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Gong Z, Xu H, Zhang Q, Wang G, Fan L, Wang Z, Fan L, Liu C, Yu Y, Liu Z, Zhou Q, Xiao H, Hou R, Zhao Y, Chen Y, Xie J. Unveiling the immunological landscape of disseminated tuberculosis: a single-cell transcriptome perspective. Front Immunol 2025; 16:1527592. [PMID: 40092995 PMCID: PMC11906432 DOI: 10.3389/fimmu.2025.1527592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2024] [Accepted: 02/05/2025] [Indexed: 03/19/2025] Open
Abstract
Introduction Hematogenous disseminated tuberculosis (DTB) has an unclear etiology that likely involves multiple factors. Understanding the underlying immunological characteristics of DTB is crucial for elucidating its pathogenesis. Methods We conducted single-cell RNA transcriptome and T cell receptor (TCR) sequencing on samples from seven DTB patients. Additionally, we integrated and analyzed data from two published profiles of latent TB infection, three active TB cases, and two healthy controls. Results Our analysis revealed a significantly higher proportion of inflammatory immune cells (e.g., monocytes and macrophages) in DTB patients, along with a notably lower abundance of various lymphocytes (including T cells, B cells, and plasma cells), suggesting that lymphopenia is a prominent feature of the disease. T cell pseudotime analysis indicated a decrease in the expression of most hypervariable genes over time, pointing to T cell functional exhaustion. Furthermore, a marked absence of mucosal-associated invariant T (MAIT) cells was observed in the peripheral blood of DTB patients. In the TCR repertoire, specific polymorphisms (TRAV9-2, TRAV13-1, TRBV20-1, and TRBV5-1) and dominant clones (TRAJ49, TRBJ2-7, and TRBJ2-1) were identified. Analysis of the complementarity determining region 3 (CDR3) showed that the most frequent combination was TRAV1-2/TRAJ33, with the motif "CAAMD" being significantly reduced in DTB patients. Discussion These findings suggest that lymphopenia and T cell exhaustion, along with unique TCR signatures, may play critical roles in DTB pathogenesis. The reduced "CAAMD" motif and altered TCR clonotypes provide novel insights into the complex cellular dynamics associated with the disease, potentially offering new avenues for targeted immunological interventions.
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Affiliation(s)
- Zhen Gong
- Institute of Modern Biopharmaceuticals, School of Life Sciences, Southwest University, Chongqing, China
- Department of Clinical Laboratory, The Second Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Hongxiang Xu
- Institute of Modern Biopharmaceuticals, School of Life Sciences, Southwest University, Chongqing, China
| | - Qiao Zhang
- Institute of Modern Biopharmaceuticals, School of Life Sciences, Southwest University, Chongqing, China
| | - Guirong Wang
- Department of Clinical Laboratory, Beijing Chest Hospital, Capital Medical University, Beijing Tuberculosis and Thoracic Tumor Institute, Beijing, China
| | - Lin Fan
- Shanghai Clinical Research Center for Tuberculosis, Shanghai Key Lab of Tuberculosis, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, China
| | - Zilu Wang
- Institute of Modern Biopharmaceuticals, School of Life Sciences, Southwest University, Chongqing, China
| | - Lichao Fan
- Shenyang Tenth People’s Hospital, Shenyang Chest Hospital, Shenyang, Liaoning, China
| | - Chang Liu
- Shenyang Tenth People’s Hospital, Shenyang Chest Hospital, Shenyang, Liaoning, China
| | - Yanhong Yu
- Shenyang Tenth People’s Hospital, Shenyang Chest Hospital, Shenyang, Liaoning, China
| | - Zhou Liu
- Department of Clinical Laboratory, The Second Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Qiang Zhou
- Department of Clinical Laboratory, The Second Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China
| | | | - Rui Hou
- Shanghai Biotechnology Corporation, Shanghai, China
| | - Ying Zhao
- Shanghai Biotechnology Corporation, Shanghai, China
| | - Yu Chen
- Shenyang Tenth People’s Hospital, Shenyang Chest Hospital, Shenyang, Liaoning, China
| | - Jianping Xie
- Institute of Modern Biopharmaceuticals, School of Life Sciences, Southwest University, Chongqing, China
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Ruiz VY, Calderon TM, Leon-Rivera R, Chilunda V, Zhang J, Berman JW. Single-cell analysis of CD14 +CD16 + monocytes identifies a subpopulation with an enhanced migratory and inflammatory phenotype. Front Immunol 2025; 16:1475480. [PMID: 40051633 PMCID: PMC11883828 DOI: 10.3389/fimmu.2025.1475480] [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: 08/04/2024] [Accepted: 01/28/2025] [Indexed: 03/09/2025] Open
