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Peters JM, Irvine EB, Makatsa MS, Rosenberg JM, Wadsworth MH, Hughes TK, Sutton MS, Nyquist SK, Bromley JD, Mondal R, Roederer M, Seder RA, Darrah PA, Alter G, Seshadri C, Flynn JL, Shalek AK, Fortune SM, Bryson BD. High-dose intravenous BCG vaccination induces enhanced immune signaling in the airways. SCIENCE ADVANCES 2025; 11:eadq8229. [PMID: 39742484 DOI: 10.1126/sciadv.adq8229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2024] [Accepted: 11/20/2024] [Indexed: 01/03/2025]
Abstract
Intradermal Bacillus Calmette-Guérin (BCG) is the most widely administered vaccine, but it does not sufficiently protect adults against pulmonary tuberculosis. Recent studies in nonhuman primates show that intravenous BCG administration offers superior protection against Mycobacterium tuberculosis (Mtb). We used single-cell analysis of bronchoalveolar lavage cells from rhesus macaques vaccinated via different routes and doses of BCG to identify alterations in the immune ecosystem in the airway following vaccination. Our findings reveal that high-dose intravenous BCG induces an influx of polyfunctional T cells and macrophages in the airways, with alveolar macrophages from high-dose intravenous BCG displaying a basal activation state in the absence of purified protein derivative stimulation, defined in part by interferon signaling. Enhanced intercellular immune signaling and stronger T helper 1-T helper 17 transcriptional responses were observed following purified protein derivative stimulation. These results suggest that high-dose intravenous BCG vaccination creates a specialized immune environment that primes airway cells for effective Mtb clearance.
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Affiliation(s)
- Joshua M Peters
- Department of Biological Engineering, MIT, Cambridge, MA, USA
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Edward B Irvine
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Mohau S Makatsa
- Department of Medicine, University of Washington School of Medicine, Seattle, WA, USA
| | - Jacob M Rosenberg
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Division of Infectious Diseases, MGH, Boston, MA, USA
| | - Marc H Wadsworth
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Medical Engineering & Science, Department of Chemistry, and Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
| | - Travis K Hughes
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Medical Engineering & Science, Department of Chemistry, and Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
| | | | - Sarah K Nyquist
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Medical Engineering & Science, Department of Chemistry, and Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
| | - Joshua D Bromley
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Medical Engineering & Science, Department of Chemistry, and Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
| | - Rajib Mondal
- Research Laboratory of Electronics, Harvard-MIT Program in Health Sciences and Technology, Cambridge, MA, USA
| | | | | | | | - Galit Alter
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
| | - Chetan Seshadri
- Department of Medicine, University of Washington School of Medicine, Seattle, WA, USA
| | - JoAnne L Flynn
- Department of Microbiology and Molecular Genetics and Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Alex K Shalek
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Medical Engineering & Science, Department of Chemistry, and Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
| | - Sarah M Fortune
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Bryan D Bryson
- Department of Biological Engineering, MIT, Cambridge, MA, USA
- Ragon Institute of MGH, Harvard, and MIT, Cambridge, MA, USA
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2
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Mi Z, Wang Z, Wang Y, Xue X, Liao X, Wang C, Sun L, Lin Y, Wang J, Guo D, Liu T, Liu J, Modlin RL, Liu H, Zhang F. Cellular and molecular determinants of bacterial burden in leprosy granulomas revealed by single-cell multimodal omics. EBioMedicine 2024; 108:105342. [PMID: 39321499 PMCID: PMC11462173 DOI: 10.1016/j.ebiom.2024.105342] [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: 05/09/2024] [Revised: 08/23/2024] [Accepted: 09/01/2024] [Indexed: 09/27/2024] Open
Abstract
BACKGROUND Which cell populations that determine the fate of bacteria in infectious granulomas remain unclear. Leprosy, a granulomatous disease with a strong genetic predisposition, caused by Mycobacterium leprae infection, exhibits distinct sub-types with varying bacterial load and is considered an outstanding disease model for studying host-pathogen interactions. METHODS We performed single-cell RNA and immune repertoire sequencing on 11 healthy controls and 20 patients with leprosy, and integrated single-cell data with genome-wide genetic data on leprosy. Multiplex immunohistochemistry, and in vitro and in vivo infection experiments were conducted to confirm the multimodal omics findings. FINDINGS Lepromatous leprosy (L-LEP) granulomas with high bacterial burden were characterised by exhausted CD8+ T cells, and high RGS1 expression in CD8+ T cells was associated with L-LEP. By contrast, tuberculoid leprosy (T-LEP) granulomas with low bacterial burden displayed enrichment in resident memory IFNG+ CD8+ T cells (CD8+ Trm) with high GNLY expression. This enrichment was potentially attributable to the communication between IL1B macrophages and CD8+ Trm via CXCL10-CXCR3 signalling. Additionally, IL1B macrophages in L-LEP exhibited anti-inflammatory phenotype, with high APOE expression contributing to high bacterial burden. Conversely, IL1B macrophages in T-LEP were distinguished by interferon-γ induced GBP family genes. INTERPRETATION The state of IL1B macrophages and functional CD8+ T cells, as well as the relationship between them, is crucial for controlling bacterial persistence within granulomas. These insights may indicate potential targets for host-directed immunotherapy in granulomatous diseases caused by mycobacteria and other intracellular bacteria. FUNDING The Key research and development program of Shandong Province (2021LCZX07), Natural Science Foundation of Shandong Province (ZR2023MH046), Youth Science Foundation Cultivation Funding Plan of Shandong First Medical University (Shandong Academy of Medical Sciences) (202201-123), National Natural Science Foundation of China (82471800, 82230107, 82273545, 82304039), the China Postdoctoral Science Foundation (2023M742162), Shandong Province Taishan Scholar Project (tspd20230608), Joint Innovation Team for Clinical & Basic Research (202410), Central guidance for local scientific and technological development projects of Shandong Province (YDZX2023058).
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Affiliation(s)
- Zihao Mi
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Zhenzhen Wang
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Yi Wang
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Xiaotong Xue
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Xiaojie Liao
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Chuan Wang
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Lele Sun
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Yingjie Lin
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Jianwen Wang
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Dianhao Guo
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Tingting Liu
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China
| | - Jianjun Liu
- Laboratory of Human Genomics, Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A∗STAR), Singapore, Republic of Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Republic of Singapore
| | - Robert L Modlin
- Division of Dermatology, Department of Medicine, University of California Los Angeles, Los Angeles, CA, USA; Department of Microbiology, Immunology and Molecular Genetics, University of California Los Angeles, Los Angeles, CA, USA.
| | - Hong Liu
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China.
| | - Furen Zhang
- Hospital for Skin Diseases, Shandong First Medical University, Shandong, China; Shandong Provincial Institute of Dermatology and Venereology, Shandong Academy of Medical Sciences, Shandong, China.
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Cho I, Ji AL. Type 1 innate lymphoid cells: a biomarker and therapeutic candidate in sarcoidosis. J Clin Invest 2024; 134:e183708. [PMID: 39225095 PMCID: PMC11364376 DOI: 10.1172/jci183708] [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] [Indexed: 09/04/2024] Open
Abstract
Sarcoidosis is an inflammatory disease characterized by immune cell-rich granulomas that form in multiple organs. In this issue of the JCI, Sati and colleagues used scRNA-seq and spatial transcriptomics of skin samples from patients with sarcoidosis and non-sarcoidosis granulomatous disease to identify upregulation of a stromal-immune CXCL12/CXCR4 axis and accumulation of type 1 innate lymphoid cells (ILC1s) in sarcoidosis. The accumulation of ILC1s in skin and blood was specific to patients with sarcoidosis and not observed in other granulomatous diseases. The authors used a mouse model of lung granuloma to show that ILCs contribute to granuloma formation and that blockade of CXCR4 reduced the formation of granulomas, providing a proof of concept that sarcoidosis may be treated by CXCR4 blockade to prevent the progression of disease in patients. These results suggest ILC1s could serve as a diagnostic biomarker in sarcoidosis and a potential therapeutic target.
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Affiliation(s)
- Inchul Cho
- Department of Dermatology
- Black Family Stem Cell Institute
| | - Andrew L. Ji
- Department of Dermatology
- Black Family Stem Cell Institute
- Department of Oncological Sciences
- Department of Cell, Developmental and Regenerative Biology, and
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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4
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Church EC, Bishop E, Fiore-Gartland A, Yu KKQ, Chang M, Jones RM, Brache JK, Ballweber Fleming L, Phan JM, Makatsa MS, Heptinstall J, Chiong K, Dintwe O, Naidoo A, Voillet V, Mayer-Blackwell K, Nwanne G, Andersen-Nissen E, Vary JC, Tomaras GD, McElrath MJ, Sherman DR, Murphy SC, Kublin JG, Seshadri C. Probing Dermal Immunity to Mycobacteria through a Controlled Human Infection Model. Immunohorizons 2024; 8:695-711. [PMID: 39283647 PMCID: PMC11447685 DOI: 10.4049/immunohorizons.2400053] [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: 08/13/2024] [Accepted: 08/13/2024] [Indexed: 09/22/2024] Open
Abstract
Cutaneous mycobacterial infections cause substantial morbidity and are challenging to diagnose and treat. An improved understanding of the dermal immune response to mycobacteria may inspire new therapeutic approaches. We conducted a controlled human infection study with 10 participants who received 2 × 106 CFUs of Mycobacterium bovis bacillus Calmette-Guérin (Tice strain) intradermally and were randomized to receive isoniazid or no treatment. Peripheral blood was collected at multiple time points for flow cytometry, bulk RNA sequencing (RNA-seq), and serum Ab assessments. Systemic immune responses were detected as early as 8 d postchallenge in this M. bovis bacillus Calmette-Guérin-naive population. Injection-site skin biopsies were performed at days 3 and 15 postchallenge and underwent immune profiling using mass cytometry and single-cell RNA-seq, as well as quantitative assessments of bacterial viability and burden. Molecular viability testing and standard culture results correlated well, although no differences were observed between treatment arms. Single-cell RNA-seq revealed various immune and nonimmune cell types in the skin, and communication between them was inferred by ligand-receptor gene expression. Day 3 communication was predominantly directed toward monocytes from keratinocyte, muscle, epithelial, and endothelial cells, largely via the migration inhibitory factor pathway and HLA-E-KLRK1 interaction. At day 15, communication was more balanced between cell types. These data reveal the potential role of nonimmune cells in the dermal immune response to mycobacteria and the utility of human challenge studies to augment our understanding of mycobacterial infections.
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Affiliation(s)
- E Chandler Church
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA
- Department of Medicine, University of Washington School of Medicine, Seattle, WA
- Seattle-King County Public Health, Seattle, WA
| | - Emma Bishop
- Department of Medicine, University of Washington School of Medicine, Seattle, WA
| | | | - Krystle K Q Yu
- Department of Medicine, University of Washington School of Medicine, Seattle, WA
| | - Ming Chang
- Department of Laboratory Medicine and Pathology, University of Washington School of Medicine, Seattle, WA
| | - Richard M Jones
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA
| | - Justin K Brache
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA
| | | | - Jolie M Phan
- Department of Medicine, University of Washington School of Medicine, Seattle, WA
| | - Mohau S Makatsa
- Department of Medicine, University of Washington School of Medicine, Seattle, WA
| | - Jack Heptinstall
- Duke Center for Human Systems Immunology, Duke University, Durham, NC
| | - Kelvin Chiong
- Duke Center for Human Systems Immunology, Duke University, Durham, NC
| | - One Dintwe
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA
- Cape Town HVTN Immunology Laboratory, Hutchinson Centre Research Institute of South Africa, Cape Town, South Africa
| | - Anneta Naidoo
- Cape Town HVTN Immunology Laboratory, Hutchinson Centre Research Institute of South Africa, Cape Town, South Africa
| | - Valentin Voillet
- Cape Town HVTN Immunology Laboratory, Hutchinson Centre Research Institute of South Africa, Cape Town, South Africa
| | | | - Gift Nwanne
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA
| | - Erica Andersen-Nissen
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA
- Cape Town HVTN Immunology Laboratory, Hutchinson Centre Research Institute of South Africa, Cape Town, South Africa
| | - Jay C Vary
- Department of Dermatology, University of Washington School of Medicine, Seattle, WA
| | - Georgia D Tomaras
- Duke Center for Human Systems Immunology, Duke University, Durham, NC
| | - M Juliana McElrath
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA
- Department of Medicine, University of Washington School of Medicine, Seattle, WA
| | - David R Sherman
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA
| | - Sean C Murphy
- Department of Laboratory Medicine and Pathology, University of Washington School of Medicine, Seattle, WA
| | - James G Kublin
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA
| | - Chetan Seshadri
- Department of Medicine, University of Washington School of Medicine, Seattle, WA
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Hwang AS, Kechter JA, Li X, Hughes A, Severson KJ, Boudreaux B, Bhullar P, Nassir S, Yousif M, Zhang N, Butterfield RJ, Nelson S, Xing X, Tsoi LC, Zunich S, Sekulic A, Pittelkow M, Gudjonsson JE, Mangold A. Topical Ruxolitinib in the Treatment of Necrobiosis Lipoidica: A Prospective, Open-Label Study. J Invest Dermatol 2024; 144:1994-2001.e4. [PMID: 38417541 DOI: 10.1016/j.jid.2023.11.027] [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: 10/10/2023] [Revised: 11/28/2023] [Accepted: 11/29/2023] [Indexed: 03/01/2024]
Abstract
Necrobiosis lipoidica (NL) is a rare granulomatous disease. There are few effective treatments for NL. We sought to investigate the efficacy and safety of the Jak1/2 inhibitor, ruxolitnib, in the treatment of NL and identify the biomarkers associated with the disease and treatment response. We conducted an open-label, phase 2 study of ruxolitinib in 12 patients with NL. We performed transcriptomic analysis of tissue samples before and after treatment. At week 12, the mean NL lesion score decreased by 58.2% (SD = 28.7%, P = .003). Transcriptomic analysis demonstrated enrichment of type I and type II IFN pathways in baseline disease. Weighted gene coexpression network analysis demonstrated post-treatment changes in IFN pathways with key hub genes IFNG and signal transducer and activator of transcription 1 gene STAT1. Limitations include small sample size and a study group limited to patients with <10% body surface area. In conclusion, ruxolitinib is an effective treatment for NL and targets the key pathogenic mediators of the disease.
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Affiliation(s)
- Angelina S Hwang
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | - Jacob A Kechter
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | - Xing Li
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota, USA
| | - Alysia Hughes
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | - Kevin J Severson
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | - Blake Boudreaux
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | - Puneet Bhullar
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | - Shams Nassir
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | - Miranda Yousif
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | - Nan Zhang
- Department of Quantitative Health Sciences, Mayo Clinic, Scottsdale, Arizona, USA
| | | | - Steven Nelson
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | - Xianying Xing
- Department of Dermatology, University of Michigan, Ann Arbor, Michigan, USA
| | - Lam C Tsoi
- Department of Dermatology, University of Michigan, Ann Arbor, Michigan, USA
| | - Samantha Zunich
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | | | - Mark Pittelkow
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA
| | | | - Aaron Mangold
- Department of Dermatology, Mayo Clinic, Scottsdale, Arizona, USA.
