Objectives To construct a prediction model of relapse in diffuse large B-cell lymphoma within two years after complete remission based on multiple randomized empirical kernel learning machine to provide a basis for patient treatment decisions.Methods Using the information of 445 patients who met the requirements of this study in the electronic medical record database of a tertiary hospital in Shanxi Province from 2010 to 2020,a relapse prediction model was constructed based on five common categories of imbalance treatment methods and a multiple stochastic empirical kernel learning machine,and compared with the five classifiers.Results The recurrence prediction model based on SMOTE Tomek Links+multiple randomized empirical kernel learning machine achieved optimal classification performance(accuracy=0.89,precision=0.87,recall=0.92,f1-Score=0.89,brier score=0.11).Conclusion For the actual DLBCL dataset,in this paper,we used SMOTE Tomek links to process the imbalance data and construct a multiple randomized empirical kernel learning machine,which achieves the optimal model performance with low computational complexity and can provide a powerful reference for DLBCL recurrence prediction.

Objective:To evaluate the relationship between the over-expression of endocannabinoid receptor 2 (CB2R) and macrophage pyroptosis in mice.Methods:Bone marrow-derived macrophages of mice were transfected by lentivirus vector and successfully screened out two stable cell lines: lentivirus LV5 negative control cells (LV5-NC) and lentivirus LV5CB2R overexpressing cells (OE). Two cell lines were respectively divided into 3 groups ( n=18 each) using a random number table method: control group (LV5-NC-C group, OE-C group), LPS/ATP group (LV5-NC-LPS/ATP group, OE-LPS/ATP group) and CB2R specific agonist HU308 group (LV5-NC-HU308 group, OE-HU308 group). Cells in group C were commonly cultured.In LPS/ATP group, cells were incubated with LPS at a final concentration of 0.5 μg/ml for 5 h, and then incubated with ATP at the final concentration of 5 mmol/L for 1 h. In group LPS/ATP+ HU308, cells were incubated for 5 h with LPS at the final concentration of 0.5 μg/ml and HU308 at the final concentration of 10 μmol/L and then with ATP at the final concentration of 5 mmol/L for 1 h. The expression of CB2R, nucleotide-binding oligomerization domain-like receptor containing pyrin domain 3 (NLRP3), caspase-1, and gasdermin D (GSDMD) mRNA was detected by real-time polymerase chain reaction, the expression of caspase-1 was detected by Western blot, and the concentrations of interleukin-18 (IL-18) and IL-1β in the culture medium were determined by enzyme-linked immunosorbent assay. Results:In each cell line, compared with group C, the expression of NLRP3, caspase-1 and GSDMD was significantly up-regulated, and the concentrations of IL-18 and IL-1β were increased in group LPS/ATP ( P<0.05). Compared with group LPS/ATP, the expression of NLRP3, caspase-1 and GSDMD was significantly down-regulated, the concentrations of IL-18 and IL-lβ were decreased in group HU308 ( P<0.05). There was no significant differences in the indicators mentioned above between group V5-NC-C and group OE-C, between group LV5-NC-LPS/ATP and group OE-LPS/ATP, and between group LV5-NC-HU308 and OE-HU308 ( P>0.05). Conclusion:Over-expression of CB2R gene cannot effectively inhibit the occurrence of macrophage pyroptosis, and only activation of CB2R can inhibit it in mice.

Objective:To evaluate the role of cannabinoid receptor 2 (CB2R) in macrophage pyroptosis induced by lipopolysaccharide (LPS) in mice.Methods:Macrophage line RAW264.7 cells of mice were routinely cultured and divided into 3 groups ( n=18 each) using a random number table method: control group (group C), LPS group and LPS plus CB2R agonist HU308 group (group HU308). Group C received no mediation, LPS at the final concentration of 1 μg/ml was added in the other groups.After incubation for 15 min, HU308 with the final concentration of 10 μmol/L was added in group LPS+ HU308.All groups were then incubated for 6 h. The expression of nucleotide-binding oligomerization domain-like receptor containing pyrin domain 3 (NLRP3), caspase-1, caspase-11 and gasdermin D (GSDMD) mRNA was measured by real-time polymerase chain reaction, the expression of NLRP3, caspase-1, caspase-11, GSDMD and C-terminal domain of human GSDMD (GSDMD-C) was detected by Western blot, and the concentrations of interleukin-18 (IL-18) and IL-1β in the supernatant were determined by enzyme-linked immunosorbent assay.GSDMD-C/GSDMD ratio was calculated. Results:Compared with group C, the expression of NLRP3, caspase-1, caspase-11, GSDMD and GSDMD-C was significantly up-regulated, GSDMD-C/GSDMD ratio was increased, and the concentrations of IL-18 and IL-1β in the supernatant were increased in group LPS ( P<0.05). Compared with group LPS, the expression of NLRP3, caspase-1, caspase-11, GSDMD and GSDMD-C was significantly down-regulated, GSDMD-C/GSDMD ratio was decreased, and the concentrations of IL-18 and IL-1β were decreased in group HU308 ( P<0.05). Conclusion:CB2R is involved in macrophage pyroptosis induced by LPS in mice.

