1
|
Liao J, Ho J, Burns M, Dykhuizen EC, Hargreaves DC. Collaboration between distinct SWI/SNF chromatin remodeling complexes directs enhancer selection and activation of macrophage inflammatory genes. Immunity 2024; 57:1780-1795.e6. [PMID: 38843835 PMCID: PMC11324393 DOI: 10.1016/j.immuni.2024.05.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Revised: 02/08/2024] [Accepted: 05/08/2024] [Indexed: 06/22/2024]
Abstract
Macrophages elicit immune responses to pathogens through induction of inflammatory genes. Here, we examined the role of three variants of the SWI/SNF nucleosome remodeling complex-cBAF, ncBAF, and PBAF-in the macrophage response to bacterial endotoxin (lipid A). All three SWI/SNF variants were prebound in macrophages and retargeted to genomic sites undergoing changes in chromatin accessibility following stimulation. Cooperative binding of all three variants associated with de novo chromatin opening and latent enhancer activation. Isolated binding of ncBAF and PBAF, in contrast, associated with activation and repression of active enhancers, respectively. Chemical and genetic perturbations of variant-specific subunits revealed pathway-specific regulation in the activation of lipid A response genes, corresponding to requirement for cBAF and ncBAF in inflammatory and interferon-stimulated gene (ISG) activation, respectively, consistent with differential engagement of SWI/SNF variants by signal-responsive transcription factors. Thus, functional diversity among SWI/SNF variants enables increased regulatory control of innate immune transcriptional programs, with potential for specific therapeutic targeting.
Collapse
Affiliation(s)
- Jingwen Liao
- Division of Biological Sciences, Department of Molecular Biology, University of California at San Diego, La Jolla, CA 92039, USA; Molecular and Cellular Biology Laboratory, Salk Institute for Biological Studies, 10010 N. Torrey Pines Rd., La Jolla, CA 92037, USA
| | - Josephine Ho
- Molecular and Cellular Biology Laboratory, Salk Institute for Biological Studies, 10010 N. Torrey Pines Rd., La Jolla, CA 92037, USA
| | - Mannix Burns
- Molecular and Cellular Biology Laboratory, Salk Institute for Biological Studies, 10010 N. Torrey Pines Rd., La Jolla, CA 92037, USA
| | - Emily C Dykhuizen
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, IN 47907, USA
| | - Diana C Hargreaves
- Molecular and Cellular Biology Laboratory, Salk Institute for Biological Studies, 10010 N. Torrey Pines Rd., La Jolla, CA 92037, USA.
| |
Collapse
|
2
|
Bhasuran B, Manoharan S, Iyyappan OR, Murugesan G, Prabahar A, Raja K. Large Language Models and Genomics for Summarizing the Role of microRNA in Regulating mRNA Expression. Biomedicines 2024; 12:1535. [PMID: 39062108 PMCID: PMC11274411 DOI: 10.3390/biomedicines12071535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 06/30/2024] [Accepted: 07/03/2024] [Indexed: 07/28/2024] Open
Abstract
microRNA (miRNA)-messenger RNA (mRNA or gene) interactions are pivotal in various biological processes, including the regulation of gene expression, cellular differentiation, proliferation, apoptosis, and development, as well as the maintenance of cellular homeostasis and pathogenesis of numerous diseases, such as cancer, cardiovascular diseases, neurological disorders, and metabolic conditions. Understanding the mechanisms of miRNA-mRNA interactions can provide insights into disease mechanisms and potential therapeutic targets. However, extracting these interactions efficiently from a huge collection of published articles in PubMed is challenging. In the current study, we annotated a miRNA-mRNA Interaction Corpus (MMIC) and used it for evaluating the performance of a variety of machine learning (ML) models, deep learning-based transformer (DLT) models, and large language models (LLMs) in extracting the miRNA-mRNA interactions mentioned in PubMed. We used the genomics approaches for validating the extracted miRNA-mRNA interactions. Among the ML, DLT, and LLM models, PubMedBERT showed the highest precision, recall, and F-score, with all equal to 0.783. Among the LLM models, the performance of Llama-2 is better when compared to others. Llama 2 achieved 0.56 precision, 0.86 recall, and 0.68 F-score in a zero-shot experiment and 0.56 precision, 0.87 recall, and 0.68 F-score in a three-shot experiment. Our study shows that Llama 2 achieves better recall than ML and DLT models and leaves space for further improvement in terms of precision and F-score.