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6
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Liu T, Esencan D, Salgado CM, Zhao C, Lai YJ, Hutchins T, Sanyal A, Chen W, Torok KS. Spatial Transcriptomics Identifies Cellular and Molecular Characteristics of Scleroderma Skin Lesions: Pilot Study in Juvenile Scleroderma. Int J Mol Sci 2024; 25:9182. [PMID: 39273131 PMCID: PMC11395166 DOI: 10.3390/ijms25179182] [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: 07/12/2024] [Revised: 08/11/2024] [Accepted: 08/13/2024] [Indexed: 09/15/2024] Open
Abstract
Juvenile localized and systemic scleroderma are rare autoimmune diseases which cause significant disability and morbidity in children. The mechanisms driving juvenile scleroderma remain unclear, necessitating further cellular and molecular level studies. The Visium CytAssist spatial transcriptomics (ST) platform, which preserves the spatial location of cells and simultaneously sequences the whole transcriptome, was employed to profile the histopathological slides from skin lesions of juvenile scleroderma patients. (1) Spatial domains were identified from ST data and exhibited strong concordance with the pathologist's annotations of anatomical structures. (2) The integration of paired ST data and single-cell RNA sequencing (scRNA-seq) from the same patients validated the comparable accuracy of the two platforms and facilitated the estimation of cell type composition in ST data. (3) The pathologist-annotated immune infiltrates, such as perivascular immune infiltrates, were clearly delineated by the ST analysis, underscoring the biological relevance of the findings. This is the first study utilizing spatial transcriptomics to investigate skin lesions in juvenile scleroderma patients. The validity of the ST data was corroborated by gene expression analyses and the pathologist's assessments. Integration with scRNA-seq data facilitated the cell type-level analysis and validation. Analyses of immune infiltrates through combined ST data and pathological review enhances our understanding of the pathogenesis of juvenile scleroderma.
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Affiliation(s)
- Tianhao Liu
- Department of Pediatrics, University of Pittsburgh School of Medicine, UPMC Children's Hospital of Pittsburgh, 4401 Penn Ave., Pittsburgh, PA 15224, USA
- School of Medicine, Tsinghua University, Beijing 100084, China
| | - Deren Esencan
- Department of Pediatrics, University of Pittsburgh School of Medicine, UPMC Children's Hospital of Pittsburgh, 4401 Penn Ave., Pittsburgh, PA 15224, USA
- UPMC Scleroderma Center, University of Pittsburgh, Pittsburgh, PA 15224, USA
| | - Claudia M Salgado
- Department of Pediatrics, University of Pittsburgh School of Medicine, UPMC Children's Hospital of Pittsburgh, 4401 Penn Ave., Pittsburgh, PA 15224, USA
- UMMG Department of Pathology, Miller School of Medicine, Medical Campus, University of Miami, 1550 NW 10th Ave. #118, Miami, FL 33136, USA
| | - Chongyue Zhao
- Department of Pediatrics, University of Pittsburgh School of Medicine, UPMC Children's Hospital of Pittsburgh, 4401 Penn Ave., Pittsburgh, PA 15224, USA
| | - Ying-Ju Lai
- Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA 15224, USA
| | - Theresa Hutchins
- Department of Pediatrics, University of Pittsburgh School of Medicine, UPMC Children's Hospital of Pittsburgh, 4401 Penn Ave., Pittsburgh, PA 15224, USA
- UPMC Scleroderma Center, University of Pittsburgh, Pittsburgh, PA 15224, USA
| | - Anwesha Sanyal
- Department of Pediatrics, University of Pittsburgh School of Medicine, UPMC Children's Hospital of Pittsburgh, 4401 Penn Ave., Pittsburgh, PA 15224, USA
- UPMC Scleroderma Center, University of Pittsburgh, Pittsburgh, PA 15224, USA
| | - Wei Chen
- Department of Pediatrics, University of Pittsburgh School of Medicine, UPMC Children's Hospital of Pittsburgh, 4401 Penn Ave., Pittsburgh, PA 15224, USA
- Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA 15224, USA
| | - Kathryn S Torok
- Department of Pediatrics, University of Pittsburgh School of Medicine, UPMC Children's Hospital of Pittsburgh, 4401 Penn Ave., Pittsburgh, PA 15224, USA
- UPMC Scleroderma Center, University of Pittsburgh, Pittsburgh, PA 15224, USA
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7
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Kumaran G, Carroll L, Muirhead N, Bottomley MJ. How Can Spatial Transcriptomic Profiling Advance Our Understanding of Skin Diseases? J Invest Dermatol 2024:S0022-202X(24)01926-2. [PMID: 39177547 DOI: 10.1016/j.jid.2024.07.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Revised: 05/23/2024] [Accepted: 07/04/2024] [Indexed: 08/24/2024]
Abstract
Spatial transcriptomic (ST) profiling is the mapping of gene expression within cell populations with preservation of positional context and represents an exciting new approach to develop our understanding of local and regional influences upon skin biology in health and disease. With the ability to probe from a few hundred transcripts to the entire transcriptome, multiple ST approaches are now widely available. In this paper, we review the ST field and discuss its application to dermatology. Its potential to advance our understanding of skin biology in health and disease is highlighted through the illustrative examples of 3 research areas: cutaneous aging, tumorigenesis, and psoriasis.
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Affiliation(s)
- Girishkumar Kumaran
- Chinese Academy of Medical Sciences Oxford Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Liam Carroll
- Chinese Academy of Medical Sciences Oxford Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
| | | | - Matthew J Bottomley
- Chinese Academy of Medical Sciences Oxford Institute, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom.
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8
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Deng M, Odhiambo WO, Qin M, To TT, Brewer GM, Kheshvadjian AR, Cheng C, Agak GW. Analysis of intracellular communication reveals consistent gene changes associated with early-stage acne skin. Cell Commun Signal 2024; 22:400. [PMID: 39143467 PMCID: PMC11325718 DOI: 10.1186/s12964-024-01725-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Accepted: 06/23/2024] [Indexed: 08/16/2024] Open
Abstract
A comprehensive understanding of the intricate cellular and molecular changes governing the complex interactions between cells within acne lesions is currently lacking. Herein, we analyzed early papules from six subjects with active acne vulgaris, utilizing single-cell and high-resolution spatial RNA sequencing. We observed significant changes in signaling pathways across seven different cell types when comparing lesional skin samples (LSS) to healthy skin samples (HSS). Using CellChat, we constructed an atlas of signaling pathways for the HSS, identifying key signal distributions and cell-specific genes within individual clusters. Further, our comparative analysis revealed changes in 49 signaling pathways across all cell clusters in the LSS- 4 exhibited decreased activity, whereas 45 were upregulated, suggesting that acne significantly alters cellular dynamics. We identified ten molecules, including GRN, IL-13RA1 and SDC1 that were consistently altered in all donors. Subsequently, we focused on the function of GRN and IL-13RA1 in TREM2 macrophages and keratinocytes as these cells participate in inflammation and hyperkeratinization in the early stages of acne development. We evaluated their function in TREM2 macrophages and the HaCaT cell line. We found that GRN increased the expression of proinflammatory cytokines and chemokines, including IL-18, CCL5, and CXCL2 in TREM2 macrophages. Additionally, the activation of IL-13RA1 by IL-13 in HaCaT cells promoted the dysregulation of genes associated with hyperkeratinization, including KRT17, KRT16, and FLG. These findings suggest that modulating the GRN-SORT1 and IL-13-IL-13RA1 signaling pathways could be a promising approach for developing new acne treatments.
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Affiliation(s)
- Min Deng
- Division of Dermatology, David Geffen School of Medicine, University of California (UCLA), Los Angeles, CA, 90095, USA
| | - Woodvine O Odhiambo
- Division of Dermatology, David Geffen School of Medicine, University of California (UCLA), Los Angeles, CA, 90095, USA
| | - Min Qin
- Division of Dermatology, David Geffen School of Medicine, University of California (UCLA), Los Angeles, CA, 90095, USA
| | - Thao Tam To
- Division of Dermatology, David Geffen School of Medicine, University of California (UCLA), Los Angeles, CA, 90095, USA
| | - Gregory M Brewer
- Division of Dermatology, David Geffen School of Medicine, University of California (UCLA), Los Angeles, CA, 90095, USA
| | - Alexander R Kheshvadjian
- Division of Dermatology, David Geffen School of Medicine, University of California (UCLA), Los Angeles, CA, 90095, USA
| | - Carol Cheng
- Division of Dermatology, David Geffen School of Medicine, University of California (UCLA), Los Angeles, CA, 90095, USA
| | - George W Agak
- Division of Dermatology, David Geffen School of Medicine, University of California (UCLA), Los Angeles, CA, 90095, USA.
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9
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Deng M, Odhiambo WO, Qin M, To TT, Brewer GM, Kheshvadjian AR, Cheng C, Agak GW. Analysis of Intracellular Communication Reveals Consistent Gene Changes Associated with Early-Stage Acne Skin. RESEARCH SQUARE 2024:rs.3.rs-4402048. [PMID: 38854033 PMCID: PMC11160929 DOI: 10.21203/rs.3.rs-4402048/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2024]
Abstract
A comprehensive understanding of the intricate cellular and molecular changes governing the complex interactions between cells within acne lesions is currently lacking. Herein, we analyzed early papules from six subjects with active acne vulgaris, utilizing single-cell and high-resolution spatial RNA sequencing. We observed significant changes in signaling pathways across seven different cell types when comparing lesional skin samples (LSS) to healthy skin samples (HSS). Using CellChat, we constructed an atlas of signaling pathways for the HSS, identifying key signal distributions and cell-specific genes within individual clusters. Further, our comparative analysis revealed changes in 49 signaling pathways across all cell clusters in the LSS- 4 exhibited decreased activity, whereas 45 were upregulated, suggesting that acne significantly alters cellular dynamics. We identified ten molecules, including GRN, IL-13RA1 and SDC1 that were consistently altered in all donors. Subsequently, we focused on the function of GRN and IL-13RA1 in TREM2 macrophages and keratinocytes as these cells participate in inflammation and hyperkeratinization in the early stages of acne development. We evaluated their function in TREM2 macrophages and the HaCaT cell line. We found that GRN increased the expression of proinflammatory cytokines and chemokines, including IL-18, CCL5, and CXCL2 in TREM2 macrophages. Additionally, the activation of IL-13RA1 by IL-13 in HaCaT cells promoted the dysregulation of genes associated with hyperkeratinization, including KRT17, KRT16, and FLG. These findings suggest that modulating the GRN-SORT1 and IL-13-IL-13RA1 signaling pathways could be a promising approach for developing new acne treatments.
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Affiliation(s)
| | | | - Min Qin
- University of California (UCLA)
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10
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Wang Z, Liu T, Wang Z, Mi Z, Zhang Y, Wang C, Sun L, Ma S, Xue X, Liu H, Zhang F. CYBB-Mediated Ferroptosis Associated with Immunosuppression in Mycobacterium leprae-Infected Monocyte-Derived Macrophages. J Invest Dermatol 2024; 144:874-887.e2. [PMID: 37925067 DOI: 10.1016/j.jid.2023.10.012] [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: 07/24/2023] [Revised: 10/10/2023] [Accepted: 10/12/2023] [Indexed: 11/06/2023]
Abstract
Mycobacterium leprae-infected macrophages preferentially exhibit the regulatory M2 phenotype in vitro, which helps the immune escape unabated growth of M leprae in host cells. The mechanism that triggers macrophage polarization is still unknown. In this study, we performed single-cell RNA sequencing to determine the initial responses of human monocyte-derived macrophages against M leprae infection of 4 healthy individuals and found an increase in a major alternative-activated macrophage type that overexpressed NEAT1, CCL2, and CD163. Importantly, further functional analysis showed that ferroptosis was positively correlated with M2 polarization of macrophages, and in vitro experiments have shown that inhibition of ferroptosis promotes the survival of M leprae within macrophages. In addition, further joint analysis of our results with mutisequencing data from patients with leprosy and in vitro validation identified that CYBB was the pivotal molecule for ferroptosis that could promote the M2 polarization of M leprae-infected macrophages, resulting in the immune escape and unabated growth of pathogenic bacteria. Overall, our results suggest that M leprae facilitated its survival by inducing CYBB-mediated macrophage ferroptosis leading to its alternative activation and might reveal the potential for a new therapeutic strategy of leprosy.
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Affiliation(s)
- Zhe Wang
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China
| | - Tingting Liu
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China
| | - Zhenzhen Wang
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China
| | - Zihao Mi
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China
| | - Yuan Zhang
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China
| | - Chuan Wang
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China
| | - Lele Sun
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China
| | - Shanshan Ma
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China
| | - Xiaotong Xue
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China
| | - Hong Liu
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China.
| | - Furen Zhang
- Shandong Provincial Hospital for Skin Diseases & Shandong Provincial Institute of Dermatology and Venereology, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China.
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11
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Wilk AJ, Shalek AK, Holmes S, Blish CA. Comparative analysis of cell-cell communication at single-cell resolution. Nat Biotechnol 2024; 42:470-483. [PMID: 37169965 PMCID: PMC10638471 DOI: 10.1038/s41587-023-01782-z] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 04/05/2023] [Indexed: 05/13/2023]
Abstract
Inference of cell-cell communication from single-cell RNA sequencing data is a powerful technique to uncover intercellular communication pathways, yet existing methods perform this analysis at the level of the cell type or cluster, discarding single-cell-level information. Here we present Scriabin, a flexible and scalable framework for comparative analysis of cell-cell communication at single-cell resolution that is performed without cell aggregation or downsampling. We use multiple published atlas-scale datasets, genetic perturbation screens and direct experimental validation to show that Scriabin accurately recovers expected cell-cell communication edges and identifies communication networks that can be obscured by agglomerative methods. Additionally, we use spatial transcriptomic data to show that Scriabin can uncover spatial features of interaction from dissociated data alone. Finally, we demonstrate applications to longitudinal datasets to follow communication pathways operating between timepoints. Our approach represents a broadly applicable strategy to reveal the full structure of niche-phenotype relationships in health and disease.
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Affiliation(s)
- Aaron J Wilk
- Stanford Immunology Program, Stanford University School of Medicine, Stanford, CA, USA.
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.
- Medical Scientist Training Program, Stanford University School of Medicine, Stanford, CA, USA.
| | - Alex K Shalek
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA, USA
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Susan Holmes
- Department of Statistics, Stanford University, Stanford, CA, USA
| | - Catherine A Blish
- Stanford Immunology Program, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Medical Scientist Training Program, Stanford University School of Medicine, Stanford, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
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12
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Kam NW, Lo AWI, Hung DTY, Ko H, Wu KC, Kwong DLW, Lam KO, Leung TW, Che CM, Lee VHF. Shift in Tissue-Specific Immune Niches and CD137 Expression in Tuberculoma of Pembrolizumab-Treated Nasopharyngeal Carcinoma Patients. Cancers (Basel) 2024; 16:268. [PMID: 38254759 PMCID: PMC10813936 DOI: 10.3390/cancers16020268] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Revised: 12/29/2023] [Accepted: 12/29/2023] [Indexed: 01/24/2024] Open
Abstract
The use of immune checkpoint inhibitors (ICIs) in cancer treatment has shown promise but can also have unintended consequences, such as reactivating latent tuberculosis (TB). To develop treatments that address ICIs-related adverse events, it is essential to understand cellular heterogeneity across healthy and pathological tissues. We performed cross-tissue multiplexed staining analysis on samples from two patients with TB reactivation during pembrolizumab treatment for metastatic nasopharyngeal carcinoma. CD8+ T cells, rather than CD4+ T cells, accumulated preferentially in the tuberculoma and were associated with increased production of IFNγ and expression of CD137. Additionally, CD137 enrichment played a role in the spatial organization of the tuberculoma, with specific interaction limited to spatial proximal cells between IFNγ+ CD137+ CD8+ T cells and IL12+ CD137+ type-1 macrophages. This unique feature was not observed in non-tumoral or tumoral tissues. Our analysis of public transcriptomic datasets supported the notion that this cellular interaction was more prominent in patients with durable ICI responses compared to those with non-ICI-related TB. We suggest that shifts towards CD137-rich immune niches are correlated with both off-target immune-related adverse events and anti-tumor efficacy. Targeting the tumor microenvironment through conditional activation of anti-CD137 signaling in combination with ICIs can modulate the reactivity of T cells and macrophages for localized tumor killing without the potential off-target immune-related risks associated with ICIs alone.
