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Jeong S, Tollison T, Brochu H, Chou H, Yu T, Baghaie P, Yount KS, Darville T, Wiesenfeld HC, Hillier SL, Peng X, O'Connell CM. Diagnostic-avoiding Chlamydia trachomatis variants detected in cervical and endometrial specimens from women during 16S microbiome profiling. BMC Infect Dis 2025; 25:349. [PMID: 40075274 PMCID: PMC11905726 DOI: 10.1186/s12879-025-10689-w] [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: 12/06/2024] [Accepted: 02/19/2025] [Indexed: 03/14/2025] Open
Abstract
BACKGROUND Performance of a 16S rRNA analysis of the cervicovaginal microbiome of 220 participants recruited into the T Cell Response against Chlamydia (TRAC) cohort between February 2011 and August 2014 in Allegheny County, Pennsylvania USA detected DNA encoding chlamydial 16S rRNA in samples from seven participants whose tests were negative for Chlamydia trachomatis (CT) and DNA encoding gonococcal 16S rRNA from five participants whose tests were negative for Neisseria gonorrhoeae (NG) infection with the Aptima Combo 2 assay (Hologic). METHODS We used targeted PCR amplification followed by sequencing to characterize the chlamydial 23S rRNA locus and qPCR to detect gonococcal DNA in residual diagnostic swab eluates or DNA used to generate 16S rRNA libraries. RESULTS Discrepant specimens that contained chlamydial DNA carried a diagnostic-avoidant, G1523A nucleotide polymorphism in the 23S rRNA locus identical to variants previously detected in Finland, Denmark, and the UK. PCR validation of gonococcal DNA was confirmed for all participants whose tests were negative, with stochastic effects consistent with infection levels close to the limit of detection by the diagnostic assay. CONCLUSIONS These data indicate that this probe-avoidant CT mutant was circulating in the northeastern US prior to its detection and characterization in 2019. Although infrequent, false negative tests could represent infection with probe-avoidant CT mutants. Additional research is needed to determine if there is a role for CT tests using alternate probes for symptomatic or exposed individuals suspected of infection with these mutant chlamydial strains.
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Affiliation(s)
- Sangmi Jeong
- North Carolina State University, Raleigh, NC, 27695, USA
| | - Tammy Tollison
- North Carolina State University, Raleigh, NC, 27695, USA
| | - Hayden Brochu
- North Carolina State University, Raleigh, NC, 27695, USA
| | - Hsuan Chou
- North Carolina State University, Raleigh, NC, 27695, USA
| | - Tammy Yu
- University of North Carolina at Chapel Hill, 8340B MBRB, CB# 7509, 111 Mason Farm Road, Chapel Hill, NC, 27599-7509, USA
| | - Priyanka Baghaie
- University of North Carolina at Chapel Hill, 8340B MBRB, CB# 7509, 111 Mason Farm Road, Chapel Hill, NC, 27599-7509, USA
| | - Kacy S Yount
- University of North Carolina at Chapel Hill, 8340B MBRB, CB# 7509, 111 Mason Farm Road, Chapel Hill, NC, 27599-7509, USA
| | - Toni Darville
- University of North Carolina at Chapel Hill, 8340B MBRB, CB# 7509, 111 Mason Farm Road, Chapel Hill, NC, 27599-7509, USA
| | - Harold C Wiesenfeld
- University of Pittsburgh and the Magee-Womens Research Institute, Pittsburgh, PA, USA
| | - Sharon L Hillier
- University of Pittsburgh and the Magee-Womens Research Institute, Pittsburgh, PA, USA
| | - Xinxia Peng
- North Carolina State University, Raleigh, NC, 27695, USA.
| | - Catherine M O'Connell
- University of North Carolina at Chapel Hill, 8340B MBRB, CB# 7509, 111 Mason Farm Road, Chapel Hill, NC, 27599-7509, USA.
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2
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Yount KS, Chen CJ, Kollipara A, Liu C, Mokashi NV, Zheng X, Bagwell CB, Poston TB, Wiesenfeld HC, Hillier SL, O’Connell CM, Stanley N, Darville T. T cell signatures associated with reduced Chlamydia trachomatis reinfection in a highly exposed cohort. JCI Insight 2025; 10:e189388. [PMID: 40014387 PMCID: PMC11991011 DOI: 10.1172/jci.insight.189388] [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: 11/18/2024] [Accepted: 02/18/2025] [Indexed: 03/01/2025] Open
Abstract
Chlamydia trachomatis (CT) is the most common bacterial sexually transmitted infection globally. Understanding natural immunity to CT will inform vaccine design. This study aimed to profile immune cells and associated functional features in CT-infected women and determine immune profiles associated with reduced risk of ascended endometrial CT infection and CT reinfection. PBMCs from CT-exposed women were profiled by mass cytometry, and random forest models identified key features that distinguished outcomes. CT+ participants exhibited higher frequencies of CD4+ Th2, Th17, and Th17 double-negative (Th17 DN) CD4+ T effector memory (TEM) cells than uninfected participants with decreased expression of T cell activation and differentiation markers. Minimal differences were detected between women with or without endometrial CT infection. Participants who remained follow-up negative (FU-) showed higher frequencies of CD4+ T central memory (TCM) Th1, Th17, Th1/17, and Th17 DN but reduced CD4+ TEM Th2 cells than FU+ participants. Expression of markers associated with central memory and Th17 lineage was increased on T cell subsets among FU- participants. These data indicate that peripheral T cells exhibit distinct features associated with resistance to CT reinfection. The highly plastic Th17 lineage appears to contribute to protection. Addressing these immune nuances could promote efficacy of CT vaccines.
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Affiliation(s)
| | | | | | - Chuwen Liu
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Neha V. Mokashi
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Xiaojing Zheng
- Department of Pediatrics, School of Medicine
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | | | | | - Harold C. Wiesenfeld
- University of Pittsburgh School of Medicine and Magee-Womens Research Institute, Pittsburgh, Pennsylvania, USA
| | - Sharon L. Hillier
- University of Pittsburgh School of Medicine and Magee-Womens Research Institute, Pittsburgh, Pennsylvania, USA
| | | | - Natalie Stanley
- Department of Computer Science; and
- Computational Medicine Program and
| | - Toni Darville
- Department of Pediatrics, School of Medicine
- Department of Microbiology and Immunology, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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3
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Wilton ZER, Jamus AN, Core SB, Frietze KM. Pathogenic and Protective Roles of Neutrophils in Chlamydia trachomatis Infection. Pathogens 2025; 14:112. [PMID: 40005489 PMCID: PMC11858174 DOI: 10.3390/pathogens14020112] [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: 12/13/2024] [Revised: 01/14/2025] [Accepted: 01/20/2025] [Indexed: 02/27/2025] Open
Abstract
Chlamydia trachomatis (Ct) is an obligate intracellular pathogen that causes the most commonly diagnosed bacterial sexually transmitted infection (STI) and is a leading cause of preventable blindness globally. Ct infections can generate a strong pro-inflammatory immune response, leading to immune-mediated pathology in infected tissues. Neutrophils play an important role in mediating both pathology and protection during infection. Excessive neutrophil activation, migration, and survival are associated with host tissue damage during Chlamydia infections. In contrast, neutrophils also perform phagocytic killing of Chlamydia in the presence of IFN-γ and anti-Chlamydia antibodies. Neutrophil extracellular traps (NETs) and many neutrophil degranulation products have also demonstrated strong anti-Chlamydia functions. To counteract this neutrophil-mediated protection, Chlamydia has developed several evasion strategies. Various Chlamydia proteins can limit potentially protective neutrophil responses by directly targeting receptors present on the surface of neutrophils or neutrophil degranulation products. In this review, we provide a survey of current knowledge regarding the role of neutrophils in pathogenesis and protection, including the ways that Chlamydia circumvents neutrophil functions, and we propose critical areas for future research.
