Sepsis is defined as a fatal organ dysfunction resulting from a dysregulated immune response to infection[23]. It has a high rate of morbidity and mortality and is a serious public health problem worldwide[23]. However, the genetic mechanism of sepsis is not fully understood, and there are currently no effective strategies against sepsis. Therefore, exploring novel biomarkers and therapeutic targets is critical for the integrated management of sepsis. In this study, we combined bioinformatics analysis with MR analysis to identify key genes involved in the pathogenesis of sepsis. Our findings contribute to a better understanding of the immunomodulatory mechanisms underlying sepsis and reveal potential therapeutic targets for sepsis.
This study identified 11 up-regulated and 7 down-regulated key genes associated with sepsis. Up-regulated genes include SEMA4A, LRPAP1, FAM89B, TOMM40L, SLC22A15, MACF1, MCTP2, NTSR1, PNKD, ACTR10 and CPNE3, and down-regulated genes include IKZF3, TNFRSF25, HDC, HCP5, LYRM4, TFAM and RPS15A. Through functional enrichment analysis and immune cell infiltration analysis, we discovered that these genes predominantly engage in inflammatory and immune processes. Activated mast cells and neutrophils were abundant in patients with sepsis compared to healthy controls. Notably, most of the key genes exhibited correlations with diverse immune cells, including neutrophils, CD8 T cells, resting NK cells, plasma cells, memory B cells and macrophage subtypes.
SEMA4D is a homodimeric protein belonging to the fourth class of semaphorin protein family, has immunoregulatory function and plays an important role in T cell activation, antibody production, and intercellular adhesion[24, 25]. A recent study showed that asiaticoside could alleviate lipopolysaccharide-induced acute lung injury by blocking Sema4D/CD72 pathway[26]. Cui Y, et al.[27] reported that SEMA4D/VEGF surface enhances endothelialization by diminished-glycolysis-mediated M2-like macrophage polarization.
Interferon (IFN) signaling plays a key role in n the restriction or eradication of pathogen invasion[28]. It has been reported that the N-terminus of secreted LRPAP1 effectively binds and causes IFNAR1 degradation that enhances both DNA and RNA viral infections, including herpesvirus HSV-1, hepatitis B virus (HBV), EV71, and beta-coronavirus HCoV-OC43[29].
CD4 T helper cells are able to differentiate into a number of effector subsets that perform diverse functions in adaptive immune responses. Cytokine signaling pathway plays an important role in regulating the differentiation of CD4 T helper cells. Ikaros zinc finger (IkZF) transcription factors are known regulators of immune cell development,especially that of effector CD4 T cell populations[30]. It has been suggested that aiolos may negatively regulate TH1 differentiation by repressing autocrine IL-2 signaling[31]. Various studies have shown that Th17 is inextricably linked to the pathogenesis of sepsis[32, 33]. During the course of sepsis, Th17 regulates the inflammatory response by secreting pro-inflammatory cytokines, recruiting neutrophils, activating innate immune cells, and enhancing B lymphocyte function[34]. Using Aiolos-deficient mice, Quintana FJ,et.al demonstrated that Aiolos promotes Th17 differentiation by directly silencing Il2 expression in vitro and in vivo[35].
T follicular helper (Tfh) cells is important to promote the development of germinal centers and maturation of high affinity antigen-specific B cells[36]. Impaired B-cell maturation contributes to reduced B cell numbers and poor prognosis in sepsis, the numbers of circulating Tfh cell positively correlated with the numbers of mature B cell and immunoglobulin concentrations[37]. IkZF transcription factors Aiolos regulated Tfh cell differentiation by interacting with STAT3 to form a transcriptional complex capable of inducing Bcl-6 expression in CD4 T cell populations[38]. As an antagonist of IL-2 signaling, Aiolos has been shown to be a positive regulator of TFH cell differentiation[39].
TNFRSF25 is a member of the TNF receptor superfamily (TNFRSF) and binds to the TNF-like protein TL1A. This receptor is preferentially expressed in lymphocyte-rich tissues and may play a role in regulating lymphocyte homeostasis[40]. TNFRSF25 signaling has been shown to stimulate NF-kappaB, which in turn regulate cell apoptosis[41]. Activation of TNFRSF25 in primary T cells has been found to stimulate proliferation, cell activation, and effector function[42].
LYRM4 is necessary to maintain the stability and activity of the human cysteine desulfurase complex NFS1-LYRM4-ACP. Disruption of this gene can negatively affect mitochondrial and cytosolic iron homeostasis[43].
TFAM(transcription factor A, mitochondria) is a major regulator of mitochondrial function, and its expression is responsible for mtDNA transcription initiation[44]. TFAM is a ~ 24 kDa protein with non-specific DNA-binding properties. After synthesis as a precursor protein (~ 29 kDa) in the cytoplasm, TFAM is shuttled to the mitochondria, where mature TFAM is generated by cleavage of a targeting sequence (~ 5 kDa) by a processing peptidase in the mitochondrial matrix[45].Insufficient TFAM is associated with the failure of mitochondrial biological energy supply and apoptosis, leading to mitochondrial diseases[46]. Mitochondrial dysfunction in sepsis has been reported to be associated with diminished intramitochondrial TFAM[47]. Studies have shown that TFAM plays a central role in restoring mitochondrial function in sepsis-induced organ failure[48]. Deng Z,et.al showed that melatonin attenuated sepsis-induced acute kidney injury by promoting mitophagy through SIRT3-mediated TFAM deacetylation[49]. Zhang F,et.al reported that TFAM-Mediated mitochondrial transfer of mesenchymal stem cells (MSCs) improved the permeability barrier in sepsis-associated acute lung injury[50].
