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Ji HL, Xi NMS, Mohan C, Yan X, Jain KG, Zang QS, Gahtan V, Zhao R. Biomarkers and molecular endotypes of sarcoidosis: lessons from omics and non-omics studies. Front Immunol 2024; 14:1342429. [PMID: 38250062 PMCID: PMC10797773 DOI: 10.3389/fimmu.2023.1342429] [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: 11/21/2023] [Accepted: 12/05/2023] [Indexed: 01/23/2024] Open
Abstract
Sarcoidosis is a chronic granulomatous disorder characterized by unknown etiology, undetermined mechanisms, and non-specific therapies except TNF blockade. To improve our understanding of the pathogenicity and to predict the outcomes of the disease, the identification of new biomarkers and molecular endotypes is sorely needed. In this study, we systematically evaluate the biomarkers identified through Omics and non-Omics approaches in sarcoidosis. Most of the currently documented biomarkers for sarcoidosis are mainly identified through conventional "one-for-all" non-Omics targeted studies. Although the application of machine learning algorithms to identify biomarkers and endotypes from unbiased comprehensive Omics studies is still in its infancy, a series of biomarkers, overwhelmingly for diagnosis to differentiate sarcoidosis from healthy controls have been reported. In view of the fact that current biomarker profiles in sarcoidosis are scarce, fragmented and mostly not validated, there is an urgent need to identify novel sarcoidosis biomarkers and molecular endotypes using more advanced Omics approaches to facilitate disease diagnosis and prognosis, resolve disease heterogeneity, and facilitate personalized medicine.
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Affiliation(s)
- Hong-Long Ji
- Burn and Shock Trauma Research Institute, Stritch School of Medicine, Loyola University Chicago Health Sciences Division, Maywood, IL, United States
- Department of Surgery, Stritch School of Medicine, Loyola University Chicago Health Sciences Division, Maywood, IL, United States
| | - Nan Mile S. Xi
- Department of Mathematics and Statistics at Loyola University Chicago, Chicago, IL, United States
| | - Chandra Mohan
- Biomedical Engineering & Medicine, University of Houston, Houston, TX, United States
| | - Xiting Yan
- Department of Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine Yale New Haven Hospital and Yale School of Medicine, New Haven, CT, United States
| | - Krishan G. Jain
- Burn and Shock Trauma Research Institute, Stritch School of Medicine, Loyola University Chicago Health Sciences Division, Maywood, IL, United States
- Department of Surgery, Stritch School of Medicine, Loyola University Chicago Health Sciences Division, Maywood, IL, United States
| | - Qun Sophia Zang
- Burn and Shock Trauma Research Institute, Stritch School of Medicine, Loyola University Chicago Health Sciences Division, Maywood, IL, United States
- Department of Surgery, Stritch School of Medicine, Loyola University Chicago Health Sciences Division, Maywood, IL, United States
| | - Vivian Gahtan
- Burn and Shock Trauma Research Institute, Stritch School of Medicine, Loyola University Chicago Health Sciences Division, Maywood, IL, United States
- Department of Surgery, Stritch School of Medicine, Loyola University Chicago Health Sciences Division, Maywood, IL, United States
| | - Runzhen Zhao
- Burn and Shock Trauma Research Institute, Stritch School of Medicine, Loyola University Chicago Health Sciences Division, Maywood, IL, United States
- Department of Surgery, Stritch School of Medicine, Loyola University Chicago Health Sciences Division, Maywood, IL, United States
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Liang H, Zhang L, Rong J. Potential roles of exosomes in the initiation and metastatic progression of lung cancer. Biomed Pharmacother 2023; 165:115222. [PMID: 37549459 DOI: 10.1016/j.biopha.2023.115222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 07/17/2023] [Accepted: 07/23/2023] [Indexed: 08/09/2023] Open
Abstract
Lung cancer (LC) incidence and mortality continue to increase annually worldwide. LC is insidious and readily metastasizes and relapses. Except for its early diagnosis and surgical resection, there is no effective cure for advanced metastatic LC, and the prognosis remains dismal. Exosomes, a class of nano-sized extracellular vesicles produced by healthy or diseased cells, are coated with a bilayer lipid membrane and contain various functional molecules such as proteins, lipids, and nucleic acids. They can be used for intracellular or intercellular signaling or the transportation of biological substances. A growing body of evidence supports that exosomes play multiple crucial roles in the occurrence and metastatic progression of many malignancies, including LC. The elucidation of the potential roles of exosomes in the initiation, invasion, and metastasis of LC and their underlying molecular mechanisms may contribute to improved early diagnosis and treatment.