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Affiliation(s)
| | | | | | - Kathryn M. Frietze
- Department of Molecular Genetics and Microbiology, University of New Mexico Health Sciences, Albuquerque, NM 87131, USA
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4
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Jeong S, Tollison T, Brochu H, Chou H, Yu T, Baghaie P, Yount KS, Darville T, Wiesenfeld HC, Hillier SL, Peng X, O'Connell CM. Diagnostic-avoiding Chlamydia trachomatis variants detected in cervical and endometrial specimens from women during 16S microbiome profiling. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.11.13.24316066. [PMID: 39606371 PMCID: PMC11601777 DOI: 10.1101/2024.11.13.24316066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
BACKGROUND Performance of a 16S rRNA analysis of the cervicovaginal microbiome of 220 participants recruited into the T Cell Response against Chlamydia (TRAC) cohort between February 2011 and August 2014 in Allegheny County, Pennsylvania USA detected DNA encoding chlamydial 16S rRNA in samples from seven participants whose tests were negative for Chlamydia trachomatis (CT) and DNA encoding gonococcal 16S rRNA from five participants whose tests were negative for Neisseria gonorrhoeae (NG) infection with the Aptima Combo2 assay (Hologic). METHODS We used targeted PCR amplification followed by sequencing to characterize the chlamydial 23S rRNA locus and qPCR to detect gonococcal DNA in residual diagnostic swab eluates or DNA used to generate 16S rRNA libraries. RESULTS Discrepant specimens that contained chlamydial DNA carried a diagnostic-avoidant, G1526A variant in the 23S rRNA locus identical to variants previously detected in Finland, Denmark, and the UK. PCR validation of gonococcal DNA was confirmed for all participants whose tests were negative, with stochastic effects consistent with infection levels close to the limit of detection by the diagnostic assay. CONCLUSIONS These data indicate that this probe-avoidant CT mutant, and possibly others, were circulating in the northeastern US prior to their detection and characterization in 2019. Although infrequent, documentation of false negative results for CT indicates a need for clinicians to consider performance of a second test that uses alternate PCR targets if patients have persistent symptoms or have known contact to an infected sex partner and their initial NAAT is negative.
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5
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Broder KC, Matrosova VY, Tkavc R, Gaidamakova EK, Ho LTVT, Macintyre AN, Soc A, Diallo A, Darnell SC, Bash S, Daly MJ, Jerse AE, Liechti GW. Irradiated whole cell Chlamydia vaccine confers significant protection in a murine genital tract challenge model. NPJ Vaccines 2024; 9:207. [PMID: 39528548 PMCID: PMC11554809 DOI: 10.1038/s41541-024-00968-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 09/11/2024] [Indexed: 11/16/2024] Open
Abstract
Chlamydia trachomatis infections are the most common bacterial STIs globally and can lead to serious morbidity if untreated. Development of a killed, whole-cell vaccine has been stymied by coincident epitope destruction during inactivation. Here, we present a prototype Chlamydia vaccine composed of elementary bodies (EBs) from the related mouse pathogen, Chlamydia muridarum (Cm). EBs inactivated by gamma rays (Ir-Cm) in the presence of the antioxidant Mn2+-Decapeptide (DEHGTAVMLK) Phosphate (MDP) are protected from epitope damage but not DNA damage. Cm EBs gamma-inactivated with MDP retain their structure and provide significant protection in a murine genital tract infection model. Mice vaccinated with Ir-Cm (+MDP) exhibited elevated levels of Cm-specific IgG and IgA antibodies, reduced bacterial burdens, accelerated clearance, and distinctive cytokine responses compared to unvaccinated controls and animals vaccinated with EBs irradiated without MDP. Preserving EB epitopes with MDP during gamma inactivation offers the potential for a polyvalent, whole-cell vaccine against C. trachomatis.
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Affiliation(s)
- Kieran C Broder
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
- Department of Microbiology, Immunology, and Pathology, College of Veterinary Medicine and Biological Sciences, Colorado State University, Ft. Collins, CO, USA
| | - Vera Y Matrosova
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
- Department of Pathology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Rok Tkavc
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Elena K Gaidamakova
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
- Department of Pathology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Lam Thuy Vi Tran Ho
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | | | - Anthony Soc
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Aissata Diallo
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Stephen C Darnell
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Sarah Bash
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Michael J Daly
- Department of Pathology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA.
| | - Ann E Jerse
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA.
| | - George W Liechti
- Department of Microbiology and Immunology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA.
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6
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Yount KS, Chen CJ, Kollipara A, Liu C, Mokashi NV, Zheng X, Bagwell CB, Poston TB, Wiesenfeld HC, Hillier SL, O'Connell CM, Stanley N, Darville T. Unique T cell signatures associated with reduced Chlamydia trachomatis reinfection in a highly exposed cohort. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.08.02.551709. [PMID: 37577476 PMCID: PMC10418240 DOI: 10.1101/2023.08.02.551709] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/15/2023]
Abstract
Chlamydia trachomatis (CT) is the most common bacterial sexually transmitted infection globally. Understanding natural immunity to CT will inform vaccine design. This study aimed to profile immune cells and associated functional features in CT-infected women, and determine immune profiles associated with reduced risk of ascended endometrial CT infection and CT reinfection. PBMCs from CT-exposed women were profiled by mass cytometry and random forest models identified key features that distinguish outcomes. CT+ participants exhibited higher frequencies of CD4+ Th2, Th17, and Th17 DN CD4 T effector memory (TEM) cells than uninfected participants with decreased expression of T cell activation and differentiation markers. No significant differences were detected between women with or without endometrial CT infection. Participants who remained follow-up negative (FU-) showed higher frequencies of CD4 T central memory (TCM) Th1, Th17, Th1/17, and Th17 DN but reduced CD4 TEM Th2 cells than FU+ participants. Expression of markers associated with central memory and Th17 lineage were increased on T cell subsets among FU- participants. These data indicate that peripheral T cells exhibit distinct features associated with resistance to CT reinfection. The highly plastic Th17 lineage appears to contribute to protection. Addressing these immune nuances could promote efficacy of CT vaccines. GRAPHICAL ABSTRACT
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7
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Yount KS, Darville T. Immunity to Sexually Transmitted Bacterial Infections of the Female Genital Tract: Toward Effective Vaccines. Vaccines (Basel) 2024; 12:863. [PMID: 39203989 PMCID: PMC11359697 DOI: 10.3390/vaccines12080863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Revised: 07/19/2024] [Accepted: 07/27/2024] [Indexed: 09/03/2024] Open
Abstract
Sexually transmitted infections (STIs) caused by bacterial pathogens Chlamydia trachomatis, Neisseria gonorrhoeae, and Treponema pallidum present significant public health challenges. These infections profoundly impact reproductive health, leading to pelvic inflammatory disease, infertility, and increased susceptibility to other infections. Prevention measures, including antibiotic treatments, are limited by the often-asymptomatic nature of these infections, the need for repetitive and continual screening of sexually active persons, antibiotic resistance for gonorrhea, and shortages of penicillin for syphilis. While vaccines exist for viral STIs like human papillomavirus (HPV) and hepatitis B virus (HBV), there are no vaccines available for bacterial STIs. This review examines the immune responses in the female genital tract to these bacterial pathogens and the implications for developing effective vaccines against bacterial STIs.
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Affiliation(s)
| | - Toni Darville
- Department of Pediatrics, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA;
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8
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Rosenkrands I, Olsen AW, Knudsen S, Dehari N, Juel HB, Cheeseman HM, Andersen P, Shattock RJ, Follmann F. Human antibody signatures towards the Chlamydia trachomatis major outer membrane protein after natural infection and vaccination. EBioMedicine 2024; 104:105140. [PMID: 38744110 PMCID: PMC11108849 DOI: 10.1016/j.ebiom.2024.105140] [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: 12/15/2023] [Revised: 03/07/2024] [Accepted: 04/16/2024] [Indexed: 05/16/2024] Open
Abstract
BACKGROUND Chlamydia trachomatis (CT) Major Outer Membrane Protein (MOMP) holds a neutralising epitope in the Variable Domain 4 (VD4), and this region's immune dominance during infection is well known. This study aimed to assess the antibody response induced after infection and compare it for specificity and functionality to the response following vaccination with the vaccine CTH522, which contains VD4's from serovars D, E, F, and G. METHODS We assessed the antibody epitopes in MOMP by a high density peptide array. Furthermore, the role of the VD4 epitope in neutralisation was explored by competitive inhibition experiments with a fusion protein holding the neutralising VD4 linear epitope. This was done in two independent groups: 1) MOMP seropositive individuals infected with CT (n = 10, from case-control study) and 2) CTH522/CAF®01-vaccinated females (n = 14) from the CHLM-01 clinical trial. FINDINGS We identified the major antigenic regions in MOMP as VD4 and the conserved region just before VD3 in individuals infected with CT. The same regions, with the addition of VD1, were identified in vaccine recipients. Overall, the VD4 peptide responses were uniform in vaccinated individuals and led to inhibition of infection in vitro in all tested samples, whereas the VD4 responses were more heterogenous in individuals infected with CT, and only 2 out of 10 samples had VD4-mediated neutralising antibody responses. INTERPRETATION These data provide insights into the role of antibodies against MOMP VD4 induced after infection and vaccination, and show that their functionality differs. The induction of functional VD4-specific antibodies in vaccine recipients mimics previous results from animal models. FUNDING This work was supported by the European Commission through contract FP7-HEALTH-2011.1.4-4-280873 (ADITEC) and Fonden til Lægevidenskabens Fremme.
