The transcriptome, proteome and metabolism atlases of CSF from viral and autoimmune encephalitis patients
To investigate the global transcriptomic, proteomic and metabolomic profiles of CSF cells in different types of encephalitis, we conducted a cohort of patients including 34 patients with VE, 29 patients with AE, and 6 patients with non-infectious and non-autoimmune encephalitis with clinical features similar to VE/AE. CSF samples were collected from each patient within a few days of admission. Transcriptomic, proteomic and metabolomic profiling of the CSF were performed, respectively.
Compared with the Control Group, 214 DEGs with common changing trends were identified in both VE and AE groups (Fig. 1C-D). GO pathway enrichment analysis of the DEGs revealed common immune responses in viral and autoimmune encephalitis patients, including nonspecific immune responses with inhibited neuronal transporter functions, as well as activation of T cells, promotion of T cell cytotoxic functions, and adaptive immune responses with B cell activation (Fig. 1E-F, 2A-B). Comparing the VE and AE groups, 1421 DEGs were identified (Fig. 3A). GO pathway enrichment analysis of the up-regulated DEGs in the VE group revealed that interferon responses were specifically activated in viral encephalitis compared to autoimmune encephalitis (Fig. 3B). GO pathway enrichment analysis of the up-regulated DEPs in the VE group revealed that the complement pathway was specifically upregulated in viral encephalitis compared to autoimmune encephalitis (Fig. 4B).
In metabolomic analysis, as shown in the volcano plot, 123 differential metabolites were identified and quantified between the VE group and the AE group (Fig. 3A). The heatmaps of differential metabolites and orthogonal partial least squares discriminant analysis (OPLS-DA) plot showed significant differences between VE and AE groups, and the Z-score plot also supported this view (Fig. 5B-D). The metabolite creatine associated with CD8+ T cell activation was upregulated in the VE group[24]. The metabolites L-dopa and gabapentin associated with CD4+ T cell and Treg cell modulation were upregulated in the AE group[25].
Both VE and AE exhibited inhibition of neuronal transporter function, activation of T cells, enhanced T cell cytotoxicity, and activation of B cells
Inhibition of neuronal transporter functions was observed in both VE and AE patients. Compared with the Control Group, a group of genes (KIF1C, KCTD3, ANKRD34A, SH3PXD2A) in AE and VE groups showed strong interactions and were down-regulated. It has been reported that KIF1C is a plus-end directed motor protein that can bind and transport the exon junction complex (EJC), participating in neuronal RNA localization and regulating neural development and synaptic plasticity[26]. The KCTD gene family encodes potassium channel regulating proteins involved in regulating neural development and conduction, and their mutations or dysregulated expression are associated with neural developmental defects and neuropsychiatric disorders[26]. ANKRD34A is specifically expressed in brain tissues. The downregulation of these genes may lead to inhibited neuronal transporter function.
Activation of T cells and promotion of T cell cytotoxic functions were observed in both viral and autoimmune patients. Compared with the Control Group, AE and VE groups showed differential expression of genes including BTN3A1, BTN3A2, BTN3A3, MAP4K1, ZAP70 and LCK, which were enriched in T cell activation. A group of genes (BTN3A1, BTN3A2, BTN3A3) exhibited strong interactions with each other, and they are isoforms[27]. It has been reported that BTN3A serves as a ligand for γδTCR, regulating human γδ T cell activation and effector functions by inducing conformational changes to expose activation-related sites on Vγ9Vδ2 T cells[28, 29]. In addition, the interaction between MAP4K1, ZAP70 and LCK is notable. ZAP70 and LCK are upstream kinases in the TCR signaling pathway that activate the MAPK pathway. MAP4K1, as an upstream kinase in the MAPK pathway, is a negative regulator of T cell activation. Together they lead to immunosuppression of T cells, especially CD8+ T cells[30]. The downregulated DEGs CAV1, VANGL1 and THEM216 in AE and VE groups compared to the Control Group can also participate in the key regulation of T cell functions by modulating the intensity of TCR signaling. In T cells, CAV1 interacts with the TCR complex to inhibit downstream TCR signaling, thereby tuning the strength of TCR signals. CAV1 can also interact with Foxp3 to stabilize the Treg cell phenotype. Through these two mechanisms, CAV1 controls the differentiation of Treg cells into effector T cells[31]. Its downregulation may facilitate TCR activation.
