1
|
Chang YS, Huang K, Lee JM, Vagts CL, Ascoli C, Amin MR, Ghassemi M, Lora CM, Edafetanure-Ibeh R, Huang Y, Cherian RA, Sarup N, Warpecha SR, Hwang S, Goel R, Turturice BA, Schott C, Hernandez M, Chen Y, Jorgensen J, Wang W, Rasic M, Novak RM, Finn PW, Perkins DL. Altered transcriptomic immune responses of maintenance hemodialysis patients to the COVID-19 mRNA vaccine. eLife 2024; 13:e83641. [PMID: 38656290 PMCID: PMC11042800 DOI: 10.7554/elife.83641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 03/29/2024] [Indexed: 04/26/2024] Open
Abstract
Background End-stage renal disease (ESRD) patients experience immune compromise characterized by complex alterations of both innate and adaptive immunity, and results in higher susceptibility to infection and lower response to vaccination. This immune compromise, coupled with greater risk of exposure to infectious disease at hemodialysis (HD) centers, underscores the need for examination of the immune response to the COVID-19 mRNA-based vaccines. Methods The immune response to the COVID-19 BNT162b2 mRNA vaccine was assessed in 20 HD patients and cohort-matched controls. RNA sequencing of peripheral blood mononuclear cells was performed longitudinally before and after each vaccination dose for a total of six time points per subject. Anti-spike antibody levels were quantified prior to the first vaccination dose (V1D0) and 7 d after the second dose (V2D7) using anti-spike IgG titers and antibody neutralization assays. Anti-spike IgG titers were additionally quantified 6 mo after initial vaccination. Clinical history and lab values in HD patients were obtained to identify predictors of vaccination response. Results Transcriptomic analyses demonstrated differing time courses of immune responses, with prolonged myeloid cell activity in HD at 1 wk after the first vaccination dose. HD also demonstrated decreased metabolic activity and decreased antigen presentation compared to controls after the second vaccination dose. Anti-spike IgG titers and neutralizing function were substantially elevated in both controls and HD at V2D7, with a small but significant reduction in titers in HD groups (p<0.05). Anti-spike IgG remained elevated above baseline at 6 mo in both subject groups. Anti-spike IgG titers at V2D7 were highly predictive of 6-month titer levels. Transcriptomic biomarkers after the second vaccination dose and clinical biomarkers including ferritin levels were found to be predictive of antibody development. Conclusions Overall, we demonstrate differing time courses of immune responses to the BTN162b2 mRNA COVID-19 vaccination in maintenance HD subjects comparable to healthy controls and identify transcriptomic and clinical predictors of anti-spike IgG titers in HD. Analyzing vaccination as an in vivo perturbation, our results warrant further characterization of the immune dysregulation of ESRD. Funding F30HD102093, F30HL151182, T32HL144909, R01HL138628. This research has been funded by the University of Illinois at Chicago Center for Clinical and Translational Science (CCTS) award UL1TR002003.
Collapse
Affiliation(s)
- Yi-Shin Chang
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Bioengineering, University of Illinois at ChicagoChicagoUnited States
| | - Kai Huang
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Bioengineering, University of Illinois at ChicagoChicagoUnited States
| | - Jessica M Lee
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Microbiology and Immunology, University of Illinois at ChicagoChicagoUnited States
| | - Christen L Vagts
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Christian Ascoli
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Md-Ruhul Amin
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Mahmood Ghassemi
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Claudia M Lora
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | | | - Yue Huang
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Ruth A Cherian
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Nandini Sarup
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Samantha R Warpecha
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Sunghyun Hwang
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Rhea Goel
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Benjamin A Turturice
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Microbiology and Immunology, University of Illinois at ChicagoChicagoUnited States
- Department of Medicine, Stanford UniversityPalo AltoUnited States
| | - Cody Schott
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Microbiology and Immunology, University of Illinois at ChicagoChicagoUnited States
- Department of Medicine, University of Colorado DenverAuroraUnited States
| | | | - Yang Chen
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Biological Sciences, University of Illinois at ChicagoChicagoUnited States
| | - Julianne Jorgensen
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Bioengineering, University of Illinois at ChicagoChicagoUnited States
| | - Wangfei Wang
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Bioengineering, University of Illinois at ChicagoChicagoUnited States
| | - Mladen Rasic
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Bioengineering, University of Illinois at ChicagoChicagoUnited States
| | - Richard M Novak
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
| | - Patricia W Finn
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Bioengineering, University of Illinois at ChicagoChicagoUnited States
- Department of Microbiology and Immunology, University of Illinois at ChicagoChicagoUnited States
| | - David L Perkins
- Department of Medicine, University of Illinois at ChicagoChicagoUnited States
- Department of Bioengineering, University of Illinois at ChicagoChicagoUnited States
- Department of Biological Sciences, University of Illinois at ChicagoChicagoUnited States
| |
Collapse
|
2
|
Chang YS, Huang K, Lee JM, Vagts CL, Ascoli C, Amin MR, Ghassemi M, Lora CM, Edafetanure-Ibeh R, Huang Y, Cherian RA, Sarup N, Warpecha SR, Hwang S, Goel R, Turturice BA, Schott C, Hernandez M, Chen Y, Joregensen J, Wang W, Rasic M, Novak RM, Finn PW, Perkins DL. Immune response to the mRNA COVID-19 vaccine in hemodialysis patients: cohort study. medRxiv 2023:2023.01.19.23284792. [PMID: 36711520 PMCID: PMC9882629 DOI: 10.1101/2023.01.19.23284792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Background End-stage renal disease (ESRD) patients experience immune compromise characterized by complex alterations of both innate and adaptive immunity, and results in higher susceptibility to infection and lower response to vaccination. This immune compromise, coupled with greater risk of exposure to infectious disease at hemodialysis (HD) centers, underscores the need for examination of the immune response to the COVID-19 mRNA-based vaccines. Methods A transcriptomic analysis of the immune response to the Covid-19 BNT162b2 mRNA vaccine was assessed in 20 HD patients and cohort-matched controls. RNA sequencing of peripheral blood mononuclear cells (PBMCs) was performed longitudinally before and after each vaccination dose for a total of six time points per subject. Anti-spike antibody levels were quantified prior to the first vaccination dose (V1D0) and seven days after the second dose (V2D7) using anti-Spike IgG titers and antibody neutralization assays. Anti-spike IgG titers were additionally quantified six months after initial vaccination. Clinical history and lab values in HD patients were obtained to identify predictors of vaccination response. Results Transcriptomic analyses demonstrated differing time courses of immune responses, with predominant T cell activity in controls one week after the first vaccination dose, compared to predominant myeloid cell activity in HD at this time point. HD demonstrated decreased metabolic activity and decreased antigen presentation compared to controls after the second vaccination dose. Anti-spike IgG titers and neutralizing function were substantially elevated in both controls and HD at V2D7, with a small but significant reduction in titers in HD groups (p < 0.05). Anti-spike IgG remained elevated above baseline at six months in both subject groups. Anti-spike IgG titers at V2D7 were highly predictive of 6-month titer levels. Transcriptomic biomarkers after the second vaccination dose and clinical biomarkers including ferritin levels were found to be predictive of antibody development. Conclusion Overall, we demonstrate differing time courses of immune responses to the BTN162b2 mRNA COVID-19 vaccination in maintenance hemodialysis subjects (HD) comparable to healthy controls (HC) and identify transcriptomic and clinical predictors of anti-Spike IgG titers in HD. Analyzing vaccination as an in vivo perturbation, our results warrant further characterization of the immune dysregulation of end stage renal disease (ESRD). Funding F30HD102093, F30HL151182, T32HL144909, R01HL138628This research has been funded by the University of Illinois at Chicago Center for Clinical and Translational Science (CCTS) award UL1TR002003.
Collapse
Affiliation(s)
- Yi-Shin Chang
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Kai Huang
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Jessica M Lee
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Christen L Vagts
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Christian Ascoli
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Md-Ruhul Amin
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Mahmood Ghassemi
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Claudia M Lora
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | | | - Yue Huang
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Ruth A Cherian
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Nandini Sarup
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Samantha R Warpecha
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Sunghyun Hwang
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Rhea Goel
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Benjamin A Turturice
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Medicine, Stanford University, Palo Alto, California, USA
| | - Cody Schott
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Medicine, University of Colorado Denver, Aurora, Colorado, USA
| | - Montserrat Hernandez
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Yang Chen
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Julianne Joregensen
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Wangfei Wang
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Mladen Rasic
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Richard M Novak
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Patricia W Finn
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, Illinois, USA
| | - David L Perkins
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, USA
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, Illinois, USA
| |
Collapse
|
3
|
Vagts CL, Chang YS, Ascoli C, Lee JM, Huang K, Huang Y, Cherian RA, Sarup N, Warpecha SR, Edafetanure-Ibeh R, Amin MR, Sultana T, Ghassemi M, Sweiss NJ, Novak R, Perkins DL, Finn PW. Trimer IgG and neutralising antibody response to COVID-19 mRNA vaccination in individuals with sarcoidosis. ERJ Open Res 2023; 9:00025-2022. [PMID: 36601311 PMCID: PMC9501840 DOI: 10.1183/23120541.00025-2022] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 08/19/2022] [Indexed: 01/21/2023] Open
Abstract
Background Individuals with sarcoidosis are at higher risk for infection owing to underlying disease pathogenesis and need for immunosuppressive treatment. Current knowledge as to how subjects with sarcoidosis respond to different forms of vaccination is limited. We examined quantitative and functional antibody response to COVID-19 vaccination in infection-naive subjects with and without sarcoidosis. Methods Our prospective cohort study recruited 14 subjects with biopsy-proven sarcoidosis and 27 age-sex matched controls who underwent a two-shot series of the BNT162b2 mRNA vaccine at the University of Illinois at Chicago. Baseline, 4-week and 6-month trimer spike protein IgG and neutralising antibody (nAb) titres were assessed. Correlation and multivariate regression analysis was conducted. Results Sarcoidosis subjects had a significant increase in short-term antibody production to a level comparable to controls; however, IgG titres significantly declined back to baseline levels by 6 months. Corresponding neutralising assays revealed robust nAb titres in sarcoidosis subjects that persisted at 6 months. A significant and strong correlation between IgG and nAb titres across all time points was observed in the control group. However within the sarcoidosis group, a significant but weak correlation between antibody levels was found. Overall, IgG levels were poor predictors of nAb titres at short- or long-term time points. Conclusions Sarcoidosis subjects exhibit nAb induced by the BNT162b2 mRNA SARS-CoV-2 vaccine at levels comparable to controls that persists at 6 months indicating conferred immunity. Trimer IgG levels are poor predictors of nAb in subjects with sarcoidosis. Studies of further antibody immunoglobulins and subtypes warrant investigation.
Collapse
Affiliation(s)
- Christen L. Vagts
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Yi-Shin Chang
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA,Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA
| | - Christian Ascoli
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Jessica M. Lee
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA,Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, IL, USA
| | - Kai Huang
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA,Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA
| | - Yue Huang
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Ruth A. Cherian
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Nandini Sarup
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | | | | | - Md-Ruhul Amin
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Tasmin Sultana
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Mahmood Ghassemi
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Nadera J. Sweiss
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Richard Novak
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - David L. Perkins
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA,Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA,Department of Surgery, University of Illinois at Chicago, Chicago, IL, USA,These authors contributed equally
| | - Patricia W. Finn
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA,Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA,Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, IL, USA,These authors contributed equally,Corresponding author: Patricia Finn ()
| |
Collapse
|
4
|
Finn PW, Perkins DL. BORN TO WHEEZE OR LEARNED WHEN WE WERE YOUNG: MATERNAL AND ENVIRONMENTAL FACTORS INFLUENCE ATOPIC RISK. Trans Am Clin Climatol Assoc 2023; 133:181-192. [PMID: 37701609 PMCID: PMC10493753] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 09/14/2023]
Abstract
The prevalence of atopic diseases is increasing globally, particularly in children. Heritable genetics can partially explain risk of disease. Evidence also points to acquired genetic material, in the form of the microbiome, as an important factor in disease pathogenesis. The acquisition of the microbiome dynamically changes in response to differences in lifestyle and environmental factors. Also, in utero, maternal and environmental factors influence atopic risk for allergic rhinitis, eczema, asthma, and food allergy. Combining the analytical power of omics, we focus on how the microbiota mediates effects between mother, environment, immunity, and risk of atopic disease. In parallel, we stress that health care disparities impact asthma morbidity and mortality. Efforts to improve asthma outcomes must include multidisciplinary strategies.