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Affiliation(s)
- Ida Rosenkrands
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark.
| | - Anja W Olsen
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Sara Knudsen
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Nida Dehari
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Helene Bæk Juel
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Hannah M Cheeseman
- Department of Infectious Disease, Imperial College London, London, United Kingdom
| | - Peter Andersen
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark; Novo Nordisk Fonden, Hellerup, Denmark
| | - Robin J Shattock
- Department of Infectious Disease, Imperial College London, London, United Kingdom
| | - Frank Follmann
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
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Hybiske K, Paktinat S, Newman K, Patton D, Khosropour C, Roxby AC, Mugo NR, Oluoch L, Ngure K, Suchland R, Hladik F, Vojtech L. Antibodies from chlamydia-infected individuals facilitate phagocytosis via Fc receptors. Infect Immun 2024; 92:e0050323. [PMID: 38451079 PMCID: PMC11003224 DOI: 10.1128/iai.00503-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Accepted: 02/16/2024] [Indexed: 03/08/2024] Open
Abstract
Non-neutralizing functions of antibodies, including phagocytosis, may play a role in Chlamydia trachomatis (CT) infection, but these functions have not been studied and assays are lacking. We utilized a flow-cytometry-based assay to determine whether serum samples from a well-characterized cohort of CT-infected and naïve control individuals enhanced phagocytosis via Fc-receptor-expressing THP-1 cells, and whether this activity correlated with antibody titers. Fc-receptor-mediated phagocytosis was detected only in CT+ donors. Phagocytosis generally did not correlate well with antibody titer. In addition, we found that complement from both CT+ and negative individuals enhanced phagocytosis of CT into primary neutrophils. These results suggest that anti-CT antibodies can have functions that are not reflected by titer. This method could be used to quantitively measure Fc-receptor-mediated function of anti-CT antibodies or complement activity and could reveal new immune correlates of protection.
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Affiliation(s)
- Kevin Hybiske
- Division of Allergy and Infectious Diseases, Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Shahrokh Paktinat
- Department of Obstetrics and Gynecology, University of Washington, Seattle, Washington, USA
| | - Katherine Newman
- Division of Allergy and Infectious Diseases, Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Dorothy Patton
- Department of Obstetrics and Gynecology, University of Washington, Seattle, Washington, USA
| | | | - Alison C. Roxby
- Department of Medicine, University of Washington, Seattle, Washington, USA
- Department of Global Health, University of Washington, Seattle, Washington, USA
| | - Nelly R. Mugo
- Department of Global Health, University of Washington, Seattle, Washington, USA
- Centre for Clinical Research, Kenya Medical Research Institute, Nairobi, Kenya
| | - Lynda Oluoch
- Centre for Clinical Research, Kenya Medical Research Institute, Nairobi, Kenya
| | - Kenneth Ngure
- Department of Global Health, University of Washington, Seattle, Washington, USA
- School of Public Health, Jomo Kenyatta University of Agriculture and Technology, Nairobi, Kenya
| | - Robert Suchland
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Florian Hladik
- Department of Obstetrics and Gynecology, University of Washington, Seattle, Washington, USA
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Lucia Vojtech
- Department of Obstetrics and Gynecology, University of Washington, Seattle, Washington, USA
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10
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Olsen AW, Rosenkrands I, Jacobsen CS, Cheeseman HM, Kristiansen MP, Dietrich J, Shattock RJ, Follmann F. Immune signature of Chlamydia vaccine CTH522/CAF®01 translates from mouse-to-human and induces durable protection in mice. Nat Commun 2024; 15:1665. [PMID: 38396019 PMCID: PMC10891140 DOI: 10.1038/s41467-024-45526-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Accepted: 01/10/2024] [Indexed: 02/25/2024] Open
Abstract
The clinical development of an effective Chlamydia vaccine requires in-depth understanding of how well protective pre-clinical immune signatures translate to humans. Here, we report a comparative immunological characterization of CTH522/CAF®01 in female mice and humans. We find a range of immune signatures that translate from mouse to human, including a Th1/Th17 cytokine profile and antibody functionality. We identify vaccine-induced T cell epitopes, conserved among Chlamydia serovars, and previously found in infected individuals. Using the mouse model, we show that the common immune signature protected against ascending infection in mice, and vaccine induced antibodies could delay bacterial ascension to the oviduct, as well as development of pathology, in a T cell depleted mouse model. Finally, we demonstrate long-lasting immunity and protection of mice one year after vaccination. Based on the results obtained in the present study, we propose to further investigate CTH522/CAF®01 in a phase IIb study.
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Affiliation(s)
- Anja W Olsen
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark.
| | - Ida Rosenkrands
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Christina S Jacobsen
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
- PharmaRelations, Virum, Denmark
| | | | - Max P Kristiansen
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Jes Dietrich
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Robin J Shattock
- Department of Infectious Disease, Imperial College London, London, UK
| | - Frank Follmann
- Center for Vaccine Research, Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
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11
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Sahu R, Verma R, Egbo TE, Giambartolomei GH, Singh SR, Dennis VA. Effects of prime-boost strategies on the protective efficacy and immunogenicity of a PLGA (85:15)-encapsulated Chlamydia recombinant MOMP nanovaccine. Pathog Dis 2024; 82:ftae004. [PMID: 38862192 PMCID: PMC11186516 DOI: 10.1093/femspd/ftae004] [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: 10/30/2023] [Revised: 01/08/2024] [Accepted: 06/10/2024] [Indexed: 06/13/2024] Open
Abstract
To begin to optimize the immunization routes for our reported PLGA-rMOMP nanovaccine [PLGA-encapsulated Chlamydia muridarum (Cm) recombinant major outer membrane protein (rMOMP)], we compared two prime-boost immunization strategies [subcutaneous (SC) and intramuscular (IM-p) prime routes followed by two SC-boosts)] to evaluate the nanovaccine-induced protective efficacy and immunogenicity in female BALB/c mice. Our results showed that mice immunized via the SC and IM-p routes were protected against a Cm genital challenge by a reduction in bacterial burden and with fewer bacteria in the SC mice. Protection of mice correlated with rMOMP-specific Th1 (IL-2 and IFN-γ) and not Th2 (IL-4, IL-9, and IL-13) cytokines, and CD4+ memory (CD44highCD62Lhigh) T-cells, especially in the SC mice. We also observed higher levels of IL-1α, IL-6, IL-17, CCL-2, and G-CSF in SC-immunized mice. Notably, an increase of cytokines/chemokines was seen after the challenge in the SC, IM-p, and control mice (rMOMP and PBS), suggesting a Cm stimulation. In parallel, rMOMP-specific Th1 (IgG2a and IgG2b) and Th2 (IgG1) serum, mucosal, serum avidity, and neutralizing antibodies were more elevated in SC than in IM-p mice. Overall, the homologous SC prime-boost immunization of mice induced enhanced cellular and antibody responses with better protection against a genital challenge compared to the heterologous IM-p.