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Affiliation(s)
- Ngar Woon Kam
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
- Laboratory of Synthetic Chemistry and Chemical Biology Limited, Hong Kong 999077, China;
| | | | - Desmond Tae Yang Hung
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
| | - Ho Ko
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Shatin, Hong Kong 999077, China;
- Li Ka Shing Institute of Health Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, Hong Kong 999077, China
| | - Ka Chun Wu
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
- Laboratory of Synthetic Chemistry and Chemical Biology Limited, Hong Kong 999077, China;
| | - Dora Lai Wan Kwong
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
- Clinical Oncology Center, The University of Hong Kong-Shenzhen Hospital, Shenzhen 518000, China
| | - Ka On Lam
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
- Clinical Oncology Center, The University of Hong Kong-Shenzhen Hospital, Shenzhen 518000, China
| | - To Wai Leung
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
| | - Chi Ming Che
- Laboratory of Synthetic Chemistry and Chemical Biology Limited, Hong Kong 999077, China;
- Department of Chemistry, Faculty of Science, The University of Hong Kong, Hong Kong 999077, China
| | - Victor Ho Fun Lee
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
- Clinical Oncology Center, The University of Hong Kong-Shenzhen Hospital, Shenzhen 518000, China
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13
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Ma F, Tsou PS, Gharaee-Kermani M, Plazyo O, Xing X, Kirma J, Wasikowski R, Hile GA, Harms PW, Jiang Y, Xing E, Nakamura M, Ochocki D, Brodie WD, Pillai S, Maverakis E, Pellegrini M, Modlin RL, Varga J, Tsoi LC, Lafyatis R, Kahlenberg JM, Billi AC, Khanna D, Gudjonsson JE. Systems-based identification of the Hippo pathway for promoting fibrotic mesenchymal differentiation in systemic sclerosis. Nat Commun 2024; 15:210. [PMID: 38172207 PMCID: PMC10764940 DOI: 10.1038/s41467-023-44645-6] [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: 02/27/2023] [Accepted: 12/23/2023] [Indexed: 01/05/2024] Open
Abstract
Systemic sclerosis (SSc) is a devastating autoimmune disease characterized by excessive production and accumulation of extracellular matrix, leading to fibrosis of skin and other internal organs. However, the main cellular participants in SSc skin fibrosis remain incompletely understood. Here using differentiation trajectories at a single cell level, we demonstrate a dual source of extracellular matrix deposition in SSc skin from both myofibroblasts and endothelial-to-mesenchymal-transitioning cells (EndoMT). We further define a central role of Hippo pathway effectors in differentiation and homeostasis of myofibroblast and EndoMT, respectively, and show that myofibroblasts and EndoMTs function as central communication hubs that drive key pro-fibrotic signaling pathways in SSc. Together, our data help characterize myofibroblast differentiation and EndoMT phenotypes in SSc skin, and hint that modulation of the Hippo pathway may contribute in reversing the pro-fibrotic phenotypes in myofibroblasts and EndoMTs.
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Affiliation(s)
- Feiyang Ma
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Pei-Suen Tsou
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- University of Michigan Scleroderma Program, Ann Arbor, MI, USA
| | - Mehrnaz Gharaee-Kermani
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Olesya Plazyo
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Xianying Xing
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Joseph Kirma
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Rachael Wasikowski
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Grace A Hile
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Paul W Harms
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA
| | - Yanyun Jiang
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
| | - Enze Xing
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Mio Nakamura
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
| | - Danielle Ochocki
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- University of Michigan Scleroderma Program, Ann Arbor, MI, USA
| | - William D Brodie
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Shiv Pillai
- Ragon Institute, Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard University, Boston, MA, USA
| | - Emanual Maverakis
- Department of Dermatology, University of California, Davis, Sacramento, CA, USA
| | - Matteo Pellegrini
- Dept of Molecular, Cell, and Developmental Biology, University of California Los Angeles, Los Angeles, CA, USA
| | - Robert L Modlin
- Dept of Molecular, Cell, and Developmental Biology, University of California Los Angeles, Los Angeles, CA, USA
- Division of Dermatology, Department of Medicine, University of California, Los Angeles, CA, 90095, USA
| | - John Varga
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- University of Michigan Scleroderma Program, Ann Arbor, MI, USA
| | - Lam C Tsoi
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
| | - Robert Lafyatis
- Division of Rheumatology, University of Pittsburgh, Pittsburgh, PA, USA
| | - J Michelle Kahlenberg
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Allison C Billi
- Department of Dermatology, University of Michigan, Ann Arbor, MI, USA
| | - Dinesh Khanna
- Division of Rheumatology, Dept of Internal Medicine, University of Michigan, Ann Arbor, MI, USA.
- University of Michigan Scleroderma Program, Ann Arbor, MI, USA.
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14
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Wu Z, Yang S, Fang X, Shu Q, Chen Q. Function and mechanism of TREM2 in bacterial infection. PLoS Pathog 2024; 20:e1011895. [PMID: 38236825 PMCID: PMC10796033 DOI: 10.1371/journal.ppat.1011895] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2024] Open
Abstract
Triggering receptor expressed on myeloid cells 2 (TREM2), which is a lipid sensing and phagocytosis receptor, plays a key role in immunity and inflammation in response to pathogens. Here, we review the function and signaling of TREM2 in microbial binding, engulfment and removal, and describe TREM2-mediated inhibition of inflammation by negatively regulating the Toll-like receptor (TLR) response. We further illustrate the role of TREM2 in restoring organ homeostasis in sepsis and soluble TREM2 (sTREM2) as a diagnostic marker for sepsis-associated encephalopathy (SAE). Finally, we discuss the prospect of TREM2 as an interesting therapeutic target for sepsis.
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Affiliation(s)
- Zehua Wu
- Department of the Clinical Research Center, Children’s Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, People’s Republic of China
| | - Shiyue Yang
- Department of Anesthesiology, First Affiliated Hospital of Soochow University, Soochow, People’s Republic of China
| | - Xiangming Fang
- Department of Anesthesiology and Intensive Care, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, People’s Republic of China
| | - Qiang Shu
- Department of the Clinical Research Center, Children’s Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, People’s Republic of China
- Key Laboratory of Diagnosis and Treatment of Neonatal Diseases of Zhejiang Province, Hangzhou, People’s Republic of China
| | - Qixing Chen
- Department of the Clinical Research Center, Children’s Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, People’s Republic of China
- Key Laboratory of Diagnosis and Treatment of Neonatal Diseases of Zhejiang Province, Hangzhou, People’s Republic of China
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15
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Ma F, Gharaee-Kermani M, Tsoi LC, Plazyo O, Chaskar P, Harms P, Patrick MT, Xing X, Hile G, Piketty C, Lazzari A, Van Delm W, Maverakis E, Nakamura M, Modlin RL, Kahlenberg JM, Billi AC, Julia V, Krishnaswamy JK, Gudjonsson JE. Single-cell profiling of prurigo nodularis demonstrates immune-stromal crosstalk driving profibrotic responses and reversal with nemolizumab. J Allergy Clin Immunol 2024; 153:146-160. [PMID: 37506977 PMCID: PMC11231883 DOI: 10.1016/j.jaci.2023.07.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 06/14/2023] [Accepted: 07/19/2023] [Indexed: 07/30/2023]
Abstract
BACKGROUND Prurigo nodularis (PN) is a chronic neuroimmune skin disease characterized by bilaterally distributed pruritic hyperkeratotic nodules on extremities and trunk. Neuroimmune dysregulation and chronic scratching are believed to both induce and maintain the characteristic lesions. OBJECTIVES This study sought to provide a comprehensive view of the molecular pathogenesis of PN at the single-cell level to identify and outline key pathologic processes and the cell types involved. Features that distinguish PN skin from the skin of patients with atopic dermatitis were of particular interest. We further aimed to determine the impact of the IL31RA antagonist, nemolizumab, and its specificity at the single-cell level. METHODS Single-cell RNA-sequencing of skin from 15 healthy donors and nonlesional and lesional skin from 6 patients each with PN and atopic dermatitis, combined with spatial-sequencing using the 10x Visium platform. Integration with bulk RNA-sequencing data from patients treated with nemolizumab. RESULTS This study demonstrates that PN is an inflammatory skin disease characterized by both keratinocyte proliferation and activation of profibrotic responses. This study also demonstrates that the COL11A1+ fibroblast subset is a major contributor to fibrosis and is predominantly found in the papillary dermis of PN skin. Activation of fibrotic responses is the main distinguishing feature between PN and atopic dermatitis skin. This study further shows the broad effect of nemolizumab on PN cell types, with a prominent effect driving COL11A1+ fibroblast and keratinocyte responses toward normal. CONCLUSIONS This study provides a high-resolution characterization of the cell types and cellular processes activated in PN skin, establishing PN as a chronic fibrotic inflammatory skin disease. It further demonstrates the broad effect of nemolizumab on pathological processes in PN skin.
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Affiliation(s)
- Feiyang Ma
- Department of Dermatology, University of Michigan, Ann Arbor, Mich
| | | | - Lam C Tsoi
- Department of Dermatology, University of Michigan, Ann Arbor, Mich; Department of Biostatistics, University of Michigan, Ann Arbor, Mich; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Mich
| | - Olesya Plazyo
- Department of Dermatology, University of Michigan, Ann Arbor, Mich
| | | | - Paul Harms
- Department of Dermatology, University of Michigan, Ann Arbor, Mich; Department of Pathology, University of Michigan, Ann Arbor, Mich
| | | | - Xianying Xing
- Department of Dermatology, University of Michigan, Ann Arbor, Mich
| | - Grace Hile
- Department of Dermatology, University of Michigan, Ann Arbor, Mich
| | | | | | | | - Emanual Maverakis
- Department of Dermatology, University of California-Davis, Sacramento, Calif
| | - Mio Nakamura
- Department of Dermatology, University of Michigan, Ann Arbor, Mich
| | - Robert L Modlin
- Department of Dermatology, University of California-Los Angeles, Calif
| | - J Michelle Kahlenberg
- Department of Internal Medicine, Division of Rheumatology, University of Michigan, Ann Arbor, Mich; Taubman Medical Research Institute, University of Michigan, Ann Arbor, Mich
| | - Allison C Billi
- Department of Dermatology, University of Michigan, Ann Arbor, Mich
| | | | | | - Johann E Gudjonsson
- Department of Dermatology, University of Michigan, Ann Arbor, Mich; Department of Internal Medicine, Division of Rheumatology, University of Michigan, Ann Arbor, Mich; Taubman Medical Research Institute, University of Michigan, Ann Arbor, Mich.
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16
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Katkar G, Ghosh P. Macrophage states: there's a method in the madness. Trends Immunol 2023; 44:954-964. [PMID: 37945504 PMCID: PMC11266835 DOI: 10.1016/j.it.2023.10.006] [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: 09/28/2023] [Revised: 10/09/2023] [Accepted: 10/10/2023] [Indexed: 11/12/2023]
Abstract
Single-cell approaches have shone a spotlight on discrete context-specific tissue macrophage states, deconstructed to their most minute details. Machine-learning (ML) approaches have recently challenged that dogma by revealing a context-agnostic continuum of states shared across tissues. Both approaches agree that 'brake' and 'accelerator' macrophage subpopulations must be balanced to achieve homeostasis. Both approaches also highlight the importance of ensemble fluidity as subpopulations switch between wide ranges of accelerator and brake phenotypes to mount the most optimal wholistic response to any threat. A full comprehension of the rules that govern these brake and accelerator states is a promising avenue because it can help formulate precise macrophage re-education therapeutic strategies that might selectively boost or suppress disease-associated states and phenotypes across various tissues.
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Affiliation(s)
- Gajanan Katkar
- Department of Cellular and Molecular Medicine, University of California, San Diego, CA, 92093, USA.
| | - Pradipta Ghosh
- Department of Cellular and Molecular Medicine, University of California, San Diego, CA, 92093, USA; Department of Medicine, University of California, San Diego, CA, 92093, USA.
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17
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Nakamizo S, Sugiura Y, Ishida Y, Ueki Y, Yonekura S, Tanizaki H, Date H, Yoshizawa A, Murata T, Minatoya K, Katagiri M, Nomura S, Komuro I, Ogawa S, Nakajima S, Kambe N, Egawa G, Kabashima K. Activation of the pentose phosphate pathway in macrophages is crucial for granuloma formation in sarcoidosis. J Clin Invest 2023; 133:e171088. [PMID: 38038136 PMCID: PMC10688990 DOI: 10.1172/jci171088] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Accepted: 09/27/2023] [Indexed: 12/02/2023] Open
Abstract
Sarcoidosis is a disease of unknown etiology in which granulomas form throughout the body and is typically treated with glucocorticoids, but there are no approved steroid-sparing alternatives. Here, we investigated the mechanism of granuloma formation using single-cell RNA-Seq in sarcoidosis patients. We observed that the percentages of triggering receptor expressed on myeloid cells 2-positive (TREM2-positive) macrophages expressing angiotensin-converting enzyme (ACE) and lysozyme, diagnostic makers of sarcoidosis, were increased in cutaneous sarcoidosis granulomas. Macrophages in the sarcoidosis lesion were hypermetabolic, especially in the pentose phosphate pathway (PPP). Expression of the PPP enzymes, such as fructose-1,6-bisphosphatase 1 (FBP1), was elevated in both systemic granuloma lesions and serum of sarcoidosis patients. Granuloma formation was attenuated by the PPP inhibitors in in vitro giant cell and in vivo murine granuloma models. These results suggest that the PPP may be a promising target for developing therapeutics for sarcoidosis.
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Affiliation(s)
- Satoshi Nakamizo
- Department of Dermatology
- Alliance Laboratory for Advanced Medical Research, and
| | - Yuki Sugiura
- Center for Cancer Immunotherapy and Immunobiology, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | | | - Yoko Ueki
- Department of Dermatology, Kansai Medical University, Osaka, Japan
| | | | - Hideaki Tanizaki
- Department of Dermatology, Kansai Medical University, Osaka, Japan
| | | | - Akihiko Yoshizawa
- Department of Diagnostic Pathology, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Teruasa Murata
- Department of Dermatology, Hyogo College of Medicine, Nishinomiya, Japan
| | - Kenji Minatoya
- Department of Cardiovascular Surgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | | | - Seitaro Nomura
- Department of Cardiovascular Medicine and
- Department of Frontier Cardiovascular Science, Graduate School of Medicine, The University of Tokyo, Tokyo
| | - Issei Komuro
- Department of Frontier Cardiovascular Science, Graduate School of Medicine, The University of Tokyo, Tokyo
- International University of Health and Welfare, Tokyo, Japan
| | - Seishi Ogawa
- Department of Pathology and Tumor Biology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
- Institute for the Advanced Study of Human Biology (WPI-ASHBi), Kyoto University, Kyoto, Japan
| | - Saeko Nakajima
- Department of Dermatology
- Department of Drug Discovery for Inflammatory Skin Diseases, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | | | | | - Kenji Kabashima
- Department of Dermatology
- Skin Research Institute of Singapore (SRIS) and A*STAR Skin Research Labs (A*SRL), Agency for Science, Technology, and Research (A*STAR), Singapore
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18
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Chen FZ, Tan PC, Yang Z, Li Q, Zhou SB. Identifying characteristics of dermal fibroblasts in skin homeostasis and disease. Clin Exp Dermatol 2023; 48:1317-1327. [PMID: 37566911 DOI: 10.1093/ced/llad257] [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: 06/01/2023] [Revised: 07/11/2023] [Accepted: 07/21/2023] [Indexed: 08/13/2023]
Abstract
Heterogeneous dermal fibroblasts are the main components that constitute the dermis. Distinct fibroblast subgroups show specific characteristics and functional plasticity that determine dermal structure during skin development and wound healing. Although researchers have described the roles of fibroblast subsets, this is not completely understood. We review recent evidence supporting understanding about the heterogeneity of fibroblasts. We summarize the origins and the identified profiles of fibroblast subpopulations. The characteristics of fibroblast subpopulations in both healthy and diseased states are highlighted, and the potential of subpopulations to be involved in wound healing in different ways was discussed. Additionally, we review the plasticity of subpopulations and the underlying signalling mechanisms. This review may provide greater insights into potential novel therapeutic targets and tissue regeneration strategies for the future.