Collapse
|
5
|
Wang W, Sinha A, Lutter R, Yang J, Ascoli C, Sterk PJ, Nemsick NK, Perkins DL, Finn PW. Analysis of Exosomal MicroRNA Dynamics in Response to Rhinovirus Challenge in a Longitudinal Case-Control Study of Asthma. Viruses 2022; 14:v14112444. [PMID: 36366542 PMCID: PMC9695046 DOI: 10.3390/v14112444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 10/19/2022] [Accepted: 11/02/2022] [Indexed: 11/06/2022] Open
Abstract
Asthma symptoms are often exacerbated by the common-cold-causing rhinovirus (RV). In this study, we characterized the temporal behavior of circulating exosomal microRNAs (ExoMiRNAs) in a longitudinal bi-phasic case-control study of mild asthmatics (n = 12) and matched non-atopic healthy controls (n = 12) inoculated with rhinovirus. We aimed to define clinical and immunologic characteristics associated with differentially expressed (DE) miRNAs. In total, 26 DE ExoMiRNAs, including hsa-let-7f-5p, hsa-let-7a-5p, hsa-miR-122-5p, hsa-miR-101-3p, and hsa-miR-126-3p, were identified between asthmatic and healthy subjects after inoculation with RV. Time series clustering identified a unique Cluster of Upregulated DE ExoMiRNAs with augmenting mean expression and a distinct Cluster of Downregulated DE ExoMiRNAs with mean expression decline in asthmatic subjects upon RV challenge. Notably, the Upregulated Cluster correlated with Th1 and interferon-induced cytokines/chemokines (IFN-γ and IFN-γ-inducible protein-10) and interleukin-10 (IL-10). Conversely, the Downregulated Cluster correlated with IL-13, a Th2 cytokine, pulmonary function measurements (FVC%, FEV1%, and PEF%), and inflammatory biomarkers (FeNO, eosinophil%, and neutrophil%). Key ExoMiRNA-target gene and anti-viral defense mechanisms of the Upregulated and Downregulated Clusters were identified by network and gene enrichment analyses. Our findings provide insight into the regulatory role of ExoMiRNAs in RV-induced asthma.
Collapse
Affiliation(s)
- Wangfei Wang
- Richard and Loan Hill Department of Biomedical Engineering, College of Engineering and Medicine, University of Illinois at Chicago, Chicago, IL 60607, USA
| | - Anirban Sinha
- Department of Pulmonary Medicine, Amsterdam University Medical Centers, Location Academic Medical Center, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands
- Department of Experimental Immunology, Amsterdam University Medical Centers, Location Academic Medical Center, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands
| | - René Lutter
- Department of Pulmonary Medicine, Amsterdam University Medical Centers, Location Academic Medical Center, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands
- Department of Experimental Immunology, Amsterdam University Medical Centers, Location Academic Medical Center, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands
| | - Jie Yang
- Department of Mathematics, Statistics, and Computer Science, College of Liberal Arts and Sciences, University of Illinois at Chicago, Chicago, IL 60607, USA
| | - Christian Ascoli
- Division of Pulmonary, Critical Care, Sleep and Allergy, Department of Medicine, College of Medicine, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Peter J. Sterk
- Department of Pulmonary Medicine, Amsterdam University Medical Centers, Location Academic Medical Center, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands
| | - Nicole K. Nemsick
- Department of Molecular and Cellular Biology, College of Liberal Arts and Sciences, University of Illinois at Chicago, Chicago, IL 60607, USA
| | - David L. Perkins
- Division of Nephrology, Department of Medicine, College of Medicine, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Patricia W. Finn
- Division of Pulmonary, Critical Care, Sleep and Allergy, Department of Medicine, College of Medicine, University of Illinois at Chicago, Chicago, IL 60612, USA
- Correspondence:
| |
Collapse
|
6
|
Ascoli C, Schott CA, Huang Y, Turturice BA, Wang W, Ecanow N, Sweiss NJ, Perkins DL, Finn PW. Altered transcription factor targeting is associated with differential peripheral blood mononuclear cell proportions in sarcoidosis. Front Immunol 2022; 13:848759. [PMID: 36311769 PMCID: PMC9608777 DOI: 10.3389/fimmu.2022.848759] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 08/01/2022] [Indexed: 11/13/2022] Open
Abstract
IntroductionIn sarcoidosis, peripheral lymphopenia and anergy have been associated with increased inflammation and maladaptive immune activity, likely promoting development of chronic and progressive disease. However, the molecular mechanisms that lead to reduced lymphocyte proportions, particularly CD4+ T-cells, have not been fully elucidated. We posit that paradoxical peripheral lymphopenia is characterized by a dysregulated transcriptomic network associated with cell function and fate that results from altered transcription factor targeting activity.MethodsMessenger RNA-sequencing (mRNA-seq) was performed on peripheral blood mononuclear cells (PBMCs) from ACCESS study subjects with sarcoidosis and matched controls and findings validated on a sarcoidosis case-control cohort and a sarcoidosis case series. Preserved PBMC transcriptomic networks between case-control cohorts were assessed to establish cellular associations with gene modules and define regulatory targeting involved in sarcoidosis immune dysregulation utilizing weighted gene co-expression network analysis and differential transcription factor involvement analysis. Network centrality measures identified master transcriptional regulators of subnetworks related to cell proliferation and death. Predictive models of differential PBMC proportions constructed from ACCESS target gene expression corroborated the relationship between aberrant transcription factor regulatory activity and imputed and clinical PBMC populations in the validation cohorts.ResultsWe identified two unique and preserved gene modules significantly associated with sarcoidosis immune dysregulation. Strikingly, increased expression of a monocyte-driven, and not a lymphocyte-driven, gene module related to innate immunity and cell death was the best predictor of peripheral CD4+ T-cell proportions. Within the gene network of this monocyte-driven module, TLE3 and CBX8 were determined to be master regulators of the cell death subnetwork. A core gene signature of differentially over-expressed target genes of TLE3 and CBX8 involved in cellular communication and immune response regulation accurately predicted imputed and clinical monocyte expansion and CD4+ T-cell depletion.ConclusionsAltered transcriptional regulation associated with aberrant gene expression of a monocyte-driven transcriptional network likely influences lymphocyte function and survival. Although further investigation is warranted, this indicates that crosstalk between hyperactive monocytes and lymphocytes may instigate peripheral lymphopenia and underlie sarcoidosis immune dysregulation and pathogenesis. Future therapies selectively targeting master regulators, or their targets, may mitigate dysregulated immune processes in sarcoidosis and disease progression.
Collapse
Affiliation(s)
- Christian Ascoli
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Cody A. Schott
- University of Illinois at Chicago College of Medicine, Chicago, IL, United States
| | - Yue Huang
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | | | - Wangfei Wang
- Department of Bioengineering, University of Illinois at Chicago College of Engineering and Medicine, Chicago, IL, United States
| | - Naomi Ecanow
- University of Illinois at Chicago College of Medicine, Chicago, IL, United States
| | - Nadera J. Sweiss
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
- Division of Rheumatology, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - David L. Perkins
- Division of Nephrology, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Patricia W. Finn
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
- *Correspondence: Patricia W. Finn,
| |
Collapse
|
7
|
Huang K, Wang C, Vagts C, Raguveer V, Finn PW, Perkins DL. Long non-coding RNAs (lncRNAs) NEAT1 and MALAT1 are differentially expressed in severe COVID-19 patients: An integrated single-cell analysis. PLoS One 2022; 17:e0261242. [PMID: 35007307 PMCID: PMC8746747 DOI: 10.1371/journal.pone.0261242] [Citation(s) in RCA: 28] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Accepted: 11/25/2021] [Indexed: 01/08/2023] Open
Abstract
Hyperactive and damaging inflammation is a hallmark of severe rather than mild Coronavirus disease 2019 (COVID-19). To uncover key inflammatory differentiators between severe and mild COVID-19, we applied an unbiased single-cell transcriptomic analysis. We integrated two single-cell RNA-seq datasets with COVID-19 patient samples, one that sequenced bronchoalveolar lavage (BAL) cells and one that sequenced peripheral blood mononuclear cells (PBMCs). The combined cell population was then analyzed with a focus on genes associated with disease severity. The immunomodulatory long non-coding RNAs (lncRNAs) NEAT1 and MALAT1 were highly differentially expressed between mild and severe patients in multiple cell types. Within those same cell types, the concurrent detection of other severity-associated genes involved in cellular stress response and apoptosis regulation suggests that the pro-inflammatory functions of these lncRNAs may foster cell stress and damage. Thus, NEAT1 and MALAT1 are potential components of immune dysregulation in COVID-19 that may provide targets for severity related diagnostic measures or therapy.
Collapse
Affiliation(s)
- Kai Huang
- Division of Pulmonary, Critical Care, Sleep and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Catherine Wang
- College of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Christen Vagts
- Division of Pulmonary, Critical Care, Sleep and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Vanitha Raguveer
- College of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Patricia W. Finn
- Division of Pulmonary, Critical Care, Sleep and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - David L. Perkins
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Division of Nephrology, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Department of Surgery, University of Illinois at Chicago, Chicago, Illinois, United States of America
| |
Collapse
|
8
|
Chang YS, Mayer S, Davis ES, Figueroa E, Leo P, Finn PW, Perkins DL. Transmission Dynamics of Large Coronavirus Disease Outbreak in Homeless Shelter, Chicago, Illinois, USA, 2020. Emerg Infect Dis 2022; 28:76-84. [PMID: 34856112 PMCID: PMC8714208 DOI: 10.3201/eid2801.210780] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has the potential for rapid transmission in congregate settings. We describe the multidisciplinary response to an outbreak of coronavirus disease (COVID-19) in a large homeless shelter in Chicago, Illinois, USA. The response to the outbreak included 4 rounds of mass PCR testing of all staff and residents and subsequent isolation of persons who tested positive for SARS-CoV-2. We further describe the dynamics of the shelter outbreak by fitting a modified susceptible-exposed-infectious-recovered compartmental model incorporating the widespread SARS-CoV-2 testing and isolation measures implemented in this shelter. Our model demonstrates that rapid transmission of COVID-19 in the shelter occurred before the outbreak was detected; rates of transmission declined after widespread testing and isolation measures were put in place. Overall, we demonstrate the feasibility of mass PCR testing and isolation in congregate settings and suggest the necessity of prompt response to suspected COVID-19 outbreaks in homeless shelters.
Collapse
Affiliation(s)
- Yi-Shin Chang
- University of Illinois at Chicago, Chicago, Illinois, USA (Y.-S. Chang, S. Mayer, E. Figueroa, P. Leo, P.W. Finn, D.L. Perkins)
- Rush University Medical Center, Chicago (E.S. Davis)
| | - Stockton Mayer
- University of Illinois at Chicago, Chicago, Illinois, USA (Y.-S. Chang, S. Mayer, E. Figueroa, P. Leo, P.W. Finn, D.L. Perkins)
- Rush University Medical Center, Chicago (E.S. Davis)
| | - Elizabeth S. Davis
- University of Illinois at Chicago, Chicago, Illinois, USA (Y.-S. Chang, S. Mayer, E. Figueroa, P. Leo, P.W. Finn, D.L. Perkins)
- Rush University Medical Center, Chicago (E.S. Davis)
| | - Evelyn Figueroa
- University of Illinois at Chicago, Chicago, Illinois, USA (Y.-S. Chang, S. Mayer, E. Figueroa, P. Leo, P.W. Finn, D.L. Perkins)
- Rush University Medical Center, Chicago (E.S. Davis)
| | - Paul Leo
- University of Illinois at Chicago, Chicago, Illinois, USA (Y.-S. Chang, S. Mayer, E. Figueroa, P. Leo, P.W. Finn, D.L. Perkins)
- Rush University Medical Center, Chicago (E.S. Davis)
| | | | | |
Collapse
|
9
|
Huang K, Wang C, Vagts C, Raguveer V, Finn PW, Perkins DL. Long non-coding RNAs (lncRNAs) NEAT1 and MALAT1 are differentially expressed in severe COVID-19 patients: An integrated single cell analysis. medRxiv 2021:2021.03.26.21254445. [PMID: 33821282 PMCID: PMC8020982 DOI: 10.1101/2021.03.26.21254445] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Hyperactive and damaging inflammation is a hallmark of severe rather than mild COVID-19 syndrome. To uncover key inflammatory differentiators between severe and mild COVID-19 disease, we applied an unbiased single-cell transcriptomic analysis. We integrated a bronchoalveolar lavage (BAL) dataset with a peripheral blood mononuclear cell dataset (PBMC) and analyzed the combined cell population, focusing on genes associated with disease severity. Distinct cell populations were detected in both BAL and PBMC where the immunomodulatory long non-coding RNAs (lncRNAs) NEAT1 and MALAT1 were highly differentially expressed between mild and severe patients. The detection of other severity associated genes involved in cellular stress response and apoptosis regulation suggests that the pro-inflammatory functions of these lncRNAs may foster cell stress and damage. The lncRNAs NEAT1 and MALAT1 are potential components of immune dysregulation in COVID-19 that may provide targets for severity related diagnostic measures or therapy.