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Affiliation(s)
- Rajnish Sahu
- Center for NanoBiotechnology Research, Department of Biological Sciences, 1627 Harris Way, Alabama State University, Montgomery AL, 36104, United States
| | - Richa Verma
- Center for NanoBiotechnology Research, Department of Biological Sciences, 1627 Harris Way, Alabama State University, Montgomery AL, 36104, United States
| | - Timothy E Egbo
- US Army Medical Research Institute of Infectious Diseases, Unit 8900, DPO, AE, Box 330, 09831, United States
| | - Guillermo H Giambartolomei
- Instituto de Inmunología, Genética y Metabolismo (INIGEM). CONICET. AV. Cordoba 2351, Universidad de Buenos Aires, Buenos Aires, C1120AAR, Argentina
| | - Shree R Singh
- Center for NanoBiotechnology Research, Department of Biological Sciences, 1627 Harris Way, Alabama State University, Montgomery AL, 36104, United States
| | - Vida A Dennis
- Center for NanoBiotechnology Research, Department of Biological Sciences, 1627 Harris Way, Alabama State University, Montgomery AL, 36104, United States
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12
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Poston TB. Advances in vaccine development for Chlamydia trachomatis. Pathog Dis 2024; 82:ftae017. [PMID: 39043447 PMCID: PMC11338180 DOI: 10.1093/femspd/ftae017] [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: 04/25/2024] [Revised: 06/18/2024] [Accepted: 07/25/2024] [Indexed: 07/25/2024] Open
Abstract
Chlamydia trachomatis is the most prevalent bacterial sexually transmitted infection globally. Antibiotic treatment is highly effective, but infection is often asymptomatic resulting in most individuals going undetected and untreated. This untreated infection can ascend to the upper female genital tract to cause pelvic inflammatory disease, tubal factor infertility, and ectopic pregnancy. Chlamydia screening and treatment programs have failed to control this epidemic and demonstrate the need for an efficacious vaccine to prevent transmission and disease. Animal models and human epidemiological data reveal that natural immunity can provide partial or short-lived sterilizing immunity. These data further demonstrate the importance of eliciting interferon gamma (IFNγ)-producing cluster of differentiation 4 (CD4) T cells (Th1 and Th1/17 cells) that can likely synergize with antibody-mediated opsonophagocytosis to provide optimal protection. These studies have guided preclinical rational vaccine design for decades and the first Phase 1 clinical trials have recently been completed. Recent advances have led to improvements in vaccine platforms and clinically safe adjuvants that help provide a path forward. This review describes vaccine models, correlates of immunity, antigen and adjuvant selection, and future clinical testing for Chlamydia vaccine development.
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Affiliation(s)
- Taylor B Poston
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, United States
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13
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Liu C, Mokashi NV, Darville T, Sun X, O’Connell CM, Hufnagel K, Waterboer T, Zheng X. A Machine Learning-Based Analytic Pipeline Applied to Clinical and Serum IgG Immunoproteome Data To Predict Chlamydia trachomatis Genital Tract Ascension and Incident Infection in Women. Microbiol Spectr 2023; 11:e0468922. [PMID: 37318345 PMCID: PMC10434056 DOI: 10.1128/spectrum.04689-22] [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: 11/23/2022] [Accepted: 06/01/2023] [Indexed: 06/16/2023] Open
Abstract
We developed a reusable and open-source machine learning (ML) pipeline that can provide an analytical framework for rigorous biomarker discovery. We implemented the ML pipeline to determine the predictive potential of clinical and immunoproteome antibody data for outcomes associated with Chlamydia trachomatis (Ct) infection collected from 222 cis-gender females with high Ct exposure. We compared the predictive performance of 4 ML algorithms (naive Bayes, random forest, extreme gradient boosting with linear booster [xgbLinear], and k-nearest neighbors [KNN]), screened from 215 ML methods, in combination with two different feature selection strategies, Boruta and recursive feature elimination. Recursive feature elimination performed better than Boruta in this study. In prediction of Ct ascending infection, naive Bayes yielded a slightly higher median value of are under the receiver operating characteristic curve (AUROC) 0.57 (95% confidence interval [CI], 0.54 to 0.59) than other methods and provided biological interpretability. For prediction of incident infection among women uninfected at enrollment, KNN performed slightly better than other algorithms, with a median AUROC of 0.61 (95% CI, 0.49 to 0.70). In contrast, xgbLinear and random forest had higher predictive performances, with median AUROC of 0.63 (95% CI, 0.58 to 0.67) and 0.62 (95% CI, 0.58 to 0.64), respectively, for women infected at enrollment. Our findings suggest that clinical factors and serum anti-Ct protein IgGs are inadequate biomarkers for ascension or incident Ct infection. Nevertheless, our analysis highlights the utility of a pipeline that searches for biomarkers and evaluates prediction performance and interpretability. IMPORTANCE Biomarker discovery to aid early diagnosis and treatment using machine learning (ML) approaches is a rapidly developing area in host-microbe studies. However, lack of reproducibility and interpretability of ML-driven biomarker analysis hinders selection of robust biomarkers that can be applied in clinical practice. We thus developed a rigorous ML analytical framework and provide recommendations for enhancing reproducibility of biomarkers. We emphasize the importance of robustness in selection of ML methods, evaluation of performance, and interpretability of biomarkers. Our ML pipeline is reusable and open-source and can be used not only to identify host-pathogen interaction biomarkers but also in microbiome studies and ecological and environmental microbiology research.
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Affiliation(s)
- Chuwen Liu
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Neha Vivek Mokashi
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Toni Darville
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Xuejun Sun
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Catherine M. O’Connell
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Katrin Hufnagel
- Infections and Cancer Epidemiology, German Cancer Research Center (Deutsches Krebsforschungszentrum), Heidelberg, Germany
| | - Tim Waterboer
- Infections and Cancer Epidemiology, German Cancer Research Center (Deutsches Krebsforschungszentrum), Heidelberg, Germany
| | - Xiaojing Zheng
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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14
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Zuo Y, Jiang TT, Teng Y, Han Y, Yin YP, Chen XS. Associations of Chlamydia trachomatis serology with fertility-related and pregnancy adverse outcomes in women: a systematic review and meta-analysis of observational studies. EBioMedicine 2023; 94:104696. [PMID: 37413889 PMCID: PMC10435765 DOI: 10.1016/j.ebiom.2023.104696] [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: 03/21/2023] [Revised: 06/20/2023] [Accepted: 06/21/2023] [Indexed: 07/08/2023] Open
Abstract
BACKGROUND Chlamydia trachomatis (CT) infection has an increased risk for fertility-related and pregnancy adverse outcomes partly due to mechanisms related to a pro-inflammatory response to CT-, or cHSP60-induced delayed hypersensitivity. This study aimed to assess the evidence on the association between CT serology and adverse outcomes. METHODS PubMed/Medline, Embase and Web of Science databases were searched for observational studies on the association of CT-specific antibodies (e. g. IgG, IgA, IgM, etc.) with infertility, tubal factor infertility (TFIF), ectopic pregnancy (EP), spontaneous abortion (SA), or preterm labor (PL) that were published from database inception to 31 August 2022. Pooled adjusted odds ratios or relative risks with corresponding 95% confidence intervals were calculated using a random effects model. This study was registered with PROSPERO (CRD42022368366). FINDINGS We identified 128 studies that met the inclusion criteria, comprising 87 case-control, 34 cross-sectional and 7 cohort studies, for a total of 167 records involving 128,625 women participants included into the meta-analyses. Based on the adjusted estimates, it was found that CT-specific IgG was significantly associated with TFIF (pooled adjusted OR = 2.09, 95% CI 1.33-3.27, I2 = 63.8%) or EP (pooled adjusted OR = 3.00, 95% CI 1.66-5.40, I2 = 93.0%). Analyses of the unadjusted estimates indicated significant associations between CT-specific IgG and infertility, TFIF, EP or SA (four pooled unadjusted ORs ranging between 1.60 and 5.14, I2 ranging between 40% and 83%); IgA and infertility, TFIF, EP (three pooled unadjusted ORs ranging between 3.64 and 4.91, I2 ranging between 0% and 74%); IgM and TFIF (pooled unadjusted OR = 5.70, 95% CI 1.58-20.56, I2 = 56%); or cHSP60 and TFIF (pooled unadjusted OR = 7.83, 95% CI 5.42-11.31, I2 = 49%). INTERPRETATION A broad range of CT-specific antibodies have been studied in association with fertility-related and pregnancy adverse outcomes. However, our study identified a low- or moderate-quality evidence for an association of CT serology with the outcomes. There are substantial research gaps in relation to the clinical implications of CT serological biomarkers. FUNDING The work was supported by the Chinese Academy of Medical Sciences Initiative for Innovative Medicine (2016-I2M-3-021).
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Affiliation(s)
- Ying Zuo
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, China
| | - Ting-Ting Jiang
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, China; National Center for STD Control, Chinese Center for Disease Control and Prevention, Nanjing, China
| | - Yang Teng
- School of Population Medicine and Public Health, Peking Union Medical College, Beijing, China
| | - Yan Han
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, China
| | - Yue-Ping Yin
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, China; National Center for STD Control, Chinese Center for Disease Control and Prevention, Nanjing, China
| | - Xiang-Sheng Chen
- Institute of Dermatology, Chinese Academy of Medical Sciences & Peking Union Medical College, Nanjing, China; National Center for STD Control, Chinese Center for Disease Control and Prevention, Nanjing, China.
