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Qiao W, Zhu C, Huang D, Liu Y, Wang Z, Zhu T, Song Q, Yang X, Wang Y, Wang Y. The Role of Pyroptosis-Related Gene Signature and Immune Infiltration in Juvenile Dermatomyositis. Clin Cosmet Investig Dermatol 2025; 18:61-76. [PMID: 39807406 PMCID: PMC11727505 DOI: 10.2147/ccid.s492340] [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: 10/08/2024] [Accepted: 12/22/2024] [Indexed: 01/16/2025]
Abstract
Objective Juvenile dermatomyositis (JDM) is a complex autoimmune disease, and its pathogenesis remains poorly understood. Building upon previous research on the immunological and inflammatory aspects of JDM, this study aims to investigate the role of pyroptosis in the pathogenesis of JDM using a comprehensive bioinformatics approach. Methods Two microarray datasets (GSE3307 and GSE11971) were obtained from the Gene Expression Omnibus database, and a list of 62 pyroptosis-related genes was compiled. Differential gene expression analysis and machine learning analysis were performed to identity the hub pyroptosis-related differentially expressed genes (PR-DEGs). Functional enrichment analysis, immune cell infiltration analysis, gene set variation analysis (GSVA), and gene set enrichment analysis (GSEA) were performed to elucidate the potential roles of PR-DEGs in JDM pathogenesis. Results A total of 2526 common DEGs were identified, among which 12 PR-DEGs were identified, with CASP1, IRF1, NOD2, and PYCARD identified as hub PR-DEGs. These genes were involved in cytokine production, inflammasome activity, necroptosis, NOD-like receptor signaling, and TNF signaling. Immune infiltration analysis showed increased pro-inflammatory immune cell infiltration in JDM patients, with PR-DEGs positively correlated with various immune cell types. GSVA and GSEA analyses demonstrated the involvement of PR-DEGs in multiple inflammation and immunity-related pathways, with the NOD-like receptor signaling pathway playing a central role. Conclusion This study highlights the crucial role of pyroptosis in the pathogenesis of JDM, with the identified PR-DEGs potentially contributing to disease development and progression by regulating key inflammatory and immune-related pathways.
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Affiliation(s)
- Weizhou Qiao
- Department of Clinical Laboratory, Central Hospital of Dalian University of Technology, Dalian, 116033, People’s Republic of China
| | - Cuiping Zhu
- Blood Purification Center, Central Hospital of Dalian University of Technology, Dalian, 116033, People’s Republic of China
| | - Dan Huang
- Department of Clinical Laboratory, Central Hospital of Dalian University of Technology, Dalian, 116033, People’s Republic of China
| | - Yue Liu
- Department of Clinical Laboratory, Central Hospital of Dalian University of Technology, Dalian, 116033, People’s Republic of China
| | - Zengkai Wang
- Department of Clinical Laboratory, Central Hospital of Dalian University of Technology, Dalian, 116033, People’s Republic of China
| | - Tianjie Zhu
- Department of Clinical Laboratory, Central Hospital of Dalian University of Technology, Dalian, 116033, People’s Republic of China
| | - Qingyu Song
- Department of Clinical Laboratory, Central Hospital of Dalian University of Technology, Dalian, 116033, People’s Republic of China
| | - Xu Yang
- Department of Clinical Laboratory, Central Hospital of Dalian University of Technology, Dalian, 116033, People’s Republic of China
| | - Yueying Wang
- Department of Clinical Laboratory, Central Hospital of Dalian University of Technology, Dalian, 116033, People’s Republic of China
| | - Yushuang Wang
- Department of Clinical Laboratory, Central Hospital of Dalian University of Technology, Dalian, 116033, People’s Republic of China
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Zhang H, Zhang Z, Fan K, Chen H, Guo Y, Mo X. Decoding the genetic landscape of juvenile dermatomyositis: insights from phosphorylation-associated single nucleotide polymorphisms. Immunogenetics 2024; 76:291-304. [PMID: 39085621 DOI: 10.1007/s00251-024-01350-y] [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: 03/22/2024] [Accepted: 07/24/2024] [Indexed: 08/02/2024]
Abstract
Genome-wide association studies (GWASs) have identified genetic susceptibility loci associated with juvenile dermatomyositis (JDM). Single nucleotide polymorphisms related to phosphorylation (phosSNPs) are critical nonsynonymous mutations exerting substantial influence on gene expression regulation. The aim of this study was to identify JDM susceptibility genes in the GWAS loci by the use of phosSNPs. We explored quantitative trait loci (QTLs) among the phosSNPs associated with JDM using data from eQTL (bulk tissues and single-cell) and pQTL studies. For gene expression and protein levels significantly influenced by JDM-associated phosSNPs, we assessed their associations with JDM through MR analyses. Additionally, we conducted differential expression gene analyses, incorporating single-cell transcriptomic profiling of 6 JDM cases and 11 juvenile controls (99,396 cells). We identified 31 phosSNPs situated in the 6p21 locus that were associated with JDM. Half of these phosSNPs showed effects on gene expression in various cells and circulating protein levels. In MR analyses, we established associations between the expression levels of pivotal JDM-associated genes, including MICB, C4A, HLA-DRB1, HLA-DRB5, and PSMB9, in skin, muscle, or blood cells and circulating levels of C4A, with JDM. Utilizing single-cell eQTL data, we identified a total of 276 association signals across 14 distinct immune cell types for 28 phosSNPs. Further insights were gained through single-cell differential expression analysis, revealing differential expression of PSMB9, HLA-A, HLA-B, HLA-C, HLA-DPB1, HLA-DQA1, HLA-DQB1, and HLA-DRB1 in immune cells. The present study pinpointed phosSNPs within susceptibility genes for JDM and unraveled the intricate relationships among these SNPs, gene expression levels, and JDM.
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Affiliation(s)
- Huan Zhang
- Department of Epidemiology, Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, School of Public Health, Suzhou Medical College of Soochow University, Suzhou, China
| | - Zhentao Zhang
- Department of Epidemiology, Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, School of Public Health, Suzhou Medical College of Soochow University, Suzhou, China
- Center for Genetic Epidemiology and Genomics, MOE Key Laboratory of Geriatric Diseases and Immunology, School of Public Health, Suzhou Medical College of Soochow University, 199 Renai Road, Suzhou, Jiangsu, 215123, People's Republic of China
| | - Kedi Fan
- Department of Epidemiology, Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, School of Public Health, Suzhou Medical College of Soochow University, Suzhou, China
- Center for Genetic Epidemiology and Genomics, MOE Key Laboratory of Geriatric Diseases and Immunology, School of Public Health, Suzhou Medical College of Soochow University, 199 Renai Road, Suzhou, Jiangsu, 215123, People's Republic of China
| | - Hongru Chen
- Department of Rheumatology, the First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, Jiangsu, 215000, People's Republic of China
| | - Yufan Guo
- Department of Rheumatology, the First Affiliated Hospital of Soochow University, 188 Shizi Street, Suzhou, Jiangsu, 215000, People's Republic of China.
| | - Xingbo Mo
- Department of Epidemiology, Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, School of Public Health, Suzhou Medical College of Soochow University, Suzhou, China.
- Center for Genetic Epidemiology and Genomics, MOE Key Laboratory of Geriatric Diseases and Immunology, School of Public Health, Suzhou Medical College of Soochow University, 199 Renai Road, Suzhou, Jiangsu, 215123, People's Republic of China.
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Zhang H, Fan K, Zhang Z, Guo Y, Mo X. Genome-wide identification of cell type-specific susceptibility genes for Juvenile dermatomyositis through the analysis of N 6-methyladenosine-associated SNPs. Autoimmunity 2024; 57:2419117. [PMID: 39447013 DOI: 10.1080/08916934.2024.2419117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Revised: 08/12/2024] [Accepted: 10/15/2024] [Indexed: 10/26/2024]
Abstract
Genome-wide association studies (GWASs) have pinpointed genetic loci associated with juvenile dermatomyositis (JDM). Functional genes within the GWAS loci may be cell type-specific, but their identity remains largely unknown. N6-methyladenosine (m6A) plays a pivotal role in regulating various cellular processes and is linked to autoimmune diseases. This study aimed to underscore the potential functional genes within the GWAS loci through the analysis of m6A-associated SNPs (m6A-SNPs), specifically within relevant cell types. JDM-associated m6A-SNPs were identified from the GWAS summary dataset. The correlation between m6A-SNPs and gene expression was assessed through bulk tissue and single-cell eQTL analyses. To further investigate the relationship between gene expression and JDM, Mendelian randomization analysis was employed. Additionally, differential expression analyses were conducted on bulk tissues, as well as single-cell transcriptomic data comprising 6 JDM patients and 11 juvenile controls (99,396 cells). Seven m6A-SNPs associated with JDM were identified. Bulk tissue analysis revealed differential expression of HLA-DPA1, HLA-DPB1, MICB, HLA-A, HLA-F, HLA-DQB2, HLA-DRB5, TAP2, PSMB9, MICA, AIF1, and DDX39B influenced by m6A-SNPs, all showing associations with JDM in both differential expression and Mendelian randomization analyses. In single-cell analysis, the six m6A-SNPs within the HLA locus acted as cell-type-specific eQTLs, correlating with the expression of HLA-A, HLA-B, HLA-C, HLA-DPB1, HLA-DQA1, HLA-DQB1 and HLA-DRB1 in myeloid, T or B cells. Notably, these genes displayed abnormal expression in T, B, and myeloid cells of JDM patients. The present study identified m6A-SNPs within JDM susceptibility genes, shedding light on the intricate interplay between m6A-SNPs, gene expression, and JDM.