Collapse
Affiliation(s)
- Balu Bhasuran
- School of Information, Florida State University, Tallahassee, FL 32306, USA;
| | - Sharanya Manoharan
- Department of Bioinformatics, Stella Maris College, Chennai 600086, Tamil Nadu, India;
| | - Oviya Ramalakshmi Iyyappan
- Department of Computer Science and Engineering, Amrita School of Computing, Amrita Vishwa Vidyapeetham, Chennai 641112, Tamil Nadu, India;
| | - Gurusamy Murugesan
- Department of Computer Science and Engineering, Koneru Lakshmaiah Education Foundation, Green Fields, Guntur District, Vaddeswaram 522302, Andhra Pradesh, India;
| | - Archana Prabahar
- Center for Gene Regulation in Health and Disease, Department of Biological, Geological, and Environmental Sciences (BGES), Cleveland State University, Cleveland, OH 44115, USA;
| | - Kalpana Raja
- Department of Biomedical Informatics and Data Science, School of Medicine, Yale University, New Haven, CT 06510, USA
| |
Collapse
|
3
|
Wheeler BD, Gagnon JD, Zhu WS, Muñoz-Sandoval P, Wong SK, Simeonov DS, Li Z, DeBarge R, Spitzer MH, Marson A, Ansel KM. The lncRNA Malat1 inhibits miR-15/16 to enhance cytotoxic T cell activation and memory cell formation. eLife 2023; 12:RP87900. [PMID: 38127070 PMCID: PMC10735224 DOI: 10.7554/elife.87900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2023] Open
Abstract
Proper activation of cytotoxic T cells via the T cell receptor and the costimulatory receptor CD28 is essential for adaptive immunity against viruses, intracellular bacteria, and cancers. Through biochemical analysis of RNA:protein interactions, we uncovered a non-coding RNA circuit regulating activation and differentiation of cytotoxic T cells composed of the long non-coding RNA Malat1 (Metastasis Associated Lung Adenocarcinoma Transcript 1) and the microRNA family miR-15/16. miR-15/16 is a widely and highly expressed tumor suppressor miRNA family important for cell proliferation and survival. miR-15/16 play important roles in T cell responses to viral infection, including the regulation of antigen-specific T cell expansion and memory. Comparative Argonaute-2 high-throughput sequencing of crosslinking immunoprecipitation (AHC) combined with gene expression profiling in normal and miR-15/16-deficient mouse T cells revealed a large network of hundreds of direct miR-15/16 target mRNAs, many with functional relevance for T cell activation, survival and memory formation. Among these targets, Malat1 contained the largest absolute magnitude miR-15/16-dependent AHC peak. This binding site was among the strongest lncRNA:miRNA interactions detected in the T cell transcriptome. We used CRISPR targeting with homology directed repair to generate mice with a 5-nucleotide mutation in the miR-15/16-binding site in Malat1. This mutation interrupted Malat1:miR-15/16 interaction, and enhanced the repression of other miR-15/16 target genes, including CD28. Interrupting Malat1 interaction with miR-15/16 decreased cytotoxic T cell activation, including the expression of interleukin 2 (IL-2) and a broader CD28-responsive gene program. Accordingly, Malat1 mutation diminished memory cell persistence in mice following LCMV Armstrong and Listeria monocytogenes infection. This study marks a significant advance in the study of long non-coding RNAs in the immune system by ascribing cell-intrinsic, sequence-specific in vivo function to Malat1. These findings have implications for T cell-mediated autoimmune diseases, antiviral and anti-tumor immunity, as well as lung adenocarcinoma and other malignancies where Malat1 is overexpressed.
