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Machine learning based artificial intelligence technology for big data processing has shown great potential in predicting patients' conditions and aiding clinical decisions, and has been widely used in the development of clinical decision support systems in recent years. Sepsis is a life -threatening organ dysfunction caused by host response disorder caused by infection, and its early recognition and treatment can significantly improve the prognosis of patients. At present, there are many deficiencies in the clinical application of sequential organ failure assessment (SOFA), bedside quick sequential organ failure assessment (qSOFA), national early warning score (NEWS), inflammatory indicators, and novel biomarkers for evaluating sepsis. Artificial intelligence has promoted the development of critical care medicine because of its ability to rapidly process and analyze massive data of severe patients. This paper reviews the recent application of artificial intelligence in the early diagnosis and prediction of sepsis, in order to emphasize the importance and limitations of artificial intelligence in the diagnosis and prediction of sepsis.
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Sepsis is a life-threatening multiple organ dysfunction disease with high mortality and has become leading causes of death affecting intensive care unit (ICU) patients. Both long non-coding RNA (lncRNA) and microRNA (miRNA) are involved in the pathophysiological process of sepsis and can regulate the inflammatory response, both of which could be used as important diagnostic indicators and therapeutic targets of sepsis. The interaction among lncRNA, miRNA and messenger RNA (mRNA) plays an important role in sepsis and multiple organ dysfunction. This paper reviewed the regulatory relationship of lncRNA, miRNA and mRNA, as well as the regulatory role of lncRNA-miRNA-mRNA axis in inflammatory immune response and multiple organ dysfunction syndrome in sepsis, to provide new targets and strategies for the treatment of sepsis and organ dysfunction.
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Objective:To investigate the role and mechanism of high mobility group box 1(HMGB1) in the injury of Caco-2 intestinal epithelial barrier induced by lipopolysaccharide (LPS).Methods:The Caco-2 cellular monolayer barrier was established with Transwell chamber. After the Caco-2 monolayer model was established, the transepithelial electrical resistance (TEER) values were measured. When the TEER value reached 500 Ω·cm 2, the cells were divided into 3 groups: control group, LPS treatment group, and LPS+ ethyl pyruvate (EP) treatment group. The concentration of LPS and EP were 100 μg/mL, 50 μg/mL, separately. Then TEER values were measured at 12, 24, 48 and 72 h, and FITC-dextran permeability was detected at 24 h. The cells were seeded on 6-well plates. After cell density reached 80%, treatments were given as the above. The real-time polymerase chain reaction (RT-PCR) and Western blot were used to measure the changes in the protein and mRNA expressions of Occludin, HMGB1, and nuclear factor-κB (NF-κB). Results:Compared with the control group, the TEER values (Ω·cm 2) reduced at 12, 24, 48 and 72 h in the LPS treatment group [(514.22±12.59) vs (304.96±9.69), (521.65±13.35) vs (276.21±7.82), (523.99±8.18) vs (206.64±15.85), (491.21±6.72) vs (156.33±10.83), all P<0.05]. The FITC-dextran permeability increased significantly at 24 h [(2.58±0.07) vs (1.04±0.06), P<0.05]. The expression levels of Occludin protein and mRNA were decreased (all P<0.05), while the expression levels of HMGB1 and NF-κB protein and mRNA were significantly increased (all P<0.05). Compared with the LPS treatment group, the TEER values (Ω·cm 2) increased significantly at 12, 24, 48 and 72 h in the EP treatment group [(519.00±5.66) vs (304.96±9.69), (504.69±8.57) vs (276.21±7.82), (453.65±10.74) vs (206.64±15.85), (385.28±7.57) vs (156.33±10.83), all P<0.05]. The FITC-dextran permeability decreased at 24 h [(1.23±0.11) vs (2.58±0.07), P<0.05]. The expression level of Occludin protein and mRNA were increased ( P<0.05), while the expression levels of HMGB1 and NF-κB protein and mRNA were significantly decreased (all P<0.05). Conclusions:LPS can injure intestinal barrier directly in vitro and reduces the expression of tight junction proteins between cells. The mechanism may be related to the increased expression of HMGB1 and NF-κB protein.