Collapse
Affiliation(s)
- Kai Huang
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago IL, 60612 United States
- Department of Bioengineering, University of Illinois at Chicago, Chicago IL, 60612 United States
| | - Catherine Wang
- College of Medicine, University of Illinois at Chicago, Chicago IL, 60612 United States
| | - Christen Vagts
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago IL, 60612 United States
| | - Vanitha Raguveer
- College of Medicine, University of Illinois at Chicago, Chicago IL, 60612 United States
| | - Patricia W. Finn
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago IL, 60612 United States
- Department of Bioengineering, University of Illinois at Chicago, Chicago IL, 60612 United States
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago IL, 60612 United States
| | - David L. Perkins
- Department of Bioengineering, University of Illinois at Chicago, Chicago IL, 60612 United States
- Division of Nephrology, Department of Medicine, University of Illinois at Chicago, Chicago IL, 60612 United States
- Department of Surgery, University of Illinois at Chicago, Chicago IL, 60612 United States
| |
Collapse
|
10
|
Hahn J, Gold DR, Coull BA, McCormick MC, Finn PW, Perkins DL, Rifas Shiman SL, Oken E, Kubzansky LD. Air Pollution, Neonatal Immune Responses, and Potential Joint Effects of Maternal Depression. Int J Environ Res Public Health 2021; 18:5062. [PMID: 34064967 PMCID: PMC8150899 DOI: 10.3390/ijerph18105062] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Revised: 04/23/2021] [Accepted: 05/08/2021] [Indexed: 02/07/2023]
Abstract
Prenatal maternal exposure to air pollution may cause adverse health effects in offspring, potentially through altered immune responses. Maternal psychosocial distress can also alter immune function and may increase gestational vulnerability to air pollution exposure. We investigated whether prenatal exposure to air pollution is associated with altered immune responses in cord blood mononuclear cells (CBMCs) and potential modification by maternal depression in 463 women recruited in early pregnancy (1999-2001) into the Project Viva longitudinal cohort. We estimated black carbon (BC), fine particulate matter (PM2.5), residential proximity to major roadways, and near-residence traffic density, averaged over pregnancy. Women reported depressive symptoms in mid-pregnancy (Edinburgh Postnatal Depression Scale) and depression history by questionnaire. Immune responses were assayed by concentrations of three cytokines (IL-6, IL-10, and TNF-α), in unstimulated or stimulated (phytohemagglutinin (PHA), cockroach extract (Bla g 2), house dust mite extract (Der f 1)) CBMCs. Using multivariable linear or Tobit regression analyses, we found that CBMCs production of IL-6, TNF-a, and IL-10 were all lower in mothers exposed to higher levels of PM2.5 during pregnancy. A suggestive but not statistically significant pattern of lower cord blood cytokine concentrations from ever (versus never) depressed women exposed to PM2.5, BC, or traffic was also observed and warrants further study.
Collapse
Affiliation(s)
- Jill Hahn
- Department of Social and Behavioral Sciences, The Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; (M.C.M.); (L.D.K.)
| | - Diane R. Gold
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA;
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA;
| | - Brent A. Coull
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA;
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Marie C. McCormick
- Department of Social and Behavioral Sciences, The Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; (M.C.M.); (L.D.K.)
| | - Patricia W. Finn
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL 60612, USA;
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - David L. Perkins
- Division of Nephrology, Department of Medicine, University of Illinois at Chicago, Chicago, IL 60612, USA;
- Department of Surgery, University of Illinois at Chicago, Chicago, IL 60612, USA
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Sheryl L. Rifas Shiman
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA; (S.L.R.S.); (E.O.)
| | - Emily Oken
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA; (S.L.R.S.); (E.O.)
| | - Laura D. Kubzansky
- Department of Social and Behavioral Sciences, The Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; (M.C.M.); (L.D.K.)
| |
Collapse
|
11
|
Agelidis A, Turturice BA, Suryawanshi RK, Yadavalli T, Jaishankar D, Ames J, Hopkins J, Koujah L, Patil CD, Hadigal SR, Kyzar EJ, Campeau A, Wozniak JM, Gonzalez DJ, Vlodavsky I, Li JP, Perkins DL, Finn PW, Shukla D. Disruption of innate defense responses by endoglycosidase HPSE promotes cell survival. JCI Insight 2021; 6:144255. [PMID: 33621216 PMCID: PMC8119219 DOI: 10.1172/jci.insight.144255] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Accepted: 02/18/2021] [Indexed: 01/03/2023] Open
Abstract
The drive to withstand environmental stresses and defend against invasion is a universal trait extant in all forms of life. While numerous canonical signaling cascades have been characterized in detail, it remains unclear how these pathways interface to generate coordinated responses to diverse stimuli. To dissect these connections, we followed heparanase (HPSE), a protein best known for its endoglycosidic activity at the extracellular matrix but recently recognized to drive various forms of late-stage disease through unknown mechanisms. Using herpes simplex virus-1 (HSV-1) infection as a model cellular perturbation, we demonstrate that HPSE acts beyond its established enzymatic role to restrict multiple forms of cell-intrinsic defense and facilitate host cell reprogramming by the invading pathogen. We reveal that cells devoid of HPSE are innately resistant to infection and counteract viral takeover through multiple amplified defense mechanisms. With a unique grasp of the fundamental processes of transcriptional regulation and cell death, HPSE represents a potent cellular intersection with broad therapeutic potential.
Collapse
Affiliation(s)
- Alex Agelidis
- Department of Microbiology and Immunology
- Department of Ophthalmology and Visual Sciences, and
| | - Benjamin A. Turturice
- Department of Microbiology and Immunology
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | | | | | - Dinesh Jaishankar
- Department of Ophthalmology and Visual Sciences, and
- Department of Dermatology, Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois, USA
| | - Joshua Ames
- Department of Microbiology and Immunology
- Department of Ophthalmology and Visual Sciences, and
| | - James Hopkins
- Department of Microbiology and Immunology
- Department of Ophthalmology and Visual Sciences, and
| | - Lulia Koujah
- Department of Microbiology and Immunology
- Department of Ophthalmology and Visual Sciences, and
| | | | | | - Evan J. Kyzar
- Department of Psychiatry, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Anaamika Campeau
- Department of Pharmacology and
- Skaggs School of Pharmacy, UCSD, San Diego, La Jolla, California, USA
| | - Jacob M. Wozniak
- Department of Pharmacology and
- Skaggs School of Pharmacy, UCSD, San Diego, La Jolla, California, USA
| | - David J. Gonzalez
- Department of Pharmacology and
- Skaggs School of Pharmacy, UCSD, San Diego, La Jolla, California, USA
| | - Israel Vlodavsky
- Technion Integrated Cancer Center (TICC), Rappaport Faculty of Medicine, Technion, Haifa, Israel
| | - Jin-ping Li
- Department of Medical Biochemistry and Microbiology, University of Uppsala, Uppsala, Sweden
| | - David L. Perkins
- Division of Nephrology, Department of Medicine, and
- Department of Surgery, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Patricia W. Finn
- Department of Microbiology and Immunology
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Deepak Shukla
- Department of Microbiology and Immunology
- Department of Ophthalmology and Visual Sciences, and
| |
Collapse
|
12
|
Vagts C, Ascoli C, Fraidenburg DR, Baughman RP, Huang Y, Edafetanure-Ibeh R, Ahmed S, Levin B, Lu Y, Perkins DL, Finn PW, Sweiss NJ. Unsupervised Clustering Reveals Sarcoidosis Phenotypes Marked by a Reduction in Lymphocytes Relate to Increased Inflammatory Activity on 18FDG-PET/CT. Front Med (Lausanne) 2021; 8:595077. [PMID: 33718397 PMCID: PMC7943443 DOI: 10.3389/fmed.2021.595077] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2020] [Accepted: 01/22/2021] [Indexed: 11/23/2022] Open
Abstract
Introduction: Sarcoidosis is a T-helper cell mediated disease characterized by granulomatous inflammation. We posited that unsupervised clustering of various features in sarcoidosis would establish phenotypes associated with inflammatory activity measured by 18FDG-PET/CT. Our goal was to identify unique features capable of distinguishing clusters and subsequently examine the relationship with FDG avidity to substantiate their potential use as markers for sarcoidosis inflammation. Methods: We performed a retrospective study of a diverse, but primarily African American, cohort of 58 subjects with biopsy proven sarcoidosis followed at the University of Illinois Bernie Mac Sarcoidosis Center and Center for Lung Health who underwent 18FDG-PET/CT scan. Demographic, therapeutic, radiographic, and laboratory data were utilized in unsupervised cluster analysis to identify sarcoidosis phenotypes. The association between clusters, their defining features, and quantitative measurements on 18FDG-PET/CT was determined. The relevance of these features as markers of 18FDG-PET/CT inflammatory activity was also investigated. Results: Clustering determined three distinct phenotypes: (1) a predominantly African American cluster with chronic, quiescent disease, (2) a predominantly African American cluster with elevated conventional inflammatory markers, advanced pulmonary disease and extrathoracic involvement, and (3) a predominantly Caucasian cluster characterized by reduced lymphocyte counts and acute disease. In contrast to the chronic quiescent cluster, Clusters 2 and 3 were defined by significantly greater FDG avidity on 18FDG-PET/CT. Despite similarly increased inflammatory activity on 18FDG-PET/CT, Clusters 2, and 3 differed with regards to extrathoracic FDG avidity and circulating lymphocyte profiles, specifically CD4+ T-cells. Notably, absolute lymphocyte counts and CD4+ T-cell counts were found to predict 18FDG-PET/CT inflammatory activity by receiver operating curve analysis with a 69.2 and 73.42% area under the curve, respectively. Conclusions: Utilizing cluster analysis, three distinct phenotypes of sarcoidosis were identified with significant variation in race, disease chronicity, and serologic markers of inflammation. These phenotypes displayed varying levels of circulating inflammatory cells. Additionally, reduction in lymphocytes, specifically CD4+ T-cells, was significantly related to activity on 18FDG-PET/CT. Though future studies are warranted, these findings suggest that peripheral lymphocyte counts may be considered a determinant of sarcoidosis phenotypes and an indicator of active inflammation on 18FDG-PET/CT.
Collapse
Affiliation(s)
- Christen Vagts
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Christian Ascoli
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Dustin R Fraidenburg
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Robert P Baughman
- Department of Internal Medicine, University of Cincinnati Medical Center, Cincinnati, OH, United States
| | - Yue Huang
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Russell Edafetanure-Ibeh
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Samreen Ahmed
- Division of Rheumatology, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Benjamin Levin
- Division of Cardiology, Department of Medicine, College of Medicine, University of Illinois at Chicago, Chicago, IL, United States.,Jesse Brown VA Medical Center, Chicago, IL, United States
| | - Yang Lu
- Division of Diagnostic Imaging, Department of Nuclear Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - David L Perkins
- Division of Nephrology, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Patricia W Finn
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Nadera J Sweiss
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States.,Division of Rheumatology, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| |
Collapse
|
13
|
Turturice BA, Theorell J, Koenig MD, Tussing-Humphreys L, Gold DR, Litonjua AA, Oken E, Rifas-Shiman SL, Perkins DL, Finn PW. Perinatal granulopoiesis and risk of pediatric asthma. eLife 2021; 10:63745. [PMID: 33565964 PMCID: PMC7889076 DOI: 10.7554/elife.63745] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Accepted: 02/05/2021] [Indexed: 11/13/2022] Open
Abstract
There are perinatal characteristics, such as gestational age, reproducibly associated with the risk for pediatric asthma. Identification of biologic processes influenced by these characteristics could facilitate risk stratification or new therapeutic targets. We hypothesized that transcriptional changes associated with multiple epidemiologic risk factors would be mediators of pediatric asthma risk. Using publicly available transcriptomic data from cord blood mononuclear cells, transcription of genes involved in myeloid differentiation was observed to be inversely associated with a pediatric asthma risk stratification based on multiple perinatal risk factors. This gene signature was validated in an independent prospective cohort and was specifically associated with genes localizing to neutrophil-specific granules. Further validation demonstrated that umbilical cord blood serum concentration of PGLYRP-1, a specific granule protein, was inversely associated with mid-childhood current asthma and early-teen FEV1/FVCx100. Thus, neutrophil-specific granule abundance at birth predicts risk for pediatric asthma and pulmonary function in adolescence.
Collapse
Affiliation(s)
- Benjamin A Turturice
- Department of Microbiology and Immunology, University of Illinois, Chicago, United States.,Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois, Chicago, United States
| | - Juliana Theorell
- Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois, Chicago, United States
| | - Mary Dawn Koenig
- Department of Women, Children and Family Health Science, College of Nursing, University of Illinois, Chicago, United States
| | - Lisa Tussing-Humphreys
- Department of Medicine and Cancer Center, University of Illinois, Chicago, United States
| | - Diane R Gold
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, United States.,Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, United States
| | - Augusto A Litonjua
- Division of Pulmonary Medicine, Department of Pediatrics, University of Rochester, Rochester, United States
| | - Emily Oken
- Division of Chronic Disease Research Across the Life Course, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, United States
| | - Sheryl L Rifas-Shiman
- Division of Chronic Disease Research Across the Life Course, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, United States
| | - David L Perkins
- Department of Medicine, Division of Nephrology, University of Illinois, Chicago, United States.,Department of Bioengineering, University of Illinois, Chicago, United States
| | - Patricia W Finn
- Department of Microbiology and Immunology, University of Illinois, Chicago, United States.,Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois, Chicago, United States.,Department of Bioengineering, University of Illinois, Chicago, United States
| |
Collapse
|
14
|
Nickles MA, Huang K, Chang YS, Tsoukas MM, Sweiss NJ, Perkins DL, Finn PW. Gene Co-expression Networks Identifies Common Hub Genes Between Cutaneous Sarcoidosis and Discoid Lupus Erythematosus. Front Med (Lausanne) 2020; 7:606461. [PMID: 33324666 PMCID: PMC7724034 DOI: 10.3389/fmed.2020.606461] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Accepted: 10/28/2020] [Indexed: 11/18/2022] Open
Abstract
In this study we analyzed gene co-expression networks of three immune-related skin diseases: cutaneous sarcoidosis (CS), discoid lupus erythematosus (DLE), and psoriasis. We propose that investigation of gene co-expression networks may provide insights into underlying disease mechanisms. Microarray expression data from two cohorts of patients with CS, DLE, or psoriasis skin lesions were analyzed. We applied weighted gene correlation network analysis (WGCNA) to construct gene-gene similarity networks and cluster genes into modules based on similar expression profiles. A module of interest that was preserved between datasets and corresponded with case/control status was identified. This module was related to immune activation, specifically leukocyte activation, and was significantly increased in both CS lesions and DLE lesions compared to their respective controls. Protein-protein interaction (PPI) networks constructed for this module revealed seven common hub genes between CS lesions and DLE lesions: TLR1, ITGAL, TNFRSF1B, CD86, SPI1, BTK, and IL10RA. Common hub genes were highly upregulated in CS lesions and DLE lesions compared to their respective controls in a differential expression analysis. Our results indicate common gene expression patterns in the immune processes of CS and DLE, which may have indications for future therapeutic targets and serve as Th1-mediated disease biomarkers. Additionally, we identified hub genes unique to CS and DLE, which can help differentiate these diseases from one another and may serve as unique therapeutic targets and biomarkers. Notably, we find common gene expression patterns in the immune processes of CS and DLE through utilization of WGCNA.