Collapse
Affiliation(s)
- Benjamin D Wheeler
- Department of Microbiology & Immunology, University of California San FranciscoSan FranciscoUnited States
- Sandler Asthma Basic Research Program, University of California, San FranciscoSan FranciscoUnited States
| | - John D Gagnon
- Department of Microbiology & Immunology, University of California San FranciscoSan FranciscoUnited States
- Sandler Asthma Basic Research Program, University of California, San FranciscoSan FranciscoUnited States
| | - Wandi S Zhu
- Department of Microbiology & Immunology, University of California San FranciscoSan FranciscoUnited States
- Sandler Asthma Basic Research Program, University of California, San FranciscoSan FranciscoUnited States
| | - Priscila Muñoz-Sandoval
- Department of Microbiology & Immunology, University of California San FranciscoSan FranciscoUnited States
- Sandler Asthma Basic Research Program, University of California, San FranciscoSan FranciscoUnited States
| | - Simon K Wong
- Department of Microbiology & Immunology, University of California San FranciscoSan FranciscoUnited States
| | - Dimitre S Simeonov
- Department of Microbiology & Immunology, University of California San FranciscoSan FranciscoUnited States
| | - Zhongmei Li
- Gladstone-UCSF Institute of Genomic ImmunologySan FranciscoUnited States
| | - Rachel DeBarge
- Department of Microbiology & Immunology, University of California San FranciscoSan FranciscoUnited States
- Gladstone-UCSF Institute of Genomic ImmunologySan FranciscoUnited States
- Department of Otolaryngology-Head and Neck Surgery, University of California San FranciscoSan FranciscoUnited States
| | - Matthew H Spitzer
- Department of Microbiology & Immunology, University of California San FranciscoSan FranciscoUnited States
- Gladstone-UCSF Institute of Genomic ImmunologySan FranciscoUnited States
- Department of Otolaryngology-Head and Neck Surgery, University of California San FranciscoSan FranciscoUnited States
- Parker Institute for Cancer Immunotherapy, San FranciscoSan FranciscoUnited States
- Chan Zuckerberg BiohubSan FranciscoUnited States
| | - Alexander Marson
- Department of Microbiology & Immunology, University of California San FranciscoSan FranciscoUnited States
- Gladstone-UCSF Institute of Genomic ImmunologySan FranciscoUnited States
- Department of Medicine, University of California San FranciscoLexingtonUnited States
| | - K Mark Ansel
- Department of Microbiology & Immunology, University of California San FranciscoSan FranciscoUnited States
- Sandler Asthma Basic Research Program, University of California, San FranciscoSan FranciscoUnited States
| |
Collapse
|
4
|
Jani PK, Petkau G, Kawano Y, Klemm U, Guerra GM, Heinz GA, Heinrich F, Durek P, Mashreghi MF, Melchers F. The miR-221/222 cluster regulates hematopoietic stem cell quiescence and multipotency by suppressing both Fos/AP-1/IEG pathway activation and stress-like differentiation to granulocytes. PLoS Biol 2023; 21:e3002015. [PMID: 37983263 PMCID: PMC10695376 DOI: 10.1371/journal.pbio.3002015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 12/04/2023] [Accepted: 10/16/2023] [Indexed: 11/22/2023] Open
Abstract
Throughout life, hematopoietic stem cells (HSCs), residing in bone marrow (BM), continuously regenerate erythroid/megakaryocytic, myeloid, and lymphoid cell lineages. This steady-state hematopoiesis from HSC and multipotent progenitors (MPPs) in BM can be perturbed by stress. The molecular controls of how stress can impact hematopoietic output remain poorly understood. MicroRNAs (miRNAs) as posttranscriptional regulators of gene expression have been found to control various functions in hematopoiesis. We find that the miR-221/222 cluster, which is expressed in HSC and in MPPs differentiating from them, perturbs steady-state hematopoiesis in ways comparable to stress. We compare pool sizes and single-cell transcriptomes of HSC and MPPs in unperturbed or stress-perturbed, miR-221/222-proficient or miR-221/222-deficient states. MiR-221/222 deficiency in hematopoietic cells was induced in C57BL/6J mice by conditional vav-cre-mediated deletion of the floxed miR-221/222 gene cluster. Social stress as well as miR-221/222 deficiency, alone or in combination, reduced HSC pools 3-fold and increased MPPs 1.5-fold. It also enhanced granulopoisis in the spleen. Furthermore, combined stress and miR-221/222 deficiency increased the erythroid/myeloid/granulocytic precursor pools in BM. Differential expression analyses of single-cell RNAseq transcriptomes of unperturbed and stressed, proficient HSC and MPPs detected more than 80 genes, selectively up-regulated in stressed cells, among them immediate early genes (IEGs). The same differential single-cell transcriptome analyses of unperturbed, miR-221/222-proficient with deficient HSC and MPPs identified Fos, Jun, JunB, Klf6, Nr4a1, Ier2, Zfp36-all IEGs-as well as CD74 and Ly6a as potential miRNA