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Mesenchymal stem cell derived (MSC) exosomes are extracellular vesicles with a diameter of about 50-200 nm. Exosomes contain a large number of biologically active substances including mRNAs, miRNAs, cytokines, chemokines, proteins, lipids, etc. MSC exosomes exert biological effects through paracrine and endocrine pathways in vivo. Uncontrolled inflammation and multiple organ dysfunction are the key roles in the progression of sepsis, moreover, heart, lungs, kidneys and brain are the general target organs to be damaged. MSC exosomes regulate the expression of cytokines, the production of inflammatory cell, the levels of inflammatory response and the recovery of damaged tissues or organ function. Therefore, studying the application of MSC exosomes is significant for the clinical treatment of sepsis. This article reviews the systemic inflammation regulation by MSC exosomes and its protective function on targeted organs such as heart, lungs, kidneys, brain, liver, etc. to provide evidences for the treatment of sepsis.
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Objective:To investigate the role and mechanism of the high mobility group box 1 (HMGB1) in intestinal mucosal barrier injury in rat with sepsis induced by endotoxin lipopolysaccharide (LPS).Methods:The rats were given intraperitoneal injection of LPS to reproduce a model of sepsis. The effect of HMGB1 inhibitor EP solution (40 mg/kg) on sepsis was observed, and phosphate buffer (PBS) control group was set up. Seventy-two hours after modeling, abdominal aortic blood was obtained, and enzyme-linked immunosorbent assay (ELISA) was used to measure the plasma levels of D-lactic acid and diamine oxidase (DAO) of mucosal barrier permeability. The pathological changes of the intestinal mucosal were observed with light microscope and the Chiu score was recorded. The intestinal mucosal ultrastructural changes were observed with electron microscopy. Real-time quantitative reverse transcription-polymerase chain reaction (RT-qPCR) and Western Blot were used to measure the mRNA and protein expressions of Occludin, inflammatory factor HMGB1 and its downstream signal molecule nuclear transcription factor-κB p65 (NF-κB p65) in the rat small intestine.Results:The results of histopathology and ultrastructure of the small intestine showed that in the LPS group, the intestinal mucosa tissue swelled obviously, part of the glands were incomplete, the infiltration of neutrophils increased, themicrovillus cells were absent, arranged indisorder, and the number of tight connections significantly reduced compared with the PBS control group. The levels of D-lactic acid and DAO indicating mucosal barrier permeability, the levels of inflammatory factor HMGB1 and its downstream signaling molecule NF-κB p65 mRNA and protein expressions in the LPS group were significantly higher than those in the PBS control group, and the mRNA and protein expression of Occludin in the small intestine was significantly lower than that in the PBS control group, suggesting that the intestinal mucosal barrier function in septic rats was damaged, permeability increased, and the structure was damaged. After the administration of the HMGB1 inhibitor EP, the intestinal mucosal barrier damage was significantly improved. The performance was as follows: the Chiu score of the small intestine tissue and the plasma D-lactic acid and DAO levels in the EP intervene group were significantly lower than those in the LPS group [Chiu score: 1.60±0.48 vs. 3.40±0.48, D-lactic acid (mmol/L): 3.30±0.22 vs. 5.30±0.16, DAO (U/L): 23.66±0.97 vs. 30.47±1.11, all P < 0.05]. Occludin mRNA and protein expression levels were significantly higher than those in the LPS group [Occludin mRNA (2 -ΔΔCt): 0.82±0.05 vs. 0.37±0.08, Occludin protein (Occludin/β-actin): 1.04±0.09 vs. 0.75±0.11, both P < 0.05], while the mRNA and protein expression levels of HMGB1 and NF-κB p65 were significantly lower than those in the LPS group [HMGB1 mRNA (2 -ΔΔCt): 1.63±0.10 vs. 3.57±0.10, HMGB1 protein (HMGB1/β-actin): 1.40±0.07 vs. 1.87±0.07; NF-κB p65 mRNA (2 -ΔΔCt): 1.47±0.09 vs. 2.62±0.13, NF-κB p65 protein (NF-κB p65/β-actin): 1.24±0.14 vs. 1.60±0.13, all P < 0.05]. Conclusions:Intestinal mucosal barrier function of septic rats was damaged, permeability increased, and structure was damaged. The mechanism may be that the expression of inflammatory factor HMGB1 was up-regulated and promoted the activation of its downstream signaling molecule NF-κB, thereby mediated the inflammatory cascade reaction and caused damage to the intestinal mucosa.