GO and KEGG enrichment analysis revealed key biological processes and pathways associated with sepsis, which are closely related to inflammatory and immune processes. The abundance of activated mast cells and neutrophils were increased in patients with sepsis compared with healthy controls. Consistent with the result of previous studies, sepsis-related genes may play an important role in regulating immune cell infiltration[51]. Spearman’s correlation analysis was performed to evaluate the correlation between key DEGs and infiltrating immune cell types.
During sepsis, neutrophils play a critical role in the host's inflammatory response against invading pathogens[52]. Activated neutrophils exert effector functions primarily through phagocytosis, degranulation and releasing neutrophil extracellular traps (NETs)[53–55]. However, excessive neutrophil activation and NET release can further induce inflammation and organ injury, leading to the progression of sepsis[56]. Neutrophils exhibit increased lifespan and impaired migration, resulting in overwhelming vascular inflammation through the release of cytokines, reactive oxygen species (ROS) and NETs[57]. Neutrophils and NETs induce pro-inflammatory and pro-angiogenic responses in endothelial cells via NF-κB activation[58]. Neutrophils and NETs degrade glycocalyx present on the surface of endothelial cells and increase endothelial permeability through junction cleavage, high expression of adhesion molecules, and apoptosis[59]. Additionally, neutrophils and NETs induce a pro‐coagulant endothelial cell phenotype via degradation of the anti‐coagulation system and up‐regulation of tissue factor[60]. Mast cells stimulated by TNF-α can release cytokines, proteases, histamine and heparinase, contributing to further glycocalyx degradation[61]. Endothelial dysfunction leads to impaired microcirculatory blood flow, tissue hypoperfusion, and life-threatening organ failure in the late phase of sepsis.
Neutrophils are often found to be elevated in sepsis, which is thought to be associated with the inhibition of apoptosis in neutrophils and the release of immature neutrophils[62]. In this study, key genes were significantly associated with infiltration of multiple immune cells, especially neutrophils. These key genes may be involved in the development of sepsis as immunomodulatory molecules. More detailed and in-depth mechanisms of how key genes regulate neutrophils are worth investigating. In a mouse model of CLP-induced septic peritonitis, mast cells were systematically and locally activated and released pre-stored inflammatory mediators [63]. In addition, MCs have shown immunological implications in regulating cell death in sepsis[64]. Yue J, et al.[65] showed that MCs activation could mediate blood-brain barrier impairment and cognitive dysfunction in septic mice in a histamine-dependent pathway.
Depletion of B cells, CD4 and CD8 T cells due to increased apoptosis accounts for "lymphocyte exhaustion" and immunosuppression in sepsis[66, 67]. In sepsis, lymphopaenia has been observed to be associated with increased mortality[68, 69]. Increased expression of inhibitory receptors on lymphocytes in patients with sepsis directly affects their ability to respond to infection[70]. In addition, the function of Th1, Th2, and Th17 cells has been shown to be suppressed in patients suffering from sepsis[71]. Several experimental and clinical trials have shown that sepsis enhances Treg function, which suppresses monocytes, neutrophils and effector T cells, leading to immune paralysis and ultimately septic death[72, 73]. In a murine sepsis model, suppression of T cell autophagy lead to decreased viability and function of T cells through accelerated apoptosis[74]. Reversing lymphocyte apoptosis has become a challenging aspect of sepsis treatment.
Sepsis is characterized by M1-like macrophage activation. Enhanced autophagy has been reported to inhibit M1-like macrophage polarization and reduce pro-inflammatory cytokines, thereby alleviating CLP-induced sepsis[75]. Patients with sepsis experience immune disorders that manifest as pro-inflammatory response and immunosuppression, which occur sequentially or simultaneously[76]. Sepsis-related deaths primarily occur during the period of immunosuppression[77]. Apoptosis of immune cells is an important factor in the development of immunosuppression in sepsis[78]. Abnormalities in the counts and functions of B cells lead to impaired B cell-mediated immune response, exacerbating the development of sepsis[79]. It has been shown that depletion of memory B cells contributes to sepsis-induced immunosuppression and increases the risk of secondary infection. Reduced circulating B-cell and IgM levels are associated with reduced survival in patients with sepsis[80].
Correlation analysis showed that neutrophils, CD8 T cell, resting NK cells, memory B cells and plasma cells signatures were associated with most key genes. Most up-regulated genes, including SEMA4A, LRPAP1, FAM89B, TOMM40L, SLC22A15, MACF1, MCTP2, NTSR1, ACTR10 and CPNE3, were positively correlated with neutrophils. Down-regulated genes including IKZF3, TNFRSF25, HDC, HCP5 and LYRM4 were negatively correlated with neutrophils. These results highlighted the complex interactions between sepsis-related genes and immune cells, emphasizing the importance of further research into immune-related pathogenesis of sepsis.
This study has several strengths. To our knowledge, this study is the first to combine bioinformatics with MR analysis to explore the genetic pathogenesis of sepsis. The MR method avoided the bias caused by confounders and reverse causality in conventional observational studies. In addition, our study reveals the potential role of key genes and immune cell signatures in sepsis, which may provide novel therapeutic targets for the clinical management of patients with sepsis.
However, there are still some limitations. Firstly, the datasets we analyzed were downloaded from the GEO, so detailed clinical data was not available. Secondly, although we combined bioinformatics with MR analysis to identify key genes, the exact role of these genes in the pathogenesis of sepsis needs to be further elucidated through in vitro and in vivo experiments. Finally, because of the diversity of infectious sources, ethnicity, severity and course of sepsis patients, our findings may not be generalizable to all sepsis patients. Therefore, collecting more clinical specimens and conducting more in-depth analysis will become one of our future research work.