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Affiliation(s)
- Fang-Zhou Chen
- Department of Plastic & Reconstructive Surgery, Shanghai Jiao Tong University School of Medicine Affiliated Ninth People's Hospital, Shanghai, China
| | - Poh-Ching Tan
- Department of Plastic & Reconstructive Surgery, Shanghai Jiao Tong University School of Medicine Affiliated Ninth People's Hospital, Shanghai, China
| | - Zihan Yang
- Department of Plastic & Reconstructive Surgery, Shanghai Jiao Tong University School of Medicine Affiliated Ninth People's Hospital, Shanghai, China
- Department of Plastic and Burn Surgery, West China Hospital of Sichuan University, Chengdu, China
| | - Qingfeng Li
- Department of Plastic & Reconstructive Surgery, Shanghai Jiao Tong University School of Medicine Affiliated Ninth People's Hospital, Shanghai, China
| | - Shuang-Bai Zhou
- Department of Plastic & Reconstructive Surgery, Shanghai Jiao Tong University School of Medicine Affiliated Ninth People's Hospital, Shanghai, China
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19
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Pham TH, Monack DM. Turning foes into permissive hosts: manipulation of macrophage polarization by intracellular bacteria. Curr Opin Immunol 2023; 84:102367. [PMID: 37437470 PMCID: PMC10543482 DOI: 10.1016/j.coi.2023.102367] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2023] [Revised: 06/14/2023] [Accepted: 06/15/2023] [Indexed: 07/14/2023]
Abstract
Macrophages function as tissue-immune sentinels and mediate key antimicrobial responses against bacterial pathogens. Yet, they can also act as a cellular niche for intracellular bacteria, such as Salmonella enterica, to persist in infected tissues. Macrophages exhibit heterogeneous activation or polarization, states that are linked to differential antibacterial responses and bacteria permissiveness. Remarkably, recent studies demonstrate that Salmonella and other intracellular bacteria inject virulence effectors into the cellular cytoplasm to skew the macrophage polarization state and reprogram these immune cells into a permissive niche. Here, we review mechanisms of macrophage reprogramming by Salmonella and highlight manipulation of macrophage polarization as a shared bacterial pathogenesis strategy. In addition, we discuss how the interplay of bacterial effector mechanisms, microenvironmental signals, and ontogeny may shape macrophage cell states and functions. Finally, we propose ideas of how further research will advance our understanding of macrophage functional diversity and immunobiology.
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Affiliation(s)
- Trung Hm Pham
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA; Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA.
| | - Denise M Monack
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA.
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20
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Shin S, Choi EJ, Moon SW, Lee SB, Chung YJ, Lee SH. Leprosy-specific subsets of macrophages and Schwann cells identified by single-cell RNA-sequencing. Pathol Res Pract 2023; 250:154821. [PMID: 37757621 DOI: 10.1016/j.prp.2023.154821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 09/10/2023] [Accepted: 09/14/2023] [Indexed: 09/29/2023]
Abstract
In Mycobacterium leprae (M. leprae)-infection, inflammatory cells' subsets and dynamics as well as the interactions with Schwann cells have remained elusive. We investigated individual cells in M. leprae-inoculated nude mice by single-cell RNA-sequencing (scRNA-seq). For macrophages, we dissected two M1-like subsets and five M2-like subsets, where lipid-associated signatures were pervasive in both M1-like and M2-like subsets. There were four macrophage trajectories showing: (i) pro-inflammatory (M1), (ii) lipid metabolism-related (M2), (iii) anti-inflammatory (M2), and (iv) interferon-stimulated gene-related (M2) fates. They displayed early divergence without ever rejoining along the paths, suggesting simultaneous or continuous stimuli for macrophage activation in leprosy. The scRNA-seq predicted Schwann cell-macrophage interactions (Notch1-Jag1, Plxnb1-Sema4d interactions). An immature Schwann cell subset showing Tfap2a expression was identified, indicating Schwann cell dedifferentiation in leprosy tissues. Expressions of Notch1, Jag1, Plxnb1, Sema4d, and Tfap2a were validated in mouse or human leprosy tissues by immunohistochemistry. We identified both pro-inflammatory and inflammation-resolution signatures, where lipid-associated signatures were pervasive to the macrophages, representing leprosy-specific macrophage states for prolonged and repeated episodes of inflammation and resolution. Our study identified refined molecular states and interactions of macrophages and Schwann cells, suggesting novel insights into the pathogenesis of unhealed inflammation with neuropathy and potential therapeutic targets for leprosy.
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Affiliation(s)
- Sun Shin
- Departments of Microbiology, College of Medicine, The Catholic University of Korea, Republic of Korea; Integrated Research Center for Genome Polymorphism, College of Medicine, The Catholic University of Korea, Republic of Korea
| | - Eun Ji Choi
- Departments of Pathology, College of Medicine, The Catholic University of Korea, Republic of Korea
| | - Seong Won Moon
- Departments of Pathology, College of Medicine, The Catholic University of Korea, Republic of Korea; Departments of Biomedicine & Health Sciences, College of Medicine, The Catholic University of Korea, Republic of Korea
| | - Seong-Beom Lee
- Institute of Hansen's Disease, College of Medicine, The Catholic University of Korea, Republic of Korea; Departments of Pathology, College of Medicine, The Catholic University of Korea, Republic of Korea
| | - Yeun-Jun Chung
- Departments of Microbiology, College of Medicine, The Catholic University of Korea, Republic of Korea; Integrated Research Center for Genome Polymorphism, College of Medicine, The Catholic University of Korea, Republic of Korea; Cancer Evolution Research Center, College of Medicine, The Catholic University of Korea, Republic of Korea.
| | - Sug Hyung Lee
- Departments of Pathology, College of Medicine, The Catholic University of Korea, Republic of Korea; Departments of Biomedicine & Health Sciences, College of Medicine, The Catholic University of Korea, Republic of Korea; Cancer Evolution Research Center, College of Medicine, The Catholic University of Korea, Republic of Korea.
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21
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Kulkarni S, Endsley JJ, Lai Z, Bradley T, Sharan R. Single-Cell Transcriptomics of Mtb/HIV Co-Infection. Cells 2023; 12:2295. [PMID: 37759517 PMCID: PMC10529032 DOI: 10.3390/cells12182295] [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: 05/31/2023] [Revised: 08/17/2023] [Accepted: 09/11/2023] [Indexed: 09/29/2023] Open
Abstract
Tuberculosis (TB) and Human Immunodeficiency Virus (HIV) co-infection continues to pose a significant healthcare burden. HIV co-infection during TB predisposes the host to the reactivation of latent TB infection (LTBI), worsening disease conditions and mortality. There is a lack of biomarkers of LTBI reactivation and/or immune-related transcriptional signatures to distinguish active TB from LTBI and predict TB reactivation upon HIV co-infection. Characterizing individual cells using next-generation sequencing-based technologies has facilitated novel biological discoveries about infectious diseases, including TB and HIV pathogenesis. Compared to the more conventional sequencing techniques that provide a bulk assessment, single-cell RNA sequencing (scRNA-seq) can reveal complex and new cell types and identify more high-resolution cellular heterogeneity. This review will summarize the progress made in defining the immune atlas of TB and HIV infections using scRNA-seq, including host-pathogen interactions, heterogeneity in HIV pathogenesis, and the animal models employed to model disease. This review will also address the tools needed to bridge the gap between disease outcomes in single infection vs. co-infection. Finally, it will elaborate on the translational benefits of single-cell sequencing in TB/HIV diagnosis in humans.
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Affiliation(s)
- Smita Kulkarni
- Texas Biomedical Research Institute, San Antonio, TX 78227, USA
| | - Janice J. Endsley
- Departments of Microbiology & Immunology and Pathology, The University of Texas Medical Branch, Galveston, TX 77555, USA;
| | - Zhao Lai
- Greehey Children’s Cancer Research Institute, The University of Texas Health San Antonio, San Antonio, TX 78229, USA;
| | - Todd Bradley
- Genomic Medicine Center, Children’s Mercy Research Institute, Children’s Mercy Kansas City, Kansas City, MO 64108, USA;
- Departments of Pediatrics and Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, MO 66160, USA
- Department of Pediatrics, UMKC School of Medicine, Kansas City, MO 64108, USA
| | - Riti Sharan
- Texas Biomedical Research Institute, San Antonio, TX 78227, USA
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22
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Bloom BR. A half-century of research on tuberculosis: Successes and challenges. J Exp Med 2023; 220:e20230859. [PMID: 37552470 PMCID: PMC10407785 DOI: 10.1084/jem.20230859] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Revised: 07/20/2023] [Accepted: 07/21/2023] [Indexed: 08/09/2023] Open
Abstract
Great progress has been made over the past half-century, but TB remains a formidable global health problem, particularly in low- and middle-income countries. Understanding the mechanisms of pathogenesis and necessary and sufficient conditions for protection are critical. The need for inexpensive and sensitive point-of-care diagnostic tests for earlier detection of infection and disease, shorter and less-toxic drug regimens for drug-sensitive and -resistant TB, and a more effective vaccine than BCG is immense. New and better tools, greater support for international research, collaborations, and training will be required to dramatically reduce the burden of this devastating disease which still kills 1.6 million people annually.
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Affiliation(s)
- Barry R. Bloom
- Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA, USA
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23
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Ghaddar B, Blaser MJ, De S. Denoising sparse microbial signals from single-cell sequencing of mammalian host tissues. NATURE COMPUTATIONAL SCIENCE 2023; 3:741-747. [PMID: 37946872 PMCID: PMC10634611 DOI: 10.1038/s43588-023-00507-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 08/07/2023] [Indexed: 11/12/2023]
Abstract
Existing genomic sequencing data can be used to study host-microbiome ecosystems, however distinguishing signals originating from truly present microbes versus contaminating species and artifacts is a substantial and often prohibitive challenge. Here we show that emerging sequencing technologies definitely capture reads from present microbes. We developed SAHMI, a computational resource to identify truly present microbial nucleic acids and filter contaminants and spurious false-positive taxonomic assignments from standard transcriptomic sequencing of mammalian tissues. In benchmark studies, SAHMI correctly identifies known microbial infections present in diverse tissues, and we validate SAHMI's enrichment for correctly classified, truly present species using multiple orthogonal computational experiments. The application of SAHMI to single-cell and spatial genomic data thus enables co-detection of somatic cells and microorganisms and joint analysis of host-microbiome ecosystems.
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Affiliation(s)
- Bassel Ghaddar
- Center for Systems and Computational Biology, Rutgers Cancer Institute of New Jersey, Rutgers University; 195 Albany St., New Brunswick, New Jersey 08901
| | - Martin J. Blaser
- Center for Advanced Biotechnology and Medicine, Rutgers University; 679 Hoes Lane West, Piscataway, New Jersey 08854
| | - Subhajyoti De
- Center for Systems and Computational Biology, Rutgers Cancer Institute of New Jersey, Rutgers University; 195 Albany St., New Brunswick, New Jersey 08901
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24
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Almet AA, Yuan H, Annusver K, Ramos R, Liu Y, Wiedemann J, Sorkin DH, Landén NX, Sonkoly E, Haniffa M, Nie Q, Lichtenberger BM, Luecken MD, Andersen B, Tsoi LC, Watt FM, Gudjonsson JE, Plikus MV, Kasper M. A Roadmap for a Consensus Human Skin Cell Atlas and Single-Cell Data Standardization. J Invest Dermatol 2023; 143:1667-1677. [PMID: 37612031 PMCID: PMC10610458 DOI: 10.1016/j.jid.2023.03.1679] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 03/24/2023] [Accepted: 03/29/2023] [Indexed: 08/25/2023]
Abstract
Single-cell technologies have become essential to driving discovery in both basic and translational investigative dermatology. Despite the multitude of available datasets, a central reference atlas of normal human skin, which can serve as a reference resource for skin cell types, cell states, and their molecular signatures, is still lacking. For any such atlas to receive broad acceptance, participation by many investigators during atlas construction is an essential prerequisite. As part of the Human Cell Atlas project, we have assembled a Skin Biological Network to build a consensus Human Skin Cell Atlas and outline a roadmap toward that goal. We define the drivers of skin diversity to be considered when selecting sequencing datasets for the atlas and list practical hurdles during skin sampling that can result in data gaps and impede comprehensive representation and technical considerations for tissue processing and computational analysis, the accounting for which should minimize biases in cell type enrichments and exclusions and decrease batch effects. By outlining our goals for Atlas 1.0, we discuss how it will uncover new aspects of skin biology.
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Affiliation(s)
- Axel A Almet
- Department of Mathematics, University of California, Irvine, Irvine, California, USA; NSF-Simons Center for Multiscale Cell Fate Research, University of California, Irvine, Irvine, California, USA
| | - Hao Yuan
- Department of Cell and Molecular Biology, Karolinska Institute, Stockholm, Sweden
| | - Karl Annusver
- Department of Cell and Molecular Biology, Karolinska Institute, Stockholm, Sweden
| | - Raul Ramos
- NSF-Simons Center for Multiscale Cell Fate Research, University of California, Irvine, Irvine, California, USA; Department of Developmental and Cell Biology, School of Biological Sciences, University of California, Irvine, Irvine, California, USA; Sue and Bill Gross Stem Cell Research Center, University of California, Irvine, Irvine, California, USA
| | - Yingzi Liu
- Department of Developmental and Cell Biology, School of Biological Sciences, University of California, Irvine, Irvine, California, USA; Sue and Bill Gross Stem Cell Research Center, University of California, Irvine, Irvine, California, USA
| | - Julie Wiedemann
- Department of Developmental and Cell Biology, School of Biological Sciences, University of California, Irvine, Irvine, California, USA; Mathematical, Computational & Systems Biology, Department of Medicine, University of California, Irvine, Irvine, California, USA
| | - Dara H Sorkin
- Institute for Clinical & Translational Science, University of California, Irvine, Irvine, California, USA; Department of Medicine, School of Medicine, University of California, Irvine, Irvine, California, USA
| | - Ning Xu Landén
- Dermatology and Venereology Division, Department of Medicine, Solna, Karolinska Institute, Stockholm, Sweden; Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden; Ming Wai Lau Centre for Reparative Medicine, Karolinska Institute, Stockholm, Sweden
| | - Enikö Sonkoly
- Dermatology and Venereology Division, Department of Medicine, Solna, Karolinska Institute, Stockholm, Sweden; Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden; Dermatology and Venereology, Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, United Kingdom; Biosciences Institute, Newcastle University, Newcastle Upon Tyne, United Kingdom; Department of Dermatology and NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle Upon Tyne, United Kingdom
| | - Qing Nie
- Department of Mathematics, University of California, Irvine, Irvine, California, USA; NSF-Simons Center for Multiscale Cell Fate Research, University of California, Irvine, Irvine, California, USA; Department of Developmental and Cell Biology, School of Biological Sciences, University of California, Irvine, Irvine, California, USA
| | - Beate M Lichtenberger
- Skin & Endothelium Research Division (SERD), Department of Dermatology, Medical University of Vienna, Vienna, Austria
| | - Malte D Luecken
- Institute of Computational Biology, Helmholtz Munich, Neuherberg, Germany; Institute of Lung Health and Immunity, Helmholtz Munich, Member of the German Center for Lung Research (DZL), Munich, Germany
| | - Bogi Andersen
- NSF-Simons Center for Multiscale Cell Fate Research, University of California, Irvine, Irvine, California, USA; Sue and Bill Gross Stem Cell Research Center, University of California, Irvine, Irvine, California, USA; Department of Medicine, School of Medicine, University of California, Irvine, Irvine, California, USA; Department of Biological Chemistry, School of Medicine, University of California, Irvine, Irvine, California, USA
| | - Lam C Tsoi
- Department of Dermatology, University of Michigan, Ann Arbor, Michigan, USA; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA; Department of Biostatistics, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA; Center for Statistical Genetics, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
| | - Fiona M Watt
- Centre for Gene Therapy & Regenerative Medicine, Faculty of Life Sciences & Medicine, School of Basic & Medical Biosciences, King's College London, London, United Kingdom; Directors' Research Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | | | - Maksim V Plikus
- NSF-Simons Center for Multiscale Cell Fate Research, University of California, Irvine, Irvine, California, USA; Department of Developmental and Cell Biology, School of Biological Sciences, University of California, Irvine, Irvine, California, USA; Sue and Bill Gross Stem Cell Research Center, University of California, Irvine, Irvine, California, USA.
| | - Maria Kasper
- Department of Cell and Molecular Biology, Karolinska Institute, Stockholm, Sweden.