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Affiliation(s)
- Hongyuan Liang
- Department of Radiology, Shengjing Hospital of China Medical University, No. 36 Sanhao Street, Shenyang 110004, PR China
| | - Lingyun Zhang
- Department of Medical Oncology, the First Hospital of China Medical University, No. 210 Baita Street, Hunnan District, Shenyang 110001, PR China.
| | - Jian Rong
- Department of Pediatrics, PICU, Shengjing Hospital of China Medical University, No. 36 Sanhao Street, Shenyang 110004, PR China.
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Magallon RE, Harmacek LD, Arger NK, Grewal P, Powers L, Werner BR, Barkes BQ, Li L, MacPhail K, Gillespie M, White EK, Collins SE, Brown T, Cardenas J, Chen ES, Maier LA, Leach SM, Hamzeh NY, Koth LL, O’Connor BP. Standardization of flow cytometry and cell sorting to enable a transcriptomic analysis in a multi-site sarcoidosis study. PLoS One 2023; 18:e0281210. [PMID: 36893197 PMCID: PMC9997938 DOI: 10.1371/journal.pone.0281210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 01/17/2023] [Indexed: 03/10/2023] Open
Abstract
The contribution and regulation of various CD4+ T cell lineages that occur with remitting vs progressive courses in sarcoidosis are poorly understood. We developed a multiparameter flow cytometry panel to sort these CD4+ T cell lineages followed by measurement of their functional potential using RNA-sequencing analysis at six-month intervals across multiple study sites. To obtain good quality RNA for sequencing, we relied on chemokine receptor expression to identify and sort lineages. To minimize gene expression changes induced by perturbations of T cells and avoid protein denaturation caused by freeze/thaw cycles, we optimized our protocols using freshly isolated samples at each study site. To accomplish this study, we had to overcome significant standardization challenges across multiple sites. Here, we detail standardization considerations for cell processing, flow staining, data acquisition, sorting parameters, and RNA quality control analysis that were performed as part of the NIH-sponsored, multi-center study, BRonchoscopy at Initial sarcoidosis diagnosis Targeting longitudinal Endpoints (BRITE). After several rounds of iterative optimization, we identified the following aspects as critical for successful standardization: 1) alignment of PMT voltages across sites using CS&T/rainbow bead technology; 2) a single template created in the cytometer program that was used by all sites to gate cell populations during data acquisition and cell sorting; 3) use of standardized lyophilized flow cytometry staining cocktails to reduce technical error during processing; 4) development and implementation of a standardized Manual of Procedures. After standardization of cell sorting, we were able to determine the minimum number of sorted cells necessary for next generation sequencing through analysis of RNA quality and quantity from sorted T cell populations. Overall, we found that implementing a multi-parameter cell sorting with RNA-seq analysis clinical study across multiple study sites requires iteratively tested standardized procedures to ensure comparable and high-quality results.