Abstract
Monocytes in the central nervous system (CNS) play a pivotal role in surveillance and homeostasis, and can exacerbate pathogenic processes during injury, infection, or inflammation. CD14+CD16+ monocytes exhibit diverse functions and contribute to neuroinflammatory diseases, including HIV-associated neurocognitive impairment (HIV-NCI). Analysis of human CD14+CD16+ monocytes matured in vitro by single-cell RNA sequencing identified a heterogenous population of nine clusters. Ingenuity pathway analysis of differentially expressed genes in each cluster identified increased migratory and inflammatory pathways for a group of clusters, which we termed Group 1 monocytes. Group 1 monocytes, distinguished by increased ALCAM, CD52, CD63, and SDC2, exhibited gene expression signatures implicated in CNS inflammatory diseases, produced higher levels of CXCL12, IL-1Ra, IL-6, IL-10, TNFα, and ROS, and preferentially transmigrated across a human in vitro blood-brain barrier model. Thus, Group 1 cells within the CD14+CD16+ monocyte subset are likely to be major contributors to neuroinflammatory diseases.
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Affiliation(s)
- Vanessa Y. Ruiz
- Department of Pathology, Albert Einstein College of Medicine, New York, NY, United States
| | - Tina M. Calderon
- Department of Pathology, Albert Einstein College of Medicine, New York, NY, United States
| | - Rosiris Leon-Rivera
- Department of Pathology, Albert Einstein College of Medicine, New York, NY, United States
| | - Vanessa Chilunda
- Department of Pathology, Albert Einstein College of Medicine, New York, NY, United States
| | - Jinghang Zhang
- Department of Microbiology and Immunology, Albert Einstein College of Medicine, New York, NY, United States
| | - Joan W. Berman
- Department of Pathology, Albert Einstein College of Medicine, New York, NY, United States
- Department of Microbiology and Immunology, Albert Einstein College of Medicine, New York, NY, United States
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Xie L, Zhu G, Long S, Wang M, Cheng X, Dong Y, Wang C, Wang G. Identification of MORN3 and LLGL2 as novel diagnostic biomarkers for latent tuberculosis infection using machine learning strategies and experimental verification. Ann Med 2024; 56:2380797. [PMID: 39054612 DOI: 10.1080/07853890.2024.2380797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Revised: 05/10/2024] [Accepted: 05/18/2024] [Indexed: 07/27/2024] Open
Abstract
BACKGROUND Current diagnostic methods cannot effectively distinguish between latent tuberculosis infection (LTBI) and active tuberculosis (ATB). This study aims to explore novel non-invasive diagnostic biomarkers for LTBI and to elucidate possible molecular mechanisms of LTBI pathogenesis. METHODS Three GEO datasets (GSE19439, GSE19444, and GSE62525) were utilized to analyze the differentially expressed genes (DEGs). Functional enrichment studies were then performed on these DEGs. To ascertain potential diagnostic biomarkers, we utilized two different machine learning techniques: LASSO and RF. ROC curves were constructed in both the training and validation datasets to assess the diagnostic efficacy. The expression of identified biomarkers was verified by RT-qPCR in our own Chinese cohort. Using CIBERSORT, we estimated the abundances of 22 immune cell types in LTBI group, and subsequently analyzed the relationship between biomarker expression and immune cell infiltration. RESULTS 166 DEGs were identified between ATB and LTBI groups, which are primarily associated with immune responses, inflammatory signaling pathways, and infection factors. Following that, 22 candidate diagnostic biomarkers for LTBI were selected in the machine learning process. Three up-regulated genes, MORN3, LLGL2, and IFT140, whose expression levels were not previously reported in TB, were validated using the training and validation cohort datasets. In our own Chinese cohort, we also found that MORN3 and LLGL2 showed good diagnostic effect using RT-qPCR method. Finally, we revealed the specific infiltration features of immune cells in LTBI and observed a notable correlation between potential marker expression and immune cells. CONCLUSIONS MORN3 and LLGL2 emerged as candidate diagnostic biomarkers for LTBI, following the elucidation of the key immune cell types involved. Our findings will contribute to providing a potential target for early noninvasive diagnosis of LTBI patients.
