PMCCPMCCPMCC

Search tips
Search criteria 

Advanced

 
Logo of nihpaAbout Author manuscriptsSubmit a manuscriptHHS Public Access; Author Manuscript; Accepted for publication in peer reviewed journal;
 
Cell Host Microbe. Author manuscript; available in PMC 2013 March 15.
Published in final edited form as:
PMCID: PMC3310399
NIHMSID: NIHMS361160

Co-factors Required for TLR7- and TLR9- dependent Innate Immune Responses

SUMMARY

Pathogens commonly utilize endocytic pathways to gain cellular access. The endosomal pattern recognition receptors TLR7 and TLR9 detect pathogen-encoded nucleic acids to initiate MyD88-dependent pro-inflammatory responses to microbial infection. Using genome-wide RNAi screening and integrative systems-based analysis we identify 190 co-factors required for TLR7- and TLR9-directed signaling responses. A set of co-factors were cross-profiled for their activities downstream of several immunoreceptors, and then functionally mapped based on the known architecture of NF-κB signaling pathways. Protein complexes and pathways involved in ubiquitin-protein ligase activities, sphingolipid metabolism, chromatin modifications, and ancient stress responses were found to modulate innate recognition of endosomal nucleic acids. Additionally, hepatocyte growth factor-regulated tyrosine kinase substrate (HRS) was characterized as necessary for ubiquitin-dependent TLR9 targeting to the endolysosome. Proteins and pathways identified here should prove useful in delineating strategies to manipulate innate responses for treatment of autoimmune disorders and microbial infection.

INTRODUCTION

Vertebrates use interconnected branches of the immune system to dictate responses to commensal and pathogenic microbes and to maintain host health. In one strategy of immune sensing, invariant receptors, such as toll-like receptors (TLRs), are employed to recognize conserved molecules associated with microorganisms. Activation of these receptors allows cells to integrate contextual cues and signal for tissue repair, inflammation, and protective immunity (Kumar et al., 2011). Nucleic acid species are one class of microbial ligand sensed by multiple families of innate immune receptors.

The recognition of nucleic acids within endosomes is mediated by TLR3, 7/8, and 9, which sense double-stranded RNA (dsRNA), single-stranded RNA (ssRNA), and DNA, respectively (Blasius and Beutler, 2010). Many ssRNA, dsRNA, and double-stranded DNA (dsDNA) viruses have been found to activate endosomal TLRs, including human immunodeficiency virus (HIV), influenza virus, sendai virus (SV), and newcastle disease virus (NDV) (Kawai and Akira, 2006; Melchjorsen et al., 2005; Paun et al., 2008). Furthermore, both bacterial and parasitic genomes can activate TLR7 and TLR9 (Arpaia et al., 2011; Takeuchi and Akira, 2010; Zinkernagel et al., 2011).

To sense pathogen infection, TLR7/9 must traffic from their site of synthesis in the endoplasmic reticulum (ER) to the endolysosomal network. Determinants for intracellular localization reside in both the transmembrane and cytosolic domains of these TLRs (Barton et al., 2006; Mouchess et al., 2011). The multi-pass transmembrane protein UNC93B1 is specifically required for endosomal TLR trafficking (Kim et al., 2008). During trafficking, TLR9 traverses the Golgi en route to acidified endolysosomes where it is proteolytically processed by cathepsins and asparagine endopeptidase to yield a functional N-terminally truncated receptor (Ewald et al., 2008; Park et al., 2008; Sepulveda et al., 2009). However, it remains unclear how sorting from the Golgi to the endolysosomal compartment is achieved. Intriguingly, the AP-3 complex, as well as protein sorting complexes required for the formation of lysosome-related organelles, have been implicated in a late TLR9-trafficking event (Blasius et al., 2010; Sasai et al., 2010).

Unlike TLR3, both TLR7 and TLR9 signal through the adaptor MyD88 to produce either inflammatory cytokines or type I interferons (IFNs), depending on the cell type (Blasius and Beutler, 2010). In the pro-inflammatory arm of the signaling pathway, the kinases IRAK1, 2, and 4 activate the E3 ubiquitin ligase TRAF6. Together with Ubc13 and Uev1A, TRAF6 catalyzes the K63-linked ubiquitination of substrates, including TRAF6 itself, as well as NEMO and TAK1. Ubiquitination of NEMO induces the formation of the IKK signalosome, where activated TAK1 phosphorylates IKK-β, leading to IκBα phosphorylation and degradation (Akira et al., 2006). This allows NF-κB to translocate to the nucleus, and with the transcription factor AP-1, activate pro-inflammatory cytokine production.

Ligand availability, receptor expression and localization, and downstream signaling networks are tightly regulated to effectively enable host defense while simultaneously limiting autoimmunity. To more comprehensively understand the molecular components that govern this process, we conducted a genome-wide RNAi analysis of the cellular requirements for endosomally-initiated MyD88-dependent innate immune signaling. Integration of these results with orthogonal systems-based datasets yielded functional insight towards the regulatory hierarchies that preserve the critical balance between productive innate immune responses to pathogen challenge and hyper-responsiveness to autoantigens.

RESULTS

Genome-wide RNAi Analysis of MyD88-dependent Endocytic Signaling

To establish a systems-level understanding of the compendium of genes that regulate innate immune responses to endosomal nucleic acids, we performed genome-wide RNAi screens to identify co-factors required for TLR7/9 signaling. To elucidate regulators of these pathways in a cell type that is tractable for high-throughput genetics, we selected HEK293T cells. Although these are not hematopoietic cells, they are able to recapitulate transcriptional responses to TLR ligands after constitution with appropriate receptors (Chuang and Ulevitch, 2004). To monitor activities of these innate pathways, HEK293T cells stably expressing either TLR7 or TLR9 were engineered to harbor an NF-κB luciferase reporter element (HEK293T/TLR7/NF-κB luciferase or HEK293T/TLR9/NF-κB luciferase reporter cell lines). Reporter cell lines were transfected with an arrayed genome-wide siRNA library targeting ~20,000 human genes (Konig et al., 2009). Subsequently, cells were stimulated with a synthetic TLR7 ligand, R848, or a TLR9 ligand, the CpG-containing oligonucleotide ODN2006-G5, and NF-κB luciferase activity was monitored (Figure 1A). We observed significant separation between positive and negative control siRNAs (p<10−100), and a large fraction of canonical TLR signaling components, including MyD88, IRAK1, TAK1, and IKK-α, were identified from the primary screen (Figure S1A, Table S1, and data not shown).

