10158017 DOI: 10.7150/ijbs.82191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Accepted: 03/25/2023] [Indexed: 05/09/2023] Open
Abstract
So far there has been no comprehensive review using systematic literature search strategies to show the application of single-cell RNA sequencing (scRNA-seq) in the human testis of the whole life cycle (from embryos to aging males). Here, we summarized the application of scRNA-seq analyses on various human testicular biological samples. A systematic search was conducted in PubMed and Gene Expression Omnibus (GEO), focusing on English researches published after 2009. Articles related to GEO data-series were also retrieved in PubMed or BioRxiv. 81 full-length studies were finally included in the review. ScRNA-seq has been widely used on different human testicular samples with various library strategies, and new cell subtypes such as State 0 spermatogonial stem cells (SSC) and stage_a/b/c Sertoli cells (SC) were identified. For the development of normal testes, scRNA-seq-based evidence showed dynamic transcriptional changes of both germ cells and somatic cells from embryos to adults. And dysregulated metabolic signaling or hedgehog signaling were revealed by scRNA-seq in aged SC or Leydig cells (LC), respectively. For infertile males, scRNA-seq studies revealed profound changes of testes, such as the increased proportion of immature SC/LC of Klinefelter syndrome, the somatic immaturity and altered germline autophagy of patients with non-obstructive azoospermia, and the repressed differentiation of SSC in trans-females receiving testosterone inhibition therapy. Besides, the re-analyzing of public scRNA-seq data made further discoveries such as the potential vulnerability of testicular SARS-CoV-2 infection, and both evolutionary conservatism and divergence among species. ScRNA-seq analyses would unveil mechanisms of testes' development and changes so as to help developing novel treatments for male infertility.
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Affiliation(s)
- Fan Dong
- Center for Reproductive Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory for Assisted Reproduction and Reproductive Genetics, Shanghai, China
| | - Ping Ping
- Center for Reproductive Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory for Assisted Reproduction and Reproductive Genetics, Shanghai, China
| | - Yi Ma
- Center for Reproductive Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory for Assisted Reproduction and Reproductive Genetics, Shanghai, China
| | - Xiang-Feng Chen
- Center for Reproductive Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Key Laboratory for Assisted Reproduction and Reproductive Genetics, Shanghai, China
- Shanghai Human Sperm Bank, Shanghai, China
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3
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Gaudino M, Lion A, Sagné E, Nagamine B, Oliva J, Terrier O, Errazuriz-Cerda E, Scribe A, Sikht FZ, Simon E, Foret-Lucas C, Gausserès B, Lion J, Moreno A, Dordet-Frisoni E, Baranowski E, Volmer R, Ducatez MF, Meyer G. The Activation of the RIG-I/MDA5 Signaling Pathway upon Influenza D Virus Infection Impairs the Pulmonary Proinflammatory Response Triggered by Mycoplasma bovis Superinfection. J Virol 2023; 97:e0142322. [PMID: 36692289 PMCID: PMC9972951 DOI: 10.1128/jvi.01423-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 12/21/2022] [Indexed: 01/25/2023] Open
Abstract
Concurrent infections with multiple pathogens are often described in cattle with respiratory illness. However, how the host-pathogen interactions influence the clinical outcome has been only partially explored in this species. Influenza D virus (IDV) was discovered in 2011. Since then, IDV has been detected worldwide in different hosts. A significant association between IDV and bacterial pathogens in sick cattle was shown in epidemiological studies, especially with Mycoplasma bovis. In an experimental challenge, IDV aggravated M. bovis-induced pneumonia. However, the mechanisms through which IDV drives an increased susceptibility to bacterial superinfections remain unknown. Here, we used the organotypic lung model precision-cut lung slices to study the interplay between IDV and M. bovis coinfection. Our results show that a primary IDV infection promotes M. bovis superinfection by increasing the bacterial replication and the ultrastructural damages in lung pneumocytes. In our model, IDV impaired the innate immune response triggered by M. bovis by decreasing the expression of several proinflammatory cytokines and chemokines that are important for immune cell recruitment and the bacterial clearance. Stimulations with agonists of cytosolic helicases and Toll-like receptors (TLRs) revealed that a primary activation of RIG-I/MDA5 desensitizes the TLR2 activation, similar to what was observed with IDV infection. The cross talk between these two pattern recognition receptors leads to a nonadditive response, which alters the TLR2-mediated cascade that controls the bacterial infection. These results highlight innate immune mechanisms that were not described for cattle so far and improve our understanding of the bovine host-microbe interactions and IDV pathogenesis. IMPORTANCE Since the spread of the respiratory influenza D virus (IDV) infection to the cattle population, the question about the impact of this virus on bovine respiratory disease (BRD) remains still unanswered. Animals affected by BRD are often coinfected with multiple pathogens, especially viruses and bacteria. In particular, viruses are suspected to enhance secondary bacterial superinfections. Here, we use an ex vivo model of lung tissue to study the effects of IDV infection on bacterial superinfections. Our results show that IDV increases the susceptibility to the respiratory pathogen Mycoplasma bovis. In particular, IDV seems to activate immune pathways that inhibit the innate immune response against the bacteria. This may allow M. bovis to increase its proliferation and to delay its clearance from lung tissue. These results suggest that IDV could have a negative impact on the respiratory pathology of cattle.