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Objective To determine the effect of bone mesenchymal stem cells (BMSCs) in transplantation therapy for lipopolysaccharide (LPS)-induced coagulation disorder and the underlying mechanism of high mobility group protein B1-receptors for advanced glycation end products / Toll-like receptors-nuclear factor-κB (HMGB1-RAGE / TLRs-NF-κB) signaling pathway.Methods BMSCs of female Sprague-Dawley (SD) rats ageing 4-5 weeks old were extracted and cultivatedin vitro, and the fourth-passaged BMSCs phenotype was identified by flow cytometry for transplantation in the following experimental study. The rats were randomly divided into normal saline (NS) control group, LPS group, and BMSC group according to the random number table with 15 rats in each group. Coagulation disorders model was reproduced by injection of 1 mg/kg LPS via saphenous vein, and the rats in the NS control group was injected with equal volume NS. Those in the BMSC group were infused BMSC 0.5 mL containing 1×106 cells via tail vein at 2 hours after LPS injection, and the rats in other groups were injected with equal volume NS. Abdominal aorta blood was collected at 1, 3 and 7 days post operation. Coagulation indexes such as platelet count (PLT), platelet volume distribution width (PDW), mean platelet volume (MPV), plateletcrit (PCT), platelet large cell ratio (P-LCR), activated partial thromboplastin time (APTT), prothrombin time (PT), thrombin time (TT), international normalized ratio (INR), and fibrinogen (FIB) were determined. The mRNA levels and contents of HMGB1, RAGE, TLR2/4 and NF-κB were determined by real-time reverse transcription-polymerase chain reaction (RT-PCR) and enzyme-linked immunosorbent assay (ELISA), respectively.Results ① The cells culturedin vitro were spindle shaped or flat. The fourth-passaged BMSCs phenotype was successfully identified by flow cytometry technology. ②Coagulation indexes: compared with NS control group, PLT, PCT and FIB in LPS group were significantly decreased, PDW, MPV, P-LCP, and INR were significantly increased, and APTT, PT, and TT were significantly prolonged from the first day. Furthermore, those in LPS group were gradually ameliorated with prolongation of LPS induction time. The coagulation function abnormality induced by LPS was reversed by BMSCs with significant difference at 1 day as compared with LPS group [PLT (×109/L):398.8±17.9 vs. 239.1±15.8, PCT (％): 0.35±0.04 vs. 0.23±0.06, FIB (g/L): 1.7±0.6 vs. 0.8±0.1, PDW (％):12.4±1.6 vs. 16.2±1.5, MPV (fl): 11.0±1.6 vs. 13.7±1.1, P-LCP (％): 13.0±2.1 vs. 15.3±2.7, INR: 1.52±0.17 vs. 1.82±0.19, APTT (s): 66.3±4.1 vs. 89.5±4.5, PT (s): 18.3±0.7 vs. 25.1±1.9, TT (s): 87.5±7.8 vs. 115.0±9.7, allP < 0.05], till 7 days. ③ HMGB1-RAGE / TLRs-NF-κB signaling pathway related molecules: compared with NS control group, the mRNA expressions and contents of HMGB1, RAGE, TLR2/4 and NF-κB were significantly increased in LPS group from the first day. However, the mRNA expressions and contents of the molecules in LPS group were gradually decreased with prolongation of LPS induction time. After BMSC intervention, the mRNA expressions and contents of molecules at 1 day were significantly lower than those of LPS group [HMGB1 mRNA (2-ΔΔCt): 10.77±0.04 vs. 24.51±3.69, HMGB1 content (μg/L): 0.48±0.01 vs. 0.95±0.06; RAGE mRNA (2-ΔΔCt): 11.57±1.11 vs. 18.08±0.29, RAGE content (μg/L): 0.73±0.04 vs. 1.37±0.06; TLR2 mRNA (2-ΔΔCt): 2.60±0.22 vs. 12.61±0.27, TLR2 content (μg/L): 0.81±0.03 vs. 1.59±0.09; TLR4 mRNA (2-ΔΔCt): 2.95±0.52 vs. 4.06±0.11, TLR4 content (μg/L):0.80±0.09 vs. 1.18±0.11; NF-κB mRNA (2-ΔΔCt): 1.29±0.06 vs. 7.79±0.25, NF-κB content (μg/L): 1.22±0.24 vs. 2.42±0.26, allP < 0.05], till 7 days.Conclusion BMSCs administration could ameliorate the coagulation function in LPS-induced coagulation disorder rats and these might be associated with HMGB1-RAGE / TLRs-NF-κB signaling pathway inhibition.