Collapse
Affiliation(s)
- Melissa A. Nickles
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Kai Huang
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Yi-Shin Chang
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Maria M. Tsoukas
- Department of Dermatology, University of Illinois at Chicago, Chicago, IL, United States
| | - Nadera J. Sweiss
- Division of Rheumatology, University of Illinois at Chicago, Chicago, IL, United States
| | - David L. Perkins
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Patricia W. Finn
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| |
Collapse
|
15
|
Robbins BW, McLaughlin S, Finn PW, Spencer AL, Coleman DL. Young Adults: Addressing the Health Needs of a Vulnerable Population. Am J Med 2020; 133:999-1002. [PMID: 32387083 DOI: 10.1016/j.amjmed.2020.04.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Accepted: 04/27/2020] [Indexed: 10/24/2022]
Affiliation(s)
- Brett W Robbins
- Professor of Medicine and Pediatrics, Vice Chair for Education, Department of Medicine, Director, Medicine-Pediatrics Residency Program, University of Rochester, Rochester, NY.
| | - Suzanne McLaughlin
- Director, Medicine-Pediatrics Residency Program, Brown Medical School, Providence, RI
| | - Patricia W Finn
- Professor and Chair, Department of Medicine, Associate Dean for Strategic Initiatives, University of Illinois College of Medicine, Chicago
| | - Abby L Spencer
- Associate Professor of Medicine, Director, Internal Medicine Training Program, Vice Chair of Education-Medicine Institute, Cleveland Clinic, Cleveland, Ohio
| | - David L Coleman
- Professor and Chair, Department of Medicine, Boston University School of Medicine, Boston, Mass
| |
Collapse
|
16
|
Syed H, Ascoli C, Linssen CF, Vagts C, Iden T, Syed A, Kron J, Polly K, Perkins D, Finn PW, Novak R, Drent M, Baughman R, Sweiss NJ. Infection prevention in sarcoidosis: proposal for vaccination and prophylactic therapy. Sarcoidosis Vasc Diffuse Lung Dis 2020; 37:87-98. [PMID: 33093774 PMCID: PMC7569559 DOI: 10.36141/svdld.v37i2.9599] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Accepted: 04/24/2020] [Indexed: 12/11/2022]
Abstract
Sarcoidosis is a systemic inflammatory disease characterized by granuloma formation in affected organs and caused by dysregulated immune response to an unknown antigen. Sarcoidosis patients receiving immunosuppressive medications are at increased risk of infection. Lymphopenia is also commonly seen among patient with sarcoidosis. In this review, risk of infections, including opportunistic infections, will be outlined. Recommendations for vaccinations and prophylactic therapy based on literature review will also be summarized. (Sarcoidosis Vasc Diffuse Lung Dis 2020; 37 (2): 87-98).
Collapse
Affiliation(s)
- Huzaefah Syed
- Division of Rheumatology, Allergy, and Immunology, Virginia Commonwealth University, Richmond, VA, USA
| | - Christian Ascoli
- Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, USA
| | - Catharina Fm Linssen
- Department of Medical Microbiology, Zuyderland Medical Centre, Heerlen/Sittard-Geleen, the Netherlands
| | - Christen Vagts
- Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, USA
| | - Thomas Iden
- Division of Pulmonary and Critical Care, Virginia Commonwealth University, Richmond, VA, USA
| | - Aamer Syed
- Division of Pulmonary and Critical Care, Virginia Commonwealth University, Richmond, VA, USA
| | - Jordana Kron
- Pauley Heart Center, Virginia Commonwealth University, Richmond, VA, USA
| | - Kelly Polly
- Division of Pulmonary and Critical Care, Virginia Commonwealth University, Richmond, VA, USA
| | - David Perkins
- Division of Nephrology, University of Illinois at Chicago, Chicago, IL, USA
| | - Patricia W Finn
- Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, USA
| | - Richard Novak
- Division of Infectious Diseases, University of Illinois at Chicago, Chicago, IL, USA
| | - Marjolein Drent
- ILD Center of Excellence, St. Antonius Hospital, Nieuwegein, The Netherlands.,Department of Pharmacology and Toxicology, FHML, Maastricht University, Maastricht, The Netherlands
| | - Robert Baughman
- Department of Internal Medicine, University of Cincinnati Medical Center, Cincinnati, OH, USA
| | - Nadera J Sweiss
- Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, USA.,Division of Rheumatology, University of Illinois at Chicago, Chicago, IL, USA
| |
Collapse
|
17
|
Metwally AA, Ascoli C, Turturice B, Rani A, Ranjan R, Chen Y, Schott C, Faro A, Ferkol TW, Finn PW, Perkins DL. Pediatric lung transplantation: Dynamics of the microbiome and bronchiolitis obliterans in cystic fibrosis. J Heart Lung Transplant 2020; 39:824-834. [PMID: 32580896 DOI: 10.1016/j.healun.2020.04.016] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2019] [Revised: 04/02/2020] [Accepted: 04/17/2020] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Compositional changes in the microbiome are associated with the development of bronchiolitis obliterans (BO) after lung transplantation (LTx) in adults with cystic fibrosis (CF). The association between the lower airway bacterial community and BO after LTx in children with CF remains largely unexplored and is possibly influenced by frequent antibiotic therapy. The objectives of this study were to examine the relationship between bacterial community dynamics and the development of BO and analyze antibiotic resistance trends in children after LTx for CF. METHODS For 3 years from the time of transplant, 12 LTx recipients were followed longitudinally, with 5 subjects developing BO during the study period. A total of 82 longitudinal bronchoalveolar lavage samples were collected during standard of care bronchoscopies. Metagenomic shotgun sequencing was performed on the extracted microbial DNA from bronchoalveolar lavage specimens. Taxonomic profiling was constructed using WEVOTE pipeline. The longitudinal association between development of BO and temporal changes in bacterial diversity and abundance were evaluated with MetaLonDA. The analysis of antibiotic resistance genes was performed with the ARGs-OAP v2.0 pipeline. RESULTS All recipients demonstrated a Proteobacteria-predominant lower airways community. Temporal reduction in bacterial diversity was significantly associated with the development of BO and associated with neutrophilia and antibiotic therapy. Conversely, an increasing abundance of the phylum Actinobacteria and the orders Neisseriales and Pseudonocardiales in the lower airways was significantly associated with resilience to BO. A more diverse bacterial community was related to a higher expression of multidrug resistance genes and increased proteobacterial abundance. CONCLUSIONS Decreased diversity within bacterial communities may suggest a contribution to pediatric lung allograft rejection in CF.
Collapse
Affiliation(s)
- Ahmed A Metwally
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois; Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois; Department of Genetics, Stanford University, Stanford, California
| | - Christian Ascoli
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Benjamin Turturice
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois; Departments of Microbiology and Immunology
| | - Asha Rani
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Ravi Ranjan
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Yang Chen
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois; Biological Sciences, University of Illinois at Chicago, Chicago, Illinois
| | - Cody Schott
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois; Departments of Microbiology and Immunology
| | - Albert Faro
- Cystic Fibrosis Foundation, Bethesda, Maryland; Division of Pediatric Allergy, Immunology, and Pulmonary Medicine, Department of Pediatrics, Washington University School of Medicine, St. Louis, Missouri
| | - Thomas W Ferkol
- Division of Pediatric Allergy, Immunology, and Pulmonary Medicine, Department of Pediatrics, Washington University School of Medicine, St. Louis, Missouri; Department of Cell Biology and Physiology, Washington University School of Medicine, St. Louis, Missouri
| | - Patricia W Finn
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois; Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois; Departments of Microbiology and Immunology.
| | - David L Perkins
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois; Division of Nephrology, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois; Department of Surgery, University of Illinois at Chicago, Chicago, Illinois.
| |
Collapse
|
18
|
Schott CA, Ascoli C, Huang Y, Perkins DL, Finn PW. Declining Pulmonary Function in Interstitial Lung Disease Linked to Lymphocyte Dysfunction. Am J Respir Crit Care Med 2020; 201:610-613. [PMID: 31661301 PMCID: PMC7047459 DOI: 10.1164/rccm.201910-1909le] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Affiliation(s)
- Cody A. Schott
- University of Illinois at Chicago College of MedicineChicago, Illinois
| | - Christian Ascoli
- University of Illinois at Chicago College of MedicineChicago, Illinois
| | - Yue Huang
- University of Illinois at Chicago College of MedicineChicago, Illinois
| | - David L. Perkins
- University of Illinois at Chicago College of MedicineChicago, Illinois
| | - Patricia W. Finn
- University of Illinois at Chicago College of MedicineChicago, Illinois
| |
Collapse
|
19
|
Kotlo K, Anbazhagan AN, Priyamvada S, Jayawardena D, Kumar A, Chen Y, Xia Y, Finn PW, Perkins DL, Dudeja PK, Layden BT. The olfactory G protein-coupled receptor (Olfr-78/OR51E2) modulates the intestinal response to colitis. Am J Physiol Cell Physiol 2020; 318:C502-C513. [PMID: 31913697 PMCID: PMC7099522 DOI: 10.1152/ajpcell.00454.2019] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Revised: 12/02/2019] [Accepted: 12/19/2019] [Indexed: 12/27/2022]
Abstract
Olfactory receptor-78 (Olfr-78) is a recently identified G protein-coupled receptor activated by short-chain fatty acids acetate and propionate. A suggested role for this receptor exists in the prostate where it may influence chronic inflammatory response leading to intraepithelial neoplasia. Olfr-78 has also been shown to be expressed in mouse colon. Short-chain fatty acids and their receptors are well known to modulate inflammation in the gut. Considering this possibility, we first explored if colitis regulated Olfr-78 expression in the gut, where we observed a significant reduction in the expression of Olfr-78 transcript in mouse models of dextran sodium sulfate (DSS)- and 2,4,6-trinitrobenzenesulfonic acid (TNBS)-induced colitis. To more directly test this, mice deficient in Olfr-78 were administered with DSS in water for 7 days and were found to have increased expression of IL-1β and inflammatory signs in colon compared with control mice. Next, we explored the expression of its human counterpart olfactory receptor family 51, subfamily E, member 2 (OR51E2) in human intestinal samples and observed that it was in fact also expressed in human colon samples. RNA sequence analysis revealed significant changes in the genes involved in infection, immunity, inflammation, and colorectal cancer between wild-type and Olfr-78 knockout mice. Collectively, our findings show that Olfr-78 is highly expressed in colon and downregulated in DSS- and TNBS-induced colitis, and DSS-treated Olfr-78 null mice had increased colonic expression of cytokine RNA levels, suggesting a potential role for this receptor in intestinal inflammation. Future investigations are needed to understand how Olfr-78/OR51E2 in both mouse and human intestine modulates gastrointestinal pathophysiology.
Collapse
Affiliation(s)
- Kumar Kotlo
- Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Arivarasu N Anbazhagan
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Shubha Priyamvada
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Dulari Jayawardena
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Anoop Kumar
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Yang Chen
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, Illinois
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Yinglin Xia
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Patricia W Finn
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
- Department of Microbiology/Immunology, University of Illinois at Chicago, Chicago, Illinois
| | - David L Perkins
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois
- Division of Nephrology, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
- Department of Surgery, University of Illinois at Chicago, Chicago, Illinois
| | - Pradeep K Dudeja
- Jesse Brown Veterans Affairs Medical Center, Chicago, Illinoi
- Division of Gastroenterology and Hepatology, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| | - Brian T Layden
- Jesse Brown Veterans Affairs Medical Center, Chicago, Illinoi
- Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois
| |
Collapse
|
20
|
Singhal M, Turturice BA, Manzella CR, Ranjan R, Metwally AA, Theorell J, Huang Y, Alrefai WA, Dudeja PK, Finn PW, Perkins DL, Gill RK. Serotonin Transporter Deficiency is Associated with Dysbiosis and Changes in Metabolic Function of the Mouse Intestinal Microbiome. Sci Rep 2019; 9:2138. [PMID: 30765765 PMCID: PMC6375953 DOI: 10.1038/s41598-019-38489-8] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2018] [Accepted: 12/19/2018] [Indexed: 02/07/2023] Open
Abstract
Serotonin transporter (SERT) plays a critical role in regulating extracellular availability of serotonin (5-HT) in the gut and brain. Mice with deletion of SERT develop metabolic syndrome as they age. Changes in the gut microbiota are being increasingly implicated in Metabolic Syndrome and Diabetes. To investigate the relationship between the gut microbiome and SERT, this study assessed the fecal and cecal microbiome profile of 11 to 12 week-old SERT+/+ and SERT-/- mice. Microbial DNA was isolated, processed for metagenomics shotgun sequencing, and taxonomic and functional profiles were assessed. 34 differentially abundant bacterial species were identified between SERT+/+ and SERT-/-. SERT-/- mice displayed higher abundances of Bacilli species including genera Lactobacillus, Streptococcus, Enterococcus, and Listeria. Furthermore, SERT-/- mice exhibited significantly lower abundances of Bifidobacterium species and Akkermansia muciniphilia. Bacterial community structure was altered in SERT-/- mice. Differential abundance of bacteria was correlated with changes in host gene expression. Bifidobacterium and Bacilli species exhibited significant associations with host genes involved in lipid metabolism pathways. Our results show that SERT deletion is associated with dysbiosis similar to that observed in obesity. This study contributes to the understanding as to how changes in gut microbiota are associated with metabolic phenotype seen in SERT deficiency.