Figure 1
Genome-wide integrative RNAi analysis of TLR7- and TLR9-mediated innate immune responses

Integrative Evidence-based Analysis of Genome-wide RNAi Datasets

Next, we used an integrative approach for candidate co-factor selection that considered additional lines of functional, biochemical, or transcriptional data (collectively called “Evidence-Based Analysis”; See Figures 1A, S1B and Supplemental Experimental Procedures). This approach is based on the assumption that a factor is more likely to be a physiologically relevant regulator of TLR signaling if multiple orthogonal lines of evidence can support experimentally-derived RNAi activities. Thus, in addition to weighing individual well and multiple well RNAi activities for a gene (siRNA activity and RSA activity, respectively), we also considered if a candidate factor has a high level of reported protein interactions with other canonical or candidate innate immune factors (Protein Network), is expressed in relevant cell types, or is induced by TLR stimulation (Gene Expression) (Figure S1C) (Konig et al., 2007; Zhou et al., 2005). We combined these multiple lines of evidence into a weighted decision matrix, and utilized a genetic algorithm to prioritize those factors that were the most likely to function as bona fide regulators of TLR signaling (Figure S1B-C, Table S2, and Supplemental Experimental Procedures).

This integrative evidence-based approach identified 546 genes as strongly supported candidate TLR7/9 co-factors. The activities of 190 co-factors were reconfirmed, employing criteria wherein each gene must be targeted by at least 2 sequence-independent siRNAs which attenuate R848- or CpG-mediated TLR signaling activation, while not significantly affecting cellular viability. These criteria significantly reduce, but do not eliminate, the possibility of RNAi-mediated off-target effects. Importantly, 80% of the known components of the TLR7/9 signaling pathways were identified in the primary screen and reconfirmed using these approaches (Table S1 and S2).

Gene ontology analyses of the 190 reconfirmed innate signaling co-factors revealed, as expected, enrichment of pathways and functions associated with innate immunity, including TLR and IL-1R signaling, innate responses to RNA viruses, NF-κB activation, and inflammation (Table S3). Furthermore, a collection of co-factors that are involved in chromatin modification, the sphingomyelin and ceramide synthesis pathways, and the unfolded protein response (UPR) were also enriched in this analysis (Figure S1D and Table S3). Significantly, 42 candidate co-factors could be genetically linked to multiple immune-related diseases through GWAS (genome-wide association studies) and expression analyses (Table 1 and Table S4).

Table 1
Confirmed factors involved in autoimmune diseases, inflammatory diseases, and viral infection

To determine if the factors confirmed in the screen were expressed in cell types relevant to TLR7 and TLR9 surveillance activities, we extracted mRNA expression profiles from the GNF Tissue Atlas (Su et al., 2002). The expression of 67% of the confirmed co-factors could be detected in cells and tissues of myeloid and lymphoid origin, and over 50% were predominantly expressed in hematopoietic cell types (p<3×10−6), including plasmacytoid dendritic cells (pDCs) (Figure S1E). Furthermore, 34 of these genes were found to have highly significant expression correlation coefficients (r2=0.94) with TLR7 and MyD88 (Figure 1B). Taken together, gene expression profiles of these identified molecules are largely consistent with their potential roles as TLR7/9 innate signaling co-factors.

We also evaluated the density of protein interactions between the 190 confirmed factors and known TLR signaling pathway members (see Supplemental Experimental Procedures). This analysis identified a highly significant protein interaction network (p<0.001) containing 105 total genes and 85 confirmed genes (Figure S1F). By expanding this network to include 546 primary screen hits, we generated an additional protein interaction network including 191 genes, and 109 confirmed factors (Figure 1C and S1G). This interaction map reflects the probable biochemical hierarchies of innate immune regulatory proteins within the context of the canonical TLR7/9 signaling pathway. By identifying dense local interactions, our analysis also suggested that the identified regulatory proteins participate in higher order biochemical interactions and protein complexes (Table S5 and Figure S1H-N).

Functional Classification of TLR7/9 Co-factors

To functionally characterize the regulatory role of 80 confirmed co-factors, we profiled their ability to modulate the NF-κB signaling pathway in response to ligand stimulation through TNF-α receptor (TNFR), IL-1β receptor (IL-1R) and TLR5. Based upon the known signaling architecture of these pathways, we were able to infer the likely impact upon individual steps of the TLR pathway for each gene (Figure 1D). RNAi against 29 genes, as well as UNC93B1, specifically impaired TLR7- and TLR9-mediated NF-κB activation, suggesting this category of genes may be involved in trafficking, processing, signaling, or transcriptional events associated specifically with TLR7/9 (Figure 1D; “TLR7/9 Specific”). RNAi against 13 genes, in addition to MyD88 and IRAK1, impaired TLR5-, TLR7-, TLR9-, and IL-1R-mediated NF-κB activation, indicating that these genes are preferentially required for MyD88-dependent signaling responses (Figure 1D; “MyD88-dependent Signaling”). Finally, RNAi against 38 genes, as well as IKK-α and p65, impaired all interrogated receptor signaling pathways, implicating these genes in the global regulation of NF-κB-dependent responses (Figure 1D; “General NF-κB Activity”).

Next, we manually curated the subcellular localizations and known functions of these 80 mediators of TLR7/9 signaling. This information was integrated with ligand profiling data (Figure 1D) and protein interaction data (Figure S1F-G) to construct a comprehensive model that reflects the likely functional and regulatory intersections between the innate signaling molecules identified here and the canonical TLR7/9 pathway (Figure 2 and Table S6; also see Supplemental Experimental Procedures).

Figure 2
Comprehensive model of functional and regulatory roles of confirmed TLR7/9 co-factors

Molecular and Biochemical Analyses of Confirmed Co-factors

Subsequently, to verify that depletion of the confirmed innate co-factors impacted the transcriptional response to TLR ligands, we profiled the role of these factors in the induction of NF-κB-dependent target genes. Silencing of >80% of confirmed factors in HEK293T cells reduced IL-8 target gene induction (Figure S2A and Table S7). Furthermore, of the 91 genes found to most potently regulate TLR7/9 responses, inhibition of 78 genes (85.7%) decreased R848-induced ICAM-1 mRNA expression in THP-1 monocytic cells (Figure 3A, S2A-B, and Table S7). Importantly, this data demonstrates that the co-factors identified by our analysis impact innate immune signaling in a myeloid-lineage cell line.