targets. Three of them, Klf6, Nr4a1, and Zfp36, have previously been found to influence myelogranulopoiesis. Together with increased levels of Jun, Fos forms increased amounts of the heterodimeric activator protein-1 (AP-1), which is known to control the expression of the selectively up-regulated expression of the IEGs. The comparisons of single-cell mRNA-deep sequencing analyses of socially stressed with miR-221/222-deficient HSC identify 5 of the 7 Fos/AP-1-controlled IEGs, Ier2, Jun, Junb, Klf6, and Zfp36, as common activators of HSC from quiescence. Combined with stress, miR-221/222 deficiency enhanced the Fos/AP-1/IEG pathway, extended it to MPPs, and increased the number of granulocyte precursors in BM, inducing selective up-regulation of genes encoding heat shock proteins Hspa5 and Hspa8, tubulin-cytoskeleton-organizing proteins Tuba1b, Tubb 4b and 5, and chromatin remodeling proteins H3f3b, H2afx, H2afz, and Hmgb2. Up-regulated in HSC, MPP1, and/or MPP2, they appear as potential regulators of stress-induced, miR-221/222-dependent increased granulocyte differentiation. Finally, stress by serial transplantations of miR-221/222-deficient HSC selectively exhausted their lymphoid differentiation capacities, while retaining their ability to home to BM and to differentiate to granulocytes. Thus, miR-221/222 maintains HSC quiescence and multipotency by suppressing Fos/AP-1/IEG-mediated activation and by suppressing enhanced stress-like differentiation to granulocytes. Since miR-221/222 is also expressed in human HSC, controlled induction of miR-221/222 in HSC should improve BM transplantations.
Collapse
Affiliation(s)
- Peter K. Jani
- Deutsches Rheuma Forschungszentrum (DRFZ), Berlin, Germany
| | - Georg Petkau
- Deutsches Rheuma Forschungszentrum (DRFZ), Berlin, Germany
| | - Yohei Kawano
- Deutsches Rheuma Forschungszentrum (DRFZ), Berlin, Germany
| | - Uwe Klemm
- Max Planck Institute for Infection Biology, Berlin, Germany
| | | | | | | | - Pawel Durek
- Deutsches Rheuma Forschungszentrum (DRFZ), Berlin, Germany
| | | | - Fritz Melchers
- Deutsches Rheuma Forschungszentrum (DRFZ), Berlin, Germany
- Max Planck Institute for Infection Biology, Berlin, Germany
| |
Collapse
|
5
|
Wheeler BD, Gagnon JD, Zhu WS, Muñoz-Sandoval P, Wong SK, Simeonov DR, Li Z, Debarge R, Spitzer MH, Marson A, Ansel KM. The lncRNA Malat1 Inhibits miR-15/16 to Enhance Cytotoxic T Cell Activation and Memory Cell Formation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.14.536843. [PMID: 37547023 PMCID: PMC10401941 DOI: 10.1101/2023.04.14.536843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/08/2023]
Abstract
Proper activation of cytotoxic T cells via the T cell receptor and the costimulatory receptor CD28 is essential for adaptive immunity against viruses, many intracellular bacteria and cancers. Through biochemical analysis of RNA:protein interactions, we uncovered a non-coding RNA circuit regulating activation and differentiation of cytotoxic T cells composed of the long non-coding RNA Malat1 (Metastasis Associated Lung Adenocarcinoma Transcript 1) and the microRNA family miR-15/16. miR-15/16 is a widely and highly expressed tumor suppressor miRNA family important for cell proliferation and survival. miR-15/16 also play important roles in T cell responses to viral infection, including the regulation of antigen-specific T cell expansion and T cell memory. Comparative Argonaute-2 high throughput sequencing of crosslinking immunoprecipitation (Ago2 HITS-CLIP, or AHC) combined with gene expression profiling in normal and miR-15/16-deficient T cells revealed a large network of several hundred direct miR-15/16 target mRNAs, many with functional relevance for T cell activation, survival and memory formation. Among these targets, the long non-coding RNA Malat1 contained the largest absolute magnitude miR-15/16-dependent AHC peak in T cells. This binding site was also among the strongest lncRNA:miRNA interactions detected in the T cell transcriptome. We used CRISPR targeting with homology directed repair to generate mice with a 5-nucleotide mutation in the miR-15/16 binding site in Malat1. This mutation interrupted Malat1:miR-15/16 interaction, and enhanced the repression of other miR-15/16 target genes, including CD28. Interrupting Malat1 interaction with miR-15/16 decreased cytotoxic T cell activation, including the expression of IL-2 and a broader CD28-responsive gene program. Accordingly, Malat1 mutation diminished memory cell persistence following LCMV Armstrong and Listeria monocytogenes infection. This study marks a significant advance in the study of long noncoding RNAs in the immune system by ascribing cell-intrinsic, sequence-specific in vivo function to Malat1. These findings have implications for T cell-mediated autoimmune diseases, antiviral and anti-tumor immunity, as well as lung adenocarcinoma and other malignancies where Malat1 is overexpressed.