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15
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Liu Y, Darville T, Zheng X, Li Q. Decomposition of variation of mixed variables by a latent mixed Gaussian copula model. Biometrics 2023; 79:1187-1200. [PMID: 35304917 PMCID: PMC10019899 DOI: 10.1111/biom.13660] [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: 07/21/2021] [Accepted: 03/03/2022] [Indexed: 11/27/2022]
Abstract
Many biomedical studies collect data of mixed types of variables from multiple groups of subjects. Some of these studies aim to find the group-specific and the common variation among all these variables. Even though similar problems have been studied by some previous works, their methods mainly rely on the Pearson correlation, which cannot handle mixed data. To address this issue, we propose a latent mixed Gaussian copula (LMGC) model that can quantify the correlations among binary, ordinal, continuous, and truncated variables in a unified framework. We also provide a tool to decompose the variation into the group-specific and the common variation over multiple groups via solving a regularized M-estimation problem. We conduct extensive simulation studies to show the advantage of our proposed method over the Pearson correlation-based methods. We also demonstrate that by jointly solving the M-estimation problem over multiple groups, our method is better than decomposing the variation group by group. We also apply our method to a Chlamydia trachomatis genital tract infection study to demonstrate how it can be used to discover informative biomarkers that differentiate patients.
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Affiliation(s)
- Yutong Liu
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Toni Darville
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Xiaojing Zheng
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Quefeng Li
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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16
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Barton A, Rosenkrands I, Pickering H, Faal N, Harte A, Joof H, Makalo P, Ragonnet M, Olsen AW, Bailey RL, Mabey DCW, Follmann F, Dietrich J, Holland MJ. A systems serology approach to the investigation of infection-induced antibody responses and protection in trachoma. Front Immunol 2023; 14:1178741. [PMID: 37287960 PMCID: PMC10242090 DOI: 10.3389/fimmu.2023.1178741] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 05/02/2023] [Indexed: 06/09/2023] Open
Abstract
Background Ocular infections with Chlamydia trachomatis serovars A-C cause the neglected tropical disease trachoma. As infection does not confer complete immunity, repeated infections are common, leading to long-term sequelae such as scarring and blindness. Here, we apply a systems serology approach to investigate whether systemic antibody features are associated with susceptibility to infection. Methods Sera from children in five trachoma endemic villages in the Gambia were assayed for 23 antibody features: IgG responses towards two C. trachomatis antigens and three serovars [elementary bodies and major outer membrane protein (MOMP), serovars A-C], IgG responses towards five MOMP peptides (serovars A-C), neutralization, and antibody-dependent phagocytosis. Participants were considered resistant if they subsequently developed infection only when over 70% of other children in the same compound were infected. Results The antibody features assayed were not associated with resistance to infection (false discovery rate < 0.05). Anti-MOMP SvA IgG and neutralization titer were higher in susceptible individuals (p < 0.05 before multiple testing adjustment). Classification using partial least squares performed only slightly better than chance in distinguishing between susceptible and resistant participants based on systemic antibody profile (specificity 71%, sensitivity 36%). Conclusions Systemic infection-induced IgG and functional antibody responses do not appear to be protective against subsequent infection. Ocular responses, IgA, avidity, or cell-mediated responses may play a greater role in protective immunity than systemic IgG.
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Affiliation(s)
- Amber Barton
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Ida Rosenkrands
- Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Harry Pickering
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Nkoyo Faal
- Medical Research Council Unit The Gambia at London School of Hygiene and Tropical Medicine, Banjul, Gambia
| | - Anna Harte
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Hassan Joof
- Medical Research Council Unit The Gambia at London School of Hygiene and Tropical Medicine, Banjul, Gambia
| | - Pateh Makalo
- Medical Research Council Unit The Gambia at London School of Hygiene and Tropical Medicine, Banjul, Gambia
| | - Manon Ragonnet
- Medical Research Council Unit The Gambia at London School of Hygiene and Tropical Medicine, Banjul, Gambia
| | - Anja Weinreich Olsen
- Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Robin L. Bailey
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - David C. W. Mabey
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Frank Follmann
- Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Jes Dietrich
- Department of Infectious Disease Immunology, Statens Serum Institut, Copenhagen, Denmark
| | - Martin J. Holland
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom
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17
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IFNγ and Antibody Synergize To Enhance Protective Immunity against Chlamydia Dissemination and Female Reproductive Tract Reinfections. Infect Immun 2022; 90:e0032822. [PMID: 36374101 PMCID: PMC9753678 DOI: 10.1128/iai.00328-22] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
CD4 T cell-dependent IFNγ production and antibody are the two best known effectors for protective immunity against Chlamydia female reproductive tract (FRT) infection. Nevertheless, mice lacking either IFNγ or B cells can clear the vast majority of Chlamydia from the FRT, while suffering from varying degrees of disseminated infection. In this study, we investigated whether IFNγ and B cells play complementary roles in host defense against Chlamydia and evaluated their relative contributions in systemic and mucosal tissues. Using mice deficient in both IFNγ and B cells (IFNγ-/- x μMT), we showed that mice lacking both effectors were highly susceptible to lethal systemic bacterial dissemination following Chlamydia muridarum intravaginal infection. Passive transfer of immune convalescent serum, but not recombinant IFNγ, reduced bacterial burden in both systemic and mucosal tissues in IFNγ-/- x μMT mice. Notably, over the course of primary infection, we observed a reduction of bacterial shedding of more than 2 orders of magnitude in IFNγ-/- x μMT mice following both C. muridarum and C. trachomatis FRT infections. In contrast, no protective immunity against C. muridarum reinfection was detected in the absence of IFNγ and B cells. Together, our results suggest that IFNγ and B cells synergize to combat systemic Chlamydia dissemination, while additional IFNγ and B cell-independent mechanisms exist for host resistance to Chlamydia in the lower FRT.
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18
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Johnson RM, Asashima H, Mohanty S, Shaw AC. Combining Cellular Immunology With RNAseq to Identify Novel Chlamydia T-Cell Subset Signatures. J Infect Dis 2022; 225:2033-2042. [PMID: 35172331 PMCID: PMC9159333 DOI: 10.1093/infdis/jiac051] [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: 12/13/2021] [Accepted: 02/14/2022] [Indexed: 11/14/2022] Open
Abstract
Chlamydia trachomatis serovars A-L cause important diseases of the eyes and reproductive tract by infecting epithelium lining those organs. A major hurdle for vaccine trials is finding a surrogate biomarker for protective immunity. Investigational data argues for T-cell biomarker(s) reflecting mucosal adaption, cytokine polarization, B-cell help, antibacterial effector mechanisms, or some combination thereof. A human investigation and 2 mouse studies link IL-13 to protection from infection/immunopathology. We performed RNAseq on T cells resident in spleens and genital tracts of naturally immune mice. CD4 signatures were consistent with helper function that differed by site including a genital tract-specific Fgl2 signal. The genital tract CD8 signature featured IL-10 and promotion of healing/scarring with a unique transcription of granzyme A. The RNAseq data was used to refine previously published CD4γ13 and CD8γ13 transcriptomes derived from protective T-cell clones, potentially identifying practicable T-cell subset signatures for assessing Chlamydia vaccine candidates.