Figure 3
Characterization of selected confirmed genes onto the TLR signaling pathway

Next, we measured the effects of siRNA-mediated depletion of confirmed factors upon R848-induced p65 nuclear translocation. An evaluation of both target gene data and p65 localization data allowed us to distinguish between innate co-factors with nuclear versus cytoplasmic activities (Figure S2A, S2C, and Table S7). For example, siRNAs targeting several mitochondrial-, ER-, or cytoplasmic-localized proteins not only impaired IL-8 mRNA expression, but also p65 nuclear translocation, suggesting these genes regulate upstream TLR signaling events. In contrast, siRNAs targeting a group of nuclear localized proteins inhibited IL-8 mRNA expression while p65 nuclear translocation remained intact, providing evidence to support a role for these genes in transcriptional or epigenetic control of the inflammatory response (Figure 2).

Finally, we tested a subset of confirmed TLR7/9 co-factors for their ability to regulate the endosomal response to SV infection. Since SV robustly induces a RIG-I-mediated immune response (Melchjorsen et al., 2005), we evaluated the co-factors in a RIG-I-deficient background. Silencing of TLR7, UNC93B1, or MyD88 significantly reduced induction of NF-κB by SV, indicating a TLR7-dependent response to infection (Figure 3B). Notably, we observed that silencing of seven out of twelve selected co-factors significantly attenuated immune responses to SV infection (Figure 3B, data not shown).

In an effort to test predicted pathway activities and protein interactions for innate signaling co-factors (Figure 1C and S1F-G), we selected a small subset of genes for co-immunoprecipitation analysis (Figure 3C). We found that approximately 50% of these selected co-factors physically associated with the canonical TLR pathway member predicted by our protein-protein interaction analysis (Figure 3C and and4A;4A; data not shown). For example, protein network analyses suggested that PDK2 (Pyruvate dehydrogenase kinase, isozyme 2) physically interacts with TRAF6, UEV1A, UBC13 and TAK1 through an intermediate protein (Figure 1C and S1G); co-immunoprecipitation confirmed that PDK2 does physically associate with both TRAF6 and TAK1, although we were unable to detect a physical interaction between PDK2 and UEV1A or UBC13 (Figure 3C). In addition, PDK2 depletion inhibited ligand induced expression of IL-8, p65 nuclear translocation, and altered IκBα degradation kinetics (Figure 3D-F, S2D); this suggests that PDK2 functions upstream of IKK activation, and is consistent with the predicted PDK2 activity derived from ligand profiling studies (Figure 1D). Additional co-immunoprecipitation experiments revealed biochemical interactions between the ubiquitin protein ligase, FBXL7 (F-box and leucine-rich repeat protein 7), and TLR7/9 pathway members IRAK1, TRAF6 and TAK1, which are all known be modified by ubiquitin following receptor activation (Conze et al., 2008; Takeuchi and Akira, 2010) (Figure 3C). Interestingly, we observed that TLR pathway members interacted with expected (~54kDa) and higher molecular weight forms of FBXL7, suggesting that this F-box protein may be subject to post-translational modification. Since depletion of FBXL7 also impaired IκBα degradation kinetics, p65 nuclear translocation, and IL-8 upregulation (Figure 3D-F, and S2E), our data suggests that FBXL7 may be a MyD88-dependent regulator of ubiquitination events that occur prior to the activation of the IKK signalosome complex.

Figure 4
HRS regulates TLR7 and TLR9 signaling

Finally, co-immunoprecipitation experiments using ectopically-expressed tagged TLR9 and HRS (also HGS, hepatocyte growth factor-regulated tyrosine kinase substrate) revealed that TLR9 interacted with HRS, and the affinity of HRS for TLR9 was stronger than its affinity for cell-surface expressed TLR2 (Figure 4A). Taken together with data demonstrating that HRS was uniquely required for endosomal signaling (Figure 1D and Figure 2), this finding was of particular interest, since HRS has been shown to mediate plasma membrane-associated receptor trafficking toward the lysosome (Saksena et al., 2007; Wegner et al., 2011).

A Role for HRS in Endosomal TLR Trafficking

To pursue the hypothesis that HRS might play a role in targeting TLR7/9 to the endolysosomal compartment, we verified depletion of HRS protein and further assessed the impact of HRS on NF-κB signaling (Figure S3A). In HRS-depleted cells, NF-κB promoter activation was significantly reduced after stimulation with R848 or CpG, but remained intact after stimulation with TNF-α (Figure 4B). Furthermore, R848-induced secretion of IL-8 was abrogated with HRS knockdown in HEK293T cells (Figure 4C), and HRS silencing in THP-1 cells reduced target gene induction in response to TLR7 ligand, but not TNF-α nor the TLR2 agonist Pam3CSK4 (Figure S3B). HRS knockdown in HEK293T cells also resulted in the blockage of p65 nuclear translocation in response to R848, as well as the impairment of ligand-mediated IκBα degradation (Figure 4D and 4E). Importantly, silencing of HRS in primary macrophage-derived dendritic cells (MDDCs) reduced TLR-dependent induction of TNF-α and IFN-α following infection with NDV (Figure 4F), underscoring the critical role of HRS in the endosomal innate response to virus infection. Together, these results indicate that HRS specifically regulates TLR7/9-initiated signaling events that occur prior to TAK1 activation, and are consistent with a role for HRS in endosomal receptor trafficking.

When delivered to acidified endosomal compartments, TLR9 (150kDa) is proteolytically processed, generating an ~80kDa cleaved species that is a hallmark of proper TLR9 trafficking (Ewald et al., 2008; Park et al., 2008). Furthermore, in the absence of the trafficking chaperone UNC93B1, no cleaved TLR9 species is observed (Figure 5A). In order to evaluate if HRS was required for this endosomal trafficking event, we examined whether TLR9 was properly cleaved following HRS knockdown. Silencing of HRS in a RAW264.7 cell line resulted in a 70% reduction of HRS protein levels, which corresponded to approximately a 60% decrease in the abundance of cleaved TLR9 (Figure 5A). Thus, these data support an essential role for HRS in TLR9 receptor trafficking.