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25
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Wang Y, Liu B, Zhao G, Lee Y, Buzdin A, Mu X, Zhao J, Chen H, Li X. Spatial transcriptomics: Technologies, applications and experimental considerations. Genomics 2023; 115:110671. [PMID: 37353093 PMCID: PMC10571167 DOI: 10.1016/j.ygeno.2023.110671] [Citation(s) in RCA: 28] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 06/10/2023] [Accepted: 06/15/2023] [Indexed: 06/25/2023]
Abstract
The diverse cell types of an organ have a highly structured organization to enable their efficient and correct function. To fully appreciate gene functions in a given cell type, one needs to understand how much, when and where the gene is expressed. Classic bulk RNA sequencing and popular single cell sequencing destroy cell structural organization and fail to provide spatial information. However, the spatial location of gene expression or of the cell in a complex tissue provides key clues to comprehend how the neighboring genes or cells cross talk, transduce signals and work together as a team to complete the job. The functional requirement for the spatial content has been a driving force for rapid development of the spatial transcriptomics technologies in the past few years. Here, we present an overview of current spatial technologies with a special focus on the commercially available or currently being commercialized technologies, highlight their applications by category and discuss experimental considerations for a first spatial experiment.
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Affiliation(s)
- Ye Wang
- Clinical Laboratory, The Affiliated Qingdao Central Hospital of Medical College of Qingdao University, Qingdao 266042, China.
| | - Bin Liu
- Departments of Medical Oncology, Cancer Hospital of China Medical University, Liaoning Cancer Hospital and Institute, Shenyang 110042, China
| | - Gexin Zhao
- UCLA Technology Center for Genomics & Bioinformatics, Department of Pathology & Laboratory Medicine, 650 Charles E Young Dr., Los Angeles, CA 90095, USA
| | - YooJin Lee
- UCLA Technology Center for Genomics & Bioinformatics, Department of Pathology & Laboratory Medicine, 650 Charles E Young Dr., Los Angeles, CA 90095, USA
| | - Anton Buzdin
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow 117997, Russia; Moscow Institute of Physics and Technology, Moscow Region, 141701, Russia; World-Class Research Center "Digital biodesign and personalized healthcare", Sechenov First Moscow State Medical University, Moscow 119991, Russia
| | - Xiaofeng Mu
- Clinical Laboratory, The Affiliated Qingdao Central Hospital of Medical College of Qingdao University, Qingdao 266042, China
| | - Joseph Zhao
- UCLA Technology Center for Genomics & Bioinformatics, Department of Pathology & Laboratory Medicine, 650 Charles E Young Dr., Los Angeles, CA 90095, USA
| | - Hong Chen
- Heilongjiang Academy of Traditional Chinese Medicine, No. 142, Sanfu Street, Xiangfang District, Harbin City, Heilongjiang Province 150036, China
| | - Xinmin Li
- UCLA Technology Center for Genomics & Bioinformatics, Department of Pathology & Laboratory Medicine, 650 Charles E Young Dr., Los Angeles, CA 90095, USA.
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26
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Wang J, Duan Z, Chen X, Li M. The immune function of dermal fibroblasts in skin defence against pathogens. Exp Dermatol 2023; 32:1326-1333. [PMID: 37387265 DOI: 10.1111/exd.14858] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Revised: 06/05/2023] [Accepted: 06/07/2023] [Indexed: 07/01/2023]
Abstract
Dermal fibroblasts are the main resident cells of the dermis. They have several significant functions related to wound healing, extracellular matrix production and hair cycling. Dermal fibroblasts can also act as sentinels in defence against infection. They express pattern recognition receptors such as toll-like receptors to sense pathogen components, followed by the synthesis of pro-inflammatory cytokines (including IL-6, IFN-β and TNF-α), chemokines (such as IL-8 and CXCL1) and antimicrobial peptides. Dermal fibroblasts also secrete other molecules-like growth factors and matrix metalloproteinases to benefit tissue repair from infection. Crosstalk between dermal fibroblasts and immune cells may amplify the immune response against infection. Moreover, the transition of a certain adipogenic fibroblasts to adipocytes protects skin from bacterial infection. Together, we discuss the role of dermal fibroblasts in the war against pathogens in this review. Dermal fibroblasts have important immune functions in anti-infection immunity, which should not be overlooked.
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Affiliation(s)
- Jianing Wang
- Institute of Dermatology, Jiangsu Key Laboratory of Molecular Biology for Skin Diseases and Sexually Transmitted Infections, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, China
| | - Zhimin Duan
- Institute of Dermatology, Jiangsu Key Laboratory of Molecular Biology for Skin Diseases and Sexually Transmitted Infections, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, China
| | - Xu Chen
- Institute of Dermatology, Jiangsu Key Laboratory of Molecular Biology for Skin Diseases and Sexually Transmitted Infections, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, China
- Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, China
| | - Min Li
- Institute of Dermatology, Jiangsu Key Laboratory of Molecular Biology for Skin Diseases and Sexually Transmitted Infections, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, China
- Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, China
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27
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Abstract
The biology of a cell, whether it is a unicellular organism or part of a multicellular network, is influenced by cell type, temporal changes in cell state, and the cell's environment. Spatial cues play a critical role in the regulation of microbial pathogenesis strategies. Information about where the pathogen is-in a tissue or in proximity to a host cell-regulates gene expression and the compartmentalization of gene products in the microbe and the host. Our understanding of host and pathogen identity has bloomed with the accessibility of transcriptomics and proteomics techniques. A missing piece of the puzzle has been our ability to evaluate global transcript and protein expression in the context of the subcellular niche, primary cell, or native tissue environment during infection. This barrier is now lower with the advent of new spatial omics techniques to understand how location regulates cellular functions. This review will discuss how recent advances in spatial proteomics and transcriptomics approaches can address outstanding questions in microbial pathogenesis.
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Affiliation(s)
- Samantha Lempke
- Department of Microbiology, Immunology, and Cancer Biology at the Carter Immunology Center, University of Virginia School of Medicine, Charlottesville, Virginia, USA
| | - Dana May
- Department of Microbiology, Immunology, and Cancer Biology at the Carter Immunology Center, University of Virginia School of Medicine, Charlottesville, Virginia, USA
| | - Sarah E. Ewald
- Department of Microbiology, Immunology, and Cancer Biology at the Carter Immunology Center, University of Virginia School of Medicine, Charlottesville, Virginia, USA
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28
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Peters JM, Irvine EB, Rosenberg JM, Wadsworth MH, Hughes TK, Sutton M, Nyquist SK, Bromley JD, Mondal R, Roederer M, Seder RA, Darrah PA, Alter G, Flynn JL, Shalek AK, Fortune SM, Bryson BD. Protective intravenous BCG vaccination induces enhanced immune signaling in the airways. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.16.549208. [PMID: 37502895 PMCID: PMC10370046 DOI: 10.1101/2023.07.16.549208] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
Intradermal (ID) Bacillus Calmette-Guérin (BCG) is the most widely administered vaccine in the world. However, ID-BCG fails to achieve the level of protection needed in adults to alter the course of the tuberculosis epidemic. Recent studies in non-human primates have demonstrated high levels of protection against Mycobacterium tuberculosis ( Mtb ) following intravenous (IV) administration of BCG. However, the protective immune features that emerge following IV BCG vaccination remain incompletely defined. Here we used single-cell RNA-sequencing (scRNAseq) to transcriptionally profile 157,114 unstimulated and purified protein derivative (PPD)-stimulated bronchoalveolar lavage (BAL) cells from 29 rhesus macaques immunized with BCG across routes of administration and doses to uncover cell composition-, gene expression-, and biological network-level signatures associated with IV BCG-mediated protection. Our analyses revealed that high-dose IV BCG drove an influx of polyfunctional T cells and macrophages into the airways. These macrophages exhibited a basal activation phenotype even in the absence of PPD-stimulation, defined in part by IFN and TNF-α signaling up to 6 months following BCG immunization. Furthermore, intercellular immune signaling pathways between key myeloid and T cell subsets were enhanced following PPD-stimulation in high-dose IV BCG-vaccinated macaques. High-dose IV BCG also engendered quantitatively and qualitatively stronger transcriptional responses to PPD-stimulation, with a robust Th1-Th17 transcriptional phenotype in T cells, and augmented transcriptional signatures of reactive oxygen species production, hypoxia, and IFN-γ response within alveolar macrophages. Collectively, this work supports that IV BCG immunization creates a unique cellular ecosystem in the airways, which primes and enables local myeloid cells to effectively clear Mtb upon challenge.
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29
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Li JSY, Raghubar AM, Matigian NA, Ng MSY, Rogers NM, Mallett AJ. The Utility of Spatial Transcriptomics for Solid Organ Transplantation. Transplantation 2023; 107:1463-1471. [PMID: 36584371 DOI: 10.1097/tp.0000000000004466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Spatial transcriptomics (ST) measures and maps transcripts within intact tissue sections, allowing the visualization of gene activity within the spatial organization of complex biological systems. This review outlines advances in genomic sequencing technologies focusing on in situ sequencing-based ST, including applications in transplant and relevant nontransplant settings. We describe the experimental and analytical pipelines that underpin the current generation of spatial technologies. This context is important for understanding the potential role ST may play in expanding our knowledge, including in organ transplantation, and the important caveats/limitations when interpreting the vast data output generated by such methodological platforms.
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Affiliation(s)
- Jennifer S Y Li
- Centre for Transplant and Renal Research, Westmead Institute for Medical Research, Westmead, NSW, Australia
- Sydney Medical School, University of Sydney, Sydney, NSW, Australia
| | - Arti M Raghubar
- Kidney Health Service, Royal Brisbane and Women's Hospital, QLD, Australia
- Conjoint Internal Medicine Laboratory, Pathology Queensland, Health Support Queensland, QLD, Australia
- Department of Anatomical Pathology, Pathology Queensland, Health Support Queensland, QLD, Australia
- Faculty of Medicine, University of Queensland, QLD, Australia
- Institute for Molecular Bioscience, University of Queensland, QLD, Australia
| | - Nicholas A Matigian
- QCIF Facility for Advanced Bioinformatics, The University of Queensland, QLD, Australia
| | - Monica S Y Ng
- Kidney Health Service, Royal Brisbane and Women's Hospital, QLD, Australia
- Conjoint Internal Medicine Laboratory, Pathology Queensland, Health Support Queensland, QLD, Australia
- Faculty of Medicine, University of Queensland, QLD, Australia
- Institute for Molecular Bioscience, University of Queensland, QLD, Australia
- Nephrology Department, Princess Alexandra Hospital, QLD, Australia
| | - Natasha M Rogers
- Centre for Transplant and Renal Research, Westmead Institute for Medical Research, Westmead, NSW, Australia
- Sydney Medical School, University of Sydney, Sydney, NSW, Australia
- Department of Renal Medicine, Westmead Hospital, Westmead, NSW, Australia
| | - Andrew J Mallett
- Faculty of Medicine, University of Queensland, QLD, Australia
- Institute for Molecular Bioscience, University of Queensland, QLD, Australia
- College of Medicine and Dentistry, James Cook University, QLD, Australia
- Department of Renal Medicine, Townsville University Hospital, QLD, Australia
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30
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Houser AE, Kazmi A, Nair AK, Ji AL. The Use of Single-Cell RNA-Sequencing and Spatial Transcriptomics in Understanding the Pathogenesis and Treatment of Skin Diseases. JID INNOVATIONS 2023; 3:100198. [PMID: 37205302 PMCID: PMC10186616 DOI: 10.1016/j.xjidi.2023.100198] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2022] [Revised: 02/15/2023] [Accepted: 02/27/2023] [Indexed: 05/21/2023] Open
Abstract
The development of multiomic profiling tools has rapidly expanded in recent years, along with their use in profiling skin tissues in various contexts, including dermatologic diseases. Among these tools, single-cell RNA-sequencing (scRNA-seq) and spatial transcriptomics (ST) have emerged as widely adopted and powerful assays for elucidating key cellular components and their spatial arrangement within skin disease. In this paper, we review the recent biological insights gained from the use of scRNA-seq and ST and the advantages of combining both for profiling skin diseases, including aberrant wound healing, inflammatory skin diseases, and cancer. We discuss the role of scRNA-seq and ST in improving skin disease treatments and moving toward the goal of achieving precision medicine in dermatology, whereby patients can be optimally matched to treatments that maximize therapeutic response.
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Affiliation(s)
- Aubrey E. Houser
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Abiha Kazmi
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Arjun K. Nair
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Andrew L. Ji
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Department of Oncological Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Black Family Stem Cell Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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31
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Ge G, Shang J, Gan T, Chen Z, Pan C, Mei Y, Long S, Wu A, Wang H. Psoriasis and Leprosy: An Arcane Relationship. J Inflamm Res 2023; 16:2521-2533. [PMID: 37337513 PMCID: PMC10277007 DOI: 10.2147/jir.s407650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Accepted: 05/18/2023] [Indexed: 06/21/2023] Open
Abstract
Purpose Psoriasis (Ps) and leprosy are chronic inflammatory skin disorders, characterised by enhanced innate and adaptive immunity. Ps and leprosy rarely coexist. The molecular immune mechanism of the Ps and leprosy rarely coexistence is unclear. Patients and Methods RNA-sequencing (RNA-seq) was performed on 20 patients with Ps, 5 adults with lepromatous leprosy (L-lep), and 5 patients with tuberculoid leprosy (T-lep) to analyse the differentially expressed genes (DEGs) between them. Moreover, the biological mechanism of Ps and leprosy was explored by Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis, Gene Ontology (GO) analysis, Gene Set Enrichment Analysis analysis, and protein-protein interaction (PPI) analyses. Finally, 13 DEGs of 10 skin biopsies of Ps patients, 6 samples of L-lep patients, 6 samples of T-lep patients and 5 healthy controls were confirmed by quantitative real-time polymerase chain reaction (qRT-PCR). Results The PPI network was constructed and primarily associated with immune response, IL-17 signalling, and Toll-like receptor pathway between Ps and leprosy. Th17 markers (interleukin (IL)-19, IL-20, IL-36A, IL-36G, IL-22, IL-17A, and lipocalin-2 (LCN2) had higher expression in Ps than in L-lep and T-lep, whereas macrophage biomarkers (CLEC4E and TREM2), SPP1, and dendritic cell (DC)-related hallmarks (ITGAX) and TNF-a had significantly lower expression across Ps and T-lep than in L-lep. Conclusion To put it simply, Ps patients with IL-17A, IL-19, IL-20, IL-36A, IL-36G, and IL-22 in conjunction with LCN2 with up-graduated expression might be not susceptible to L-lep. However, high levels of CLEC4E, TREM2, and SPP1 in L-lep patients indicated that they unlikely suffered from Ps.