Collapse
Affiliation(s)
- Megha Singhal
- Division of Gastroenterology & Hepatology, University of Illinois at Chicago, Chicago, USA
| | - Benjamin A Turturice
- Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois at Chicago, Chicago, USA
- Department of Microbiology & Immunology, University of Illinois at Chicago, Chicago, USA
| | - Christopher R Manzella
- Department of Physiology and Biophysics, University of Illinois at Chicago, Chicago, USA
| | - Ravi Ranjan
- Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois at Chicago, Chicago, USA
| | - Ahmed A Metwally
- Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois at Chicago, Chicago, USA
- Department of Bioengineering, University of Illinois at Chicago, Chicago, USA
| | - Juliana Theorell
- Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois at Chicago, Chicago, USA
| | - Yue Huang
- Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois at Chicago, Chicago, USA
| | - Waddah A Alrefai
- Division of Gastroenterology & Hepatology, University of Illinois at Chicago, Chicago, USA
- Jesse Brown VA Medical Center, Chicago, IL, USA
| | - Pradeep K Dudeja
- Division of Gastroenterology & Hepatology, University of Illinois at Chicago, Chicago, USA
- Jesse Brown VA Medical Center, Chicago, IL, USA
| | - Patricia W Finn
- Division of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois at Chicago, Chicago, USA
| | - David L Perkins
- Division of Nephrology, University of Illinois at Chicago, Chicago, USA
- Department of Surgery, University of Illinois at Chicago, Chicago, USA
- Department of Bioengineering, University of Illinois at Chicago, Chicago, USA
| | - Ravinder K Gill
- Division of Gastroenterology & Hepatology, University of Illinois at Chicago, Chicago, USA.
| |
Collapse
|
21
|
Metwally AA, Yu PS, Reiman D, Dai Y, Finn PW, Perkins DL. Utilizing longitudinal microbiome taxonomic profiles to predict food allergy via Long Short-Term Memory networks. PLoS Comput Biol 2019; 15:e1006693. [PMID: 30716085 PMCID: PMC6361419 DOI: 10.1371/journal.pcbi.1006693] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Accepted: 12/05/2018] [Indexed: 12/16/2022] Open
Abstract
Food allergy is usually difficult to diagnose in early life, and the inability to diagnose patients with atopic diseases at an early age may lead to severe complications. Numerous studies have suggested an association between the infant gut microbiome and development of allergy. In this work, we investigated the capacity of Long Short-Term Memory (LSTM) networks to predict food allergies in early life (0-3 years) from subjects' longitudinal gut microbiome profiles. Using the DIABIMMUNE dataset, we show an increase in predictive power using our model compared to Hidden Markov Model, Multi-Layer Perceptron Neural Network, Support Vector Machine, Random Forest, and LASSO regression. We further evaluated whether the training of LSTM networks benefits from reduced representations of microbial features. We considered sparse autoencoder for extraction of potential latent representations in addition to standard feature selection procedures based on Minimum Redundancy Maximum Relevance (mRMR) and variance prior to the training of LSTM networks. The comprehensive evaluation reveals that LSTM networks with the mRMR selected features achieve significantly better performance compared to the other tested machine learning models.
Collapse
Affiliation(s)
- Ahmed A. Metwally
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Department of Computer Science, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Philip S. Yu
- Department of Computer Science, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Derek Reiman
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Yang Dai
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - Patricia W. Finn
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Department of Microbiology/Immunology, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - David L. Perkins
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Department of Medicine, University of Illinois at Chicago, Chicago, Illinois, United States of America
- Department of Surgery, University of Illinois at Chicago, Chicago, Illinois, United States of America
| |
Collapse
|
22
|
Ranjan R, Rani A, Finn PW, Perkins DL. Multiomic Strategies Reveal Diversity and Important Functional Aspects of Human Gut Microbiome. Biomed Res Int 2018; 2018:6074918. [PMID: 30584534 PMCID: PMC6280293 DOI: 10.1155/2018/6074918] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/17/2018] [Accepted: 09/26/2018] [Indexed: 11/28/2022]
Abstract
It is well accepted that dysbiosis of microbiota is associated with disease; however, the biological mechanisms that promote susceptibility or resilience to disease remain elusive. One of the major limitations of previous microbiome studies has been the lack of complementary metatranscriptomic (functional) data to complement the interpretation of metagenomics (bacterial abundance). The purpose of this study was twofold, first to evaluate the bacterial diversity and differential gene expression of gut microbiota using complementary shotgun metagenomics (MG) and metatranscriptomics (MT) from same fecal sample. Second, to compare sequence data using different Illumina platforms and with different sequencing parameters as new sequencers are introduced, and to determine if the data are comparable on different platforms. In this study, we perform ultradeep metatranscriptomic shotgun sequencing for a sample that we previously analyzed with metagenomics shotgun sequencing. We performed sequencing analysis using different Illumina platforms, with different sequencing and analysis parameters. Our results suggest that use of different Illumina platform did not lead to detectable bias in the sequencing data. The analysis of the sample using MG and MT approach shows that some species genes are highly represented in the MT than in the MG, indicating that some species are highly metabolically active. Our analysis also shows that ~52% of the genes in the metagenome are in the metatranscriptome and therefore are robustly expressed. The functions of the low and rare abundance bacterial species remain poorly understood. Our observations indicate that among the low abundant species analyzed in this study some were found to be more metabolically active compared to others, and can contribute distinct profiles of biological functions that may modulate the host-microbiota and bacteria-bacteria interactions.
Collapse
Affiliation(s)
- Ravi Ranjan
- Department of Medicine, University of Illinois, Chicago, IL 60612, USA
| | - Asha Rani
- Department of Medicine, University of Illinois, Chicago, IL 60612, USA
| | - Patricia W. Finn
- Department of Medicine, University of Illinois, Chicago, IL 60612, USA
| | - David L. Perkins
- Department of Medicine, University of Illinois, Chicago, IL 60612, USA
- Department of Bioengineering, University of Illinois, Chicago, IL 60612, USA
- Department of Surgery, University of Illinois, Chicago, IL 60612, USA
| |
Collapse
|
23
|
An J, Yang C, Li Z, Finn PW, Perkins DL, Sun J, Bai Z, Gao L, Zhang M, Ren D. In vitro antioxidant activities of Rhodobacter sphaeroides and protective effect on Caco-2 cell line model. Appl Microbiol Biotechnol 2018; 103:917-927. [DOI: 10.1007/s00253-018-9497-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2018] [Revised: 10/30/2018] [Accepted: 10/31/2018] [Indexed: 12/20/2022]
|
24
|
Zwang NA, Ganesh BB, Cardenas KT, Chong AS, Finn PW, Perkins DL. An optimized protocol to quantify signaling in human transitional B cells by phospho flow cytometry. J Immunol Methods 2018; 463:112-121. [PMID: 30321549 DOI: 10.1016/j.jim.2018.10.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2018] [Revised: 07/10/2018] [Accepted: 10/03/2018] [Indexed: 12/18/2022]
Abstract
BACKGROUND AND PURPOSE Phospho flow cytometry is a powerful technique to analyze signaling in rare cell populations. This technique, however, requires harsh conditions for cell fixation and permeabilization, which can denature surface antigens or antibody-conjugated fluorochromes. These are among several technical limitations which have been a barrier to quantify signaling in unique B cell subsets. One such immature subset, transitional B cells (TrBs), may play a role in suppressing solid organ transplant rejection, graft-versus-host disease, autoimmunity, and even the immune response to malignancy. Here we sought to optimize a protocol for quantification of signaling in human TrBs compared with mature B cell subsets. RESULTS TrBs were defined by surface marker expression as CD19+CD24hiCD38hi. Key parameters optimized included antibody clone selection, sequence of surface epitope labeling in relation to paraformaldehyde-based fixation and methanol-based permeabilization, photomultiplier tube (PMT) voltages, and compensation. Special attention was paid to labeling of CD38 with regard to these parameters, and an optimized protocol enabled reliable identification of TrBs, naïve (CD24+CD38+), early memory (CD24hiCD38-), and late memory (CD24-CD38-) B cells. Phospho flow cytometry enabled simultaneous quantification of phosphorylation among at least three different signaling molecules within the same sample. Among normal donors, transitional B cells exhibited diminished mitogen activated protein kinase/extracellular signal-regulated kinase and Akt phospho signaling upon nonspecific stimulation with phorbol 12-myristate 13-acetateand ionomycin stimulation. CONCLUSIONS We optimized an effective protocol to quantify B cell subset signaling upon stimulation. Such a protocol may ultimately serve as the basis for assessing dysfunctional B cell signaling in disease, predict clinical outcomes, and monitor response to B cell-directed therapies.
Collapse
Affiliation(s)
- Nicholas A Zwang
- Division of Nephrology, Department of Medicine, The University of Illinois at Chicago, 820 South Wood Street (MC 793), Chicago, IL 60612, USA.
| | - Balaji B Ganesh
- Flow Cytometry Core, The University of Illinois at Chicago, Medical Science Building, 835 South Wolcott Avenue (E-25C), Chicago, IL 60612, USA
| | - Kim T Cardenas
- BioLegend, 9727 Pacific Heights Blvd, San Diego, CA 92121, USA
| | - Anita S Chong
- Department of Surgery, Section of Transplantation Surgery, The University of Chicago, 5841 South Maryland Avenue (SBRI J547/MC 5026), Chicago, IL 60637, USA
| | - Patricia W Finn
- Department of Medicine, The University of Illinois at Chicago, 840 South Wood Street Suite 1020N (MC 787), Chicago, IL 60612, USA
| | - David L Perkins
- Division of Nephrology, Department of Medicine, The University of Illinois at Chicago, 820 South Wood Street (MC 793), Chicago, IL 60612, USA
| |
Collapse
|
25
|
Turturice BA, Gold DR, Litonjua AA, Oken E, Rifas-Shiman S, Perkins DL, Finn PW. Lower perinatal exposure to Proteobacteria is an independent predictor of early childhood wheezing. J Allergy Clin Immunol 2018; 143:419-421.e5. [PMID: 30205188 PMCID: PMC6538256 DOI: 10.1016/j.jaci.2018.06.051] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2018] [Revised: 06/11/2018] [Accepted: 06/25/2018] [Indexed: 11/29/2022]
Affiliation(s)
- Benjamin A Turturice
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, Ill; Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, Ill
| | - Diane R Gold
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass; Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Mass
| | | | - Emily Oken
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Mass
| | - Sheryl Rifas-Shiman
- Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Mass
| | - David L Perkins
- Department of Medicine, Division of Nephrology, University of Illinois at Chicago, Chicago, Ill; Department of Bioengineering, University of Illinois at Chicago, Chicago, Ill
| | - Patricia W Finn
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, Ill; Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, Ill.
| |
Collapse
|
26
|
Schott C, Weigt SS, Turturice BA, Metwally A, Belperio J, Finn PW, Perkins DL. Bronchiolitis obliterans syndrome susceptibility and the pulmonary microbiome. J Heart Lung Transplant 2018; 37:1131-1140. [PMID: 29929823 DOI: 10.1016/j.healun.2018.04.007] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2017] [Revised: 03/30/2018] [Accepted: 04/18/2018] [Indexed: 01/23/2023] Open
Abstract
BACKGROUND Lung transplantation outcomes remain complicated by bronchiolitis obliterans syndrome (BOS), a major cause of mortality and retransplantation for patients. A variety of factors linking inflammation and BOS have emerged, meriting further exploration of the microbiome as a source of inflammation. In this analysis, we determined features of the pulmonary microbiome associated with BOS susceptibility. METHODS Bronchoalveolar lavage (BAL) samples were collected from 25 patients during standard of care bronchoscopies before BOS onset. Microbial DNA was isolated from BAL fluid and prepared for metagenomics shotgun sequencing. Patient microbiomes were phenotyped using k-means clustering and compared to determine effects on BOS-free survival. RESULTS Clustering identified 3 microbiome phenotypes: Actinobacteria dominant (AD), mixed, and Proteobacteria dominant. AD microbiomes, distinguished by enrichment with Gram-positive organisms, conferred reduced odds and risks for patients to develop acute rejection and BOS compared with non-AD microbiomes. These findings were independent of treatment models. Microbiome findings were correlated with BAL cell counts and polymorphonuclear cell percentages. CONCLUSIONS In some populations, features of the microbiome may be used to assess BOS susceptibility. Namely, a Gram-positive enriched pulmonary microbiome may predict resilience to BOS.