Figure 5
TLR9 ubiquitination, signaling, and cleavage are dependent on TLR9 cytoplasmic lysines

It has been previously shown that HRS recognizes ubiquitinated cargo (Saksena et al., 2007). Because HRS physically interacts with TLR9 and is required for endolysosomal localization of the receptor, we investigated the role of TLR9 ubiquitination in receptor trafficking. When TLR9 was immunoprecipitated from immortalized macrophages or RAW264.7 cells expressing wild type (WT) TLR9-HA, a high molecular weight ubiquitinated species was detected (Figure 5B and data not shown). Mutation of the three lysine residues in the cytosolic linker and TIR (toll IL-1 receptor) domain of murine TLR9 (K878, K932, K963, called “TLR9 KallR mutant”) resulted in a highly significant reduction in the amount of ubiquitin staining in the TLR9 immunoprecipitate, suggesting that TLR9 is directly ubiquitinated (Figure 5B). Since HRS binds ubiquitinated cargo at the surface of early endosomes, we evaluated whether TLR9 ubiquitination might occur at this location (Saksena et al., 2007). In MEF cell lines, ectopic expression of UNC93B1 is required for the exit of TLR9 from the ER (Ewald et al., 2008). Consistent with ubiquitination of TLR9 in a post-ER compartment, co-expression of UNC93B1 was required for ubiquitination of TLR9 (Figure 5C). This UNC93B1-dependent ubiquitination also required TLR9 cytoplasmic lysines. Importantly, we find that while ubiquitinated WT TLR9 strongly interacted with HRS, the TLR9 KallR mutant exhibited a very low affinity for HRS, suggesting that HRS specifically binds the ubiquitinated receptor (Figure 5D).

To determine the functional relevance of TLR9 ubiquitination for signaling, we stimulated Tlr9−/− immortalized macrophages expressing single, double, and triple lysine-substituted constructs and measured the production of TNF-α. Whereas WT TLR9 and TLR9-K878, 963R were able to robustly produce TNF-α in response to CpG-B oligonucleotides, signaling by TLR9-K932R was strongly diminished, and the TLR9 KallR mutant was completely defective for signaling (Figure 5E). Though TLR9 K932 is strongly conserved across all TLR family members (Figure S4A), this lysine is not universally required for TLR signaling, as an analogous substitution in TLR2 (K698R) did not alter responsiveness to Pam3CSK4 (Figure S4B). However, substitution of two corresponding lysines in TLR7 (K952 and K953) reduced R848-mediated signaling, possibly reflecting an important and unique role for ubiquitination of these lysines in endosomal TLR function (Figure S4C).

TLR9 has recently been shown to contribute to the macrophage innate immune response against Group A Streptococcus (GAS) (Zinkernagel et al., 2011). To evaluate the function of TLR9 ubiquitination in the innate response to pathogen challenge, WT TLR9-HA or TLR9 KallR-HA macrophages were infected with GAS (Simon and Ferretti, 1991) and intracellular bacterial killing was evaluated (Figure 5F). TLR9 KallR-HA macrophages showed reduced ability to control intracellular replication of GAS compared to WT TLR9-HA macrophages, suggesting that ubiquitination of TLR9 cytoplasmic lysines are critical for pathogen sensing.

Finally, we monitored processing of TLR9 mutants to evaluate whether proper trafficking of these non-ubiquitinated receptors occurred. A high percentage of cleaved product was observed for both WT and TLR9-K878,963R constructs, while very little cleaved product was observed for the TLR9-K932R and TLR9-KallR mutants (Figure 5G and 5B), suggesting the signaling defect of these mutants could be attributed to failed sorting. Importantly, a fraction of full-length TLR9 KallR protein was insensitive to digestion with the glycosidase EndoH, indicating that this mutant does exit the ER and reach the Golgi compartment (Figure S4D). Additionally, we assessed trafficking of TLR9 by purifying phagosomes and immunoblotting for the presence of TLR9. The cleaved form of WT TLR9 was exclusively detected in the purified phagosome preparation, while neither full length nor cleaved TLR9 KallR was detected (Figure 5H). In agreement with phagosomal localization, WT TLR9 strongly colocalized with the late endosomal marker LAMP-1 (70/70 cells), whereas only 20% of TLR9-KallR mutants displayed strong colocalization (n=70) (Figure S4E and F). Taken together, these results suggest that HRS regulates the ubiquitin-dependent delivery of TLR9 to endolysosomes and phagosomes (Figure S4G).

Discussion

Here, we describe a genome-wide analysis of the co-factors that are required for MyD88-dependent endosomal innate signaling. By integrating orthogonal systems-level approaches, including RNAi data, cellular protein-protein interaction network analyses, and gene expression profiling data, we were able to identify and confirm 190 co-factors that mediate TLR7/9 signaling responses. Based on the activity of the confirmed factors in response to TLR5, TLR7, TLR9, TNFR, and IL-1R stimulation, we categorized a subset of genes as three different types of NF-κB regulators which are: TLR7/9 Specific, MyD88-dependent Signaling, and General NF-κB Activity. Using these functional predictions, we were able to further classify an additional 38 candidate innate regulatory factors using a Support Vector Machine (SVM) algorithm (Figure 2, and Table S6, also see Supplemental Experimental Procedures). Finally, these data were consolidated to construct a comprehensive predictive model that defines the likely regulatory hierarchies of the identified innate regulatory genes during the innate response to pathogen challenge.

Transcriptional control of the inflammatory response through chromatin remodeling

Histones are subject to post-translational modifications that govern gene expression through the remodeling of global chromatin environments (Kouzarides, 2007). Interestingly, we found that several chromatin modifiers were involved in the regulation of general pro-inflammatory responses. For example, PRMT2, HDAC5, and PHF17 affected NF-κB activation in response to all ligands tested. This suggests that these proteins facilitate the maintenance of chromatin conformations that enable rapid transcriptional responses to pro-inflammatory stimuli.

However, we also identified chromatin-modifying factors, such as BRD2, EPC1, GNG8, and WRN that have activities specific for only TLR7- or TLR9-mediated NF-κB transcriptional activation. Consistent with a role in directing epigenetic modifications in response to endosomal TLR activation, we find that in cells depleted of the TLR7/9-specific chromatin-modifying factors identified here, ligand-induced upregulation of IL-8 mRNA is impaired, while p65 nuclear translocation is unimpeded; this suggests that the chromosomal architecture of NF-κB target genes may be regulated in a ligand-dependent manner, and that upstream pathway regulators may be able to encode stimulus-specific information that is transmitted to the downstream transcription machinery. Importantly, such activities may enable overlapping, but distinct, transcriptional responses driven by a variety of pro-inflammatory stimuli. Taken together, these results may provide insight into the mechanisms by which different pattern recognition receptors are able to utilize shared pathway architectures to mediate distinct innate immune transcriptional responses.