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Affiliation(s)
- Gai Ge
- Laboratory of Mycobacteria, Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, People's Republic of China
| | - Jingzhe Shang
- Center for Systems Medicine, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, People's Republic of China
- Suzhou Institute of Systems Medicine, Suzhou, People's Republic of China
| | - Tian Gan
- Laboratory of Mycobacteria, Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, People's Republic of China
| | - Zhiming Chen
- Laboratory of Mycobacteria, Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, People's Republic of China
| | - Chun Pan
- Laboratory of Mycobacteria, Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, People's Republic of China
| | - Youming Mei
- Laboratory of Mycobacteria, Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, People's Republic of China
| | - Siyu Long
- Department of Dermatology, Beijing Chao-Yang Hospital & Capital Medical University, Beijing, People's Republic of China
| | - Aiping Wu
- Center for Systems Medicine, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, People's Republic of China
- Suzhou Institute of Systems Medicine, Suzhou, People's Republic of China
| | - Hongsheng Wang
- Laboratory of Mycobacteria, Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing, People's Republic of China
- National Center for Sexually Transmitted Disease and Leprosy Control, China Centers for Disease Control and Prevention, Nanjing, People's Republic of China
- Centre for Global Health, School of Public Health, Nanjing Medical University, Nanjing, People's Republic of China
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Sawyer AJ, Patrick E, Edwards J, Wilmott JS, Fielder T, Yang Q, Barber DL, Ernst JD, Britton WJ, Palendira U, Chen X, Feng CG. Spatial mapping reveals granuloma diversity and histopathological superstructure in human tuberculosis. J Exp Med 2023; 220:e20221392. [PMID: 36920308 PMCID: PMC10035589 DOI: 10.1084/jem.20221392] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Revised: 01/07/2023] [Accepted: 02/28/2023] [Indexed: 03/16/2023] Open
Abstract
The hallmark of tuberculosis (TB) is the formation of immune cell-enriched aggregates called granulomas. While granulomas are pathologically diverse, their tissue-wide heterogeneity has not been spatially resolved at the single-cell level in human tissues. By spatially mapping individual immune cells in every lesion across entire tissue sections, we report that in addition to necrotizing granulomas, the human TB lung contains abundant non-necrotizing leukocyte aggregates surrounding areas of necrotizing tissue. These cellular lesions were more diverse in composition than necrotizing lesions and could be stratified into four general classes based on cellular composition and spatial distribution of B cells and macrophages. The cellular composition of non-necrotizing structures also correlates with their proximity to necrotizing lesions, indicating these are foci of distinct immune reactions adjacent to necrotizing granulomas. Together, we show that during TB, diseased lung tissue develops a histopathological superstructure comprising at least four different types of non-necrotizing cellular aggregates organized as satellites of necrotizing granulomas.
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Affiliation(s)
- Andrew J. Sawyer
- School of Medical Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Centenary Institute, The University of Sydney, Sydney, Australia
- Charles Perkins Centre, The University of Sydney, Sydney, Australia
| | - Ellis Patrick
- School of Mathematics and Statistics, Faculty of Science, The University of Sydney, Sydney, Australia
- Centre for Cancer Research, Westmead Institute for Medical Research, The University of Sydney, Westmead, Australia
- Sydney Precision Data Science Centre, The University of Sydney, Sydney, Australia
| | - Jarem Edwards
- School of Medical Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Melanoma Institute Australia, The University of Sydney, Sydney, Australia
| | - James S. Wilmott
- School of Medical Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Charles Perkins Centre, The University of Sydney, Sydney, Australia
- Melanoma Institute Australia, The University of Sydney, Sydney, Australia
| | - Timothy Fielder
- Department of Tissue Pathology and Diagnostic Oncology, Royal Prince Alfred Hospital, Camperdown, Australia
| | - Qianting Yang
- Guangdong Key Lab for Diagnosis and Treatment of Emerging Infectious Diseases, Shenzhen, Third People’s Hospital, Shenzhen, Shenzhen, China
| | - Daniel L. Barber
- Laboratory of Parasitic Diseases, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Joel D. Ernst
- Division of Experimental Medicine, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Warwick J. Britton
- Centenary Institute, The University of Sydney, Sydney, Australia
- Department of Clinical Immunology, Royal Prince Alfred Hospital, Camperdown, Australia
| | - Umaimainthan Palendira
- School of Medical Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Centenary Institute, The University of Sydney, Sydney, Australia
- Charles Perkins Centre, The University of Sydney, Sydney, Australia
| | - Xinchun Chen
- Guangdong Key Laboratory of Regional Immunity and Diseases, Department of Pathogen Biology, Shenzhen UniversitySchool of Medicine, Shenzhen, China
| | - Carl G. Feng
- School of Medical Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Centenary Institute, The University of Sydney, Sydney, Australia
- Charles Perkins Centre, The University of Sydney, Sydney, Australia
- Institute for Infectious Diseases, The University of Sydney, Sydney, Australia
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Tekkela S, Theocharidis G, McGrath JA, Onoufriadis A. Spatial transcriptomics in human skin research. Exp Dermatol 2023. [PMID: 37150587 DOI: 10.1111/exd.14827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 04/17/2023] [Accepted: 04/21/2023] [Indexed: 05/09/2023]
Abstract
Spatial transcriptomics is a revolutionary technique that enables researchers to characterise tissue architecture and localisation of gene expression. A plethora of technologies that map gene expression are currently being developed, aiming to facilitate spatially resolved, high-dimensional assessment of gene transcription in the context of human skin research. Knowing which gene is expressed by which cell and in which location within skin, facilitates understanding of skin function and dysfunction in both health and disease. In this review, we summarise the available spatial transcriptomic methods and we describe their application to a broad spectrum of dermatological diseases.
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Affiliation(s)
- Stavroula Tekkela
- St John's Institute of Dermatology, School of Basic and Medical Biosciences, King's College London, London, UK
| | - Georgios Theocharidis
- Joslin-Beth Israel Deaconess Foot Center and The Rongxiang Xu, MD, Center for Regenerative Therapeutics, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - John A McGrath
- St John's Institute of Dermatology, School of Basic and Medical Biosciences, King's College London, London, UK
| | - Alexandros Onoufriadis
- St John's Institute of Dermatology, School of Basic and Medical Biosciences, King's College London, London, UK
- Laboratory of Medical Biology and Genetics, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
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Jin SH, Lee SB. CD11b +Gr-1 low cells that accumulate in M.leprae-induced granulomas of the footpad skin of nude mice have the characteristics of monocytic-myeloid-derived suppressor cells. Tuberculosis (Edinb) 2023; 140:102345. [PMID: 37116235 DOI: 10.1016/j.tube.2023.102345] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 03/28/2023] [Accepted: 04/13/2023] [Indexed: 04/30/2023]
Abstract
CD11b+Gr-1low cells that are increased in the lungs of a Mycobacterium (M) tuberculosis-infection mouse model have the characteristics of monocytic (M)-myeloid-derived suppressor cells (MDSCs) and harbor M.tuberculosis. Interestingly, a high number of M-MDSCs have also been observed in skin lesions of patients with lepromatous leprosy. We hypothesized that CD11b+Gr-1low cells might be involved in the pathogenesis of leprosy, as they are in tuberculosis. In the current study, we investigated the issue of whether CD11b+Gr-1low cells accumulate in Mycobacterium (M) leprae-induced granulomas of the footpad skin of nude mice. Our results show that CD11b+Gr-1low cells began to accumulate in the 7-month-old M.leprae-induced granulomas and were replaced by other leukocytes, including CD11b+Gr-1high over time during M.leprae infections. CD11b + Gr-1low cells expressed the surface markers of M-MDSC, Ly6Chigh and Ly6Glow. In addition, CD11b+Gr-1low cells have the nuclei of a mononuclear cell type and expressed higher levels of arginase 1 (Arg1) and inducible NO synthetase (iNOS). Furthermore, they showed a higher infection rate by M.leprae. Taken together, our results indicate that the inoculation with M.leprae induced an accumulation of CD11b + Gr-1low at a relatively early stage, 7-month-old M.leprae-induced granulomas, and that CD11b+Gr-1low have the characteristics of M-MDSC and may act as a reservoir for M.leprae.
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Affiliation(s)
- Song-Hyo Jin
- Institute of Hansen's Disease, Department of Pathology, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul, 06591, South Korea
| | - Seong-Beom Lee
- Institute of Hansen's Disease, Department of Pathology, College of Medicine, The Catholic University of Korea, 222 Banpo-daero, Seocho-gu, Seoul, 06591, South Korea.
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35
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Ahmadzadeh K, Pereira M, Vanoppen M, Bernaerts E, Ko J, Mitera T, Maksoudian C, Manshian BB, Soenen S, Rose CD, Matthys P, Wouters C, Behmoaras J. Multinucleation resets human macrophages for specialized functions at the expense of their identity. EMBO Rep 2023; 24:e56310. [PMID: 36597777 PMCID: PMC9986822 DOI: 10.15252/embr.202256310] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 12/08/2022] [Accepted: 12/09/2022] [Indexed: 01/05/2023] Open
Abstract
Macrophages undergo plasma membrane fusion and cell multinucleation to form multinucleated giant cells (MGCs) such as osteoclasts in bone, Langhans giant cells (LGCs) as part of granulomas or foreign-body giant cells (FBGCs) in reaction to exogenous material. How multinucleation per se contributes to functional specialization of mature mononuclear macrophages remains poorly understood in humans. Here, we integrate comparative transcriptomics with functional assays in purified mature mononuclear and multinucleated human osteoclasts, LGCs and FBGCs. Strikingly, in all three types of MGCs, multinucleation causes a pronounced downregulation of macrophage identity. We show enhanced lysosome-mediated intracellular iron homeostasis promoting MGC formation. The transition from mononuclear to multinuclear state is accompanied by cell specialization specific to each polykaryon. Enhanced phagocytic and mitochondrial function associate with FBGCs and osteoclasts, respectively. Moreover, human LGCs preferentially express B7-H3 (CD276) and can form granuloma-like clusters in vitro, suggesting that their multinucleation potentiates T cell activation. These findings demonstrate how cell-cell fusion and multinucleation reset human macrophage identity as part of an advanced maturation step that confers MGC-specific functionality.
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Affiliation(s)
- Kourosh Ahmadzadeh
- Laboratory of Immunobiology, Department Microbiology, Immunology and Transplantation, Rega InstituteKU Leuven—University of LeuvenLeuvenBelgium
| | - Marie Pereira
- Centre for Inflammatory Disease, Department of Immunology and Inflammation, Hammersmith HospitalImperial College LondonLondonUK
| | - Margot Vanoppen
- Laboratory of Immunobiology, Department Microbiology, Immunology and Transplantation, Rega InstituteKU Leuven—University of LeuvenLeuvenBelgium
| | - Eline Bernaerts
- Laboratory of Immunobiology, Department Microbiology, Immunology and Transplantation, Rega InstituteKU Leuven—University of LeuvenLeuvenBelgium
| | - Jeong‐Hun Ko
- Centre for Inflammatory Disease, Department of Immunology and Inflammation, Hammersmith HospitalImperial College LondonLondonUK
| | - Tania Mitera
- Laboratory of Immunobiology, Department Microbiology, Immunology and Transplantation, Rega InstituteKU Leuven—University of LeuvenLeuvenBelgium
| | - Christy Maksoudian
- NanoHealth and Optical Imaging Group, Translational Cell and Tissue Research Unit, Department of Imaging and PathologyKU LeuvenLeuvenBelgium
| | - Bella B Manshian
- Translational Cell and Tissue Research Unit, Department of Imaging and PathologyKU LeuvenLeuvenBelgium
| | - Stefaan Soenen
- NanoHealth and Optical Imaging Group, Translational Cell and Tissue Research Unit, Department of Imaging and PathologyKU LeuvenLeuvenBelgium
| | - Carlos D Rose
- Division of Pediatric Rheumatology Nemours Children's HospitalThomas Jefferson UniversityPhiladelphiaPAUSA
| | - Patrick Matthys
- Laboratory of Immunobiology, Department Microbiology, Immunology and Transplantation, Rega InstituteKU Leuven—University of LeuvenLeuvenBelgium
| | - Carine Wouters
- Laboratory of Immunobiology, Department Microbiology, Immunology and Transplantation, Rega InstituteKU Leuven—University of LeuvenLeuvenBelgium
- Division Pediatric RheumatologyUZ LeuvenLeuvenBelgium
- European Reference Network for Rare ImmunodeficiencyAutoinflammatory and Autoimmune Diseases (RITA) at University Hospital LeuvenLeuvenBelgium
| | - Jacques Behmoaras
- Centre for Inflammatory Disease, Department of Immunology and Inflammation, Hammersmith HospitalImperial College LondonLondonUK
- Programme in Cardiovascular and Metabolic Disorders and Centre for Computational BiologyDuke‐NUS Medical School SingaporeSingaporeSingapore
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Chimbetete T, Buck C, Choshi P, Selim R, Pedretti S, Divito SJ, Phillips EJ, Lehloenya R, Peter J. HIV-Associated Immune Dysregulation in the Skin: A Crucible for Exaggerated Inflammation and Hypersensitivity. J Invest Dermatol 2023; 143:362-373. [PMID: 36549954 PMCID: PMC9974923 DOI: 10.1016/j.jid.2022.07.035] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 07/22/2022] [Accepted: 07/25/2022] [Indexed: 12/24/2022]
Abstract
Skin diseases are hallmarks of progressive HIV-related immunosuppression, with severe noninfectious inflammatory and hypersensitivity conditions as common as opportunistic infections. Conditions such as papular pruritic eruption are AIDS defining, whereas delayed immune-mediated adverse reactions, mostly cutaneous, occur up to 100-fold more during HIV infection. The skin, constantly in contact with the external environment, has a complex immunity. A dense, tightly junctioned barrier with basal keratinocytes and epidermal Langerhans cells with antimicrobial, innate-activating, and antigen-presenting functions form the frontline. Resident dermal dendritic, mast, macrophage, and innate lymphoid cells play pivotal roles in directing and polarizing appropriate adaptive immune responses and directing effector immune cell trafficking. Sustained viral replication leads to progressive declines in CD4 T cells, whereas Langerhans and dermal dendritic cells serve as viral reservoirs and points of first viral contact in the mucosa. Cutaneous cytokine responses and diminished lymphoid populations create a crucible for exaggerated inflammation and hypersensitivity. However, beyond histopathological description, these manifestations are poorly characterized. This review details normal skin immunology, changes associated with progressive HIV-related immunosuppression, and the characteristic conditions of immune dysregulation increased with HIV. We highlight the main research gaps and several novel tissue-directed strategies to define mechanisms that will provide targeted approaches to prevention or treatment.
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Affiliation(s)
- Tafadzwa Chimbetete
- Division of Allergology and Clinical Immunology, Department of Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | - Chloe Buck
- Division of Allergology and Clinical Immunology, Department of Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | - Phuti Choshi
- Division of Allergology and Clinical Immunology, Department of Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | - Rose Selim
- Division of Allergology and Clinical Immunology, Department of Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa
| | - Sarah Pedretti
- Allergy and Immunology Unit, University of Cape Town Lung Institute, Cape Town, South Africa
| | - Sherrie Jill Divito
- Department of Dermatology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | | | - Rannakoe Lehloenya
- Division of Dermatology, Department of Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa; Combined Drug Allergy Clinic, Groote Schuur Hospital, Cape Town, South Africa
| | - Jonny Peter
- Division of Allergology and Clinical Immunology, Department of Medicine, Groote Schuur Hospital, University of Cape Town, Cape Town, South Africa; Allergy and Immunology Unit, University of Cape Town Lung Institute, Cape Town, South Africa; Combined Drug Allergy Clinic, Groote Schuur Hospital, Cape Town, South Africa.