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Affiliation(s)
- Huan Zhang
- Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Department of Epidemiology, School of Public Health, Suzhou Medical College of Soochow University, China
| | - Kedi Fan
- Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Department of Epidemiology, School of Public Health, Suzhou Medical College of Soochow University, China
- Center for Genetic Epidemiology and Genomics, School of Public Health, Suzhou Medical College of Soochow University, China
| | - Zhentao Zhang
- Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Department of Epidemiology, School of Public Health, Suzhou Medical College of Soochow University, China
- Center for Genetic Epidemiology and Genomics, School of Public Health, Suzhou Medical College of Soochow University, China
| | - Yufan Guo
- Department of Rheumatology, the First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, People's Republic of China
| | - Xingbo Mo
- Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Department of Epidemiology, School of Public Health, Suzhou Medical College of Soochow University, China
- Center for Genetic Epidemiology and Genomics, School of Public Health, Suzhou Medical College of Soochow University, China
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Meng N, Su Y, Ye Z, Xie X, Liu Y, Qin C. Single-cell transcriptomic landscape reveals the role of intermediate monocytes in aneurysmal subarachnoid hemorrhage. Front Cell Dev Biol 2024; 12:1401573. [PMID: 39318997 PMCID: PMC11420033 DOI: 10.3389/fcell.2024.1401573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Accepted: 08/26/2024] [Indexed: 09/26/2024] Open
Abstract
Objective Neuroinflammation is associated with brain injury and poor outcomes after aneurysmal subarachnoid hemorrhage (SAH). In this study, we performed single-cell RNA sequencing (scRNA-seq) to analyze monocytes and explore the mechanisms of neuroinflammation after SAH. Methods We recruited two male patients with SAH and collected paired cerebrospinal fluid (CSF) and peripheral blood (PB) samples from each patient. Mononuclear cells from the CSF and PB samples were sequenced using 10x Genomics scRNA-seq. Additionally, scRNA-seq data for CSF from eight healthy individuals were obtained from the Gene Expression Omnibus database, serving as healthy controls (HC). We employed various R packages to comprehensively study the heterogeneity of transcriptome and phenotype of monocytes, including monocyte subset identification, function pathways, development and differentiation, and communication interaction. Results (1) A total of 17,242 cells were obtained in this study, including 7,224 cells from CSF and 10,018 cells from PB, mainly identified as monocytes, T cells, B cells, and NK cells. (2) Monocytes were divided into three subsets based on the expression of CD14 and CD16: classical monocytes (CM), intermediate monocytes (IM), and nonclassical monocytes (NCM). Differentially expressed gene modules regulated the differentiation and biological function in monocyte subsets. (3) Compared with healthy controls, both the toll-like receptor (TLR) and nod-like receptor (NLR) pathways were significantly activated and upregulated in IM from CSF after SAH. The biological processes related to neuroinflammation, such as leukocyte migration and immune response regulation, were also enriched in IM. These findings revealed that IM may play a key role in neuroinflammation by mediating the TLR and NLR pathways after SAH. Interpretation In conclusion, we establish a single-cell transcriptomic landscape of immune cells and uncover the heterogeneity of monocyte subsets in SAH. These findings offer new insights into the underlying mechanisms of neuroinflammation and therapeutic targets for SAH.