Sphingolipid metabolism contributes to TLR-mediated proinflammatory signaling

Sphingolipid synthesis and metabolism are critical for the formation of cellular membranes, lipid rafts, and the generation of second lipid messenger ceramide; importantly, these pathways have previously been linked to induction of immune responses (Cinque et al., 2003). Here, we have found a significant enrichment of genes involved in both ceramide and sphingomyelin synthesis (p<2×10−4) (Table S3; HNF1A, PROKR2, PSAP, CXCR1, FLG, and APOB) to be required for TLR-, IL-1R-, and TNFR-mediated NF-κB activation, further underscoring the connection between lipid metabolism and innate immune signaling. Ceramide and sphingomyelin have been shown to be agonists for MAPK, AP-1, or NF-κB activation in the absence of other environmental stimuli (Cinque et al., 2003), and our results indicate that the endogenous sphingolipid metabolism is an important component of TLR-mediated activation of innate target genes. Consistent with our observations, treatment with D609 (an inhibitor of PC-PLC, which regulates acid sphingomyelinase) has been shown to protect mice from septic shock, suggesting that lipid metabolism is intricately linked to the efficient production of pro-inflammatory cytokines by TLRs (Machleidt et al., 1996). Importantly, our results indicate this metabolic pathway is an integral component of the general NF-κB signaling response to pathogen challenge, since all ceramide metabolism-associated genes identified by RNAi analysis affected NF-κB activation in response to all stimuli tested.

Involvement of organelles and ancient stress responses in TLR7/9 signaling

Organelles support general cell homeostasis through specialized functions, but can also serve as platforms for signal initiation or as points of integration. Indeed, organelle-bound proteins are associated with pathways governing ancient stress responses including the glycolytic pathway, the unfolded protein response (UPR), and innate immunity. For example, innate responses mediated by by the cytosolic PRR, RIG-I, are dependent on the mitochondrial membrane protein, MAVS (Seth et al., 2005; Yoneyama et al., 2004). The present study has identified genes that are associated with the mitochondria, suggesting the existence of a parallel innate signaling circuit that routes through this organelle. Additionally, we have also found a number of genes that participate in ER-associated UPR, as well as factors that localize to the Golgi (see Figure 2 and Table S3).

In times of cellular stress or danger, limited ambient oxygen results in a switch to mitochondrial energy production by anaerobic glycolysis, a process that is primarily governed by post-translational regulation of hypoxia-inducible factor-1 alpha (HIF-1α) (Carmeliet et al., 1998; Maxwell et al., 1999). Importantly, several studies have provided compelling evidence to support an intricate relationship between this hypoxic response and innate immunity (Tannahill and O’Neill, 2011). Here, we find that the glycolytic enzyme, PDK2, and a component of the electron transport chain, UQCRC1, are mitochondrial proteins that regulate TLR7/9-specific innate regulatory responses. Interestingly, PDK2 also regulates the glycolytic production of pyruvate and triggers upregulation of the transcription factor HIF-1α, providing a potential link between innate immune and glycolytic regulation of HIF-1α transcription (Sun et al., 2009). We also demonstrate that PDK2 can physically associate with IRAK1, TRAF6, and TAK1, suggesting that endosomal MyD88-dependent signaling events are reliant upon an intermediate mitochondrial complex containing PDK2 and other membrane-spanning proteins. Taken together, these data highlight the expanding role for cellular organelles as platforms for host defense and innate signaling responses.

TLR7/9 Co-factors in SLE and Immune Diseases

Importantly, 138 genes identified in our RNAi screen have been previously associated with genetic or gene expression variations (by GWAS or microarray, respectively) that underlie autoimmune or infection-related phenotypes. One autoimmune disorder, Systemic Lupus Erythematosus (SLE), is characterized by the production of auto-antibodies directed at nuclear antigens; genetic and experimental evidence suggest that deregulated innate immune responses can trigger this autoimmune disease (Waldner, 2009). Intriguingly, our analysis identified a number of molecular components associated with SLE disease onset or pathology as regulators of TLR signaling, including nuclear autoantigens (histones H2A, H2B, and SNRPD3 (Sm-D)), a regulator of antigen presentation (CD40), and a mediator of complement response (C4b) (Cook and Botto, 2006; Zieve and Khusial, 2003). These findings support a hypothesis that SLE auto-antigens may act as ‘endogenous-adjuvants’.

In addition, this analysis identified PHRF1 (also known as KIAA1542) as an essential regulator of the transcriptional response to TLR7/9 activation. A genome-wide association scan identified a single nucleotide polymorphism in an intronic region of PHRF1 (rs4963128) that was strongly linked to patients with SLE (Harley et al., 2008). This polymorphism is 23kb telomeric to IRF7, and the two loci are in strong linkage disequilibrium. As a consequence, it has been suggested that deregulation of IRF7 may predispose to the production of specific autoantibodies (Salloum et al., 2010). However, a functional link between PHRF1 and TLR7 signaling responses supports the possibility that variations in PHRF1 activity may play a causal role in the onset of SLE.

HRS and TLR7/9 trafficking

HRS is a proximal component of the ESCRT (Endosomal Sorting Complex Required for Transport) machinery; we find that HRS is required for proper trafficking of TLR7/9 to endolysosomal networks, supporting a positive role for an upstream component of the ESCRT machinery in endosomal receptor sorting. Interestingly, Drosophila Hrs was also recently shown to be necessary for robust signaling of the ancestral Toll pathway (Huang et al., 2010).

In classical models of ESCRT-mediated protein trafficking, activated receptors are downregulated from the plasma membrane, packaged into MVBs, and ultimately degraded as MVBs fuse with lysosomes (Hanson et al., 2009). Such negative regulation has been observed for TLRs: for example, TLR4 is ubiquitinated, interacts with HRS, and is degraded following LPS sensing (Husebye et al., 2006). As our results show a weak interaction between HRS and TLR2, it is possible that additional plasma membrane associated TLRs, including TLR2, are regulated in a similar manner. In contrast to this model, we show that TLR9 is positively regulated via a physical interaction with HRS, and that this association leads to delivery of the receptor to the endolysosome, enabling signaling responses, instead of favoring protein degradation. We show these events are also dependent on the ubiquitination of TLR9 in a post-ER compartment; this modification of the receptor permits a highly specific interaction with HRS that is critical for TLR9 activation, since mutation of only three lysine residues impairs receptor trafficking, processing, and signaling. Importantly, previous studies have shown that the impairment of HRS function does not disrupt endosome formation or acidification (Bache et al., 2003; Vaccari et al., 2010). Together with our observation that both mutations of the TLR9 cytoplasmic lysines and depletion of HRS result in similar defects in receptor trafficking, these data support a unique role for HRS in the ubiquitin-dependent targeting of TLR9 to the endosome.