Collapse
Affiliation(s)
- Cody Schott
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois; Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, Illinois
| | - S Samuel Weigt
- Division of Pulmonary, Critical Care Medicine, Allergy, and Clinical Immunology, Department of Internal Medicine, University of California at Los Angeles, Los Angeles, California
| | - Benjamin A Turturice
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois; Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, Illinois
| | - Ahmed Metwally
- Department of Bioengineering, University of Illinois at Chicago, Chicago, Illinois
| | - John Belperio
- Division of Pulmonary, Critical Care Medicine, Allergy, and Clinical Immunology, Department of Internal Medicine, University of California at Los Angeles, Los Angeles, California
| | - Patricia W Finn
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois; Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, Illinois
| | - David L Perkins
- Division of Nephrology, Department of Medicine, University of Illinois at Chicago, Chicago, Illinois; Department of Surgery, University of Illinois at Chicago, Chicago, Illinois.
| |
Collapse
|
27
|
Metwally AA, Yang J, Ascoli C, Dai Y, Finn PW, Perkins DL. MetaLonDA: a flexible R package for identifying time intervals of differentially abundant features in metagenomic longitudinal studies. Microbiome 2018; 6:32. [PMID: 29439731 PMCID: PMC5812052 DOI: 10.1186/s40168-018-0402-y] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/02/2017] [Accepted: 01/12/2018] [Indexed: 06/08/2023]
Abstract
BACKGROUND Microbial longitudinal studies are powerful experimental designs utilized to classify diseases, determine prognosis, and analyze microbial systems dynamics. In longitudinal studies, only identifying differential features between two phenotypes does not provide sufficient information to determine whether a change in the relative abundance is short-term or continuous. Furthermore, sample collection in longitudinal studies suffers from all forms of variability such as a different number of subjects per phenotypic group, a different number of samples per subject, and samples not collected at consistent time points. These inconsistencies are common in studies that collect samples from human subjects. RESULTS We present MetaLonDA, an R package that is capable of identifying significant time intervals of differentially abundant microbial features. MetaLonDA is flexible such that it can perform differential abundance tests despite inconsistencies associated with sample collection. Extensive experiments on simulated datasets quantitatively demonstrate the effectiveness of MetaLonDA with significant improvement over alternative methods. We applied MetaLonDA to the DIABIMMUNE cohort ( https://pubs.broadinstitute.org/diabimmune ) substantiating significant early lifetime intervals of exposure to Bacteroides and Bifidobacterium in Finnish and Russian infants. Additionally, we established significant time intervals during which novel differentially relative abundant microbial genera may contribute to aberrant immunogenicity and development of autoimmune disease. CONCLUSION MetaLonDA is computationally efficient and can be run on desktop machines. The identified differentially abundant features and their time intervals have the potential to distinguish microbial biomarkers that may be used for microbial reconstitution through bacteriotherapy, probiotics, or antibiotics. Moreover, MetaLonDA can be applied to any longitudinal count data such as metagenomic sequencing, 16S rRNA gene sequencing, or RNAseq. MetaLonDA is publicly available on CRAN ( https://CRAN.R-project.org/package=MetaLonDA ).
Collapse
Affiliation(s)
- Ahmed A. Metwally
- Department of Bioengineering, University of Illinois at Chicago, Chicago, 60607 IL USA
- Department of Medicine, University of Illinois at Chicago, Chicago, 60612 IL USA
- Department of Computer Science, University of Illinois at Chicago, Chicago, 60607 IL USA
| | - Jie Yang
- Department of Mathematics, Statistics, and Computer Science, University of Illinois at Chicago, Chicago, 60607 IL USA
| | - Christian Ascoli
- Department of Medicine, University of Illinois at Chicago, Chicago, 60612 IL USA
| | - Yang Dai
- Department of Bioengineering, University of Illinois at Chicago, Chicago, 60607 IL USA
| | - Patricia W. Finn
- Department of Medicine, University of Illinois at Chicago, Chicago, 60612 IL USA
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, 60612 IL USA
| | - David L. Perkins
- Department of Bioengineering, University of Illinois at Chicago, Chicago, 60607 IL USA
- Department of Medicine, University of Illinois at Chicago, Chicago, 60612 IL USA
- Department of Surgery, University of Illinois at Chicago, Chicago, 60612 IL USA
| |
Collapse
|
28
|
Ascoli C, Huang Y, Schott C, Turturice BA, Metwally A, Perkins DL, Finn PW. A Circulating MicroRNA Signature Serves as a Diagnostic and Prognostic Indicator in Sarcoidosis. Am J Respir Cell Mol Biol 2018; 58:40-54. [PMID: 28812922 DOI: 10.1165/rcmb.2017-0207oc] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
MicroRNAs (miRNAs) act as post-transcriptional regulators of gene expression. In sarcoidosis, aberrant miRNA expression may enhance immune responses mounted against an unknown antigenic agent. We tested whether a distinct miRNA signature functions as a diagnostic biomarker and explored its role as an immune modulator in sarcoidosis. The expression of miRNAs in peripheral blood mononuclear cells from subjects who met clinical and histopathologic criteria for sarcoidosis was compared with that observed in matched controls in the ACCESS (A Case Controlled Etiologic Study of Sarcoidosis) study. Signature miRNAs were determined by miRNA microarray analysis and validated by quantitative RT-PCR. Microarray analysis identified 54 mature, human feature miRNAs that were differentially expressed between the groups. Significant feature miRNAs that distinguished subjects with sarcoidosis from controls were selected by means of probabilistic models adjusted for clinical variables. Eight signature miRNAs were chosen to verify the diagnosis of sarcoidosis in a validation cohort, and distinguished subjects with sarcoidosis from controls with a positive predictive value of 88%. We identified both novel and previously described genes and molecular pathways associated with sarcoidosis as targets of these signature miRNAs. Additionally, we demonstrate that signature miRNAs (hsa-miR-150-3p and hsa-miR-342-5p) are significantly associated with reduced lymphocytes and airflow limitations, both of which are known markers of a poor prognosis. Together, these findings suggest that a circulating miRNA signature serves as a noninvasive biomarker that supports the diagnosis of sarcoidosis. Future studies will test the miRNA signature as a prognostication tool to identify unfavorable changes associated with poor clinical outcomes in sarcoidosis.
Collapse
Affiliation(s)
- Christian Ascoli
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine
| | - Yue Huang
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine
| | - Cody Schott
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine.,Department of Microbiology and Immunology
| | - Benjamin A Turturice
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine.,Department of Microbiology and Immunology
| | | | - David L Perkins
- Department of Bioengineering.,Division of Nephrology, Department of Medicine, and.,Department of Surgery, University of Illinois at Chicago, Chicago, Illinois
| | - Patricia W Finn
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine.,Department of Microbiology and Immunology
| | | |
Collapse
|
29
|
Kwan JM, Hajjiri Z, Chen YF, Metwally A, Perkins DL, Finn PW. Donor and Recipient Ethnicity Impacts Renal Graft Adverse Outcomes. J Racial Ethn Health Disparities 2017; 5:1003-1013. [DOI: 10.1007/s40615-017-0447-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2017] [Revised: 10/20/2017] [Accepted: 10/30/2017] [Indexed: 11/30/2022]
|
30
|
Turturice BA, McGee HS, Oliver B, Baraket M, Nguyen BT, Ascoli C, Ranjan R, Rani A, Perkins DL, Finn PW. Atopic asthmatic immune phenotypes associated with airway microbiota and airway obstruction. PLoS One 2017; 12:e0184566. [PMID: 29053714 PMCID: PMC5650135 DOI: 10.1371/journal.pone.0184566] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2017] [Accepted: 08/25/2017] [Indexed: 12/31/2022] Open
Abstract
Background Differences in asthma severity may be related to inflammation in the airways. The lower airway microbiota has been associated with clinical features such as airway obstruction, symptom control, and response to corticosteroids. Objective To assess the relationship between local airway inflammation, severity of disease, and the lower airway microbiota in atopic asthmatics. Methods A cohort of young adult, atopic asthmatics with intermittent or mild/moderate persistent symptoms (n = 13) were assessed via bronchoscopy, lavage, and spirometry. These individuals were compared to age matched non-asthmatic controls (n = 6) and to themselves after six weeks of treatment with fluticasone propionate (FP). Inflammation of the airways was assessed via a cytokine and chemokine panel. Lower airway microbiota composition was determined by metagenomic shotgun sequencing. Results Unsupervised clustering of cytokines and chemokines prior to treatment with FP identified two asthmatic phenotypes (AP), termed AP1 and AP2, with distinct bronchoalveolar lavage inflammatory profiles. AP2 was associated with more obstruction, compared to AP1. After treatment with FP reduced MIP-1β and TNF-α and increased IL-2 was observed. A module of highly correlated cytokines that include MIP-1β and TNF-α was identified that negatively correlated with pulmonary function. Independently, IL-2 was positively correlated with pulmonary function. The airway microbiome composition correlated with asthmatic phenotypes. AP2, prior to FP treatment, was enriched with Streptococcus pneumoniae. Unique associations between IL-2 or the cytokine module and the microbiota composition of the airways were observed in asthmatics subjects prior to treatment but not after or in controls. Conclusion The underlying inflammation in atopic asthma is related to the composition of microbiota and is associated with severity of airway obstruction. Treatment with inhaled corticosteroids was associated with changes in the airway inflammatory response to microbiota.
Collapse
Affiliation(s)
- Benjamin A. Turturice
- Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, United States of America
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, IL, United States of America
| | - Halvor S. McGee
- Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, United States of America
| | - Brian Oliver
- Respiratory Cellular and Molecular Biology, Woolcock Institute of Medical Research, Sydney, NSW, Australia
- Molecular Biosciences, School of Life Sciences, University of Technology Sydney, Sydney, NSW, Australia
| | - Melissa Baraket
- South Western Sydney Clinical School, University of New South Wales, Liverpool, NSW, Australia
- Department of Respiratory Medicine and Sleep Medicine and Ingham Institute Applied Medical Research, Liverpool Hospital, Liverpool, NSW, Australia
| | - Brian T. Nguyen
- Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, United States of America
| | - Christian Ascoli
- Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, United States of America
| | - Ravi Ranjan
- Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, United States of America
| | - Asha Rani
- Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, United States of America
| | - David L. Perkins
- Department of Medicine, Division of Nephrology, University of Illinois at Chicago, Chicago, IL, United States of America
- Department of Surgery, University of Illinois at Chicago, Chicago, IL, United States of America
- Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, United States of America
| | - Patricia W. Finn
- Department of Medicine, Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL, United States of America
- Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, IL, United States of America
- * E-mail:
| |
Collapse
|
31
|
Turturice BA, Ranjan R, Nguyen B, Hughes LM, Andropolis KE, Gold DR, Litonjua AA, Oken E, Perkins DL, Finn PW. Perinatal Bacterial Exposure Contributes to IL-13 Aeroallergen Response. Am J Respir Cell Mol Biol 2017; 57:419-427. [PMID: 28443674 PMCID: PMC5650087 DOI: 10.1165/rcmb.2017-0027oc] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2017] [Accepted: 04/25/2017] [Indexed: 12/22/2022] Open
Abstract
There is a high prevalence of aeroallergen sensitivity in asthmatic populations, and seroreactivity to aeroallergens early in infancy is associated with increased risk of developing asthma later in life. In addition to allergen sensitivity, asthma development has been associated with differential microbial exposure and infection in early life. We have previously shown that cord blood mononuclear cells respond to common aeroallergens (i.e., house dust mite [Der f1] and cockroach [Bla g2]) as assayed by lymphoproliferation and cytokine (IL-13 and IFN-γ) production. We hypothesized that there is a relationship between perinatal microbial exposure and response to specific aeroallergens. To test this hypothesis, we isolated DNA from cord blood serum samples with known lymphoproliferative and cytokine responses to Bla g2 and Der f1. Bacterial 16S ribosomal DNA amplicon libraries were generated and analyzed using high throughput sequencing of cord blood serum samples. In our analysis, we identified major compositional differences, including diversity and abundance of specific taxa, between groups whose IL-13 response to Der f1 and Bla g2 differed. We demonstrate a strong association between the ratio of Acinetobacter to Proteobacteria and IL-13 production and the probability of IL-13 production after allergen exposure. IL-13 concentrations in serum were also significantly correlated with the diversity of bacterial DNA. Together, these results underscore the relationship between immune responses to allergens and bacterial exposure during perinatal development.