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37
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Macrophage Biology in Human Granulomatous Skin Inflammation. Int J Mol Sci 2023; 24:ijms24054624. [PMID: 36902053 PMCID: PMC10003716 DOI: 10.3390/ijms24054624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2023] [Revised: 02/15/2023] [Accepted: 02/22/2023] [Indexed: 03/04/2023] Open
Abstract
Cutaneous granulomatoses represent a heterogeneous group of diseases, which are defined by macrophage infiltration in the skin. Skin granuloma can be formed in the context of infectious and non-infectious conditions. Recent technological advances have deepened our understanding of the pathophysiology of granulomatous skin inflammation, and they provide novel insights into human tissue macrophage biology at the site of ongoing disease. Here, we discuss findings on macrophage immune function and metabolism derived from three prototypic cutaneous granulomatoses: granuloma annulare, sarcoidosis, and leprosy.
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38
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Single-cell and spatial transcriptomics reveal aberrant lymphoid developmental programs driving granuloma formation. Immunity 2023; 56:289-306.e7. [PMID: 36750099 PMCID: PMC9942876 DOI: 10.1016/j.immuni.2023.01.014] [Citation(s) in RCA: 39] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 08/27/2022] [Accepted: 01/13/2023] [Indexed: 02/09/2023]
Abstract
Granulomas are lumps of immune cells that can form in various organs. Most granulomas appear unstructured, yet they have some resemblance to lymphoid organs. To better understand granuloma formation, we performed single-cell sequencing and spatial transcriptomics on granulomas from patients with sarcoidosis and bioinformatically reconstructed the underlying gene regulatory networks. We discovered an immune stimulatory environment in granulomas that repurposes transcriptional programs associated with lymphoid organ development. Granuloma formation followed characteristic spatial patterns and involved genes linked to immunometabolism, cytokine and chemokine signaling, and extracellular matrix remodeling. Three cell types emerged as key players in granuloma formation: metabolically reprogrammed macrophages, cytokine-producing Th17.1 cells, and fibroblasts with inflammatory and tissue-remodeling phenotypes. Pharmacological inhibition of one of the identified processes attenuated granuloma formation in a sarcoidosis mouse model. We show that human granulomas adopt characteristic aspects of normal lymphoid organ development in aberrant combinations, indicating that granulomas constitute aberrant lymphoid organs.
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39
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Pham TH, Xue Y, Brewer SM, Bernstein KE, Quake SR, Monack DM. Single-cell profiling identifies ACE + granuloma macrophages as a nonpermissive niche for intracellular bacteria during persistent Salmonella infection. SCIENCE ADVANCES 2023; 9:eadd4333. [PMID: 36608122 PMCID: PMC9821941 DOI: 10.1126/sciadv.add4333] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 12/06/2022] [Indexed: 06/17/2023]
Abstract
Macrophages mediate key antimicrobial responses against intracellular bacterial pathogens, such as Salmonella enterica. Yet, they can also act as a permissive niche for these pathogens to persist in infected tissues within granulomas, which are immunological structures composed of macrophages and other immune cells. We apply single-cell transcriptomics to investigate macrophage functional diversity during persistent S. enterica serovar Typhimurium (STm) infection in mice. We identify determinants of macrophage heterogeneity in infected spleens and describe populations of distinct phenotypes, functional programming, and spatial localization. Using an STm mutant with impaired ability to polarize macrophage phenotypes, we find that angiotensin-converting enzyme (ACE) defines a granuloma macrophage population that is nonpermissive for intracellular bacteria, and their abundance anticorrelates with tissue bacterial burden. Disruption of pathogen control by neutralizing TNF is linked to preferential depletion of ACE+ macrophages in infected tissues. Thus, ACE+ macrophages have limited capacity to serve as cellular niche for intracellular bacteria to establish persistent infection.
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Affiliation(s)
- Trung H. M. Pham
- Department of Microbiology and Immunology, Stanford University, School of Medicine, Stanford, CA, USA
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Yuan Xue
- Department of Bioengineering, Stanford University, Stanford, CA, USA
| | - Susan M. Brewer
- Department of Microbiology and Immunology, Stanford University, School of Medicine, Stanford, CA, USA
| | - Kenneth E. Bernstein
- Department of Pathology and Laboratory Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Stephen R. Quake
- Department of Bioengineering, Stanford University, Stanford, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Denise M. Monack
- Department of Microbiology and Immunology, Stanford University, School of Medicine, Stanford, CA, USA
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40
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Haemophilus ducreyi Infection Induces Oxidative Stress, Central Metabolic Changes, and a Mixed Pro- and Anti-inflammatory Environment in the Human Host. mBio 2022; 13:e0312522. [PMID: 36453940 PMCID: PMC9765465 DOI: 10.1128/mbio.03125-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2022] Open
Abstract
Few studies have investigated host-bacterial interactions at sites of infection in humans using transcriptomics and metabolomics. Haemophilus ducreyi causes cutaneous ulcers in children and the genital ulcer disease chancroid in adults. We developed a human challenge model in which healthy adult volunteers are infected with H. ducreyi on the upper arm until they develop pustules. Here, we characterized host-pathogen interactions in pustules using transcriptomics and metabolomics and examined interactions between the host transcriptome and metabolome using integrated omics. In a previous pilot study, we determined the human and H. ducreyi transcriptomes and the metabolome of pustule and wounded sites of 4 volunteers (B. Griesenauer, T. M. Tran, K. R. Fortney, D. M. Janowicz, et al., mBio 10:e01193-19, 2019, https://doi.org/10.1128/mBio.01193-19). While we could form provisional transcriptional networks between the host and H. ducreyi, the study was underpowered to integrate the metabolome with the host transcriptome. To better define and integrate the transcriptomes and metabolome, we used samples from both the pilot study (n = 4) and new volunteers (n = 8) to identify 5,495 human differentially expressed genes (DEGs), 123 H. ducreyi DEGs, 205 differentially abundant positive ions, and 198 differentially abundant negative ions. We identified 42 positively correlated and 29 negatively correlated human-H. ducreyi transcriptome clusters. In addition, we defined human transcriptome-metabolome networks consisting of 9 total clusters, which highlighted changes in fatty acid metabolism and mitigation of oxidative damage. Taken together, the data suggest a mixed pro- and anti-inflammatory environment and rewired central metabolism in the host that provides a hostile, nutrient-limited environment for H. ducreyi. IMPORTANCE Interactions between the host and bacteria at sites of infection in humans are poorly understood. We inoculated human volunteers on the upper arm with the skin pathogen H. ducreyi or a buffer control and biopsied the resulting infected and sham-inoculated sites. We performed dual transcriptome sequencing (RNA-seq) and metabolic analysis on the biopsy samples. Network analyses between the host and bacterial transcriptomes and the host transcriptome-metabolome network were used to identify molecules that may be important for the virulence of H. ducreyi in the human host. Our results suggest that the pustule is highly oxidative, contains both pro- and anti-inflammatory components, and causes metabolic shifts in the host, to which H. ducreyi adapts to survive. To our knowledge, this is the first study to integrate transcriptomic and metabolomic responses to a single bacterial pathogen in the human host.
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Zheng M, Hu Z, Mei X, Ouyang L, Song Y, Zhou W, Kong Y, Wu R, Rao S, Long H, Shi W, Jing H, Lu S, Wu H, Jia S, Lu Q, Zhao M. Single-cell sequencing shows cellular heterogeneity of cutaneous lesions in lupus erythematosus. Nat Commun 2022; 13:7489. [PMID: 36470882 PMCID: PMC9722937 DOI: 10.1038/s41467-022-35209-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 11/23/2022] [Indexed: 12/12/2022] Open
Abstract
Discoid lupus erythematosus (DLE) and systemic lupus erythematosus (SLE) are both types of lupus, yet the characteristics, and differences between them are not fully understood. Here we show single-cell RNA sequencing data of cutaneous lesions from DLE and SLE patients and skin tissues from healthy controls (HCs). We find significantly higher proportions of T cells, B cells and NK cells in DLE than in SLE. Expanded CCL20+ keratinocyte, CXCL1+ fibroblast, ISGhiCD4/CD8 T cell, ISGhi plasma cell, pDC, and NK subclusters are identified in DLE and SLE compared to HC. In addition, we observe higher cell communication scores between cell types such as fibroblasts and macrophage/dendritic cells in cutaneous lesions of DLE and SLE compared to HC. In summary, we clarify the heterogeneous characteristics in cutaneous lesions between DLE and SLE, and discover some specific cell subtypes and ligand-receptor pairs that indicate possible therapeutic targets of lupus erythematosus.
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Affiliation(s)
- Meiling Zheng
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Zhi Hu
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Xiaole Mei
- Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, 210042, Nanjing, China
| | - Lianlian Ouyang
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Yang Song
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Wenhui Zhou
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Yi Kong
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Ruifang Wu
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Shijia Rao
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Hai Long
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Wei Shi
- Department of Dermatology, Xiangya Hospital, Central South University, 410008, Changsha, China
| | - Hui Jing
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Shuang Lu
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Haijing Wu
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China
| | - Sujie Jia
- Department of Pharmacy, The Third Xiangya Hospital, Central South University, 410011, Changsha, China
| | - Qianjin Lu
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China.
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China.
- Institute of Dermatology, Chinese Academy of Medical Sciences and Peking Union Medical College, 210042, Nanjing, China.
| | - Ming Zhao
- Department of Dermatology, Hunan Key Laboratory of Medical Epigenomics, Second Xiangya Hospital, Central South University, 410011, Changsha, China.
- Research Unit of Key Technologies of Diagnosis and Treatment for Immune-related Skin Diseases, Chinese Academy of Medical Sciences, 410011, Changsha, China.
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Ghaddar B, Biswas A, Harris C, Omary MB, Carpizo DR, Blaser MJ, De S. Tumor microbiome links cellular programs and immunity in pancreatic cancer. Cancer Cell 2022; 40:1240-1253.e5. [PMID: 36220074 PMCID: PMC9556978 DOI: 10.1016/j.ccell.2022.09.009] [Citation(s) in RCA: 62] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 07/01/2022] [Accepted: 09/09/2022] [Indexed: 11/02/2022]
Abstract
Microorganisms are detected in multiple cancer types, including in putatively sterile organs, but the contexts in which they influence oncogenesis or anti-tumor responses in humans remain unclear. We recently developed single-cell analysis of host-microbiome interactions (SAHMI), a computational pipeline to recover and denoise microbial signals from single-cell sequencing of host tissues. Here we use SAHMI to interrogate tumor-microbiome interactions in two human pancreatic cancer cohorts. We identify somatic-cell-associated bacteria in a subset of tumors and their near absence in nonmalignant tissues. These bacteria predominantly pair with tumor cells, and their presence is associated with cell-type-specific gene expression and pathway activities, including cell motility and immune signaling. Modeling results indicate that tumor-infiltrating lymphocytes closely resemble T cells from infected tissue. Finally, using multiple independent datasets, a signature of cell-associated bacteria predicts clinical prognosis. Tumor-microbiome crosstalk may modulate tumorigenesis in pancreatic cancer with implications for clinical management.
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Affiliation(s)
- Bassel Ghaddar
- Center for Systems and Computational Biology, Rutgers Cancer Institute of New Jersey, Rutgers University, 195 Albany St., New Brunswick, NJ 08901, USA
| | - Antara Biswas
- Center for Systems and Computational Biology, Rutgers Cancer Institute of New Jersey, Rutgers University, 195 Albany St., New Brunswick, NJ 08901, USA
| | - Chris Harris
- Department of Surgery, University of Rochester Medical Center, 601 Elmwood Avenue, Box SURG, Rochester, NY 14642, USA
| | - M Bishr Omary
- Center for Advanced Biotechnology and Medicine, Rutgers University, 679 Hoes Lane West, Piscataway, NJ 08854, USA
| | - Darren R Carpizo
- Department of Surgery, University of Rochester Medical Center, 601 Elmwood Avenue, Box SURG, Rochester, NY 14642, USA
| | - Martin J Blaser
- Center for Advanced Biotechnology and Medicine, Rutgers University, 679 Hoes Lane West, Piscataway, NJ 08854, USA.
| | - Subhajyoti De
- Center for Systems and Computational Biology, Rutgers Cancer Institute of New Jersey, Rutgers University, 195 Albany St., New Brunswick, NJ 08901, USA.
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43
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Quintana JF, Chandrasegaran P, Sinton MC, Briggs EM, Otto TD, Heslop R, Bentley-Abbot C, Loney C, de Lecea L, Mabbott NA, MacLeod A. Single cell and spatial transcriptomic analyses reveal microglia-plasma cell crosstalk in the brain during Trypanosoma brucei infection. Nat Commun 2022; 13:5752. [PMID: 36180478 PMCID: PMC9525673 DOI: 10.1038/s41467-022-33542-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 09/21/2022] [Indexed: 11/08/2022] Open
Abstract
Human African trypanosomiasis, or sleeping sickness, is caused by the protozoan parasite Trypanosoma brucei and induces profound reactivity of glial cells and neuroinflammation when the parasites colonise the central nervous system. However, the transcriptional and functional responses of the brain to chronic T. brucei infection remain poorly understood. By integrating single cell and spatial transcriptomics of the mouse brain, we identify that glial responses triggered by infection are readily detected in the proximity to the circumventricular organs, including the lateral and 3rd ventricle. This coincides with the spatial localisation of both slender and stumpy forms of T. brucei. Furthermore, in silico predictions and functional validations led us to identify a previously unknown crosstalk between homeostatic microglia and Cd138+ plasma cells mediated by IL-10 and B cell activating factor (BAFF) signalling. This study provides important insights and resources to improve understanding of the molecular and cellular responses in the brain during infection with African trypanosomes.
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Affiliation(s)
- Juan F Quintana
- Wellcome Centre for Integrative Parasitology (WCIP), University of Glasgow, Glasgow, UK.