We further hypothesize that the targeting of TLR7/9 to endolysosomes by HRS is dependent on a non-canonical ESCRT pathway, because TLR7/9 would not be able to signal from MVB and would be targeted for lysosomal degradation. This is consistent with evidence also suggesting that, in some cases, HRS or ESCRT complexes may govern sorting steps that do not result in receptor degradation. For example, HRS directs recycling of the β2-adrenergic receptor to the plasma membrane (Hanyaloglu et al., 2005), and ESCRT-I promotes sorting of Tyrp1 from early endosomes to melanosomes (Truschel et al., 2009). Taken together, our results support a role for HRS in ubiquitin-dependent, non-degradative TLR7/9 receptor trafficking; further studies will be required elucidate the potential non-canonical role of the ESCRT pathway in the processing and lysosomal trafficking of TLR9.

Based upon the integration of RNAi, proteomic, and gene expression datasets, this study provides a comprehensive systems-level analysis of the MyD88-dependent signaling response to endosomal nucleic acids. Secondary genetic and biochemical analyses enabled the modeling of an extended signaling network hierarchy that mediates the transcriptional response to TLR7/9 activation, and defined roles for proteins involved in ubiquitination and proteasomal degradation, chromatin remodeling, ancient stress responses, and receptor trafficking in the regulation of innate immune signaling responses. Recently, a study describing a systematic survey of TLR-responsive genes reported 280 putative innate immune signaling components (Chevrier et al., 2011). We observed limited overlap between the factors identified by Chevrier et al. and the TLR7/9 co-factors described here (data not shown). This discrepancy may be attributable to the differences in underlying experimental approaches, but additionally suggests that genetic screens have not reached saturation and that additional TLR regulatory components remain to be discovered. In total, our study provides global insight towards the molecular circuits that govern the cellular response to microbial infection, and identifies therapeutic targets for the treatment of autoimmunity and microbial infection.

Experimental Procedures

Reagents

Latex beads were purchased from Polysciences. Human CpG oligonucleotides, murine CpG oligonucleotides (TCCATGACGTTCCTGACGTT) with phosphorothioate linkages, and all primers used for RT-PCR were from IDT. R848 and flagellin were purchased from Invivogen. Human TNF-α, Human IL-1β, and antibodies against HA, MYC, ubiquitin, IκBα, tubulin, β-actin were from Cell Signaling Technology; p65 antibody was from Santa Cruz Biotechnology; goat anti-mouse Alexa488 secondary antibody was from Invitrogen; anti-FLAG antibody was from Sigma; anti-HRS antibody was from Abcam.

Cell lines, plasmids, and tissue culture

The HEK293T/TLR7/NF-κB and HEK293T/TLR9/NF-κB reporter cell lines were generated by transfecting HEK293T cells with TLR7 or TLR9 expression vectors, along with a 5X NF-κB luciferase reporter construct. HEK293T/TLR7/NF-κB and the HEK293T/TLR9/NF-κB cell lines were cultured in DMEM supplemented with 10% FBS (Thermo Scientific), L-glutamine and penicillin/streptomycin, with the addition of 5ug/ml of Blasticidin and 2ug/ml of puromycin. RAW264.7 cells purchased from ATCC were cultured in RPMI supplemented with 10% FBS, L-glutamine and penicillin/streptomycin. RAW264.7-TLR9-HA stable line was generated as described (Ewald et al., 2008). KallR-TLR9-HA mutants were generated by mutating the lysine residues of the WT-TLR9-HA at positions 878, 932 and 963 to arginines. Similarly, TLR2 and TLR7 lysine-to-arginine mutants were also generated. Tlr9−/− immortalized macrophages expressing either WT-TLR9-HA or a KallR-TLR9-HA were generated by transducing cells with corresponding expression vectors. RAW264.7-TLR9-HA cells were transduced with LMP microRNA-adapted retroviral vectors (Thermo scientific) targeting luciferase, Unc93b1 or Hrs to generate stable knockdown cell lines. The WT-TLR9-HA and KallR-TLR9-HA expression vectors used in co-immunoprecipitation experiments were obtained by subcloning WT-TLR9-HA from MSCV2.2 retroviral vector into pCDNA3.1 vector.

Immunoprecipitation and Immunoblot analysis

HEK293T cells were transiently transfected with expression vectors using Lipofectamine 2000 (Invitrogen). 48 Hours post transfection, the cells were lysed (50mM Tris-HCl, pH 7.4, 250mM NaCl, 1mM EDTA, 1% TRITON-100, supplemented with a complete protease inhibitor cocktail and phosphatase inhibitor cocktail (Sigma)). FLAG-HRS was immunoprecipitated using Dynabeads coated with protein G according to manufacturer’s protocol (Invitrogen). For immunoblotting with ubiquitin antibody, RIPA buffer (25 mM Tris-HCl pH 7.6, 150 mM NaCl, 1% NP-40, 1% sodium deoxycholate, 0.1% SDS) was supplemented with 40mM of N-ethylmaleimide.

p65 translocation assay

HEK293T/TLR7/NF-κB reporter cells were transfected with siRNAs. Three days post transfection, the cells were stimulated with 1uM of R848 for 40 minutes. The cells were fixed with 1% paraformaldehyde and then permeabilized and blocked using 0.3% TRITON-100 and 10% goat serum. Cells were then incubated overnight with a mouse anti-p65 antibody at 1:400 dilution. After 3 washes, cells were incubated for 1hr with a goat anti-mouse Alexa488 secondary antibody. Finally, cells were washed three more times and stained with Draq5.

Enzyme-linked Immunosorbent Assay (ELISA)

HEK293T/TLR7/NF-κB reporter cells were transfected with siRNAs. Three days post-transfection, transfectants were stimulated with 3uM of R848 for 12 hours. Human IL-8 immunoassay (eBioscience, cat# 88-8086) was performed according to the manufacturer’s instructions.

Sendai Virus Infection

HEK293/TLR7/NF-κB reporter cells were reversed transfected with siRNAs. Seventy-two hours post-transfection, the media was removed and 25ul of RPMI containing the appropriate amount of Sendai virus was added (9 HA units). Sendai virus (SeV) was grown in 9-day-old embryonated chicken eggs (Spafas Charles River) and was titrated by hemagglutination assay (HA) using chicken red blood cells (Lampire Biological Laboratories). After infection, the plates were incubated for 45 min at 37°C. Then, 75ul of RPMI with 10% FBS was added and cells were incubated at 37°C for an additional 10 hours and the luciferase assay was performed.

More detail regarding the procedures outlined here as well as additional experimental procedures can be found in Supplemental Experimental Procedures.