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Affiliation(s)
- Longxiang Xie
- Department of General Surgery, Huaihe Hospital of Henan University, Henan University, Kaifeng, Henan, China
- School of Basic Medical Sciences, Henan University, Kaifeng, Henan, China
| | - Gaoya Zhu
- School of Basic Medical Sciences, Henan University, Kaifeng, Henan, China
| | - Sibo Long
- Department of Clinical Laboratory, Beijing Chest Hospital, Capital Medical University, Beijing Tuberculosis and Thoracic Tumor Institute, Beijing, China
| | - Mengna Wang
- School of Basic Medical Sciences, Henan University, Kaifeng, Henan, China
| | - Xinxin Cheng
- School of Basic Medical Sciences, Henan University, Kaifeng, Henan, China
| | - Yuzhe Dong
- School of Basic Medical Sciences, Henan University, Kaifeng, Henan, China
| | - Chaoyang Wang
- Department of General Surgery, Huaihe Hospital of Henan University, Henan University, Kaifeng, Henan, China
| | - Guirong Wang
- Department of Clinical Laboratory, Beijing Chest Hospital, Capital Medical University, Beijing Tuberculosis and Thoracic Tumor Institute, Beijing, China
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Zeng Y, Ma Q, Chen J, Kong X, Chen Z, Liu H, Liu L, Qian Y, Wang X, Lu S. Single-cell sequencing: Current applications in various tuberculosis specimen types. Cell Prolif 2024; 57:e13698. [PMID: 38956399 PMCID: PMC11533074 DOI: 10.1111/cpr.13698] [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: 01/24/2024] [Revised: 05/21/2024] [Accepted: 06/07/2024] [Indexed: 07/04/2024] Open
Abstract
Tuberculosis (TB) is a chronic disease caused by Mycobacterium tuberculosis (M.tb) and responsible for millions of deaths worldwide each year. It has a complex pathogenesis that primarily affects the lungs but can also impact systemic organs. In recent years, single-cell sequencing technology has been utilized to characterize the composition and proportion of immune cell subpopulations associated with the pathogenesis of TB disease since it has a high resolution that surpasses conventional techniques. This paper reviews the current use of single-cell sequencing technologies in TB research and their application in analysing specimens from various sources of TB, primarily peripheral blood and lung specimens. The focus is on how these technologies can reveal dynamic changes in immune cell subpopulations, genes and proteins during disease progression after M.tb infection. Based on the current findings, single-cell sequencing has significant potential clinical value in the field of TB research. Next, we will focus on the real-world applications of the potential targets identified through single-cell sequencing for diagnostics, therapeutics and the development of effective vaccines.