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Objective To investigate the effects of bone marrow mesenchymal stem cells (BMSC) on the expression of inflammatory factors in rats with multiple organ dysfunction syndrome (MODS). Methods BMSC extracted from the 4-week-old Sprague-Dawley (SD) rats was cultivated and identified in vitro, then the 4th passage of which was used in the experimental study. Sixty SD rats were randomly(random number) divided into three groups (n=20 in each group): Sham group (SG), MODS group (MG) and BMSC group (BG). Rats in the MG was injected by 1 mg/kg lipopolysaccaride (LPS) via great saphenous vein, rats in the SG injected with the same volume sterile phosphate buffer saline and rats in the BG infused by 1×106/cells BMSCs through the tail vein at 2 h after LPS injection. The survival rate, tissue pathological changes of the lung, liver and heart by hematoxylin and eosin (HE) staining, organ dysfunction measurement by blood gas analysis and biochemical indicators as well as the related inflammatory factors by protein microarray and enzyme linked immunosorbent assay (ELISA), were detected 72 h post operation. Multi-group quantitative data was analyzed by one way ANOVA, paired-comparisons by LSD-t test and the comparisons of survival curves in the three groups by Log-rank test. The value of P<0.05 was considered statistically significant. Results The survival rate in SG, MG and BG was 100％, 60％ and 80％, respectively. The survival curves showed that the survival rate of SG was higher than the MG and BG (SG vs. MG, χ2=9.798, P=0.0017; SG vs. BG, χ2=4.333, P=0.0374), but there was no significant difference comparing the BG to the MG (χ2=2.408, P=0.1207). The tissue congestion and edema, and inflammatory cells infiltration in the lung, liver, and heart of the MG were observed by HE staining, while these changes reduced in the BG. Compared with the SG, the levels of pH and PaCO2 and lactic acid (Lac) increased significantly (all P<0.01), the level of total bilirubin (TB) significantly increased [(0.801±0.501)U/L vs. (2.533±0.382)U/L, P=0.003], while the albumin(ALB) level decreased significantly[(35.471±4.015)U/L vs. (23.202±4.872)U/L, P<0.01], and creatine kinase (CK) level increased significantly in MG [(315.670±41.402) vs. (708.250±219.201), P=0.042]. After BMSC treatment, the organ function improved significantly (all P<0.05). Gamma interferon (IFN-γ) and monocyte chemotactic protein 1 (MCP-1) were the differential expression factors in protein chips. The results of ELISA were similar to the protein chips: compared with the SG, IFN-γ and MCP-1 expressions in the MG increased significantly (P<0.01). Compared with MG, the expressions of IFN-γ and MCP-1 decreased significantly in the BG (P<0.01). Conclusion BMSC administration could modulate the inflammatory response of MODS rats by inhibiting the levels of IFN-γ and MCP-1, and improve the organ function and the survival rate.