Collapse
Affiliation(s)
- Benjamin D Wheeler
- Department of Microbiology & Immunology, University of California San Francisco, San Francisco, CA 94143, USA
- Sandler Asthma Basic Research Program, University of California, San Francisco, San Francisco, CA, USA
| | - John D Gagnon
- Department of Microbiology & Immunology, University of California San Francisco, San Francisco, CA 94143, USA
- Sandler Asthma Basic Research Program, University of California, San Francisco, San Francisco, CA, USA
| | - Wandi S Zhu
- Department of Microbiology & Immunology, University of California San Francisco, San Francisco, CA 94143, USA
- Sandler Asthma Basic Research Program, University of California, San Francisco, San Francisco, CA, USA
| | - Priscila Muñoz-Sandoval
- Department of Microbiology & Immunology, University of California San Francisco, San Francisco, CA 94143, USA
- Sandler Asthma Basic Research Program, University of California, San Francisco, San Francisco, CA, USA
| | - Simon K Wong
- Department of Microbiology & Immunology, University of California San Francisco, San Francisco, CA 94143, USA
| | - Dimitre R Simeonov
- Department of Microbiology & Immunology, University of California San Francisco, San Francisco, CA 94143, USA
| | - Zhongmei Li
- Gladstone-UCSF Institute of Genomic Immunology, San Francisco, CA 94158, USA
| | - Rachel Debarge
- Department of Microbiology & Immunology, University of California San Francisco, San Francisco, CA 94143, USA
- Gladstone-UCSF Institute of Genomic Immunology, San Francisco, CA 94158, USA
- Department of Otolaryngology-Head and Neck Surgery, University of California San Francisco, San Francisco, CA 94143, USA
| | - Matthew H Spitzer
- Department of Microbiology & Immunology, University of California San Francisco, San Francisco, CA 94143, USA
- Gladstone-UCSF Institute of Genomic Immunology, San Francisco, CA 94158, USA
- Department of Otolaryngology-Head and Neck Surgery, University of California San Francisco, San Francisco, CA 94143, USA
- Parker Institute for Cancer Immunotherapy, San Francisco, CA 94129
- Chan Zuckerberg Biohub, San Francisco, CA 94158
| | - Alexander Marson
- Department of Microbiology & Immunology, University of California San Francisco, San Francisco, CA 94143, USA
- Gladstone-UCSF Institute of Genomic Immunology, San Francisco, CA 94158, USA
- Department of Medicine, University of California San Francisco, San Francisco, CA 94143, USA
| | - K Mark Ansel
- Department of Microbiology & Immunology, University of California San Francisco, San Francisco, CA 94143, USA
- Sandler Asthma Basic Research Program, University of California, San Francisco, San Francisco, CA, USA
| |
Collapse
|
6
|
Anderson G, Almulla AF, Reiter RJ, Maes M. Redefining Autoimmune Disorders' Pathoetiology: Implications for Mood and Psychotic Disorders' Association with Neurodegenerative and Classical Autoimmune Disorders. Cells 2023; 12:cells12091237. [PMID: 37174637 PMCID: PMC10177037 DOI: 10.3390/cells12091237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Revised: 03/28/2023] [Accepted: 04/18/2023] [Indexed: 05/15/2023] Open
Abstract
Although previously restricted to a limited number of medical conditions, there is a growing appreciation that 'autoimmune' (or immune-mediated) processes are important aspects of a wide array of diverse medical conditions, including cancers, neurodegenerative diseases and psychiatric disorders. All of these classes of medical conditions are associated with alterations in mitochondrial function across an array of diverse cell types. Accumulating data indicate the presence of the mitochondrial melatonergic pathway in possibly all body cells, with important consequences for pathways crucial in driving CD8+ T cell and B-cell 'autoimmune'-linked processes. Melatonin suppression coupled with the upregulation of oxidative stress suppress PTEN-induced kinase 1 (PINK1)/parkin-driven mitophagy, raising the levels of the major