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Affiliation(s)
- Raymond M Johnson
- Correspondence: Raymond M. Johnson, MD, PhD, Department of Internal Medicine, Yale University School of Medicine, PO Box 208022, TAC s169, New Haven, CT 06520-8022 ()
| | - Hiromitsu Asashima
- Department of Immunobiology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Subhasis Mohanty
- Section of Infectious Diseases, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Albert C Shaw
- Section of Infectious Diseases, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
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19
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Brunham RC. Problems with Understanding Chlamydia trachomatis Immunology. J Infect Dis 2021; 225:2043-2049. [DOI: 10.1093/infdis/jiab610] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 12/15/2021] [Indexed: 11/13/2022] Open
Abstract
Abstract
The pay off for understanding Chlamydia. trachomatis (CT) immunology is the development of a vaccine. Two lines of research have contributed to our current understanding of CT immunology. The first is the Grayston model of type specific immunity and genus specific pathology which was elaborated by Caldwell and Morrison as the major outer membrane protein (MOMP) and heat shock protein 60 (HSP60) paradigm. The second is the murine model of C. muridarum (CM) infection which established the essential role of major histocompatibility complex class II and CD4 T cells in immunity. However neither approach has yielded a vaccine. I review these two lines of research and conclude with six problem areas in human CT immunology whose resolution may result in a vaccine.(122 words)
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Affiliation(s)
- Robert C Brunham
- Department of Medicine, University of British Columbia, Vaccine Research Laboratory, British Columbia Centre for Disease Control Vancouver, Canada
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20
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Ardizzone CM, Albritton HL, Lillis RA, Bagnetto CEL, Shen L, Cavacini LA, Kozlowski PA, Quayle AJ. Human genital antibody-mediated inhibition of Chlamydia trachomatis infection and evidence for ompA genotype-specific neutralization. PLoS One 2021; 16:e0258759. [PMID: 34662351 PMCID: PMC8523062 DOI: 10.1371/journal.pone.0258759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Accepted: 10/04/2021] [Indexed: 11/19/2022] Open
Abstract
The endocervix, the primary site of Chlamydia trachomatis (Ct) infection in women, has a unique repertoire of locally synthesized IgG and secretory IgA (SIgA) with contributions from serum IgG. Here, we assessed the ability of genital and serum-derived IgG and IgA from women with a recent positive Ct test to neutralize Ct elementary bodies (EBs) and inhibit inclusion formation in vitro in human endocervical epithelial cells. We also determined if neutralization was influenced by the major outer membrane protein (MOMP) of the infecting strain, as indicated by ompA gene sequencing and genotyping. At equivalent low concentrations of Ct EB (D/UW-3/Cx + E/UW-5/Cx)-specific antibody, genital-derived IgG and IgA and serum IgA, but not serum IgG, significantly inhibited inclusion formation, with genital IgA being most effective, followed by genital IgG, then serum IgA. The well-characterized Ct genotype D strain, D/UW-3/Cx, was neutralized by serum-derived IgG from patients infected with genotype D strains, genital IgG from patients infected with genotype D or E strains, and by genital IgA from patients infected with genotype D, E, or F strains. Additionally, inhibition of D/UW-3/Cx infection by whole serum, rather than purified immunoglobulin, was associated with levels of serum EB-specific IgG rather than the genotype of infecting strain. In contrast, a Ct genotype Ia clinical isolate, Ia/LSU-56/Cx, was neutralized by whole serum in a genotype and genogroup-specific manner, and inhibition also correlated with EB-specific IgG concentrations in serum. Taken together, these data suggest that (i) genital IgA most effectively inhibits Ct infection in vitro, (ii) human antibody-mediated inhibition of Ct infection is significantly influenced by the ompA genotype of the infecting strain, (iii) the genital antibody repertoire develops or matures differently compared to systemic antibody, and (iv) ompA genotype-specificity of inhibition of infection by whole serum can be overcome by high concentrations of Ct-specific IgG.
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Affiliation(s)
- Caleb M. Ardizzone
- Department of Microbiology, Immunology, and Parasitology, Louisiana State University Health Sciences Center, New Orleans, Louisiana, United States of America
| | - Hannah L. Albritton
- Department of Microbiology, Immunology, and Parasitology, Louisiana State University Health Sciences Center, New Orleans, Louisiana, United States of America
| | - Rebecca A. Lillis
- Division of Infectious Diseases, Department of Medicine, Louisiana State University Health Sciences Center, New Orleans, Louisiana, United States of America
| | - Caitlyn E. L. Bagnetto
- Department of Microbiology, Immunology, and Parasitology, Louisiana State University Health Sciences Center, New Orleans, Louisiana, United States of America
| | - Li Shen
- Department of Microbiology, Immunology, and Parasitology, Louisiana State University Health Sciences Center, New Orleans, Louisiana, United States of America
| | - Lisa A. Cavacini
- MassBiologics, University of Massachusetts Medical School, Boston, Massachusetts, United States of America
| | - Pamela A. Kozlowski
- Department of Microbiology, Immunology, and Parasitology, Louisiana State University Health Sciences Center, New Orleans, Louisiana, United States of America
| | - Alison J. Quayle
- Department of Microbiology, Immunology, and Parasitology, Louisiana State University Health Sciences Center, New Orleans, Louisiana, United States of America
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21
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Liu C, Hufnagel K, O'Connell CM, Goonetilleke N, Mokashi N, Waterboer T, Tollison TS, Peng X, Wiesenfeld HC, Hillier SL, Zheng X, Darville T. Reduced Endometrial Ascension and Enhanced Reinfection Associated with IgG Antibodies to Specific Chlamydia trachomatis Proteins in Women at Risk for Chlamydia. J Infect Dis 2021; 225:846-855. [PMID: 34610131 DOI: 10.1093/infdis/jiab496] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Accepted: 09/28/2021] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Previous research revealed antibodies targeting Chlamydia trachomatis (CT) elementary bodies was not associated with reduced endometrial or incident infection in CT-exposed women. However, data on the role of CT protein-specific antibodies in protection are limited. METHODS A whole-proteome CT array screening serum pools from CT-exposed women identified 121 immunoprevalent proteins. Individual sera were probed using a focused array. IgG antibody frequencies and endometrial or incident infection relationships were examined using Wilcoxon Rank sum test. The impact of breadth and magnitude of protein-specific IgGs on ascension and incident infection were examined using multivariable stepwise logistic regression. Complementary RNA-sequencing quantified CT gene transcripts in cervical swabs from infected women. RESULTS IgG to Pgp3 and CT005 were associated with reduced endometrial infection; anti-CT443, -CT486 and -CT123 were associated with increased incident infection. Increased breadth of protein recognition did not however predict protection from endometrial or incident infection. mRNAs for immunoprevalent CT proteins were highly abundant in the cervix. CONCLUSIONS Protein-specific CT antibodies are not sufficient to protect against ascending or incident infection but broad recognition of CT proteins by IgG correlates with cervical CT gene transcript abundance, suggesting CT protein abundance correlates with immunogenicity and signifies their potential as vaccine candidates.
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Affiliation(s)
- Chuwen Liu
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.,Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Katrin Hufnagel
- Division of Infections and Cancer Epidemiology, German Cancer Research Center (Deutsches Krebsforschungszentrum, DKFZ), Heidelberg, Germany
| | - Catherine M O'Connell
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Nilu Goonetilleke
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Neha Mokashi
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Tim Waterboer
- Division of Infections and Cancer Epidemiology, German Cancer Research Center (Deutsches Krebsforschungszentrum, DKFZ), Heidelberg, Germany
| | - Tammy S Tollison
- Department of Molecular Biomedical Sciences, North Carolina State University, Raleigh, North Carolina, USA
| | - Xinxia Peng
- Department of Molecular Biomedical Sciences, North Carolina State University, Raleigh, North Carolina, USA.,Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina, USA
| | - Harold C Wiesenfeld
- Department of Obstetrics, Gynecology and Reproductive Sciences, The University of Pittsburgh School of Medicine, The Magee-Womens Research Institute, Pittsburgh, Pennsylvania, USA
| | - Sharon L Hillier
- Department of Obstetrics, Gynecology and Reproductive Sciences, The University of Pittsburgh School of Medicine, The Magee-Womens Research Institute, Pittsburgh, Pennsylvania, USA
| | - Xiaojing Zheng
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Toni Darville
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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22
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Darville T. Pelvic Inflammatory Disease Due to Neisseria gonorrhoeae and Chlamydia trachomatis: Immune Evasion Mechanisms and Pathogenic Disease Pathways. J Infect Dis 2021; 224:S39-S46. [PMID: 34396413 DOI: 10.1093/infdis/jiab031] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Pelvic inflammatory disease (PID) results from ascension of sexually transmitted pathogens from the lower genital tract to the uterus and/or fallopian tubes in women, with potential spread to neighboring pelvic organs. Patients may present acutely with lower abdominal or pelvic pain and pelvic organ tenderness. Many have subtle symptoms or are asymptomatic and present later with tubal factor infertility, ectopic pregnancy, or chronic pelvic pain. Neisseria gonorrhoeae and Chlamydia trachomatis are the 2 most commonly recognized PID pathogens. Their ability to survive within host epithelial cells and neutrophils highlights a need for T-cell-mediated production of interferon γ in protection. Data indicate that for both pathogens, antibody can accelerate clearance by enhancing opsonophagocytosis and bacterial killing when interferon γ is present. A study of women with N. gonorrhoeae- and/or C. trachomatis-induced PID with histologic endometritis revealed activation of myeloid cell, cell death, and innate inflammatory pathways in conjunction with dampening of T-cell activation pathways. These findings are supported by multiple studies in mouse models of monoinfection with N. gonorrhoeae or Chlamydia spp. Both pathogens exert multiple mechanisms of immune evasion that benefit themselves and each other at the expense of the host. However, similarities in host immune mechanisms that defend against these 2 bacterial pathogens instill optimism for the prospects of a combined vaccine for prevention of PID and infections in both women and men.