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Objective To investigate the underlying mechanism of bone marrow mesenchymal stem cells (BMSC) modulating the inflammatory response during the multiple organ dysfunction syndrome (MODS), especially the expression of inflammatory cytokines, which will provide new theoretical and experimental basis of MODS in clinic. Methods BMSC of Sprague-Dawley (SD) rat (female, 4 weeks) was extracted and cultivated, and the 4th passage were used in experimental study. According to the random number table, 60 female SD rats were divided into three groups (n = 20 per group): sham group, MODS group, BMSC group. MODS model in rats was induced by lipopolysaccaride (LPS, 1 mg/kg) via femoral vein injection. Sham group was injected with the sterile phosphate buffer saline (PBS) in the same volume. BMSC group, in which BMSC infusion was started at 2 hours after 0.5 mL LPS stimulation (1×106/cells) through the tail vein. The survival rate was observed after 72 hours in each group. Abdominal aortic blood was collected for routine blood and biochemical examination at 72 hours after operation. Protein microarray was used to detect the related 34 inflammatory cytokines. Signal ratio was defined as the differentially expressed factors when it was more than 2.0 or less than 0.5. And enzyme linked immunosorbent assay (ELISA) was be applied to validate the significant inflammation factor. Meanwhile, the heart, kidney, intestine tissue was harvested, then their pathological changes were observed by hematoxylin eosin (HE) staining.Results 20, 12, 16 rats lived in sham group, MODS group and BMSC group respectively at 72 hours after operation. Compared with the sham group, the indicators (routine blood, liver and kidney function, myocardial enzyme) were apparently unusual, and the heart, kidney, intestine tissue were injured obviously in the MODS group. After BMSC administration, the organ function was improved and tissue damaged was alleviated significantly. Protein microarray showed that interleukin-4 (IL-4) and receptor for advanced glycation end products (RAGE) were significantly different in 34 goal cytokines. The signal ratio change of IL-4 was 0.397, 1.124, 2.826 respectively, and the signal ratio of RAGE was 6.197, 1.552, 0.250, respectively in MODS/sham group, BMSC/sham group, BMSC/MODS group. ELISA validated the result that the expression level of IL-4 decreased significantly (ng/L:3.59±1.21 vs. 29.10±5.78) and the expression level of RAGE increased significantly (ng/L: 1.09±0.04 vs. 0.11±0.03) in MODS group as compared with sham group (bothP < 0.05). Compared with the MODS group, the level of IL-4 was obviously higher than that in BMSC group (ng/L: 9.59±2.21 vs. 3.59±1.21,P < 0.01), and RAGE decreased significantly (ng/L: 0.29±0.07 vs. 1.09±0.04,P < 0.05).Conclusions BMSC administration can regulate the expression of IL-4 and RAGE in the rats subjected to MODS. Moreover, BMSC can promote the restoration of tissue and organ function, thus improve the survival rate. BMSC may be the target in cell therapy for the inflammatory disease.
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Objective To explore the effects of hyperbaric oxygen (HBO) treatment on expression of extra-cellular signal regulated kinase 1/2 (ERK 1/2) and neurological function in acute traumatic brain injury (TBI) rats so as to offer trial support for clinical application of HBO in TBI.Methods Twenty-four adult Sprague-Dawley rats were randomly divided into sham-operation group,TBI group and HBO treatment group,with eight rats per group.The sham-operation group was free from TBI but skull was opened only but the TBI group was subjected to TBI according to Alice method.TheHBO treatment group was treated with HBO for 10 days ( one time per day) after TBI operation.On day 14,NSS rating was performed in all rats.Then,the rats were sacrificed and cortex of which was obtained to measure the expression of ERK1/2 by using reverse transcription-polymerase chain reaction (RT-PCR).The localization of the expression of ERK was detected by immunohistochemical staining and the changes in ERK protein was analyzed by optical density.Results The NSS score in the HBO group was significantly decreased at day 14 after HBO treatment ( P ＜ 0.01 ) and the expression of ERK1/2 in HBO group was also significantly decreased (P ＜ 0.05 ) in comparison with the TBI group.Conclusions HBO treatment can significantly decrease NSS score and expression of ERK1/2 in acute TBI rats,indicating that HBO may improve neurological function through down-regulating expression of ERK1/2.