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Affiliation(s)
- Yuqin Zeng
- National Clinical Research Center for Infectious DiseaseShenzhen Third People's HospitalShenzhenGuangdong ProvinceChina
| | - Quan Ma
- National Clinical Research Center for Infectious DiseaseShenzhen Third People's HospitalShenzhenGuangdong ProvinceChina
| | - Jinyun Chen
- National Clinical Research Center for Infectious DiseaseShenzhen Third People's HospitalShenzhenGuangdong ProvinceChina
| | - Xingxing Kong
- National Clinical Research Center for Infectious DiseaseShenzhen Third People's HospitalShenzhenGuangdong ProvinceChina
| | - Zhanpeng Chen
- National Clinical Research Center for Infectious DiseaseShenzhen Third People's HospitalShenzhenGuangdong ProvinceChina
| | - Huazhen Liu
- National Clinical Research Center for Infectious DiseaseShenzhen Third People's HospitalShenzhenGuangdong ProvinceChina
| | - Lanlan Liu
- National Clinical Research Center for Infectious DiseaseShenzhen Third People's HospitalShenzhenGuangdong ProvinceChina
| | - Yan Qian
- National Clinical Research Center for Infectious DiseaseShenzhen Third People's HospitalShenzhenGuangdong ProvinceChina
| | - Xiaomin Wang
- National Clinical Research Center for Infectious DiseaseShenzhen Third People's HospitalShenzhenGuangdong ProvinceChina
| | - Shuihua Lu
- National Clinical Research Center for Infectious DiseaseShenzhen Third People's HospitalShenzhenGuangdong ProvinceChina
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5
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Lodge-Tulloch NA, Paré JF, Couture C, Bernier E, Cotechini T, Girard S, Graham CH. Maternal Innate Immune Reprogramming After Complicated Pregnancy. Am J Reprod Immunol 2024; 92:e13908. [PMID: 39119763 DOI: 10.1111/aji.13908] [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: 01/30/2024] [Revised: 05/19/2024] [Accepted: 07/05/2024] [Indexed: 08/10/2024] Open
Abstract
PROBLEM Preeclampsia (PE) and fetal growth restriction (FGR) are often associated with maternal inflammation and an increased risk of cardiovascular and metabolic disease in the affected mothers. The mechanism responsible for this increased risk of subsequent disease may involve reprogramming of innate immune cells, characterized by epigenetic modifications. METHOD OF STUDY Circulating monocytes from women with PE, FGR, or uncomplicated pregnancies (control) were isolated before labor. Cytokine release from monocytes following exposure to lipopolysaccharide (LPS) and the presence of lysine 4-trimethylated histone 3 (H3K4me3) within TNF promoter sequences were evaluated. Single-cell transcriptomic profiles of circulating monocytes from women with PE or uncomplicated pregnancies were assessed. RESULTS Monocytes from women with PE or FGR exhibited increased IL-10 secretion and decreased IL-1β and GM-CSF secretion in response to LPS. While TNFα secretion was not significantly different in cultures of control monocytes versus those from complicated pregnancies with or without LPS exposure, monocytes from complicated pregnancies had significantly decreased levels of H3K4me3 associated with TNF promoter sequences. Cluster quantification and pathway analysis of differentially expressed genes revealed an increased proportion of anti-inflammatory myeloid cells and a lower proportion of inflammatory non-classical monocytes among the circulating monocyte population in women with PE. CONCLUSIONS Monocytes from women with PE and FGR exhibit an immune tolerance phenotype before initiation of labor. Further investigation is required to determine whether this tolerogenic phenotype persists after the affected pregnancy and contributes to increased risk of subsequent disease.