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Affiliation(s)
- Toni Darville
- Departments of Pediatrics and Microbiology & Immunology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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de la Maza LM, Darville TL, Pal S. Chlamydia trachomatis vaccines for genital infections: where are we and how far is there to go? Expert Rev Vaccines 2021; 20:421-435. [PMID: 33682583 DOI: 10.1080/14760584.2021.1899817] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
INTRODUCTION Chlamydia trachomatis is the most common sexually transmitted bacterial pathogen in the world. Antibiotic treatment does not prevent against reinfection and a vaccine is not yet available. AREAS COVERED We focus the review on the progress made of our understanding of the immunological responses required for a vaccine to elicit protection, and on the antigens, adjuvants, routes of immunization and delivery systems that have been tested in animal models. PubMed and Google Scholar were used to search publication on these topics for the last 5 years and recent Reviews were examined. EXPERT OPINION The first Phase 1 clinical trial of a C. trachomatis vaccine to protect against genital infections was successfully completed. We expect that, in the next five years, additional vaccine clinical trials will be implemented.
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Affiliation(s)
- Luis M de la Maza
- Department of Pathology and Laboratory Medicine Medical Sciences, I, Room D440 University of California, Irvine, California, USA
| | - Toni L Darville
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Sukumar Pal
- Department of Pathology and Laboratory Medicine Medical Sciences, I, Room D440 University of California, Irvine, California, USA
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Simons JL, McKenzie JS, Wright NC, Sheikh SA, Subramaniam A, Tita ATN, Dionne-Odom J. Chlamydia Prevalence by Age and Correlates of Infection Among Pregnant Women. Sex Transm Dis 2021; 48:37-41. [PMID: 32932385 PMCID: PMC7737858 DOI: 10.1097/olq.0000000000001261] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Accepted: 07/25/2020] [Indexed: 11/25/2022]
Abstract
BACKGROUND There is a paucity of population-based data on chlamydia in pregnancy despite rising rates in US women. Our objectives were to assess chlamydia prevalence by age group and to identify factors associated with infection in pregnant women to inform screening guidelines. METHODS This cross-sectional study included pregnant women tested for chlamydia who delivered at the University of Alabama at Birmingham between November 1, 2012, and December 31, 2017. The primary outcome was chlamydia prevalence, defined as a positive urogenital chlamydia nucleic acid amplification test result documented in the electronic medical record. Multivariable logistic regression was used to identify factors associated with infection. RESULTS Among 17,796 women who delivered during the study period, 13,657 (77%) had chlamydia testing performed at the University of Alabama at Birmingham. Chlamydia prevalence (95% confidence interval) was 7.4% (7.0%-7.9%). Age-stratified prevalence rates were 14.6%, 4.3%, and 1.7% for women younger than 25 years, 25 to 29 years, and 30 years or older, respectively. Chlamydia in pregnancy remained strongly associated with age (adjusted odds ratio [95% confidence interval], 7.2 [5.6-9.2] for age <25 years, and 2.3 [1.7-3.0] for ages 25-29 years, when compared with >30 years) after adjustment for race, urban residence, and insurance status. CONCLUSIONS Among pregnant women living in the southeastern United States, chlamydia was detected in 1 of 14 women who were tested. Chlamydia positivity was highest among women younger than 30 years. Study findings support broad screening for chlamydia in pregnancy.
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Affiliation(s)
| | | | | | | | - Akila Subramaniam
- Department of Obstetrics and Gynecology, Division of Maternal-Fetal Medicine, Center for Women’s Reproductive Health
| | - Alan T. N. Tita
- Department of Obstetrics and Gynecology, Division of Maternal-Fetal Medicine, Center for Women’s Reproductive Health
| | - Jodie Dionne-Odom
- Department of Medicine, Division of Infectious Diseases, University of Alabama at Birmingham, Birmingham, AL
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Antibodies to Variable Domain 4 Linear Epitopes of the Chlamydia trachomatis Major Outer Membrane Protein Are Not Associated with Chlamydia Resolution or Reinfection in Women. mSphere 2020; 5:5/5/e00654-20. [PMID: 32968007 PMCID: PMC7568647 DOI: 10.1128/msphere.00654-20] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
C. trachomatis infection is the most common bacterial sexually transmitted infection, and infection in women can lead to pelvic inflammatory disease and infertility. No licensed vaccine exists to prevent C. trachomatis infection, and investigations of the natural immune response may inform the design of targeted vaccines for C. trachomatis. Our study fills a gap in knowledge regarding the epitope specificity of antibody responses that are elicited in response to C. trachomatis infection in women. We identified several new B cell epitopes for C. trachomatis antigens and confirmed B cell epitopes that have been identified by other methods. Our finding that women produce antibodies to the VD4-MOMP regardless of infection outcome provides insight into vaccine development, suggesting that vaccines targeting VD4-MOMP may need to elicit higher-titer antibody responses than natural infection imparts or that additional vaccine targets should be pursued in the future. Chlamydia trachomatis is an obligate intracellular bacterium. C. trachomatis infection is the most prevalent bacterial sexually transmitted infection and can lead to pelvic inflammatory disease and infertility in women. There is no licensed vaccine for C. trachomatis prevention, in part due to gaps in our knowledge of C. trachomatis-specific immune responses elicited during human infections. Previous investigations of the antibody response to C. trachomatis have identified immunodominant antigens and antibodies that can neutralize infection in cell culture. However, epitope-specific responses to C. trachomatis are not well characterized, and the impact of these antibodies on infection outcome is unknown. We recently developed a technology called deep sequence-coupled biopanning that uses bacteriophage virus-like particles to display peptides from antigens and affinity select against human serum IgG. Here, we used this technology to map C. trachomatis-specific antibodies in groups of women with defined outcomes following C. trachomatis infection: (i) C. trachomatis negative upon presentation for treatment (“spontaneous resolvers”), (ii) C. trachomatis negative at a 3-month follow-up visit after treatment (“nonreinfected”), and (iii) C. trachomatis positive at a 3-month follow-up after treatment (“reinfected”). This analysis yielded immunodominant epitopes that had been previously described but also identified new epitopes targeted by human antibody responses to C. trachomatis. We focused on human antibody responses to the C. trachomatis variable domain 4 serovar-conserved region of the major outer membrane protein (VD4-MOMP), a previously described immunodominant epitope. All three groups of women produced IgG to the VD4-MOMP, suggesting that detection of serum antibodies to VD4-MOMP in women with urogenital C. trachomatis infection is not associated with protection against reinfection. IMPORTANCEC. trachomatis infection is the most common bacterial sexually transmitted infection, and infection in women can lead to pelvic inflammatory disease and infertility. No licensed vaccine exists to prevent C. trachomatis infection, and investigations of the natural immune response may inform the design of targeted vaccines for C. trachomatis. Our study fills a gap in knowledge regarding the epitope specificity of antibody responses that are elicited in response to C. trachomatis infection in women. We identified several new B cell epitopes for C. trachomatis antigens and confirmed B cell epitopes that have been identified by other methods. Our finding that women produce antibodies to the VD4-MOMP regardless of infection outcome provides insight into vaccine development, suggesting that vaccines targeting VD4-MOMP may need to elicit higher-titer antibody responses than natural infection imparts or that additional vaccine targets should be pursued in the future.