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Affiliation(s)
- Ningqin Meng
- First Affiliated Hospital, Guangxi Medical University, Nanning, China
| | - Ying Su
- First Affiliated Hospital, Guangxi Medical University, Nanning, China
| | - Ziming Ye
- First Affiliated Hospital, Guangxi Medical University, Nanning, China
| | - Xufeng Xie
- The first people’s hospital of Yulin, Guangxi, China
| | - Ying Liu
- Department of Rehabilitation, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Chao Qin
- First Affiliated Hospital, Guangxi Medical University, Nanning, China
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Rabadam G, Wibrand C, Flynn E, Hartoularos GC, Sun Y, Madubata C, Fragiadakis GK, Ye CJ, Kim S, Gartner ZJ, Sirota M, Neely J. Coordinated immune dysregulation in juvenile dermatomyositis revealed by single-cell genomics. JCI Insight 2024; 9:e176963. [PMID: 38743491 PMCID: PMC11383589 DOI: 10.1172/jci.insight.176963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 05/08/2024] [Indexed: 05/16/2024] Open
Abstract
Juvenile dermatomyositis (JDM) is one of several childhood-onset autoimmune disorders characterized by a type I IFN response and autoantibodies. Treatment options are limited due to an incomplete understanding of how the disease emerges from dysregulated cell states across the immune system. We therefore investigated the blood of patients with JDM at different stages of disease activity using single-cell transcriptomics paired with surface protein expression. By immunophenotyping peripheral blood mononuclear cells, we observed skewing of the B cell compartment toward an immature naive state as a hallmark of JDM at diagnosis. Furthermore, we find that these changes in B cells are paralleled by T cell signatures suggestive of Th2-mediated inflammation that persist despite disease quiescence. We applied network analysis to reveal that hyperactivation of the type I IFN response in all immune populations is coordinated with previously masked cell states including dysfunctional protein processing in CD4+ T cells and regulation of cell death programming in NK cells, CD8+ T cells, and γδ T cells. Together, these findings unveil the coordinated immune dysregulation underpinning JDM and provide insight into strategies for restoring balance in immune function.
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Affiliation(s)
- Gabrielle Rabadam
- UC Berkeley-UC San Francisco Graduate Program in Bioengineering, and
- Department of Pharmaceutical Chemistry, UCSF, San Francisco, California, USA
| | - Camilla Wibrand
- Aarhus University, Aarhus, Denmark
- Division of Pediatric Rheumatology, Department of Pediatrics
| | | | - George C Hartoularos
- Graduate Program in Biological and Medical Informatics
- Division of Rheumatology, Department of Medicine
- Institute for Human Genetics
| | - Yang Sun
- Division of Rheumatology, Department of Medicine
| | - Chioma Madubata
- Division of Pediatric Rheumatology, Department of Pediatrics
- CoLabs
| | | | - Chun Jimmie Ye
- Division of Rheumatology, Department of Medicine
- Institute for Human Genetics
- Department of Epidemiology and Biostatistics, and
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, California, USA
- Chan Zuckerberg Biohub, San Francisco, California, USA
- Parker Institute for Cancer Immunotherapy, San Francisco, California, USA
| | - Susan Kim
- Division of Pediatric Rheumatology, Department of Pediatrics
| | - Zev J Gartner
- Department of Pharmaceutical Chemistry, UCSF, San Francisco, California, USA
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, California, USA
- Department of Pediatrics, UCSF, San Francisco, California, USA
| | - Jessica Neely
- Division of Pediatric Rheumatology, Department of Pediatrics
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Sharmeen S, Christopher-Stine L, Salvemini JN, Gorevic P, Clark R, Yao Q. Amyopathic dermatomyositis may be on the spectrum of autoinflammatory disease: A clinical review. RHEUMATOLOGY AND IMMUNOLOGY RESEARCH 2024; 5:42-48. [PMID: 38571935 PMCID: PMC10985708 DOI: 10.1515/rir-2024-0005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Accepted: 06/13/2023] [Indexed: 04/05/2024]
Abstract
Systemic autoinflammatory diseases (SAIDs) are distinct from autoimmune diseases. The former primarily results from abnormal innate immune response and genetic testing is crucial for disease diagnosis. Similar cutaneous involvement is a main feature for both SAID and dermatomyositis (DM), so they can be confused with each other. A literature search of PubMed and MEDLINE was conducted for relevant articles. The similarities and differences between these two types of diseases were analyzed. We found phenotypic similarities between these two types of disorders. Accumulating data supports a major role of the innate immune system and a similar cytokine profile. Molecular testing using an autoinflammatory disease gene panel may help identify SAID patients from the DM population and may offer therapeutic benefit using interleukin-1 (IL-1) inhibitors. A subset of DM, notably amyopathic dermatomyositis in the absence of autoantibodies may be on the spectrum of autoinflammatory disease.