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Affiliation(s)
| | - Jean-François Paré
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, Ontario, Canada
| | - Camille Couture
- Department of Obstetrics and Gynecology, Department of Immunology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montreal, Quebec, Canada
- Sainte-Justine Hospital Research Center, Montreal, Quebec, Canada
| | - Elsa Bernier
- Department of Obstetrics and Gynecology, Department of Immunology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montreal, Quebec, Canada
- Sainte-Justine Hospital Research Center, Montreal, Quebec, Canada
| | - Tiziana Cotechini
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, Ontario, Canada
| | - Sylvie Girard
- Department of Obstetrics and Gynecology, Department of Immunology, Mayo Clinic, Rochester, Minnesota, USA
- Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montreal, Quebec, Canada
- Department of Obstetrics and Gynecology, Université de Montréal, Montreal, Quebec, Canada
| | - Charles H Graham
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, Ontario, Canada
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Maio M, Barros J, Joly M, Vahlas Z, Marín Franco JL, Genoula M, Monard SC, Vecchione MB, Fuentes F, Gonzalez Polo V, Quiroga MF, Vermeulen M, Vu Manh TP, Argüello RJ, Inwentarz S, Musella R, Ciallella L, González Montaner P, Palmero D, Lugo Villarino G, Sasiain MDC, Neyrolles O, Vérollet C, Balboa L. Elevated glycolytic metabolism of monocytes limits the generation of HIF1A-driven migratory dendritic cells in tuberculosis. eLife 2024; 12:RP89319. [PMID: 38922679 PMCID: PMC11208050 DOI: 10.7554/elife.89319] [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] [Indexed: 06/27/2024] Open
Abstract
During tuberculosis (TB), migration of dendritic cells (DCs) from the site of infection to the draining lymph nodes is known to be impaired, hindering the rapid development of protective T-cell-mediated immunity. However, the mechanisms involved in the delayed migration of DCs during TB are still poorly defined. Here, we found that infection of DCs with Mycobacterium tuberculosis (Mtb) triggers HIF1A-mediated aerobic glycolysis in a TLR2-dependent manner, and that this metabolic profile is essential for DC migration. In particular, the lactate dehydrogenase inhibitor oxamate and the HIF1A inhibitor PX-478 abrogated Mtb-induced DC migration in vitro to the lymphoid tissue-specific chemokine CCL21, and in vivo to lymph nodes in mice. Strikingly, we found that although monocytes from TB patients are inherently biased toward glycolysis metabolism, they differentiate into poorly glycolytic and poorly migratory DCs compared with healthy subjects. Taken together, these data suggest that because of their preexisting glycolytic state, circulating monocytes from TB patients are refractory to differentiation into migratory DCs, which may explain the delayed migration of these cells during the disease and opens avenues for host-directed therapies for TB.
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Grants
- PICT-2019-01044 Agencia Nacional de Promoción de la Investigación, el Desarrollo Tecnológico y la Innovación
- PICT-2020-00501 Agencia Nacional de Promoción Científica y Tecnológica
- 11220200100299CO Consejo Nacional de Investigaciones Científicas y Técnicas
- ANRS2018-02 Agence Nationale de Recherches sur le Sida et les Hépatites Virales
- ECTZ 118551/118554 Agence Nationale de Recherches sur le Sida et les Hépatites Virales
- ECTZ 205320/305352 Agence Nationale de Recherches sur le Sida et les Hépatites Virales
- ECTZ103104 Agence Nationale de Recherches sur le Sida et les Hépatites Virales
- ECTZ101971 Agence Nationale de Recherches sur le Sida et les Hépatites Virales