- School of Biodiversity, One Health, and Veterinary Medicine (SBOHVM), MVLS, University of Glasgow, Glasgow, UK.
| | - Praveena Chandrasegaran
- Wellcome Centre for Integrative Parasitology (WCIP), University of Glasgow, Glasgow, UK
- School of Biodiversity, One Health, and Veterinary Medicine (SBOHVM), MVLS, University of Glasgow, Glasgow, UK
| | - Matthew C Sinton
- Wellcome Centre for Integrative Parasitology (WCIP), University of Glasgow, Glasgow, UK
- School of Biodiversity, One Health, and Veterinary Medicine (SBOHVM), MVLS, University of Glasgow, Glasgow, UK
| | - Emma M Briggs
- Wellcome Centre for Integrative Parasitology (WCIP), University of Glasgow, Glasgow, UK
- Institute for Immunology and Infection Research, School of Biological Sciences, University of Edinburgh, Edinburgh, UK
| | - Thomas D Otto
- Wellcome Centre for Integrative Parasitology (WCIP), University of Glasgow, Glasgow, UK
- School of Infection and Immunity, MVLS, University of Glasgow, Glasgow, UK
| | - Rhiannon Heslop
- Wellcome Centre for Integrative Parasitology (WCIP), University of Glasgow, Glasgow, UK
- School of Biodiversity, One Health, and Veterinary Medicine (SBOHVM), MVLS, University of Glasgow, Glasgow, UK
| | - Calum Bentley-Abbot
- Wellcome Centre for Integrative Parasitology (WCIP), University of Glasgow, Glasgow, UK
- School of Biodiversity, One Health, and Veterinary Medicine (SBOHVM), MVLS, University of Glasgow, Glasgow, UK
| | - Colin Loney
- School of Infection and Immunity, MVLS, University of Glasgow, Glasgow, UK
- MRC Centre for Virus Research, University of Glasgow, Glasgow, UK
| | - Luis de Lecea
- Stanford University School of Medicine, Stanford, CA, USA
| | - Neil A Mabbott
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Edinburgh, UK
| | - Annette MacLeod
- Wellcome Centre for Integrative Parasitology (WCIP), University of Glasgow, Glasgow, UK
- School of Biodiversity, One Health, and Veterinary Medicine (SBOHVM), MVLS, University of Glasgow, Glasgow, UK
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Geraldes I, Fernandes M, Fraga AG, Osório NS. The impact of single-cell genomics on the field of mycobacterial infection. Front Microbiol 2022; 13:989464. [PMID: 36246265 PMCID: PMC9562642 DOI: 10.3389/fmicb.2022.989464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Accepted: 09/14/2022] [Indexed: 11/13/2022] Open
Abstract
Genome sequencing projects of humans and other organisms reinforced that the complexity of biological systems is largely attributed to the tight regulation of gene expression at the epigenome and RNA levels. As a consequence, plenty of technological developments arose to increase the sequencing resolution to the cell dimension creating the single-cell genomics research field. Single-cell RNA sequencing (scRNA-seq) is leading the advances in this topic and comprises a vast array of different methodologies. scRNA-seq and its variants are more and more used in life science and biomedical research since they provide unbiased transcriptomic sequencing of large populations of individual cells. These methods go beyond the previous “bulk” methodologies and sculpt the biological understanding of cellular heterogeneity and dynamic transcriptomic states of cellular populations in immunology, oncology, and developmental biology fields. Despite the large burden caused by mycobacterial infections, advances in this field obtained via single-cell genomics had been comparatively modest. Nonetheless, seminal research publications using single-cell transcriptomics to study host cells infected by mycobacteria have become recently available. Here, we review these works summarizing the most impactful findings and emphasizing the different and recent single-cell methodologies used, potential issues, and problems. In addition, we aim at providing insights into current research gaps and potential future developments related to the use of single-cell genomics to study mycobacterial infection.
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Affiliation(s)
- Inês Geraldes
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's—PT Government Associate Laboratory, Braga, Portugal
| | - Mónica Fernandes
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's—PT Government Associate Laboratory, Braga, Portugal
| | - Alexandra G. Fraga
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's—PT Government Associate Laboratory, Braga, Portugal
| | - Nuno S. Osório
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal
- ICVS/3B's—PT Government Associate Laboratory, Braga, Portugal
- *Correspondence: Nuno S. Osório
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45
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Reactivation of Coccidioidomycosis in a Mouse Model of Asymptomatic Controlled Disease. J Fungi (Basel) 2022; 8:jof8100991. [PMID: 36294555 PMCID: PMC9605249 DOI: 10.3390/jof8100991] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 09/07/2022] [Accepted: 09/20/2022] [Indexed: 11/26/2022] Open
Abstract
The majority of human coccidioidomycosis infections are asymptomatic or self-limited but may have sequestered spherules in highly structured granulomas. Under immunosuppression, reactivation of fungal growth can result in severe disease. B6D2F1 mice asymptomatically infected with C. posadasii strain 1038 were immunosuppressed with dexamethasone (DXM) in drinking water. Treated mice died 16−25 days later, while untreated mice survived (p < 0.001). Flow cytometry of lung granulomas on days 5, 10, 15, and 20 of DXM treatment showed immune cell populations decreased 0.5−1 log compared with untreated mice though neutrophils and CD19+IgD−IgM− cells rebounded by day 20. Histopathology demonstrated loss of granuloma structure by day 5 and increasing spherules through day 20. On day 20, T-cells were nearly absent and disorganized pyogranulomatous lesions included sheets of plasma cells and innumerable spherules. Mice given DXM for 14 days then stopped (DXM stop) survived 6 weeks (9/10). Lung fungal burdens were significantly lower (p = 0.0447) than mice that continued treatment (DXM cont) but higher than untreated mice. Histopathologically, DXM stop mice did not redevelop controlled granulomas by sacrifice, though T-cells were densely scattered throughout the lesions. This demonstrates a mouse model suitable for further study to understand the immunologic components responsible for maintenance control of coccidioidomycosis.
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46
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Wilk AJ, Shalek AK, Holmes S, Blish CA. Comparative analysis of cell-cell communication at single-cell resolution. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2022:2022.02.04.479209. [PMID: 35169794 PMCID: PMC8845414 DOI: 10.1101/2022.02.04.479209] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/29/2023]
Abstract
Inference of cell-cell communication (CCC) from single-cell RNA-sequencing data is a powerful technique to uncover putative axes of multicellular coordination, yet existing methods perform this analysis at the level of the cell type or cluster, discarding single-cell level information. Here we present Scriabin â€" a flexible and scalable framework for comparative analysis of CCC at single-cell resolution. We leverage multiple published datasets to show that Scriabin recovers expected CCC edges and use spatial transcriptomic data, genetic perturbation screens, and direct experimental manipulation of receptor-ligand interactions to validate that the recovered edges are biologically meaningful. We then apply Scriabin to uncover co-expressed programs of CCC from atlas-scale datasets, validating known communication pathways required for maintaining the intestinal stem cell niche and revealing species-specific communication pathways. Finally, we utilize single-cell communication networks calculated using Scriabin to follow communication pathways that operate between timepoints in longitudinal datasets, highlighting bystander cells as important initiators of inflammatory reactions in acute SARS-CoV-2 infection. Our approach represents a broadly applicable strategy to leverage single-cell resolution data maximally toward uncovering CCC circuitry and rich niche-phenotype relationships in health and disease.
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47
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Do TH, Ma F, Andrade PR, Teles R, de Andrade Silva BJ, Hu C, Espinoza A, Hsu JE, Cho CS, Kim M, Xi J, Xing X, Plazyo O, Tsoi LC, Cheng C, Kim J, Bryson BD, O'Neill AM, Colonna M, Gudjonsson JE, Klechevsky E, Lee JH, Gallo RL, Bloom BR, Pellegrini M, Modlin RL. TREM2 macrophages induced by human lipids drive inflammation in acne lesions. Sci Immunol 2022; 7:eabo2787. [PMID: 35867799 PMCID: PMC9400695 DOI: 10.1126/sciimmunol.abo2787] [Citation(s) in RCA: 55] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
Acne affects 1 in 10 people globally, often resulting in disfigurement. The disease involves excess production of lipids, particularly squalene, increased growth of Cutibacterium acnes, and a host inflammatory response with foamy macrophages. By combining single-cell and spatial RNA sequencing as well as ultrahigh-resolution Seq-Scope analyses of early acne lesions on back skin, we identified TREM2 macrophages expressing lipid metabolism and proinflammatory gene programs in proximity to hair follicle epithelium expressing squalene epoxidase. We established that the addition of squalene induced differentiation of TREM2 macrophages in vitro, which were unable to kill C. acnes. The addition of squalene to macrophages inhibited induction of oxidative enzymes and scavenged oxygen free radicals, providing an explanation for the efficacy of topical benzoyl peroxide in the clinical treatment of acne. The present work has elucidated the mechanisms by which TREM2 macrophages and unsaturated lipids, similar to their involvement in atherosclerosis, may contribute to the pathogenesis of acne.
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Affiliation(s)
- Tran H Do
- Molecular Biology Institute, University of California, Los Angeles, Los Angeles, CA 90095, USA.,Division of Dermatology, Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles,, Los Angeles, CA 90095, USA
| | - Feiyang Ma
- Molecular Biology Institute, University of California, Los Angeles, Los Angeles, CA 90095, USA.,Institute for Quantitative and Computational Biosciences-The Collaboratory, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Priscila R Andrade
- Division of Dermatology, Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles,, Los Angeles, CA 90095, USA
| | - Rosane Teles
- Division of Dermatology, Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles,, Los Angeles, CA 90095, USA
| | - Bruno J de Andrade Silva
- Division of Dermatology, Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles,, Los Angeles, CA 90095, USA
| | - Chanyue Hu
- Institute for Quantitative and Computational Biosciences-The Collaboratory, University of California, Los Angeles, Los Angeles, CA 90095, USA.,Department of Molecular Cell and Developmental Biology, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Alejandro Espinoza
- Institute for Quantitative and Computational Biosciences-The Collaboratory, University of California, Los Angeles, Los Angeles, CA 90095, USA.,Department of Molecular Cell and Developmental Biology, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Jer-En Hsu
- Department of Molecular and Integrative Physiology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Chun-Seok Cho
- Department of Molecular and Integrative Physiology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Myungjin Kim
- Department of Molecular and Integrative Physiology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Jingyue Xi
- Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI 48109, USA
| | - Xianying Xing
- Department of Dermatology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Olesya Plazyo
- Department of Dermatology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Lam C Tsoi
- Department of Dermatology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Carol Cheng
- Division of Dermatology, Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles,, Los Angeles, CA 90095, USA
| | - Jenny Kim
- Division of Dermatology, Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles,, Los Angeles, CA 90095, USA
| | - Bryan D Bryson
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Alan M O'Neill
- Department of Dermatology, University of California San Diego, La Jolla, CA 92093, USA
| | - Marco Colonna
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | | | - Eynav Klechevsky
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Jun Hee Lee
- Department of Molecular and Integrative Physiology, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Richard L Gallo
- Department of Dermatology, University of California San Diego, La Jolla, CA 92093, USA
| | - Barry R Bloom
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Matteo Pellegrini
- Institute for Quantitative and Computational Biosciences-The Collaboratory, University of California, Los Angeles, Los Angeles, CA 90095, USA.,Department of Molecular Cell and Developmental Biology, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Robert L Modlin
- Division of Dermatology, Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles,, Los Angeles, CA 90095, USA.,Department of Microbiology, Immunology and Molecular Genetics, University of California, Los Angeles, Los Angeles, CA 90095, USA
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48
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A Bibliometric Analysis of Leprosy during 2000-2021 from Web of Science Database. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19148234. [PMID: 35886085 PMCID: PMC9324497 DOI: 10.3390/ijerph19148234] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 06/29/2022] [Accepted: 07/01/2022] [Indexed: 02/06/2023]
Abstract
In recent years, after the essential elimination of leprosy (the prevalence of which is <1/100,000), the trends, research hotpots, and frontiers of leprosy research are not clear. This study provides a detailed overview of leprosy in terms of papers, journal, language, year, citations, h-index, author keywords, institution, and country through bibliometrics. The results are as follows: (1) The publication rate has increased in recent years, and 8892 papers were obtained. Most of the publications are in English, and the subject categories are mainly focused on “Dermatology.” The “leprosy review” published the most significant number of papers on leprosy, followed by “Plos Neglected Tropical Disease” and “International Journal of Leprosy and Other Mycobacterial Diseases.” (2) Leprosy-related research was contributed to by 24,672 authors, and the ten authors with the most significant number of publications were identified. (3) The University of London (including the London School of Hygiene and Tropical Medicine) has the highest h-index, and Fundacao Oswaldo Cruz is the most productive institution. (4) Brazil, India, the United States, the United Kingdom, and the Netherlands are the most productive countries, and the collaborative network reveals that they have established close cooperation with other countries. France has the highest average number of citations. (5) The keyword co-occurrence network identifies five highly relevant clusters representing topical issues in leprosy research (public health, leprosy vaccine, immune mechanisms, treatment, and genomics research). Overall, these results provide valuable insights for scholars, research institutions, and policymakers to better understand developments in the field of leprosy.
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Shan X, Chen J, Dong K, Zhou W, Zhang S. Deciphering the Spatial Modular Patterns of Tissues by Integrating Spatial and Single-Cell Transcriptomic Data. J Comput Biol 2022; 29:650-663. [PMID: 35727094 DOI: 10.1089/cmb.2021.0617] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Single-cell RNA sequencing (scRNA-seq) provides a powerful tool to analyze the expression level of tissues at a cellular resolution. However, it could not capture the spatial organization of cells in a tissue. The spatially resolved transcriptomics technologies (ST) have been developed to address this issue. However, the emerging STs are still inefficient at single-cell resolution and/or fail to capture the sufficient reads. To this end, we adopted a partial least squares-based method (spatial modular patterns [SpaMOD]) to simultaneously integrate the two data modalities, as well as the networks related to cells and spots, to identify the cell-spot comodules for deciphering the SpaMOD of tissues. We applied SpaMOD to three paired scRNA-seq and ST datasets, derived from the mouse brain, granuloma, and pancreatic ductal adenocarcinoma, respectively. The identified cell-spot comodules provide detailed biological insights into the spatial relationships between cell populations and their spatial locations in the tissue.
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Affiliation(s)
- Xu Shan
- Department of Software Engineering, Yunnan University, Kunming, China
| | - Jinyu Chen
- College of Statistics and Data Science, Faculty of Science, Beijing University of Technology, Beijing, China
| | - Kangning Dong
- NCMIS, CEMS, RCSDS, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, China
| | - Wei Zhou
- Department of Software Engineering, Yunnan University, Kunming, China
| | - Shihua Zhang
- NCMIS, CEMS, RCSDS, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, China.,School of Mathematical Sciences, University of Chinese Academy of Sciences, Beijing, China.,Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China.,Key Laboratory of Systems Biology, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Hangzhou, China
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Eraslan G, Drokhlyansky E, Anand S, Fiskin E, Subramanian A, Slyper M, Wang J, Van Wittenberghe N, Rouhana JM, Waldman J, Ashenberg O, Lek M, Dionne D, Win TS, Cuoco MS, Kuksenko O, Tsankov AM, Branton PA, Marshall JL, Greka A, Getz G, Segrè AV, Aguet F, Rozenblatt-Rosen O, Ardlie KG, Regev A. Single-nucleus cross-tissue molecular reference maps toward understanding disease gene function. Science 2022; 376:eabl4290. [PMID: 35549429 PMCID: PMC9383269 DOI: 10.1126/science.abl4290] [Citation(s) in RCA: 173] [Impact Index Per Article: 57.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Understanding gene function and regulation in homeostasis and disease requires knowledge of the cellular and tissue contexts in which genes are expressed. Here, we applied four single-nucleus RNA sequencing methods to eight diverse, archived, frozen tissue types from 16 donors and 25 samples, generating a cross-tissue atlas of 209,126 nuclei profiles, which we integrated across tissues, donors, and laboratory methods with a conditional variational autoencoder. Using the resulting cross-tissue atlas, we highlight shared and tissue-specific features of tissue-resident cell populations; identify cell types that might contribute to neuromuscular, metabolic, and immune components of monogenic diseases and the biological processes involved in their pathology; and determine cell types and gene modules that might underlie disease mechanisms for complex traits analyzed by genome-wide association studies.
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Affiliation(s)
- Gökcen Eraslan
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Eugene Drokhlyansky
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Shankara Anand
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Evgenij Fiskin
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ayshwarya Subramanian
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Michal Slyper
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jiali Wang
- Department of Ophthalmology, Harvard Medical School, Boston, MA 02115, USA
- Ocular Genomics Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA 02114, USA
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - John M. Rouhana
- Department of Ophthalmology, Harvard Medical School, Boston, MA 02115, USA
- Ocular Genomics Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA 02114, USA
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Julia Waldman
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Orr Ashenberg
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Monkol Lek
- Department of Genetics, Yale School of Medicine, New Haven, CT 06510, USA
| | - Danielle Dionne
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Thet Su Win
- Department of Dermatology, Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Michael S. Cuoco
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Olena Kuksenko
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Philip A. Branton
- The Joint Pathology Center Gynecologic/Breast Pathology, Silver Spring, MD 20910, USA
| | | | - Anna Greka
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Gad Getz
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Center for Cancer Research and Department of Pathology, Massachusetts General Hospital, Boston, MA 02114, USA
- Harvard Medical School, Boston, MA 02115, USA
| | - Ayellet V. Segrè
- Department of Ophthalmology, Harvard Medical School, Boston, MA 02115, USA
- Ocular Genomics Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA 02114, USA
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - François Aguet
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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