Scientific Resources

Droplet single-cell RNA-sequencing (dscRNA-seq) has enabled rapid,massively parallel profiling of transcriptomes. However,assessing differential expression across multiple individuals has been hampered by inefficient sample processing and technical batch effects. Here we describe a computational tool,demuxlet,that harnesses natural genetic variation to determine the sample identity of each droplet containing a single cell (singlet) and detect droplets containing two cells (doublets). These capabilities enable multiplexed dscRNA-seq experiments in which cells from unrelated individuals are pooled and captured at higher throughput than in standard workflows. Using simulated data,we show that 50 single-nucleotide polymorphisms (SNPs) per cell are sufficient to assign 97% of singlets and identify 92% of doublets in pools of up to 64 individuals. Given genotyping data for each of eight pooled samples,demuxlet correctly recovers the sample identity of<99% of singlets and identifies doublets at rates consistent with previous estimates. We apply demuxlet to assess cell-type-specific changes in gene expression in 8 pooled lupus patient samples treated with interferon (IFN)-β and perform eQTL analysis on 23 pooled samples. View Publication

The control of uptake and utilization of necessary extracellular nutrients-glucose and glutamine-is an important aspect of B cell activation. Let-7 is a family of microRNAs known to be involved in metabolic control. Here,we employed several engineered mouse models,including B cell-specific overexpression of Lin28a or the let-7a-1/let-7d/let-7f-1 cluster (let-7adf) and knockout of individual let-7 clusters to show that let-7adf specifically inhibits T cell-independent (TI) antigen-induced immunoglobulin (Ig)M antibody production. Both overexpression and deletion of let-7 in this cluster leads to altered TI-IgM production. Mechanistically,let-7adf suppresses the acquisition and utilization of key nutrients,including glucose and glutamine,through directly targeting hexokinase 2 (Hk2) and by repressing a glutamine transporter Slc1a5 and a key degradation enzyme,glutaminase (Gls),a mechanism mediated by regulation of c-Myc. Our results suggest a novel role of let-7adf as a metabolic brake" on B cell antibody production." View Publication

The host responds to virus infection by activating type I interferon (IFN) signaling leading to expression of IFN-stimulated genes (ISGs). Dysregulation of the IFN response results in inflammatory diseases and chronic infections. In this study,we demonstrate that IFN regulatory factor 2 (IRF2),an ISG and a negative regulator of IFN signaling,influences alphavirus neuroinvasion and pathogenesis. A Sindbis virus strain that in wild-type (WT) mice only causes disease when injected into the brain leads to lethal encephalitis in Irf2(-/-) mice after peripheral inoculation. Irf2(-/-) mice fail to control virus replication and recruit immune infiltrates into the brain. Reduced B cells and virus-specific IgG are observed in the Irf2(-/-) mouse brains despite the presence of peripheral neutralizing antibodies,suggesting a defect in B cell trafficking to the central nervous system (CNS). B cell-deficient μMT mice are significantly more susceptible to viral infection,yet WT B cells and serum are unable to rescue the Irf2(-/-) mice. Collectively,our data demonstrate that proper localization of B cells and local production of antibodies in the CNS are required for protection. The work advances our understanding of host mechanisms that affect viral neuroinvasion and their contribution to immunity against CNS infections. View Publication

The regulatory properties of B cells have been studied in autoimmune diseases; however,their role in allergic diseases is poorly understood. We demonstrate that Semaphorin 4C (Sema4C),an axonal guidance molecule,plays a crucial role in B cell regulatory function. Mice deficient in Sema4C exhibited increased airway inflammation after allergen exposure,with massive eosinophilic lung infiltrates and increased Th2 cytokines. This phenotype was reproduced by mixed bone marrow chimeric mice with Sema4C deficient only in B cells,indicating that B lymphocytes were the key cells affected by the absence of Sema4C expression in allergic inflammation. We determined that Sema4C-deficient CD19(+)CD138(+) cells exhibited decreased IL-10 and increased IL-4 expression in vivo and in vitro. Adoptive transfer of Sema4c(-/-) CD19(+)CD138(+) cells induced marked pulmonary inflammation,eosinophilia,and increased bronchoalveolar lavage fluid IL-4 and IL-5,whereas adoptive transfer of wild-type CD19(+)CD138(+)IL-10(+) cells dramatically decreased allergic airway inflammation in wild-type and Sema4c(-/-) mice. This study identifies a novel pathway by which Th2-mediated immune responses are regulated. It highlights the importance of plasma cells as regulatory cells in allergic inflammation and suggests that CD138(+) B cells contribute to cytokine balance and are important for maintenance of immune homeostasis in allergic airways disease. Furthermore,we demonstrate that Sema4C is critical for optimal regulatory cytokine production in CD138(+) B cells. View Publication