Collapse
Affiliation(s)
- Benjamin A. Turturice
- Department of Microbiology and Immunology
- Division of Pulmonary, Critical Care, Sleep, and Allergy, and
| | - Ravi Ranjan
- Division of Pulmonary, Critical Care, Sleep, and Allergy, and
| | - Brian Nguyen
- Division of Pulmonary, Critical Care, Sleep, and Allergy, and
| | | | | | - Diane R. Gold
- Channing Division of Network Medicine and
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts; and
| | - Augusto A. Litonjua
- Channing Division of Network Medicine and
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts
| | - Emily Oken
- Obesity Prevention Program, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Massachusetts
| | - David L. Perkins
- Division of Nephrology, Department of Medicine, and
- Department of Surgery, University of Illinois at Chicago, Chicago, Illinois
| | - Patricia W. Finn
- Department of Microbiology and Immunology
- Division of Pulmonary, Critical Care, Sleep, and Allergy, and
| |
Collapse
|
32
|
Rani A, Ranjan R, McGee HS, Andropolis KE, Panchal DV, Hajjiri Z, Brennan DC, Finn PW, Perkins DL. Urinary microbiome of kidney transplant patients reveals dysbiosis with potential for antibiotic resistance. Transl Res 2017; 181:59-70. [PMID: 27669488 PMCID: PMC5344767 DOI: 10.1016/j.trsl.2016.08.008] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2016] [Revised: 08/25/2016] [Accepted: 08/31/2016] [Indexed: 12/22/2022]
Abstract
Recent studies have established that a complex community of microbes colonize the human urinary tract; however, their role in kidney transplant patients treated with prophylactic antibiotics remains poorly investigated. Our aim was to investigate the urinary microbiome of kidney transplant recipients. Urine samples from 21 patients after kidney transplantation and 8 healthy controls were collected. All patients received prophylactic treatment with the antibiotic combination trimethoprim-sulfamethoxazole. Metagenomic DNA was isolated from urine samples, sequenced using shotgun sequencing approach on Illumina HiSeq 2000 platform, and analyzed for microbial taxonomic and functional annotations. Our results demonstrate that the urine microbiome of kidney transplants was markedly different at all taxonomic levels from phyla to species, had decreased microbial diversity, and increased abundance of potentially pathogenic species compared with healthy controls. Specifically, at the phylum level, we detected a significant decrease in Actinobacteria and increase in Firmicutes due to increases in Enterococcus faecalis. In addition, there was an increase in the Proteobacteria due to increases in Escherichia coli. Analysis of predicted functions of the urinary metagenome revealed increased abundance of enzymes in the folate pathway including dihydrofolate synthase that are not inhibited by trimethoprim-sulfamethoxazole, but can augment folate metabolism. This report characterizes the urinary microbiome of kidney transplants using shotgun metagenomics approach. Our results indicate that the urinary microbiota may be modified in the context of prophylactic antibiotics, indicating that a therapeutic intervention may shift the urinary microbiota to select bacterial species with increased resistance to antibiotics. The evaluation and development of optimal prophylactic regimens that do not promote antibiotic resistance is an important future goal.
Collapse
Affiliation(s)
- Asha Rani
- Department of Medicine, University of Illinois, Chicago, Ill
| | - Ravi Ranjan
- Department of Medicine, University of Illinois, Chicago, Ill
| | - Halvor S McGee
- Department of Medicine, University of Illinois, Chicago, Ill
| | | | - Dipti V Panchal
- Department of Medicine, University of Illinois, Chicago, Ill
| | - Zahraa Hajjiri
- Department of Medicine, University of Illinois, Chicago, Ill
| | - Daniel C Brennan
- Division of Renal Diseases, Washington University School of Medicine, St. Louis, Mo
| | - Patricia W Finn
- Department of Medicine, University of Illinois, Chicago, Ill
| | - David L Perkins
- Department of Medicine, University of Illinois, Chicago, Ill; Department of Surgery, University of Illinois, Chicago, Ill.
| |
Collapse
|
33
|
Kwan JM, Hajjiri Z, Metwally A, Finn PW, Perkins DL. Effect of the Obesity Epidemic on Kidney Transplantation: Obesity Is Independent of Diabetes as a Risk Factor for Adverse Renal Transplant Outcomes. PLoS One 2016; 11:e0165712. [PMID: 27851743 PMCID: PMC5112887 DOI: 10.1371/journal.pone.0165712] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Accepted: 10/17/2016] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND Obesity is a growing epidemic in most developed countries including the United States resulting in an increased number of obese patients with end-stage renal disease. A previous study has shown that obese patients with end-stage renal disease have a survival benefit with transplantation compared with dialysis. However, due to serious comorbidities, many centers place restrictions on the selection of obese patients for transplantation. Further, due to obese patients having an increased risk of diabetes, it is unclear whether obesity can be an independent risk, independent of diabetes for increasing adverse renal transplant outcomes. METHODS To investigate the role of obesity in kidney transplantation, we used the Scientific Registry of Transplant Recipients database. After filtering for subjects that had the full set of covariates including age, gender, graft type, ethnicity, diabetes, peripheral vascular disease, dialysis time and time period of transplantation for our analysis, 191,091 subjects were included in the analyses. Using multivariate logistic regression analyses adjusted for covariates we determined whether obesity is an independent risk factor for adverse outcomes such as delayed graft function, acute rejection, urine protein and graft failure. Cox regression modeling was used to determine hazard ratios of graft failure. RESULTS Using multivariate model analyses, we found that obese patients have significantly increased risk of adverse transplant outcomes, including delayed graft function, graft failure, urine protein and acute rejection. Cox regression modeling hazard ratios showed that obesity also increased risk of graft failure. Life-table survival curves showed that obesity may be a risk factor independent of diabetes mellitus for a shorter time to graft failure. CONCLUSIONS A key observation in our study is that the risks for adverse outcome of obesity are progressive with increasing body mass index. Furthermore, pre-obese overweight recipients compared with normal weight recipients also had increased risks of adverse outcomes related to kidney transplantation.
Collapse
Affiliation(s)
- Jennifer M. Kwan
- Department of Medicine, University of Illinois at Chicago, Chicago, United States of America
| | - Zahraa Hajjiri
- Department of Medicine, University of Illinois at Chicago, Chicago, United States of America
| | - Ahmed Metwally
- Department of Bioengineering, University of Illinois at Chicago, Chicago, United States of America
| | - Patricia W. Finn
- Department of Medicine, University of Illinois at Chicago, Chicago, United States of America
- * E-mail:
| | - David L. Perkins
- Department of Medicine, University of Illinois at Chicago, Chicago, United States of America
- Department of Bioengineering, University of Illinois at Chicago, Chicago, United States of America
- Department of Surgery, University of Illinois at Chicago, Chicago, United States of America
| |
Collapse
|
34
|
Lora CM, Finn PW. Choosing and succeeding in academic medicine: advice for students, trainees, and junior faculty. Transl Res 2016; 177:1-5. [PMID: 27371887 DOI: 10.1016/j.trsl.2016.06.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2016] [Revised: 06/09/2016] [Accepted: 06/09/2016] [Indexed: 11/28/2022]
|
35
|
Kadota PO, Hajjiri Z, Finn PW, Perkins DL. Precision Subtypes of T Cell-Mediated Rejection Identified by Molecular Profiles. Front Immunol 2015; 6:536. [PMID: 26594210 PMCID: PMC4635852 DOI: 10.3389/fimmu.2015.00536] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2015] [Accepted: 10/05/2015] [Indexed: 11/13/2022] Open
Abstract
Among kidney transplant recipients, the treatment of choice for acute T cell-mediated rejection (TCMR) with pulse steroids or antibody protocols has variable outcomes. Some rejection episodes are resistant to an initial steroid pulse, but respond to subsequent antibody protocols. The biological mechanisms causing the different therapeutic responses are not currently understood. Histological examination of the renal allograft is considered the gold standard in the diagnosis of acute rejection. The Banff Classification System was established to standardize the histopathological diagnosis and to direct therapy. Although widely used, it shows variability among pathologists and lacks criteria to guide precision individualized therapy. The analysis of the transcriptome in allograft biopsies, which we analyzed in this study, provides a strategy to develop molecular diagnoses that would have increased diagnostic precision and assist the development of individualized treatment. Our hypothesis is that the histological classification of TCMR contains multiple subtypes of rejection. Using R language algorithms to determine statistical significance, multidimensional scaling, and hierarchical, we analyzed differential gene expression based on microarray data from biopsies classified as TCMR. Next, we identified KEGG functions, protein–protein interaction networks, gene regulatory networks, and predicted therapeutic targets using the integrated database ConsesnsusPathDB (CPDB). Based on our analysis, two distinct clusters of biopsies termed TCMR01 and TCMR02 were identified. Despite having the same Banff classification, we identified 1933 differentially expressed genes between the two clusters. These genes were further divided into three major groups: a core group contained within both the TCMR01 and TCMR02 subtypes, as well as genes unique to TCMR01 or TCMR02. The subtypes of TCMR utilized different biological pathways, different regulatory networks and were predicted to respond to different therapeutic agents. Our results suggest approaches to identify more precise molecular diagnoses of TCMR, which could form the basis for personalized treatments.
Collapse
Affiliation(s)
- Paul Ostrom Kadota
- Finn-Perkins Laboratory, Department of Medicine, University of Illinois-Chicago , Chicago, IL , USA
| | - Zahraa Hajjiri
- Finn-Perkins Laboratory, Department of Internal Medicine, Division of Nephrology, University of Illinois-Chicago , Chicago, IL , USA
| | - Patricia W Finn
- Department of Medicine, University of Illinois-Chicago , Chicago, IL , USA
| | - David L Perkins
- Department of Medicine, University of Illinois-Chicago , Chicago, IL , USA ; Department of Surgery, University of Illinois-Chicago , Chicago, IL , USA
| |
Collapse
|
36
|
Finn PW, Cohen R. Approaches to achieving equality in respiratory health. Lancet Respir Med 2014; 3:97-98. [PMID: 25466338 DOI: 10.1016/s2213-2600(14)70247-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Patricia W Finn
- Department of Medicine, University of Illinois at Chicago, 840 South Wood Street, Chicago, IL 60612-7323, USA.
| | - Rubin Cohen
- The Hofstra North Shore-Long Island Jewish School of Medicine, Hofstra University, Hempstead, NY, USA
| | | |
Collapse
|
37
|
Finn PW, Malhotra A. Health equality for pulmonary, critical care, and sleep medicine: opportunities for professional societies. Glob Heart 2014; 9:359-60. [PMID: 25667188 DOI: 10.1016/j.gheart.2014.07.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2014] [Accepted: 07/24/2014] [Indexed: 11/18/2022] Open
|
38
|
Abstract
Acute lung injury (ALI) is characterized by pulmonary inflammation and edema. Innate immune cells (e.g., neutrophils and macrophages) are major contributors to inflammation in ALI. Less is known regarding the role of T cells. We examined the effects of rapamycin on inflammation in a LPS-induced murine model of ALI. Rapamycin was administered before and after initiation of injury. Inflammatory parameters, including bronchoalveolar lavage cell counts, T cell surface markers (i.e., cytotoxic T lymphocyte antigen 4 [CTLA4] and fork head-winged helix transcription factor [Foxp3]), T cell activation (CD69), IL-6, and IL-10 were analyzed. Rapamycin significantly decreased inflammatory parameters and decreased Foxp3, CTLA4, and CD69 in CD4(+) T cells. Rapamycin administration before or after the onset of lung injury, as well as systemically or by pulmonary routes, ameliorates inflammation in ALI.
Collapse
Affiliation(s)
- Takeshi Nakajima
- 1 Division of Pulmonary and Critical Medicine, Department of Medicine, University of California, San Diego, California; and
| | | | | | | | | | | | | |
Collapse
|
39
|
Camirand G, Wang Y, Lu Y, Wan YY, Lin Y, Deng S, Guz G, Perkins DL, Finn PW, Farber DL, Flavell RA, Shlomchik WD, Lakkis FG, Rudd CE, Rothstein DM. CD45 ligation expands Tregs by promoting interactions with DCs. J Clin Invest 2014; 124:4603-13. [PMID: 25202978 DOI: 10.1172/jci74087] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2013] [Accepted: 08/06/2014] [Indexed: 12/13/2022] Open
Abstract
Regulatory T cells (Tregs), which express CD4 and FOXP3, are critical for modulating the immune response and promoting immune tolerance. Consequently, methods to expand Tregs for therapeutic use are of great interest. While transfer of Tregs after massive ex vivo expansion can be achieved, in vivo expansion of Tregs would be more practical. Here, we demonstrate that targeting the CD45 tyrosine phosphatase with a tolerogenic anti-CD45RB mAb acutely increases Treg numbers in WT mice, even in absence of exogenous antigen. Treg expansion occurred through substantial augmentation of homeostatic proliferation in the preexisting Treg population. Moreover, anti-CD45RB specifically increased Treg proliferation in response to cognate antigen. Compared with conventional T cells, Tregs differentially regulate their conjugation with DCs. Therefore, we determined whether CD45 ligation could alter interactions between Tregs and DCs. Live imaging showed that CD45 ligation specifically reduced Treg motility in an integrin-dependent manner, resulting in enhanced interactions between Tregs and DCs in vivo. Increased conjugate formation, in turn, augmented nuclear translocation of nuclear factor of activated T cells (NFAT) and Treg proliferation. Together, these results demonstrate that Treg peripheral homeostasis can be specifically modulated in vivo to promote Treg expansion and tolerance by increasing conjugation between Tregs and DCs.
Collapse
|
40
|
Lauro G, Ferruz N, Fulle S, Harvey MJ, Finn PW, De Fabritiis G. Reranking docking poses using molecular simulations and approximate free energy methods. J Chem Inf Model 2014; 54:2185-9. [PMID: 25046765 DOI: 10.1021/ci500309a] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Fast and accurate identification of active compounds is essential for effective use of virtual screening workflows. Here, we have compared the ligand-ranking efficiency of the linear interaction energy (LIE) method against standard docking approaches. Using a trypsin set of 1549 compounds, we performed 12,250 molecular dynamics simulations. The LIE method proved effective but did not yield results significantly better than those obtained with docking codes. The entire database of simulations is released.