histocompatibility complex (MHC)-1, which underpins the chemoattraction of CD8+ T cells and the activation of antibody-producing B-cells. Many factors and processes closely associated with autoimmunity, including gut microbiome/permeability, circadian rhythms, aging, the aryl hydrocarbon receptor, brain-derived neurotrophic factor (BDNF) and its receptor tyrosine receptor kinase B (TrkB) all interact with the mitochondrial melatonergic pathway. A number of future research directions and novel treatment implications are indicated for this wide collection of poorly conceptualized and treated medical presentations. It is proposed that the etiology of many 'autoimmune'/'immune-mediated' disorders should be conceptualized as significantly determined by mitochondrial dysregulation, with alterations in the mitochondrial melatonergic pathway being an important aspect of these pathoetiologies.
Collapse
Affiliation(s)
- George Anderson
- CRC Scotland & London, Eccleston Square, London SW1V 1PG, UK
| | - Abbas F Almulla
- Department of Psychiatry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand
- Medical Laboratory Technology Department, College of Medical Technology, The Islamic University, Najaf 54001, Iraq
| | - Russel J Reiter
- Department of Cell Systems and Anatomy, UT Health Long School of Medicine, San Antonio, TX 78229, USA
| | - Michael Maes
- Department of Psychiatry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand
| |
Collapse
|
7
|
Zheng J, Wang Y, Hu J. Study of the shared gene signatures of polyarticular juvenile idiopathic arthritis and autoimmune uveitis. Front Immunol 2023; 14:1048598. [PMID: 36969183 PMCID: PMC10030950 DOI: 10.3389/fimmu.2023.1048598] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Accepted: 02/24/2023] [Indexed: 03/11/2023] Open
Abstract
ObjectiveTo explore the shared gene signatures and potential molecular mechanisms of polyarticular juvenile idiopathic arthritis (pJIA) and autoimmune uveitis (AU).MethodThe microarray data of pJIA and AU from the Gene Expression Omnibus (GEO) database were downloaded and analyzed. The GEO2R tool was used to identify the shared differentially expressed genes (DEGs) and genes of extracellular proteins were identified among them. Then, weighted gene co-expression network analysis (WGCNA) was used to identify the shared immune-related genes (IRGs) related to pJIA and AU. Moreover, the shared transcription factors (TFs) and microRNAs (miRNAs) in pJIA and AU were acquired by comparing data from HumanTFDB, hTFtarget, GTRD, HMDD, and miRTarBase. Finally, Metascape and g: Profiler were used to carry out function enrichment analyses of previously identified gene sets.ResultsWe found 40 up-regulated and 15 down-regulated shared DEGs via GEO2R. Then 24 shared IRGs in positivity-related modules, and 18 shared IRGs in negatively-related modules were found after WGCNA. After that, 3 shared TFs (ARID1A, SMARCC2, SON) were screened. And the constructed TFs-shared DEGs network indicates a central role of ARID1A. Furthermore, hsa-miR-146 was found important in both diseases. The gene sets enrichment analyses suggested up-regulated shared DEGs, TFs targeted shared DEGs, and IRGs positivity-correlated with both diseases mainly enriched in neutrophil degranulation process, IL-4, IL-13, and cytokine signaling pathways. The IRGs negatively correlated with pJIA and AU mainly influence functions of the natural killer cell, cytotoxicity, and glomerular mesangial cell proliferation. The down-regulated shared DEGs and TFs targeted shared DEGs did not show particular functional enrichment.ConclusionOur study fully demonstrated the flexibility and complexity of the immune system disorders involved in pJIA and AU. Neutrophil degranulation may be considered the shared pathogenic mechanism, and the roles of ARID1A and MiR-146a are worthy of further in-depth study. Other than that, the importance of periodic inspection of kidney function is also noteworthy.