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Affiliation(s)
- Maria Gaudino
- IHAP, Université de Toulouse, INRAE, ENVT, Toulouse, France
| | - Adrien Lion
- IHAP, Université de Toulouse, INRAE, ENVT, Toulouse, France
| | - Eveline Sagné
- IHAP, Université de Toulouse, INRAE, ENVT, Toulouse, France
| | | | - Justine Oliva
- Centre International de Recherche en Infectiologie – U1111 (Equipe VirPath) – Institut National de la Santé et de la Recherche Médicale, Ecole Normale Supérieure, Lyon, France
- Centre National de la Recherche Scientifique – UMR5308, Lyon, France
| | - Olivier Terrier
- Centre International de Recherche en Infectiologie – U1111 (Equipe VirPath) – Institut National de la Santé et de la Recherche Médicale, Ecole Normale Supérieure, Lyon, France
- Centre National de la Recherche Scientifique – UMR5308, Lyon, France
| | | | - Anaëlle Scribe
- IHAP, Université de Toulouse, INRAE, ENVT, Toulouse, France
| | | | - Elisa Simon
- IHAP, Université de Toulouse, INRAE, ENVT, Toulouse, France
| | | | | | - Julie Lion
- IHAP, Université de Toulouse, INRAE, ENVT, Toulouse, France
| | - Ana Moreno
- Istituto Zooprofilattico Sperimentale della Lombardia e dell’Emilia Romagna “Bruno Ubertini,” Brescia, Italy
| | | | | | - Romain Volmer
- IHAP, Université de Toulouse, INRAE, ENVT, Toulouse, France
| | | | - Gilles Meyer
- IHAP, Université de Toulouse, INRAE, ENVT, Toulouse, France
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Wang Y, Singer R, Liu X, Inman SJ, Cao Q, Zhou Q, Noble A, Li L, Arizpe Tafoya AV, Babi M, Ask K, Kolb MR, Ramsay S, Geng F, Zhang B, Shargall Y, Moran-Mirabal JM, Dabaghi M, Hirota JA. The CaT stretcher: An open-source system for delivering uniaxial strain to cells and tissues (CaT). Front Bioeng Biotechnol 2022; 10:959335. [DOI: 10.3389/fbioe.2022.959335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Accepted: 09/29/2022] [Indexed: 11/13/2022] Open
Abstract
Integration of mechanical cues in conventional 2D or 3D cell culture platforms is an important consideration for in vivo and ex vivo models of lung health and disease. Available commercial and published custom-made devices are frequently limited in breadth of applications, scalability, and customization. Herein we present a technical report on an open-source, cell and tissue (CaT) stretcher, with modularity for different in vitro and ex vivo systems, that includes the following features: 1) Programmability for modeling different breathing patterns, 2) scalability to support low to high-throughput experimentation, and 3) modularity for submerged cell culture, organ-on-chips, hydrogels, and live tissues. The strategy for connecting the experimental cell or tissue samples to the stretching device were designed to ensure that traditional biomedical outcome measurements including, but not limited to microscopy, soluble mediator measurement, and gene and protein expression remained possible. Lastly, to increase the uptake of the device within the community, the system was built with economically feasible and available components. To accommodate diverse in vitro and ex vivo model systems we developed a variety of chips made of compliant polydimethylsiloxane (PDMS) and optimized coating strategies to increase cell adherence and viability during stretch. The CaT stretcher was validated for studying mechanotransduction pathways in lung cells and tissues, with an increase in alpha smooth muscle actin protein following stretch for 24 h observed in independent submerged monolayer, 3D hydrogel, and live lung tissue experiments. We anticipate that the open-source CaT stretcher design will increase accessibility to studies of the dynamic lung microenvironment through direct implementation by other research groups or custom iterations on our designs.