The aryl hydrocarbon receptor (AhR),a transcription factor known for mediating xenobiotic toxicity,is expressed in B cells,which are known targets for environmental pollutants. However,it is unclear what the physiological functions of AhR in B cells are. We show here that expression of Ahr in B cells is up-regulated upon B-cell receptor (BCR) engagement and IL-4 treatment. Addition of a natural ligand of AhR,FICZ,induces AhR translocation to the nucleus and transcription of the AhR target gene Cyp1a1,showing that the AhR pathway is functional in B cells. AhR-deficient (Ahr(-/-)) B cells proliferate less than AhR-sufficient (Ahr(+/+)) cells following in vitro BCR stimulation and in vivo adoptive transfer models confirmed that Ahr(-/-) B cells are outcompeted by Ahr(+/+) cells. Transcriptome comparison of AhR-deficient and AhR-sufficient B cells identified cyclin O (Ccno),a direct target of AhR,as a top candidate affected by AhR deficiency. View Publication

Staphylococcus aureus is both an important pathogen and a human commensal. To explore this ambivalent relationship between host and microbe,we analysed the memory humoral response against IsdB,a protein involved in iron acquisition,in four healthy donors. Here we show that in all donors a heavily biased use of two immunoglobulin heavy chain germlines generated high affinity (pM) antibodies that neutralize the two IsdB NEAT domains,IGHV4-39 for NEAT1 and IGHV1-69 for NEAT2. In contrast to the typical antibody/antigen interactions,the binding is primarily driven by the germline-encoded hydrophobic CDRH-2 motifs of IGHV1-69 and IGHV4-39,with a binding mechanism nearly identical for each antibody derived from different donors. Our results suggest that IGHV1-69 and IGHV4-39,while part of the adaptive immune system,may have evolved under selection pressure to encode a binding motif innately capable of recognizing and neutralizing a structurally conserved protein domain involved in pathogen iron acquisition. View Publication

Class switch recombination (CSR) in B cells requires the timely repair of DNA double-stranded breaks (DSBs) that result from lesions produced by activation-induced cytidine deaminase (AID). Through a genome-wide RNAi screen,we identified Kin17 as a gene potentially involved in the maintenance of CSR in murine B cells. In this study,we confirm a critical role for Kin17 in CSR independent of AID activity. Furthermore,we make evident that DSBs generated by AID or ionizing radiation require Kin17 for efficient repair and resolution. Our report shows that reduced Kin17 results in an elevated deletion frequency following AID mutational activity in the switch region. In addition,deficiency in Kin17 affects the functionality of multiple DSB repair pathways,namely homologous recombination,non-homologous end-joining,and alternative end-joining. This report demonstrates the importance of Kin17 as a critical factor that acts prior to the repair phase of DSB repair and is of bona fide importance for CSR. View Publication