Collapse
Affiliation(s)
- G Lauro
- Dipartimento di Farmacia, Università degli Studi di Salerno , Via Giovanni Paolo II 132, 84084 Fisciano (SA), Italy
| | | | | | | | | | | |
Collapse
|
41
|
Sweiss NJ, Lower EE, Mirsaeidi M, Dudek S, Garcia JGN, Perkins D, Finn PW, Baughman RP. Rituximab in the treatment of refractory pulmonary sarcoidosis. Eur Respir J 2014; 43:1525-8. [PMID: 24488568 DOI: 10.1183/09031936.00224513] [Citation(s) in RCA: 97] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
|
42
|
Schraufnagel DE, Blasi F, Kraft M, Gaga M, Finn PW, Rabe KF. An official American Thoracic Society/European Respiratory Society policy statement: disparities in respiratory health. Am J Respir Crit Care Med 2013; 188:865-71. [PMID: 24083859 DOI: 10.1164/rccm.201308-1509st] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Health disparities, defined as a significant difference in health between populations, are more common for diseases of the respiratory system than for those of other organ systems, because of the environmental influence on breathing and the variation of the environment among different segments of the population. The lowest social groups are up to 14 times more likely to have respiratory diseases than are the highest. Tobacco smoke, air pollution, environmental exposures, and occupational hazards affect the lungs more than other organs, and occur disproportionately in ethnic minorities and those with lower socioeconomic status. Lack of access to quality health care contributes to disparities. METHODS The executive committees of the American Thoracic Society (ATS) and European Respiratory Society (ERS) established a writing committee to develop a policy on health disparities. The document was reviewed, edited, and approved by the full executive committees and boards of directors of the societies. RESULTS This document expresses a policy to address health disparities by promoting scientific inquiry and training, disseminating medical information and best practices, and monitoring and advocating for public respiratory health. ERS and ATS have strong international commitments, and work with leaders from governments, academia, and organizations to address and reduce avoidable health inequalities. Their training initiatives improve the function of health care systems and health equality. Both the ATS and ERS support all aspects of this document, confer regularly, and act together when possible, but the activities to bring about change may vary because of the differences in the continents where the two organizations carry out most of their activities. CONCLUSIONS The ATS and ERS pledge to frame their actions to reduce respiratory health disparities. The vision of the ATS and ERS is that all persons attain better and sustained respiratory health. They call on all their members and other societies to join in this commitment.
Collapse
|
43
|
Li J, Lin KW, Murray F, Nakajima T, Zhao Y, Perkins DL, Finn PW. Regulation of cytotoxic T lymphocyte antigen 4 by cyclic AMP. Am J Respir Cell Mol Biol 2012; 48:63-70. [PMID: 23024062 DOI: 10.1165/rcmb.2012-0155oc] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Recent studies indicate that cyclic AMP (cAMP) induces cytotoxic T lymphocyte antigen (CTLA) 4. CTLA4 is expressed in T cells, and is a negative regulator of T cell activation. CTLA4 expression is regulated by T cell receptor plus CD28 (adaptive immune signaling) at both the transcriptional and post-transcriptional level. Here, we examine the pathways by which cAMP regulates CTLA4 expression, focusing on transcriptional activation. Elevating intracellular cAMP levels by cell-permeable cAMP analogs, the adenylyl cyclase activator, forskolin, or phosphodiesterase inhibitors increases CTLA4 mRNA expression in EL4 murine T cells and primary CD4(+) T cells. Activation of protein kinase A (using the protein kinase A-selective agonist, N6-phenyladenosine-cAMP), but not exchange proteins activated by cAMP (using the exchange proteins activated by cAMP-selective 8-pCPT-2Me-cAMP), increases CTLA4 promoter activity. Mutation constructs of the CTLA4 promoter uncover an enhancer binding site located within the -150 to -130 bp region relative to the transcription start site. Promoter analysis and chromatin immunoprecipitation assays suggest that cAMP response element-binding is a putative transcription factor induced by cAMP. We have previously shown that CTLA4 mediates decreased pulmonary inflammation in an LPS-induced murine model of acute lung injury (ALI). We observed that LPS can induce CTLA4 transcription via the same cAMP-inducible promoter region. The immunosuppressant, rapamycin, decreases cAMP and LPS-induced CTLA4 transcription in vitro. In vivo, LPS induces cAMP accumulation in bronchoalveolar lavage fluid, bronchoalveolar lavage cells, and lung tissues in ALI. We demonstrate that rapamycin decreases cAMP accumulation and CTLA4 expression in ALI. Together, these data suggest that cAMP may negatively regulate pulmonary inflammatory responses in vivo and in vitro by altering CTLA4 expression.
Collapse
Affiliation(s)
- Jinghong Li
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, University of California, San Diego, La Jolla, California, USA
| | | | | | | | | | | | | |
Collapse
|
44
|
Lwin WW, Park K, Wauson M, Gao Q, Finn PW, Perkins D, Khanna A. Systems biology approach to transplant tolerance: proof of concept experiments using RNA interference (RNAi) to knock down hub genes in Jurkat and HeLa cells in vitro. J Surg Res 2011; 176:e41-6. [PMID: 22342379 DOI: 10.1016/j.jss.2011.12.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2011] [Revised: 11/24/2011] [Accepted: 12/01/2011] [Indexed: 11/30/2022]
Abstract
BACKGROUND Systems biology is gaining importance in studying complex systems such as the functional interconnections of human genes [1]. To investigate the molecular interactions involved in T cell immune responses, we used databases of physical gene-gene interactions to constructed molecular interaction networks (interconnections) with R language algorithms. This helped to identify highly interconnected "hub" genes AT(1)P5C1, IL6ST, PRKCZ, MYC, FOS, JUN, and MAPK1. We hypothesized that suppression of these hub genes in the gene network would result in significant phenotypic effects on T cells and examined this in vitro. The molecular interaction networks were then analyzed and visualized with Cytoscape. MATERIALS AND METHODS Jurkat and HeLa cells were transfected with siRNA for the selected hub genes. Cell proliferation was measured using ATP luminescence and BrdU labeling, which were measured 36, 72, and 96 h after activation. RESULTS Following T cell stimulation, we found a significant decrease in ATP production (P < 0.05) when the hub genes ATP5C1 and PRKCZ were knocked down using siRNA transfection, whereas no difference in ATP production was observed in siRNA transfected HeLa cells. However, HeLa cells showed a significant (P < 0.05) decrease in cell proliferation when the genes MAPK1, IL6ST, ATP5C1, JUN, and FOS were knocked down. CONCLUSION In both Jurkat and HeLa cells, targeted gene knockdown using siRNA showed decreased cell proliferation and ATP production in both Jurkat and HeLa cells. However, Jurkat T cells and HELA cells use different hub genes to regulate activation responses. This experiment provides proof of principle of applying siRNA knockdown of T cell hub genes to evaluate their proliferative capacity and ATP production. This novel concept outlines a systems biology approach to identify hub genes for targeted therapeutics.
Collapse
Affiliation(s)
- Wint Wah Lwin
- Department of Medicine and Nephrology, University of California, San Diego, La Jolla, California, USA
| | | | | | | | | | | | | |
Collapse
|
45
|
|
46
|
Lin KW, Li J, Finn PW. Emerging pathways in asthma: innate and adaptive interactions. Biochim Biophys Acta Gen Subj 2011; 1810:1052-8. [PMID: 21596099 DOI: 10.1016/j.bbagen.2011.04.015] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2011] [Revised: 03/17/2011] [Accepted: 04/28/2011] [Indexed: 12/19/2022]
Abstract
BACKGROUND Allergic asthma is a complex and chronic airway inflammatory disorder, and the prevalence of asthma has increased. Adaptive antigen-dependent immunity is a classical pathway of asthmatic pathology. Recent studies have focused on innate antigen-independent immunity in asthma. SCOPE OF REVIEW This review discusses updated research associating innate immunity with allergic asthma. We focus on innate molecules (Toll-like receptors and nucleotide-binding oligomerization domain-like receptors) and review studies regarding innate and adaptive interactions in allergic responses (surfactant protein D, lipopolysaccharide, and early life immune responses). We also highlight new emerging concepts in the field applicable to innate immunity and asthma. MAJOR CONCLUSIONS Innate immunity plays a key role in asthma. Understanding innate and adaptive interactions provide significant information in asthmatic research. Innate molecules not only contribute to classical pulmonary defense, but also modulate inflammatory responses. Emerging concepts in the analysis of the microbiome, microRNA and autophagy may provide new insights in searching therapeutic targets. GENERAL SIGNIFICANCE Finding specific mechanisms of innate and/or adaptive immunity in asthma are timely goals for further research. Integration of bioinformatics and systems biology tools, particularly in relation to microbiome analysis, may be helpful in providing an understanding to allergic immune responses. This article is part of a Special Issue entitled Biochemistry of Asthma.
Collapse
Affiliation(s)
- Ko-Wei Lin
- Division of Pulmonary and critical Care Medicine, Department of Medicine, School of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | | | | |
Collapse
|
47
|
Nakajima T, Palchevsky V, Perkins DL, Belperio JA, Finn PW. Lung transplantation: infection, inflammation, and the microbiome. Semin Immunopathol 2011; 33:135-56. [DOI: 10.1007/s00281-011-0249-9] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2010] [Accepted: 01/12/2011] [Indexed: 12/29/2022]
|
48
|
Lin KW, Jen KY, Suarez CJ, Crouch EC, Perkins DL, Finn PW. Surfactant protein D-mediated decrease of allergen-induced inflammation is dependent upon CTLA4. J Immunol 2010; 184:6343-9. [PMID: 20435925 DOI: 10.4049/jimmunol.0901947] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Pulmonary surfactant protein D (SP-D), a member of the collectin family, is an innate immune molecule critical for defense that can also modulate adaptive immune responses. We previously showed that SP-D-deficient mice exhibit enhanced allergic responses and that SP-D induction requires lymphocytes. Thus, we postulated that SP-D may decrease adaptive allergic responses through interaction with T cells. In this study, we used two forms of SP-D, a dodecamer and a shorter fragment containing the trimeric neck and carbohydrate recognition domains (SP-D NCRD). Both forms decreased immune responses in vitro and in a murine model of pulmonary inflammation. SP-D NCRD increased transcription of CTLA4, a negative regulator of T cell activation, in T cells. SP-D NCRD no longer decreased lymphoproliferation and IL-2 cytokine production when CTLA4 signals were abrogated. Administration of SP-D NCRD in vivo no longer decreased allergen induced responses when CTLA4 was inhibited. Our results indicate that SP-D decreases allergen responses, an effect that may be mediated by increase of CTLA4 in T cells.
Collapse
Affiliation(s)
- Ko-Wei Lin
- Division of Pulmonary and Critical Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | | | | | | | | | | |
Collapse
|
49
|
Nakajima T, Suarez CJ, Lin KW, Jen KY, Schnitzer JE, Makani SS, Parker N, Perkins DL, Finn PW. T cell pathways involving CTLA4 contribute to a model of acute lung injury. J Immunol 2010; 184:5835-41. [PMID: 20385880 DOI: 10.4049/jimmunol.0903238] [Citation(s) in RCA: 47] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Acute lung injury (ALI) is a frequent pulmonary complication in critically ill patients. We characterized a murine model of LPS-induced ALI, focusing on Th cells. Following LPS administration, bronchoalveolar lavage lymphocytes, neutrophils, IL-6, TNF-alpha, and albumin were increased. Analysis of LPS-induced T cells revealed increased Th cell-associated cytokines (IL-17A, -17F, and -22), as well as increased expression of CD69 (a cell activation marker), Foxp3, and CTLA4 in CD4(+) T cells. Administration of anti-CTLA4 Ab decreased LPS-induced bronchoalveolar lavage albumin and IL-17A, while increasing CD4(+)Foxp3(+) cell number and Foxp3 expression in CD4(+)Foxp3(+) cells. These data suggest that pulmonary LPS administration promotes CD4(+) T cells and that T cell pathways involving CTLA4 contribute to ALI.
Collapse
Affiliation(s)
- Takeshi Nakajima
- Division of Pulmonary and Critical Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | | | | | | | | | | | | | | | | |
Collapse
|
50
|
Abstract
Allergic asthma is a chronic inflammatory disorder of the airways characterized by eosinophilic inflammation, airway hyperresponsiveness, and mucus hypersecretion. Adaptive, antigen-dependent immunity is critical for asthma pathogenesis. Allergic asthma may involve adaptive and innate, antigen-independent immune responses. This review discusses the current evidence that associates innate immunity with allergic asthma pathogenesis. In particular, we focus on the role of innate immune cells (eg, bronchial epithelial cells, alveolar macrophages, and dendritic cells) and molecules (Toll-like and nucleotide-binding oligomerization domain-like receptors) in modifying allergic immune responses.
Collapse
Affiliation(s)
- Carlos J Suarez
- Division of Pulmonary and Critical Care, University of California, San Diego, 9500 Gilman Drive #0643, La Jolla, CA 92096-0643, USA
| | | | | |
Collapse
|