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Lundy SR, Richardson S, Ramsey A, Ellerson D, Fengxia Y, Onyeabor S, Kirlin W, Thompson W, Black CM, DeBruyne JP, Davidson AJ, Immergluck LC, Blas-Machado U, Eko FO, Igietseme JU, He Q, Omosun YO. Shift work influences the outcomes of Chlamydia infection and pathogenesis. Sci Rep 2020; 10:15389. [PMID: 32958779 PMCID: PMC7505842 DOI: 10.1038/s41598-020-72409-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Accepted: 08/28/2020] [Indexed: 12/16/2022] Open
Abstract
Shift work, performed by approximately 21 million Americans, is irregular or unusual work schedule hours occurring after 6:00 pm. Shift work has been shown to disrupt circadian rhythms and is associated with several adverse health outcomes and chronic diseases such as cancer, gastrointestinal and psychiatric diseases and disorders. It is unclear if shift work influences the complications associated with certain infectious agents, such as pelvic inflammatory disease, ectopic pregnancy and tubal factor infertility resulting from genital chlamydial infection. We used an Environmental circadian disruption (ECD) model mimicking circadian disruption occurring during shift work, where mice had a 6-h advance in the normal light/dark cycle (LD) every week for a month. Control group mice were housed under normal 12/12 LD cycle. Our hypothesis was that compared to controls, mice that had their circadian rhythms disrupted in this ECD model will have a higher Chlamydia load, more pathology and decreased fertility rate following Chlamydia infection. Results showed that, compared to controls, mice that had their circadian rhythms disrupted (ECD) had higher Chlamydia loads, more tissue alterations or lesions, and lower fertility rate associated with chlamydial infection. Also, infected ECD mice elicited higher proinflammatory cytokines compared to mice under normal 12/12 LD cycle. These results imply that there might be an association between shift work and the increased likelihood of developing more severe disease from Chlamydia infection.
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Affiliation(s)
- Stephanie R Lundy
- Department of Microbiology, Biochemistry & Immunology, Morehouse School of Medicine, 720 Westview Drive, S.W., Atlanta, GA, 30310, USA
| | - Shakyra Richardson
- Department of Microbiology, Biochemistry & Immunology, Morehouse School of Medicine, 720 Westview Drive, S.W., Atlanta, GA, 30310, USA
| | - Anne Ramsey
- Department of Neurobiology, Morehouse School of Medicine, Atlanta, GA, 30310, USA
| | - Debra Ellerson
- Centers for Disease Control & Prevention (CDC), Atlanta, GA, 30333, USA
| | - Yan Fengxia
- Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA, 30310, USA
| | - Sunny Onyeabor
- Department of Community Health and Preventive Medicine, Morehouse School of Medicine, Atlanta, GA, 30310, USA
| | - Ward Kirlin
- Department of Pharmacology, Morehouse School of Medicine, Atlanta, GA, 30310, USA
| | - Winston Thompson
- Department of Physiology, Morehouse School of Medicine, Atlanta, GA, 30310, USA
| | - Carolyn M Black
- Centers for Disease Control & Prevention (CDC), Atlanta, GA, 30333, USA
| | - Jason P DeBruyne
- Department of Pharmacology, Morehouse School of Medicine, Atlanta, GA, 30310, USA
| | - Alec J Davidson
- Department of Neurobiology, Morehouse School of Medicine, Atlanta, GA, 30310, USA
| | - Lilly C Immergluck
- Department of Microbiology, Biochemistry & Immunology, Morehouse School of Medicine, 720 Westview Drive, S.W., Atlanta, GA, 30310, USA
- Pediatric Clinical & Translational Research Unit, Clinical Research Center, Morehouse School of Medicine, Atlanta, GA, 30310, USA
| | - Uriel Blas-Machado
- Athens Veterinary Diagnostic Laboratory, Department of Pathology, College of Veterinary Medicine, University of Georgia, Athens, GA, 30602, USA
| | - Francis O Eko
- Department of Microbiology, Biochemistry & Immunology, Morehouse School of Medicine, 720 Westview Drive, S.W., Atlanta, GA, 30310, USA
| | - Joseph U Igietseme
- Department of Microbiology, Biochemistry & Immunology, Morehouse School of Medicine, 720 Westview Drive, S.W., Atlanta, GA, 30310, USA
- Centers for Disease Control & Prevention (CDC), Atlanta, GA, 30333, USA
| | - Qing He
- Department of Microbiology, Biochemistry & Immunology, Morehouse School of Medicine, 720 Westview Drive, S.W., Atlanta, GA, 30310, USA
- Centers for Disease Control & Prevention (CDC), Atlanta, GA, 30333, USA
| | - Yusuf O Omosun
- Department of Microbiology, Biochemistry & Immunology, Morehouse School of Medicine, 720 Westview Drive, S.W., Atlanta, GA, 30310, USA.
- Centers for Disease Control & Prevention (CDC), Atlanta, GA, 30333, USA.
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Comparison of Chlamydia outer membrane complex to recombinant outer membrane proteins as vaccine. Vaccine 2020; 38:3280-3291. [PMID: 32151463 DOI: 10.1016/j.vaccine.2020.02.059] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Revised: 01/02/2020] [Accepted: 02/18/2020] [Indexed: 12/22/2022]
Abstract
The Chlamydial outer membrane complex (COMC) from the elementary body (EB) is a protein rich insoluble outer membrane shell from which cytosolic proteins have been extracted with detergent. In this study we conducted mass spectrometry experiments to detect proteins in the COMC prepared from C. muridarum EB. Proteomic analysis showed that the COMC contained 75 proteins that included 10 outer membrane proteins (OMPs) such as the major outer membrane protein (MOMP) and polymorphic membrane proteins (Pmps) that were previously identified as CD4 T cell vaccine candidates. We tested the vaccine efficacy of COMC in comparison to individual or combination of recombinant OMPs formulated with Th1 polarizing adjuvant DDA/MPL in two murine genital tract models (C. muridarum and C. trachomatis) by measuring organismal shedding, tubal pathology and immune responses including neutralizing antibodies. In the C. muridarum model, the COMC vaccine generated broadly reactive immune responses against multiple outer membrane proteins, high levels of EB binding and neutralizing antibody and exhibited superior protection against genital infection and pathology when compared to the recombinant PmpG vaccine. Denaturing the COMC by boiling significantly reduced protection. In the C. trachomatis model, the COMC vaccine also conferred greater protection compared to individual or multiple recombinant outer membrane proteins. Immunization with multiple COMCs from C. trachomatis serovars D, F and J generated neutralizing antibodies against multiple C. trachomatis serovars. We conclude that broader immunogenicity and generation of neutralizing antibody may explain the superior efficacy of COMC vaccine. The study suggests that conformationally intact proteins will be necessary for a successful recombinant OMP vaccine.
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Zhong W, Dong L, Poston TB, Darville T, Spracklen CN, Wu D, Mohlke KL, Li Y, Li Q, Zheng X. Inferring Regulatory Networks From Mixed Observational Data Using Directed Acyclic Graphs. Front Genet 2020; 11:8. [PMID: 32127796 PMCID: PMC7038820 DOI: 10.3389/fgene.2020.00008] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Accepted: 01/06/2020] [Indexed: 02/02/2023] Open
Abstract
Construction of regulatory networks using cross-sectional expression profiling of genes is desired, but challenging. The Directed Acyclic Graph (DAG) provides a general framework to infer causal effects from observational data. However, most existing DAG methods assume that all nodes follow the same type of distribution, which prohibit a joint modeling of continuous gene expression and categorical variables. We present a new mixed DAG (mDAG) algorithm to infer the regulatory pathway from mixed observational data containing both continuous variables (e.g. expression of genes) and categorical variables (e.g. categorical phenotypes or single nucleotide polymorphisms). Our method can identify upstream causal factors and downstream effectors closely linked to a variable and generate hypotheses for causal direction of regulatory pathways. We propose a new permutation method to test the conditional independence of variables of mixed types, which is the key for mDAG. We also utilize an L1 regularization in mDAG to ensure it can recover a large sparse DAG with limited sample size. We demonstrate through extensive simulations that mDAG outperforms two well-known methods in recovering the true underlying DAG. We apply mDAG to a cross-sectional immunological study of Chlamydia trachomatis infection and successfully infer the regularity network of cytokines. We also apply mDAG to a large cohort study, generating sensible mechanistic hypotheses underlying plasma adiponectin level. The R package mDAG is publicly available from CRAN at https://CRAN.R-project.org/package=mDAG.
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Affiliation(s)
- Wujuan Zhong
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Li Dong
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Taylor B Poston
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Toni Darville
- Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Cassandra N Spracklen
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Di Wu
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.,Department of Oral and Craniofacial Health Science, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Yun Li
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.,Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Quefeng Li
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Xiaojing Zheng
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.,Department of Pediatrics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
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