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Wang J, Zhao Y, Zhang X, Tu W, Wan R, Shen Y, Zhang Y, Trivedi R, Gao P. Type II alveolar epithelial cell aryl hydrocarbon receptor protects against allergic airway inflammation through controlling cell autophagy. Front Immunol 2022; 13:964575. [PMID: 35935956 PMCID: PMC9355649 DOI: 10.3389/fimmu.2022.964575] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 06/28/2022] [Indexed: 02/01/2023] Open
Abstract
Rationale Aryl hydrocarbon receptor (AhR), a ligand-activated transcription factor, has been considered as an important regulator for immune diseases. We have previously shown that AhR protects against allergic airway inflammation. The underlying mechanism, however, remains undetermined. Objectives We sought to determine whether AhR specifically in type II alveolar epithelial cells (AT2) modulates allergic airway inflammation and its underlying mechanisms. Methods The role of AhR in AT2 cells in airway inflammation was investigated in a mouse model of asthma with AhR conditional knockout mice in AT2 cells (Sftpc-Cre;AhRf/f ). The effect of AhR on allergen-induced autophagy was examined by both in vivo and in vitro analyses. The involvement of autophagy in airway inflammation was analyzed by using autophagy inhibitor chloroquine. The AhR-regulated gene profiling in AT2 cells was also investigated by RNA sequencing (RNA-seq) analysis. Results Sftpc-Cre;AhRf/f mice showed exacerbation of allergen-induced airway hyperresponsiveness and airway inflammation with elevated Th2 cytokines in bronchoalveolar lavage fluid (BALF). Notably, an increased allergen-induced autophagy was observed in the lung tissues of Sftpc-Cre;AhRf/f mice when compared with wild-type mice. Further analyses suggested a functional axis of AhR-TGF-β1 that is critical in driving allergic airway inflammation through regulating allergen-induced cellular autophagy. Furthermore, inhibition of autophagy with autophagy inhibitor chloroquine significantly suppressed cockroach allergen-induced airway inflammation, Th2 cytokines in BALFs, and expression of autophagy-related genes LC3 and Atg5 in the lung tissues. In addition, RNA-seq analysis suggests that autophagy is one of the major pathways and that CALCOCO2/NDP52 and S1009 are major autophagy-associated genes in AT2 cells that may contribute to the AhR-mediated cockroach allergen-induced airway inflammation and, subsequently, allergic asthma. Conclusion These results suggest that AhR in AT2 cells functions as a protective mechanism against allergic airway inflammation through controlling cell autophagy.
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Affiliation(s)
- Ji Wang
- Division of Allergy and Clinical Immunology, Johns Hopkins School of Medicine, Baltimore, MD, United States,Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, China,Laboratory of Pulmonary Immunology and Inflammation, Frontiers Science Center for Disease-related Molecular Network, Sichuan University, Chengdu, China
| | - Yilin Zhao
- Division of Allergy and Clinical Immunology, Johns Hopkins School of Medicine, Baltimore, MD, United States,Department of Respiratory Medicine, Xijing Hospital, The Fourth Military Medical University, Xi’an, China
| | - Xin Zhang
- Division of Allergy and Clinical Immunology, Johns Hopkins School of Medicine, Baltimore, MD, United States,Department of Integrated Traditional Chinese and Western Medicine, West China Hospital, Sichuan University, Chengdu, China
| | - Wei Tu
- Division of Allergy and Clinical Immunology, Johns Hopkins School of Medicine, Baltimore, MD, United States,Department of Respirology and Allergy, Third Affiliated Hospital of Shenzhen University, Shenzhen, China
| | - Rongjun Wan
- Division of Allergy and Clinical Immunology, Johns Hopkins School of Medicine, Baltimore, MD, United States,Department of Respiratory Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Yingchun Shen
- Division of Allergy and Clinical Immunology, Johns Hopkins School of Medicine, Baltimore, MD, United States
| | - Yan Zhang
- Division of Allergy and Clinical Immunology, Johns Hopkins School of Medicine, Baltimore, MD, United States,Department of Respiratory Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Ruchik Trivedi
- Division of Allergy and Clinical Immunology, Johns Hopkins School of Medicine, Baltimore, MD, United States
| | - Peisong Gao
- Division of Allergy and Clinical Immunology, Johns Hopkins School of Medicine, Baltimore, MD, United States,*Correspondence: Peisong Gao,
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Vazquez-Armendariz AI, Barroso MM, El Agha E, Herold S. 3D In Vitro Models: Novel Insights into Idiopathic Pulmonary Fibrosis Pathophysiology and Drug Screening. Cells 2022; 11:1526. [PMID: 35563831 PMCID: PMC9099957 DOI: 10.3390/cells11091526] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 04/29/2022] [Accepted: 04/30/2022] [Indexed: 12/31/2022] Open
Abstract
Idiopathic pulmonary fibrosis (IPF) is a progressive and often lethal interstitial lung disease of unknown aetiology. IPF is characterised by myofibroblast activation, tissue stiffening, and alveolar epithelium injury. As current IPF treatments fail to halt disease progression or induce regeneration, there is a pressing need for the development of novel therapeutic targets. In this regard, tri-dimensional (3D) models have rapidly emerged as powerful platforms for disease modelling, drug screening and discovery. In this review, we will touch on how 3D in vitro models such as hydrogels, precision-cut lung slices, and, more recently, lung organoids and lung-on-chip devices have been generated and/or modified to reveal distinct cellular and molecular signalling pathways activated during fibrotic processes. Markedly, we will address how these platforms could provide a better understanding of fibrosis pathophysiology and uncover effective treatment strategies for IPF patients.