HIGHLIGHTS

  • RNAi and systems-based analysis identified 190 TLR7/9 signaling cofactors
  • Pathway cross-profiling enabled mapping co-factors to specific NFκB signaling modules
  • HRS is a mediator of ubiquitin-dependent non-degradative endosomal TLR sorting

Supplementary Material

Acknowledgments

This work was supported by the DTRA-JSTO contract HDTRA1-07-9-0001 from the Department of Defense Chemical and Biological Defense program through the Defense Threat Reduction Agency (DTRA). The work is also supported by an Alliance for Lupus Research Grant, 1 P50 NIGMS085764-01A2, NIH F31 grant AG032171 (to A.M.O.), the Irvington Institute Fellowship Program of the Cancer Research Institute (to A.E.), NIH/NIAID grant 1P01AI90935-01 (HIV immune networks team, HINT), and NIH grant AI77780. The authors thank the Small Molecule Immune Potentiators (SMIP) team at Novartis for helpful discussions.

Footnotes

Publisher's Disclaimer: This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final citable form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.

References

  • Akira S, Uematsu S, Takeuchi O. Pathogen recognition and innate immunity. Cell. 2006;124:783–801. [PubMed]
  • Arpaia N, Godec J, Lau L, Sivick KE, McLaughlin LM, Jones MB, Dracheva T, Peterson SN, Monack DM, Barton GM. TLR Signaling Is Required for Salmonella typhimurium Virulence. Cell. 2011;144:675–688. [PMC free article] [PubMed]
  • Bache KG, Brech A, Mehlum A, Stenmark H. Hrs regulates multivesicular body formation via ESCRT recruitment to endosomes. J Cell Biol. 2003;162:435–442. [PMC free article] [PubMed]
  • Barton GM, Kagan JC, Medzhitov R. Intracellular localization of Toll-like receptor 9 prevents recognition of self DNA but facilitates access to viral DNA. Nat Immunol. 2006;7:49–56. [PubMed]
  • Blasius AL, Arnold CN, Georgel P, Rutschmann S, Xia Y, Lin P, Ross C, Li X, Smart NG, Beutler B. Slc15a4, AP-3, and Hermansky-Pudlak syndrome proteins are required for Toll-like receptor signaling in plasmacytoid dendritic cells. Proc Natl Acad Sci U S A. 2010;107:19973–19978. [PubMed]
  • Blasius AL, Beutler B. Intracellular toll-like receptors. Immunity. 2010;32:305–315. [PubMed]
  • Carmeliet P, Dor Y, Herbert JM, Fukumura D, Brusselmans K, Dewerchin M, Neeman M, Bono F, Abramovitch R, Maxwell P, et al. Role of HIF-1alpha in hypoxia-mediated apoptosis, cell proliferation and tumour angiogenesis. Nature. 1998;394:485–490. [PubMed]
  • Chevrier N, Mertins P, Artyomov MN, Shalek AK, Iannacone M, Ciaccio MF, Gat-Viks I, Tonti E, DeGrace MM, Clauser KR, et al. Systematic discovery of TLR signaling components delineates viral-sensing circuits. Cell. 2011;147:853–867. [PMC free article] [PubMed]
  • Chuang TH, Ulevitch RJ. Triad3A, an E3 ubiquitin-protein ligase regulating Toll-like receptors. Nat Immunol. 2004;5:495–502. [PubMed]
  • Cinque B, Di Marzio L, Centi C, Di Rocco C, Riccardi C, Grazia Cifone M. Sphingolipids and the immune system. Pharmacol Res. 2003;47:421–437. [PubMed]
  • Conze DB, Wu CJ, Thomas JA, Landstrom A, Ashwell JD. Lys63-linked polyubiquitination of IRAK-1 is required for interleukin-1 receptor- and toll-like receptor-mediated NF-kappaB activation. Mol Cell Biol. 2008;28:3538–3547. [PMC free article] [PubMed]
  • Cook HT, Botto M. Mechanisms of Disease: the complement system and the pathogenesis of systemic lupus erythematosus. Nat Clin Pract Rheumatol. 2006;2:330–337. [PubMed]
  • Ewald SE, Lee BL, Lau L, Wickliffe KE, Shi GP, Chapman HA, Barton GM. The ectodomain of Toll-like receptor 9 is cleaved to generate a functional receptor. Nature. 2008;456:658–662. [PMC free article] [PubMed]
  • Hanson PI, Shim S, Merrill SA. Cell biology of the ESCRT machinery. Curr Opin Cell Biol. 2009;21:568–574. [PubMed]
  • Hanyaloglu AC, McCullagh E, von Zastrow M. Essential role of Hrs in a recycling mechanism mediating functional resensitization of cell signaling. EMBO J. 2005;24:2265–2283. [PubMed]
  • Harley JB, Alarcon-Riquelme ME, Criswell LA, Jacob CO, Kimberly RP, Moser KL, Tsao BP, Vyse TJ, Langefeld CD, Nath SK, et al. Genome-wide association scan in women with systemic lupus erythematosus identifies susceptibility variants in ITGAM, PXK, KIAA1542 and other loci. Nat Genet. 2008;40:204–210. [PMC free article] [PubMed]
  • Huang HR, Chen ZJ, Kunes S, Chang GD, Maniatis T. Endocytic pathway is required for Drosophila Toll innate immune signaling. Proc Natl Acad Sci U S A. 2010;107:8322–8327. [PubMed]
  • Husebye H, Halaas O, Stenmark H, Tunheim G, Sandanger O, Bogen B, Brech A, Latz E, Espevik T. Endocytic pathways regulate Toll-like receptor 4 signaling and link innate and adaptive immunity. EMBO J. 2006;25:683–692. [PubMed]
  • Kawai T, Akira S. TLR signaling. Cell Death Differ. 2006;13:816–825. [PubMed]
  • Kim YM, Brinkmann MM, Paquet ME, Ploegh HL. UNC93B1 delivers nucleotide-sensing toll-like receptors to endolysosomes. Nature. 2008;452:234–238. [PubMed]
  • Konig R, Chiang CY, Tu BP, Yan SF, DeJesus PD, Romero A, Bergauer T, Orth A, Krueger U, Zhou Y, et al. A probability-based approach for the analysis of large-scale RNAi screens. Nat Methods. 2007;4:847–849. [PubMed]
  • Konig R, Stertz S, Zhou Y, Inoue A, Hoffmann HH, Bhattacharyya S, Alamares JG, Tscherne DM, Ortigoza MB, Liang Y, et al. Human host factors required for influenza virus replication. Nature. 2009;463:813–817. [PMC free article] [PubMed]