- ANR-20-CE14-0028 Agence Nationale de la Recherche
- MAT-PI-17493-A-04 Inserm Transfert
- CONICET The Argentinean National Council of Scientific and Technical Investigations
- PIP 11220200100299CO The Argentinean National Council of Scientific and Technical Investigations
- ANRS2018-02 The Centre National de la Recherche Scientifique, Université Paul Sabatier, the Agence Nationale de Recherche sur le Sida et les hépatites virales (ANRS)
- ECTZ 118551/118554 The Centre National de la Recherche Scientifique, Université Paul Sabatier, the Agence Nationale de Recherche sur le Sida et les hépatites virales (ANRS)
- ECTZ 205320/305352 The Centre National de la Recherche Scientifique, Université Paul Sabatier, the Agence Nationale de Recherche sur le Sida et les hépatites virales (ANRS)
- ANRS ECTZ103104 The Centre National de la Recherche Scientifique, Université Paul Sabatier, the Agence Nationale de Recherche sur le Sida et les hépatites virales (ANRS)
- ECTZ101971 The Centre National de la Recherche Scientifique, Université Paul Sabatier, the Agence Nationale de Recherche sur le Sida et les hépatites virales (ANRS)
- ANR-20-CE14-0028 The French ANR JCJC-Epic-SCENITH
- MAT-PI-17493-A-04 CoPoC Inserm-transfert
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Affiliation(s)
- Mariano Maio
- Instituto de Medicina Experimental (IMEX)-CONICET, Academia Nacional de MedicinaBuenos AiresArgentina
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
- Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - Universidad de Buenos AiresBuenos AiresArgentina
| | - Joaquina Barros
- Instituto de Medicina Experimental (IMEX)-CONICET, Academia Nacional de MedicinaBuenos AiresArgentina
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
- Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - Universidad de Buenos AiresBuenos AiresArgentina
| | - Marine Joly
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
- Institut de Pharmacologie et de Biologie Structurale, Université de Toulouse, CNRS, UPSToulouseFrance
| | - Zoi Vahlas
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
- Institut de Pharmacologie et de Biologie Structurale, Université de Toulouse, CNRS, UPSToulouseFrance
| | - José Luis Marín Franco
- Instituto de Medicina Experimental (IMEX)-CONICET, Academia Nacional de MedicinaBuenos AiresArgentina
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
| | - Melanie Genoula
- Instituto de Medicina Experimental (IMEX)-CONICET, Academia Nacional de MedicinaBuenos AiresArgentina
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
| | - Sarah C Monard
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
- Institut de Pharmacologie et de Biologie Structurale, Université de Toulouse, CNRS, UPSToulouseFrance
| | - María Belén Vecchione
- Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - Universidad de Buenos AiresBuenos AiresArgentina
| | - Federico Fuentes
- Instituto de Medicina Experimental (IMEX)-CONICET, Academia Nacional de MedicinaBuenos AiresArgentina
| | - Virginia Gonzalez Polo
- Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - Universidad de Buenos AiresBuenos AiresArgentina
| | - María Florencia Quiroga
- Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - Universidad de Buenos AiresBuenos AiresArgentina
| | - Mónica Vermeulen
- Instituto de Medicina Experimental (IMEX)-CONICET, Academia Nacional de MedicinaBuenos AiresArgentina
| | - Thien-Phong Vu Manh
- Aix Marseille University, CNRS, INSERM, CIML, Centre d'Immunologie de Marseille-LuminyMarseilleFrance
| | - Rafael J Argüello
- Aix Marseille University, CNRS, INSERM, CIML, Centre d'Immunologie de Marseille-LuminyMarseilleFrance
| | - Sandra Inwentarz