Activation of B cells is observed in both viral and autoimmune patients. Our data revealed that VE and AE Groups have differential expression of multiple genes compared with the Control Group, including CBL, PLCG1, INPP5D, PIk3CD, and CD79A genes with strong interactions, and most of them are related to the activation of B cells. Compared to the Control Group, these genes were upregulated in both the VE and AE groups[32–34]. It is speculated that both AE and VE have enhanced B cell activation functions compared with the Control Group (Fig. 2A). It has been reported that the ubiquitin ligase activity of Cbl proteins is required for B cell antigen processing and presentation to T cells, serving as a key regulator for germinal center formation and antibody responses[35]. PLCγ promotes cell proliferation and survival mainly by activating the mTOR signaling pathway, thus facilitating early B cell development[36]. INPP5D plays a role in regulating microglial barrier against Aβ toxicity, thereby regulating tau pathology in an Aβ-dependent manner relevant to Alzheimer's disease[37]. Activated PIK3CD drives intrinsic B cell clonal expansion but restricts intrinsic immune responses in B cells[34]. CD79 is an essential component of the B cell receptor (BCR) complex, and mutations in this gene result in failure of developing B lymphocytes to express premature BCR and to develop from pre-B to naive B cell stage[38]. The up-regulation of these genes may facilitate B cell activation. In addition, we found that CAV1, VANGL1 and THEM216, which exhibited strong interactions among the DEGs of the AE Group and VE Group compared to the Control Group, were downregulated. CAV1 can participate in the key regulation of B cell functions by modulating the intensity of BCR signaling. In B cells, CAV1 interacts with BCR to maintain BCR nanoclusters and inhibit BCR signaling by regulating Csk localization. CAV1 also stabilizes ordered lipid domains in the plasma membrane involved in tuning BCR signals. Through these mechanisms, CAV1 tunes the intensity of BCR signals to maintain B cell self-tolerance to autoantigens[39]. Its downregulation may facilitate BCR activation. VANGL1 can form complexes with SCRIB and NOS1AP to regulate cell polarity and migration, and its expression deficiency can lead to immunoglobulin deposition and tumor progression[40]. THEM216, also known as VANGL2, exerts its role by participating in the Wnt/PCP pathway, and can also regulate cell polarity and migration[41]. By performing GO enrichment on the DEPs of VE and AE compared with the Control Group, it can be found that B cell mediated immunity is up regulated in both groups.
Compared with the Control Group, the expression of genes related to B cell activation was up-regulated in both the VE and AE groups, while the expression of genes related to B cell inhibition was down-regulated. DEPs enriched in B-cell immune-related pathways were up-regulated in both the VE and AE groups, suggesting B cell activation in the VE and AE patients. This may be an important factor resulting in immune imbalance in VE and AE.
Compared with AE, the interferon response, complement pathways, and CD8 + T cell functions were more specifically activated in VE
Interferon response genes were specifically upregulated in the VE Group, compared to that in the AE Group. GO pathway enrichment analysis of upregulated DEGs in VE group indicated significantly upregulated pathways related to interferon production and response (Fig. 3B). Additionally, the results of immune cell abundances, calculating by CIBERSORT, indicated increased innate immune cells in VE group compared to the AE group, with significant differences observed in M1 macrophages and neutrophils (Fig. 3D). Compared to the AE Group, the core cluster of the PPI network analysis of the upregulated DEGs in the VE Group can be enriched in the ISG15-EGFR pathway (Fig. 3C). ISG15 is an interferon (IFN) α/β-inducible ubiquitin-like intracellular protein and also acts as an IFN-γ induced secreted molecule. ISG15 modifies Rab GDP-Dissociation Inhibitor Beta (GDI2) through ISGylation, consequently altering the endocytic recycling of EGFR. This implies that ISG15 can influence the intracellular localization of EGFR, further impacting its signaling function. In this manner, ISG15 can indirectly regulate EGFR-mediated signaling, affecting cell growth and survival[42].Moreover, the interaction of IDO1 with other DEGs is also notable. Given IDO1 is a key regulatory factor limiting excessive immune responses, it is likely playing a role in immune homeostasis in the VE group[43]. Among the upregulated DEGs in the VE group, a group of genes (H2AC21, H2BC17, H2BC6, H2BC9, H3C12, H4C2) exhibited strong interactions, which may participate in virus replication-related deacetylation while inhibiting IFN-γ associated responses[44] (Fig. 3C). In summary, the results indicate that in comparison to AE, the interferon response regulation in VE is specific.
Moreover, pathways involving IFN-γ suppression and adaptive immune inhibition are also activated, indicating a complex interplay among immune modulations.
The complement activation pathway was specifically activated in the VE group, when compared to the AE group. GO pathway enrichment analysis of DEPs upregulated in VE group showed activated pathways related to complement and humoral immune responses in VE group (Fig. 4B).
PPI analysis of all DEPs exhibit strong interactions of C4BPB, C1QC, C4BPA, FCN3, C1QA, and C1R, which enriched in compement activation pathway(Fig. 4A).
Therefore, we inferred that immune-mediated injury in VE patients could be attributed to complement activation.
The expression of creatine was elevated in CD8+ T cell function activation in the VE group. Notably, as shown in the heatmap and boxplot, after normalization using the z-score, the creatine levels in the VE group were consistently higher (P < 0.01) (Fig. 5C-E). Creatine is an essential nutrient required for normal CD8+ T cell function[24]. Creatine can promote proliferation and activation of CD8+ T cells, and maintain secretion of cytokines and cytotoxic molecules. Creatine can increase intracellular ATP levels in CD8+ T cells, satisfying their rapid proliferation and immune function exertion[45].