  • Kouzarides T. Chromatin modifications and their function. Cell. 2007;128:693–705. [PubMed]
  • Kumar H, Kawai T, Akira S. Pathogen recognition by the innate immune system. Int Rev Immunol. 2011;30:16–34. [PubMed]
  • Machleidt T, Kramer B, Adam D, Neumann B, Schutze S, Wiegmann K, Kronke M. Function of the p55 tumor necrosis factor receptor “death domain” mediated by phosphatidylcholine-specific phospholipase C. The Journal of experimental medicine. 1996;184:725–733. [PMC free article] [PubMed]
  • Maxwell PH, Wiesener MS, Chang GW, Clifford SC, Vaux EC, Cockman ME, Wykoff CC, Pugh CW, Maher ER, Ratcliffe PJ. The tumour suppressor protein VHL targets hypoxia-inducible factors for oxygen-dependent proteolysis. Nature. 1999;399:271–275. [PubMed]
  • Melchjorsen J, Jensen SB, Malmgaard L, Rasmussen SB, Weber F, Bowie AG, Matikainen S, Paludan SR. Activation of innate defense against a paramyxovirus is mediated by RIG-I and TLR7 and TLR8 in a cell-type-specific manner. J Virol. 2005;79:12944–12951. [PMC free article] [PubMed]
  • Mouchess ML, Arpaia N, Souza G, Barbalat R, Ewald SE, Lau L, Barton GM. Transmembrane mutations in Toll-like receptor 9 bypass the requirement for ectodomain proteolysis and induce fatal inflammation. Immunity. 2011;35:721–732. [PMC free article] [PubMed]
  • Park B, Brinkmann MM, Spooner E, Lee CC, Kim YM, Ploegh HL. Proteolytic cleavage in an endolysosomal compartment is required for activation of Toll-like receptor 9. Nat Immunol. 2008;9:1407–1414. [PMC free article] [PubMed]
  • Paun A, Reinert JT, Jiang Z, Medin C, Balkhi MY, Fitzgerald KA, Pitha PM. Functional characterization of murine interferon regulatory factor 5 (IRF-5) and its role in the innate antiviral response. J Biol Chem. 2008;283:14295–14308. [PubMed]
  • Saksena S, Sun J, Chu T, Emr SD. ESCRTing proteins in the endocytic pathway. Trends Biochem Sci. 2007;32:561–573. [PubMed]
  • Salloum R, Franek BS, Kariuki SN, Rhee L, Mikolaitis RA, Jolly M, Utset TO, Niewold TB. Genetic variation at the IRF7/PHRF1 locus is associated with autoantibody profile and serum interferon-alpha activity in lupus patients. Arthritis Rheum. 2010;62:553–561. [PMC free article] [PubMed]
  • Sasai M, Linehan MM, Iwasaki A. Bifurcation of Toll-like receptor 9 signaling by adaptor protein 3. Science. 2010;329:1530–1534. [PMC free article] [PubMed]
  • Sepulveda FE, Maschalidi S, Colisson R, Heslop L, Ghirelli C, Sakka E, Lennon-Dumenil AM, Amigorena S, Cabanie L, Manoury B. Critical role for asparagine endopeptidase in endocytic Toll-like receptor signaling in dendritic cells. Immunity. 2009;31:737–748. [PubMed]
  • Seth RB, Sun L, Ea CK, Chen ZJ. Identification and characterization of MAVS, a mitochondrial antiviral signaling protein that activates NF-kappaB and IRF 3. Cell. 2005;122:669–682. [PubMed]
  • Simon D, Ferretti JJ. Electrotransformation of Streptococcus pyogenes with plasmid and linear DNA. FEMS Microbiol Lett. 1991;66:219–224. [PubMed]
  • Su AI, Cooke MP, Ching KA, Hakak Y, Walker JR, Wiltshire T, Orth AP, Vega RG, Sapinoso LM, Moqrich A, et al. Large-scale analysis of the human and mouse transcriptomes. Proc Natl Acad Sci USA. 2002;99:4465–4470. [PubMed]
  • Takeuchi O, Akira S. Pattern recognition receptors and inflammation. Cell. 2010;140:805–820. [PubMed]
  • Tannahill GM, O’Neill LA. The emerging role of metabolic regulation in the functioning of Toll-like receptors and the NOD-like receptor Nlrp3. FEBS Lett. 585:1568–1572. [PubMed]
  • Tannahill GM, O’Neill LA. The emerging role of metabolic regulation in the functioning of Toll-like receptors and the NOD-like receptor Nlrp3. FEBS Lett. 2011;585:1568–1572. [PubMed]
  • Truschel ST, Simoes S, Setty SR, Harper DC, Tenza D, Thomas PC, Herman KE, Sackett SD, Cowan DC, Theos AC, et al. ESCRT-I function is required for Tyrp1 transport from early endosomes to the melanosome limiting membrane. Traffic. 2009;10:1318–1336. [PMC free article] [PubMed]
  • Vaccari T, Duchi S, Cortese K, Tacchetti C, Bilder D. The vacuolar ATPase is required for physiological as well as pathological activation of the Notch receptor. Development. 2010;137:1825–1832. [PubMed]
  • Waldner H. The role of innate immune responses in autoimmune disease development. Autoimmun Rev. 2009;8:400–404. [PubMed]
  • Wegner CS, Rodahl LM, Stenmark H. ESCRT Proteins and Cell Signalling. Traffic 2011 [PubMed]
  • Yoneyama M, Kikuchi M, Natsukawa T, Shinobu N, Imaizumi T, Miyagishi M, Taira K, Akira S, Fujita T. The RNA helicase RIG-I has an essential function in double-stranded RNA-induced innate antiviral responses. Nat Immunol. 2004;5:730–737. [PubMed]
  • Zhou Y, Young JA, Santrosyan A, Chen K, Yan SF, Winzeler EA. In silico gene function prediction using ontology-based pattern identification. Bioinformatics. 2005;21:1237–1245. [PubMed]
  • Zieve GW, Khusial PR. The anti-Sm immune response in autoimmunity and cell biology. Autoimmun Rev. 2003;2:235–240. [PubMed]
  • Zinkernagel AS, Hruz P, Uchiyama S, von Kockritz-Blickwede M, Schuepbach RA, Hayashi T, Carson DA, Nizet V. Importance of Toll-Like Receptor 9 in Host Defense against M1T1 Group A Streptococcus Infections. J Innate Immun 2011 [PMC free article] [PubMed]