HIV-1 infection is associated with increased risk for B-cell lymphomas. How HIV infection promotes the development of lymphoma is unclear,but it may involve chronic B-cell activation,inflammation,and/or impaired immunity,possibly leading to a loss of control of oncogenic viruses and reduced tumor immunosurveillance. We hypothesized that HIV structural proteins may contribute to lymphomagenesis directly,because they can persist long term in lymph nodes in the absence of viral replication. The HIV-1 transgenic mouse Tg26 carries a noninfectious HIV-1 provirus lacking part of the gag-pol region,thus constituting a model for studying the effects of viral products in pathogenesis. Approximately 15% of Tg26 mice spontaneously develop leukemia/lymphoma. We investigated which viral proteins are associated with the development of leukemia/lymphoma in the Tg26 mouse model,and performed microarray analysis on RNA from spleen and lymph nodes to identify potential mechanisms of lymphomagenesis. Of the viral proteins examined,only expression of HIV-1 matrix protein p17 was associated with leukemia/lymphoma development and was highly expressed in bone marrow before disease. The tumor cells resembled pro-B cells,and were CD19(+)IgM(-)IgD(-)CD93(+)CD43(+)CD21(-)CD23(-)VpreB(+)CXCR4(+) Consistent with the pro-B-cell stage of B-cell development,microarray analysis revealed enrichment of transcripts,including Rag1,Rag2,CD93,Vpreb1,Vpreb3,and Igll1 We confirmed RAG1 expression in Tg26 tumors,and hypothesized that HIV-1 matrix protein p17 may directly induce RAG1 in B cells. Stimulation of human activated B cells with p17 enhanced RAG1 expression in three of seven donors,suggesting that intracellular signaling by p17 may lead to genomic instability and transformation. View Publication

The extrafollicular (EF) plasmablast response to self-antigens that contain Toll-like receptor (TLR) ligands is prominent in murine lupus models and some bacterial infections,but the inhibitors and activators involved have not been fully delineated. Here,we used two conventional dendritic cell (cDC) depletion systems to investigate the role of cDCs on a classical TLR-dependent autoreactive EF response elicited in rheumatoid-factor B cells by DNA-containing immune complexes. Contrary to our hypothesis,cDC depletion amplified rather than dampened the EF response in Fas-intact but not Fas-deficient mice. Further,we demonstrated that cDC-dependent regulation requires Fas and Fas ligand (FasL) expression by T cells,but not Fas expression by B cells. Thus,cDCs activate FasL-expressing T cells that regulate Fas-expressing extrafollicular helper T (Tefh) cells. These studies reveal a regulatory role for cDCs in B cell plasmablast responses and provide a mechanistic explanation for the excess autoantibody production observed in Fas deficiency. View Publication

Type 1 diabetes (T1D) is characterized by a chronic,progressive autoimmune attack against pancreas-specific antigens,effecting the destruction of insulin-producing β-cells. Here we show interleukin-2 (IL-2) is a non-pancreatic autoimmune target in T1D. Anti-IL-2 autoantibodies,as well as T cells specific for a single orthologous epitope of IL-2,are present in the peripheral blood of non-obese diabetic (NOD) mice and patients with T1D. In NOD mice,the generation of anti-IL-2 autoantibodies is genetically determined and their titre increases with age and disease onset. In T1D patients,circulating IgG memory B cells specific for IL-2 or insulin are present at similar frequencies. Anti-IL-2 autoantibodies cloned from T1D patients demonstrate clonality,a high degree of somatic hypermutation and nanomolar affinities,indicating a germinal centre origin and underscoring the synergy between cognate autoreactive T and B cells leading to defective immune tolerance. View Publication

Regulation of gene expression in immune cells is known to be under genetic control,and likely contributes to susceptibility to autoimmune diseases such as multiple sclerosis (MS). How this occurs in concert across multiple immune cell types is poorly understood. Using a mouse model that harnesses the genetic diversity of wild-derived mice,more accurately reflecting genetically diverse human populations,we provide an extensive characterization of the genetic regulation of gene expression in five different naive immune cell types relevant to MS. The immune cell transcriptome is shown to be under profound genetic control,exhibiting diverse patterns: global,cell-specific and sex-specific. Bioinformatic analysis of the genetically controlled transcript networks reveals reduced cell type specificity and inflammatory activity in wild-derived PWD/PhJ mice,compared with the conventional laboratory strain C57BL/6J. Additionally,candidate MS-GWAS (genome-wide association study candidate genes for MS susceptibility) genes were significantly enriched among transcripts overrepresented in C57BL/6J cells compared with PWD. These expression level differences correlate with robust differences in susceptibility to experimental autoimmune encephalomyelitis,the principal model of MS,and skewing of the encephalitogenic T-cell responses. Taken together,our results provide functional insights into the genetic regulation of the immune transcriptome,and shed light on how this in turn contributes to susceptibility to autoimmune disease.Genes and Immunity advance online publication,22 September 2016; doi:10.1038/gene.2016.37. View Publication