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Affiliation(s)
- Ana Ivonne Vazquez-Armendariz
- Department of Medicine V, Internal Medicine, Infectious Diseases and Infection Control, Universities of Giessen and Marburg Lung Center (UGMLC), Cardio-Pulmonary Institute (CPI), Institute for Lung Health (ILH), Member of the German Center for Lung Research (DZL), Justus-Liebig University Giessen, 35392 Giessen, Hessen, Germany; (M.M.B.); (E.E.A.); (S.H.)
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Do DC, Zhang Y, Tu W, Hu X, Xiao X, Chen J, Hao H, Liu Z, Li J, Huang SK, Wan M, Gao P. Type II alveolar epithelial cell-specific loss of RhoA exacerbates allergic airway inflammation through SLC26A4. JCI Insight 2021; 6:e148147. [PMID: 34101619 PMCID: PMC8410088 DOI: 10.1172/jci.insight.148147] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2021] [Accepted: 06/03/2021] [Indexed: 12/25/2022] Open
Abstract
The small GTPase RhoA and its downstream effectors are critical regulators in the pathophysiological processes of asthma. The underlying mechanism, however, remains undetermined. Here, we generated an asthma mouse model with RhoA–conditional KO mice (Sftpc-cre;RhoAfl/fl) in type II alveolar epithelial cells (AT2) and demonstrated that AT2 cell–specific deletion of RhoA leads to exacerbation of allergen-induced airway hyperresponsiveness and airway inflammation with elevated Th2 cytokines in bronchoalveolar lavage fluid (BALF). Notably, Sftpc-cre;RhoAfl/fl mice showed a significant reduction in Tgf-β1 levels in BALF and lung tissues, and administration of recombinant Tgf-β1 to the mice rescued Tgf-β1 and alleviated the increased allergic airway inflammation observed in Sftpc-cre;RhoAfl/fl mice. Using RNA sequencing technology, we identified Slc26a4 (pendrin), a transmembrane anion exchange, as the most upregulated gene in RhoA-deficient AT2 cells. The upregulation of SLC26A4 was further confirmed in AT2 cells of asthmatic patients and mouse models and in human airway epithelial cells expressing dominant-negative RHOA (RHOA-N19). SLA26A4 was also elevated in serum from asthmatic patients and negatively associated with the percentage of forced expiratory volume in 1 second (FEV1%). Furthermore, SLC26A4 inhibition promoted epithelial TGF-β1 release and attenuated allergic airway inflammation. Our study reveals a RhoA/SLC26A4 axis in AT2 cells that functions as a protective mechanism against allergic airway inflammation.
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Affiliation(s)
- Danh C Do
- Division of Allergy and Clinical Immunology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Yan Zhang
- Division of Allergy and Clinical Immunology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.,Department of Respiratory Medicine, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Wei Tu
- Division of Allergy and Clinical Immunology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.,Department of Respirology & Allergy, Third Affiliated Hospital of Shenzhen University, Shenzhen, China
| | - Xinyue Hu
- Division of Allergy and Clinical Immunology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.,Department of Respiratory Medicine, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Xiaojun Xiao
- Institute of Allergy and Immunology, School of Medicine, Shenzhen University, Shenzhen, China
| | - Jingsi Chen
- Children's Hospital, Chongqing Medical University, Chongqing, China
| | - Haiping Hao
- JHMI Deep Sequencing and Microarray Core Facility, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Zhigang Liu
- Department of Respirology & Allergy, Third Affiliated Hospital of Shenzhen University, Shenzhen, China.,Institute of Allergy and Immunology, School of Medicine, Shenzhen University, Shenzhen, China
| | - Jing Li
- Department of Allergy and Clinical Immunology, Guangzhou Institute of Respiratory Health, State Key Laboratory of Respiratory Disease, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Shau-Ku Huang
- Division of Allergy and Clinical Immunology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.,National Institute of Environmental Health Sciences, National Health Research Institutes, Miaoli, Taiwan
| | - Mei Wan
- Department of Orthopaedic Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Peisong Gao
- Division of Allergy and Clinical Immunology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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