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Affiliation(s)
- Roman E. Magallon
- Center for Genes, Environment, & Health, National Jewish Health, Denver, Colorado, United States of America
| | - Laura D. Harmacek
- Center for Genes, Environment, & Health, National Jewish Health, Denver, Colorado, United States of America
| | - Nicholas K. Arger
- Department of Medicine, University of California, San Francisco, San Francisco, California, United States of America
| | - Pineet Grewal
- Department of Medicine, University of California, San Francisco, San Francisco, California, United States of America
| | - Linda Powers
- Department of Medicine, University of Iowa, Iowa City, Iowa, United States of America
| | - Brenda R. Werner
- Department of Medicine, University of Iowa, Iowa City, Iowa, United States of America
| | - Briana Q. Barkes
- Division of Environmental and Occupational Health Sciences, National Jewish Health, Denver, Colorado, United States of America
| | - Li Li
- Division of Environmental and Occupational Health Sciences, National Jewish Health, Denver, Colorado, United States of America
| | - Kristyn MacPhail
- Division of Environmental and Occupational Health Sciences, National Jewish Health, Denver, Colorado, United States of America
| | - May Gillespie
- Division of Environmental and Occupational Health Sciences, National Jewish Health, Denver, Colorado, United States of America
| | - Elizabeth K. White
- Department of Immunology and Genomic Medicine, National Jewish Health, Denver, Colorado, United States of America
| | - Sarah E. Collins
- Division of Pulmonary and Critical Care Medicine, Baltimore, Maryland, United States of America
| | - Talyor Brown
- Division of Pulmonary and Critical Care Medicine, Baltimore, Maryland, United States of America
| | - Jessica Cardenas
- Department of Medicine, University of California, San Francisco, San Francisco, California, United States of America
| | - Edward S. Chen
- Division of Pulmonary and Critical Care Medicine, Baltimore, Maryland, United States of America
| | - Lisa A. Maier
- Division of Environmental and Occupational Health Sciences, National Jewish Health, Denver, Colorado, United States of America
| | - Sonia M. Leach
- Center for Genes, Environment, & Health, National Jewish Health, Denver, Colorado, United States of America
| | - Nabeel Y. Hamzeh
- Department of Medicine, University of Iowa, Iowa City, Iowa, United States of America
| | - Laura L. Koth
- Department of Medicine, University of California, San Francisco, San Francisco, California, United States of America
| | - Brian P. O’Connor
- Center for Genes, Environment, & Health, National Jewish Health, Denver, Colorado, United States of America
- * E-mail: O’
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Misra DP, Agarwal V. Th17.1 lymphocytes: emerging players in the orchestra of immune-mediated inflammatory diseases. Clin Rheumatol 2022; 41:2297-2308. [PMID: 35546376 DOI: 10.1007/s10067-022-06202-2] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Revised: 05/01/2022] [Accepted: 05/03/2022] [Indexed: 11/25/2022]
Abstract
It is now well established that Th17 lymphocytes associate with myriad immune-mediated inflammatory diseases. Over the past one and a half decades, a subset of Th17 lymphocytes viz. Th17.1 lymphocytes has been identified in pre-clinical and clinical models of inflammatory rheumatic diseases. These lymphocytes secrete IL-17A (signature cytokine of Th17 lymphocytes) as well as IFN-γ (the signature cytokine of Th1 lymphocytes). They express the chemokine markers for Th1 (CXCR3) as well as Th17 (CCR6) lymphocytes. Th17.1 lymphocytes also express the drug efflux protein p-glycoprotein, which associates with resistance to corticosteroids and other immunosuppressive drugs. This narrative review overviews the evidence regarding Th17.1 lymphocytes in different inflammatory rheumatic diseases. It is now recognized that Th17.1 lymphocytes are increased in the synovial fluid of affected joints in rheumatoid arthritis (RA) and associate with poor treatment response to abatacept. Th17.1 lymphocytes from synovial fluid of RA are less responsive to immunosuppression than those from the peripheral blood. In sarcoidosis, Th17.1 lymphocytes are concentrated in mediastinal lymph nodes and alveolar lining. Such Th17.1 lymphocytes in sarcoidosis are the predominant source of IFN-γ in the sarcoid lung. Th17.1 lymphocytes are elevated in lupus and Takayasu arteritis and associate with disease activity. Future studies should evaluate isolated Th17.1 lymphocytes from peripheral blood or sites of pathology such as synovial fluid and assess their modulation with immunosuppressive therapy in vitro. The analysis of gene expression signature of isolated Th17.1 lymphocytes might enable the identification of newer therapeutic strategies specifically targeting these cell populations in inflammatory rheumatic diseases. Key Points • Th17.1 lymphocytes are a subset of Th17 lymphocytes secreting both IFN-γ and IL-17 • Th17.1 lymphocytes drive neutrophilic inflammation, granuloma formation, and corticosteroid resistance • Th17.1 lymphocytes are elevated in rheumatoid arthritis and sarcoidosis at sites of inflammation • Increased circulating Th17.1 lymphocytes have been identified in lupus and Takayasu arteritis and associate with active disease.
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Affiliation(s)
- Durga Prasanna Misra
- Department of Clinical Immunology and Rheumatology, Sanjay Gandhi Postgraduate Institute of Medical Sciences (SGPGIMS), Lucknow-226014, India.
| | - Vikas Agarwal
- Department of Clinical Immunology and Rheumatology, Sanjay Gandhi Postgraduate Institute of Medical Sciences (SGPGIMS), Lucknow-226014, India
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