Collapse
|
8
|
Tsukumo SI, Subramani PG, Seija N, Tabata M, Maekawa Y, Mori Y, Ishifune C, Itoh Y, Ota M, Fujio K, Di Noia JM, Yasutomo K. AFF3, a susceptibility factor for autoimmune diseases, is a molecular facilitator of immunoglobulin class switch recombination. SCIENCE ADVANCES 2022; 8:eabq0008. [PMID: 36001653 PMCID: PMC9401627 DOI: 10.1126/sciadv.abq0008] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 07/08/2022] [Indexed: 06/15/2023]
Abstract
Immunoglobulin class switch recombination (CSR) plays critical roles in controlling infections and inflammatory tissue injuries. Here, we show that AFF3, a candidate gene for both rheumatoid arthritis and type 1 diabetes, is a molecular facilitator of CSR with an isotype preference. Aff3-deficient mice exhibit low serum levels of immunoglobulins, predominantly immunoglobulin G2c (IgG2c) followed by IgG1 and IgG3 but not IgM. Furthermore, Aff3-deficient mice show weak resistance to Plasmodium yoelii infection, confirming that Aff3 modulates immunity to this pathogen. Mechanistically, the AFF3 protein binds to the IgM and IgG1 switch regions via a C-terminal domain, and Aff3 deficiency reduces the binding of AID to the switch regions less efficiently. One AFF3 risk allele for rheumatoid arthritis is associated with high mRNA expression of AFF3, IGHG2, and IGHA2 in human B cells. These findings demonstrate that AFF3 directly regulates CSR by facilitating the recruitment of AID to the switch regions.
Collapse
Affiliation(s)
- Shin-ichi Tsukumo
- Department of Immunology and Parasitology, Graduate School of Medicine, Tokushima University, Tokushima, Japan
- Department of Interdisciplinary Research on Medicine and Photonics, Institute of Post-LED Photonics, Tokushima University, Tokushima, Japan
| | - Poorani Ganesh Subramani
- Institut de Recherches Cliniques de Montréal, Montréal, QC, Canada
- Department of Medicine and Division of Experimental Medicine, McGill University, Montréal, QC, Canada
| | - Noé Seija
- Institut de Recherches Cliniques de Montréal, Montréal, QC, Canada
- Molecular Biology Programs, Department of Medicine, University of Montreal, Montréal, QC, Canada
| | - Mizuho Tabata
- Department of Parasitology and Infectious Diseases, Gifu University Graduate School of Medicine, Gifu, Japan
| | - Yoichi Maekawa
- Department of Parasitology and Infectious Diseases, Gifu University Graduate School of Medicine, Gifu, Japan
| | - Yuya Mori
- Division of Pathogenesis and Disease Regulation, Department of Pathology, Shiga University of Medical Science, Shiga, Japan
| | - Chieko Ishifune
- Department of Immunology and Parasitology, Graduate School of Medicine, Tokushima University, Tokushima, Japan
| | - Yasushi Itoh
- Division of Pathogenesis and Disease Regulation, Department of Pathology, Shiga University of Medical Science, Shiga, Japan
| | - Mineto Ota
- Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
- Department of Functional Genomics and Immunological Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Keishi Fujio
- Department of Allergy and Rheumatology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Javier M. Di Noia
- Institut de Recherches Cliniques de Montréal, Montréal, QC, Canada
- Department of Medicine and Division of Experimental Medicine, McGill University, Montréal, QC, Canada
- Molecular Biology Programs, Department of Medicine, University of Montreal, Montréal, QC, Canada
| | - Koji Yasutomo
- Department of Immunology and Parasitology, Graduate School of Medicine, Tokushima University, Tokushima, Japan
- Department of Interdisciplinary Research on Medicine and Photonics, Institute of Post-LED Photonics, Tokushima University, Tokushima, Japan
- The Research Cluster Program on Immunological Diseases, Tokushima University, Tokushima, Japan
| |
Collapse
|