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Affiliation(s)
- Saika Sharmeen
- Division of Rheumatology, Allergy and Immunology, Department of Medicine, Stony Brook University Renaissance School of Medicine, Stony Brook, NY, USA
| | | | - Joann N. Salvemini
- Department of Dermatology, Stony Brook University Renaissance School of Medicine, Stony Brook, NY, USA
| | - Peter Gorevic
- Division of Rheumatology, Allergy and Immunology, Department of Medicine, Stony Brook University Renaissance School of Medicine, Stony Brook, NY, USA
| | - Richard Clark
- Department of Dermatology, Stony Brook University Renaissance School of Medicine, Stony Brook, NY, USA
| | - Qingping Yao
- Division of Rheumatology, Allergy and Immunology, Department of Medicine, Stony Brook University Renaissance School of Medicine, Stony Brook, NY, USA
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Rabadam G, Wibrand C, Flynn E, Hartoularos GC, Sun Y, Ye CJ, Kim S, Gartner Z, Sirota M, Neely J. Coordinated immune dysregulation in Juvenile Dermatomyositis revealed by single-cell genomics. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.07.566033. [PMID: 37986917 PMCID: PMC10659396 DOI: 10.1101/2023.11.07.566033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2023]
Abstract
Juvenile Dermatomyositis (JDM) is one of several childhood-onset autoimmune disorders characterized by a type I interferon response and autoantibodies. Treatment options are limited due to incomplete understanding of how the disease emerges from dysregulated cell states across the immune system. We therefore investigated the blood of JDM patients at different stages of disease activity using single-cell transcriptomics paired with surface protein expression. By immunophenotyping peripheral blood mononuclear cells, we observed skewing of the B cell compartment towards an immature naive state as a hallmark of JDM. Furthermore, we find that these changes in B cells are paralleled by signatures of Th2-mediated inflammation. Additionally, our work identified SIGLEC-1 expression in monocytes as a composite measure of heterogeneous type I interferon activity in disease. We applied network analysis to reveal that hyperactivation of the type I interferon response in all immune populations is coordinated with dysfunctional protein processing and regulation of cell death programming. This analysis separated the ubiquitously expressed type I interferon response into a central hub and revealed previously masked cell states. Together, these findings reveal the coordinated immune dysregulation underpinning JDM and provide novel insight into strategies for restoring balance in immune function.
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Affiliation(s)
- Gabrielle Rabadam
- UC Berkeley-UC San Francisco Graduate Program in Bioengineering, UCSF, San Francisco, California, USA
- Department of Pharmaceutical Chemistry, UCSF, San Francisco, California, USA
| | - Camilla Wibrand
- Aarhus University, Aarhus, Denmark
- Division of Pediatric Rheumatology, Department of Pediatrics, UCSF, San Francisco, California, USA
| | - Emily Flynn
- CoLabs, UCSF, San Francisco, California, USA
| | - George C. Hartoularos
- Graduate Program in Biological and Medical Informatics, UCSF, San Francisco, California, USA
- Division of Rheumatology, Department of Medicine, UCSF, San Francisco, California, USA
- Institute for Human Genetics, UCSF, San Francisco, California, USA
| | - Yang Sun
- Division of Rheumatology, Department of Medicine, UCSF, San Francisco, California, USA
| | - Chun Jimmie Ye
- Division of Rheumatology, Department of Medicine, UCSF, San Francisco, California, USA
- Institute for Human Genetics, UCSF, San Francisco, California, USA
- Department of Epidemiology and Biostatistics, UCSF, San Francisco, California, USA
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, California, USA
- Chan Zuckerberg Biohub, San Francisco, California, USA
- Parker Institute for Cancer Immunotherapy, San Francisco, California, USA
| | - Susan Kim
- Division of Pediatric Rheumatology, Department of Pediatrics, UCSF, San Francisco, California, USA
| | - Zev Gartner
- Department of Pharmaceutical Chemistry, UCSF, San Francisco, California, USA
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, California, USA
- Department of Pediatrics, UCSF, San Francisco, California, USA
| | - Jessica Neely
- Division of Pediatric Rheumatology, Department of Pediatrics, UCSF, San Francisco, California, USA
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