- Instituto Prof. Dr. Raúl Vaccarezza and Hospital de Infecciosas Dr. F.J. MuñizBuenos AiresArgentina
| | - Rosa Musella
- Instituto Prof. Dr. Raúl Vaccarezza and Hospital de Infecciosas Dr. F.J. MuñizBuenos AiresArgentina
| | - Lorena Ciallella
- Instituto Prof. Dr. Raúl Vaccarezza and Hospital de Infecciosas Dr. F.J. MuñizBuenos AiresArgentina
| | - Pablo González Montaner
- Instituto Prof. Dr. Raúl Vaccarezza and Hospital de Infecciosas Dr. F.J. MuñizBuenos AiresArgentina
| | - Domingo Palmero
- Instituto Prof. Dr. Raúl Vaccarezza and Hospital de Infecciosas Dr. F.J. MuñizBuenos AiresArgentina
| | - Geanncarlo Lugo Villarino
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
- Institut de Pharmacologie et de Biologie Structurale, Université de Toulouse, CNRS, UPSToulouseFrance
| | - María del Carmen Sasiain
- Instituto de Medicina Experimental (IMEX)-CONICET, Academia Nacional de MedicinaBuenos AiresArgentina
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
| | - Olivier Neyrolles
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
- Institut de Pharmacologie et de Biologie Structurale, Université de Toulouse, CNRS, UPSToulouseFrance
| | - Christel Vérollet
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
- Institut de Pharmacologie et de Biologie Structurale, Université de Toulouse, CNRS, UPSToulouseFrance
| | - Luciana Balboa
- Instituto de Medicina Experimental (IMEX)-CONICET, Academia Nacional de MedicinaBuenos AiresArgentina
- International Associated Laboratory (LIA) CNRS IM-TB/HIV (1167), Buenos Aires, Argentina / International Research Project ToulouseToulouseFrance
- Instituto de Investigaciones Biomédicas en Retrovirus y Sida (INBIRS), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - Universidad de Buenos AiresBuenos AiresArgentina
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Wiencke JK, Nissen E, Koestler DC, Tamaki SJ, Tamaki CM, Hansen HM, Warrier G, Hadad S, McCoy L, Rice T, Clarke J, Taylor JW, Salas LA, Christensen BC, Kelsey KT, Butler R, Molinaro AM. Enrichment of a neutrophil-like monocyte transcriptional state in glioblastoma myeloid suppressor cells. RESEARCH SQUARE 2023:rs.3.rs-3793353. [PMID: 38234734 PMCID: PMC10793488 DOI: 10.21203/rs.3.rs-3793353/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/19/2024]
Abstract
Glioblastomas (GBM) are lethal central nervous system cancers associated with tumor and systemic immunosuppression. Heterogeneous monocyte myeloid-derived suppressor cells (M-MDSC) are implicated in the altered immune response in GBM, but M-MDSC ontogeny and definitive phenotypic markers are unknown. Using single-cell transcriptomics, we revealed heterogeneity in blood M-MDSC from GBM subjects and an enrichment in a transcriptional state reminiscent of neutrophil-like monocytes (NeuMo), a newly described pathway of monopoiesis in mice. Human NeuMo gene expression and Neu-like deconvolution fraction algorithms were created to quantitate the enrichment of this transcriptional state in GBM subjects. NeuMo populations were also observed in M-MDSCs from lung and head and neck cancer subjects. Dexamethasone (DEX) and prednisone exposures increased the usage of Neu-like states, which were inversely associated with tumor purity and survival in isocitrate dehydrogenase wildtype (IDH WT) gliomas. Anti-inflammatory ZC3HA12/Regnase-1 transcripts were highly correlated with NeuMo expression in tumors and in blood M-MDSC from GBM, lung, and head and neck cancer subjects. Additional novel transcripts of immune-modulating proteins were identified. Collectively, these findings provide a framework for understanding the heterogeneity of M-MDSCs in GBM as cells with different clonal histories and may reshape approaches to study and therapeutically target these cells.
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Affiliation(s)
- J K Wiencke
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA
| | - Emily Nissen
- Department of Biostatistics & Data Science, University of Kansas Medical Center, Kansas City, KS
| | - Devin C Koestler
- Department of Biostatistics & Data Science, University of Kansas Medical Center, Kansas City, KS
| | - Stan J Tamaki
- Parnassus Flow Cytometry CoLab, University of California San Francisco, San Francisco, CA 94143-0511, USA
| | - Courtney M Tamaki
- Parnassus Flow Cytometry CoLab, University of California San Francisco, San Francisco, CA 94143-0511, USA
| | - Helen M Hansen
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA
| | - Gayathri Warrier
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA
| | - Sara Hadad
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA
| | - Lucie McCoy
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA
| | - Terri Rice
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA
| | - Jennifer Clarke
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA
- Department of Neurology, University of California San Francisco, San Francisco, CA
| | - Jennie W Taylor
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA
- Department of Neurology, University of California San Francisco, San Francisco, CA
| | - Lucas A Salas
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, Lebanon, NH
| | - Brock C Christensen
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, Lebanon, NH
- Department of Molecular and Systems Biology, Geisel School of Medicine, Dartmouth College, Lebanon, NH
- Department of Community and Family Medicine, Geisel School of Medicine, Dartmouth College, Lebanon, NH
| | - Karl T Kelsey
- Department of Epidemiology, Brown University, Providence, RI
- Department of Pathology and Laboratory Medicine, Brown University, Providence, RI
| | - Rondi Butler
- Department of Epidemiology, Brown University, Providence, RI
- Department of Pathology and Laboratory Medicine, Brown University, Providence, RI
| | - Annette M Molinaro
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA
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8
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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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9
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Niewold P, Dijkstra DJ, Cai Y, Goletti D, Palmieri F, van Meijgaarden KE, Verreck FAW, Akkerman OW, Hofland RW, Delemarre EM, Nierkens S, Verheul MK, Pollard AJ, van Dissel JT, Ottenhoff THM, Trouw LA, Joosten SA. Identification of circulating monocytes as producers of tuberculosis disease biomarker C1q. Sci Rep 2023; 13:11617. [PMID: 37464009 DOI: 10.1038/s41598-023-38889-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 07/17/2023] [Indexed: 07/20/2023] Open
Abstract
Tuberculosis (TB) is a prevalent disease causing an estimated 1.6 million deaths and 10.6 million new cases annually. Discriminating TB disease from differential diagnoses can be complex, particularly in the field. Increased levels of complement component C1q in serum have been identified as a specific and accessible biomarker for TB disease but the source of C1q in circulation has not been identified. Here, data and samples previously collected from human cohorts, a clinical trial and a non-human primate study were used to identify cells producing C1q in circulation. Cell subset frequencies were correlated with serum C1q levels and combined with single cell RNA sequencing and flow cytometry analyses. This identified monocytes as C1q producers in circulation, with a pronounced expression of C1q in classical and intermediate monocytes and variable expression in non-classical monocytes.
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Affiliation(s)
- Paula Niewold
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, the Netherlands.
| | - Douwe J Dijkstra
- Department of Immunology, Leiden University Medical Center, Leiden, the Netherlands
| | - Yi Cai
- Guangdong Key Laboratory of Regional Immunity and Diseases, Department of Pathogen Biology, Shenzhen University Medical School, Shenzhen, China
| | - Delia Goletti
- Translational Research Unit, Department of Epidemiology and Preclinical Research, National Institute for Infectious Diseases, Rome, Italy
| | - Fabrizio Palmieri
- Respiratory Infectious Diseases Unit, Clinical Department, National Institute for Infectious Diseases, Rome, Italy
| | | | - Frank A W Verreck
- Section of TB Research & Immunology, Department of Parasitology, Biomedical Primate Research Centre (BPRC), Rijswijk, the Netherlands
| | - Onno W Akkerman
- Department of Pulmonary Disease and Tuberculosis, University of Groningen, Groningen, the Netherlands
- Tuberculosis Center Beatrixoord, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Regina W Hofland
- Department of Pulmonary Diseases and Tuberculosis, University Medical Center Utrecht, Utrecht, the Netherlands
| | | | - Stefan Nierkens
- Center for Translational Immunology, UMC Utrecht, Utrecht, the Netherlands
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Marije K Verheul
- Oxford Vaccine Group, Department of Pediatrics, University of Oxford and NIHR Oxford Biomedical Research Centre, Oxford, UK
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, 3720 BA, The Netherlands
| | - Andrew J Pollard
- Oxford Vaccine Group, Department of Pediatrics, University of Oxford and NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Jaap T van Dissel
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, the Netherlands
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment, Bilthoven, 3720 BA, The Netherlands
| | - Tom H M Ottenhoff
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, the Netherlands
| | - Leendert A Trouw
- Department of Immunology, Leiden University Medical Center, Leiden, the Netherlands
| | - Simone A Joosten
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, the Netherlands
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