Objective To investigate the role of activated cannabinoid receptor 2 (CB2R) in lipopolysaccharide (LPS)-induced secretion of RAW264.7 macrophage inflammatory cytokines and its possible mechanism. Methods Macrophages were seeded in 6-well plates (2 mL/well) at the density of 1×105 cells/mL and randomly divided into four groups (n=6 each group): control group (group C), LPS group (group LPS), LPS plus CB2R agonist HU308 group (group LPS+HU308), and LPS plus HU308 plus 3-Methyladenine group (group LPS+HU308+3-MA). LPS with the final concentration of 1 μg/mL were added in group LPS, group LPS+HU308 and group LPS+HU308+3-MA. After incubation for 15 min, 3-MA with a final concentration of 10 mmol/L was added into group LPS+HU308+3-MA . HU308 with the final concentration of 10 μmol/L was added in group LPS+HU308 and group LPS+HU308+3-MA at 15 min after 3-MA intervention, and the cells were then incubated for 24 h. The concentrations of TNF-α, IL-18 and IL-1β in supernatant serum of each group were determined by ELISA. The expressions of ICAM-1 and NLRP3 mRNA were detected by RT-PCR. The expressions of LC3 and Beclin1 were detected by Western blot, and the ratio of LC3-Ⅱ/LC3-Ⅰ was calculated. LSD-t test was used for sample pairwise comparison, and one way ANOVA for inter-group comparison. A P<0.05 was considered statistically significant. Results Compared with group C, the concentrations of TNF-α [(228.86±10.20) pg/mL vs (140.05±5.54) pg/mL], IL-1β [(363.62±8.14) pg/mL vs (244.82±9.11) pg/mL], and IL-18 [(293.28±13.57) pg/mL vs (202.84±9.54) pg/mL] in supernatant serum were increased (all P<0.05), the expressions of ICAM-1 [(5.88±0.32) vs (1.00±0.03)] and NLRP3 [(8.07±0.93) vs (1.01±0.05)] mRNA were increased (all P<0.05), the expressions of LC3-Ⅱ/LC3-Ⅰ ratio [(0.50±0.03) vs (0.40±0.06)] and Beclin1 [(0.51±0.04) vs (0.16±0.03)] were up-regulated in group LPS (all P<0.05). Compared with group LPS, the concentrations of TNF-α [(165.44±7.07) pg/mL], IL-1β [(272.09±3.35) pg/mL] and IL-18 [(220.41±6.01) pg/mL] in supernatant serum were significantly decreased (all P<0.05), the expressions of ICAM-1 [(3.21±0.35)] and NLRP3 [(1.54±0.30)] mRNA were decreased (all P<0.05), the expressions of LC3-Ⅱ/LC3-Ⅰ ratio [(0.71±0.03)] and Beclin1 [(0.71±0.02)] were up-regulated in group LPS+HU308 (all P<0.05). Compared with group LPS+HU308, the concentrations of TNF-α [(197.06±5.59) pg/mL], IL-1β [(318.98±11.54) pg/mL] and IL-18 [(243.33±8.71) pg/mL] in supernatant serum were significantly increased (all P<0.05), the expressions of ICAM-1 [(4.04±0.21)] and NLRP3 [(5.87±0.77)] mRNA were increased (all P<0.05), the expressions of LC3-Ⅱ/LC3-Ⅰ ratio [(0.44±0.08)] and Beclin1 [(0.32±0.03)] were down-regulated in group LPS+HU308+3-MA (all P<0.05). Conclusions Activation of cannabinoid receptor 2 can alleviate LPS-induced the secretion of RAW264.7 macrophage inflammatory cytokines, and its mechanism may be related to enhanced autophagy.

Objective To evaluate the role of M3 receptors in penehyclidine hydrochloride ( PHC)-induced reduction of lipopolysaccharide ( LPS)-induced injury to human pulmonary microvascular endotheli-al cells ( PMVECs) . Methods Human PMVECs transfected with M3 shRNA were seeded in 6-well plates (2 ml∕hole) or in culture flasks (4 ml∕flask) at the density of 1×105 cells∕ml and divided into 5 groups ( n=5 each) using a random number table method: control group ( group C) , LPS group, PHC plus LPS group ( group P+LPS) , LPS plus M3 shRNA transfection group ( group LPS+shRNA) , and PHC plus LPS plus M3 shRNA transfection group ( group P+LPS+shRNA) . Group C received no mediation, and LPS was added at the final concentration of 0. 1 μg∕ml in the other groups. PHC 2 μg∕ml was added at 1 h before adding LPS in P+LPS and P+LPS+shRNA groups. The cells were transfected with plasmid containing 2. 5 nmol∕L M3 receptor shRNA in LPS+shRNA group and P+LPS+shRNA group. Contents of filamentous actin ( F-actin) in endothelial cells were measured by flow cytometry at 1 h after adding LPS. The expression of myosin light chain kinase ( MLCK) and VE-cadherin protein was examined by immunofluorescence. The ex-pression of nuclear factor kappa B ( NF-κB) p65 and IκB was detected by Western blot. Contents of tumor necrosis factor-alpha ( TNF-α) and interleukin-6 ( IL-6) were determined by enzyme-linked immunosorbent assay. The M3 receptor mRNA transcription was detected by real-time polymerase chain reaction at 10, 30 and 60 min after adding LPS. Results Compared with group C, F-actin content was significantly de-creased, the expression of VE-cadherin and IκB was down-regulated, the contents of TNF-αand IL-6 were increased, and the expression of MLCK and NF-κB p65 was up-regulated in LPS and P+LPS groups ( P<0. 05) . Compared with group C, the expression of M3 receptor mRNA was significantly up-regulated in group LPS ( P<0. 05) , and no significant change was found in group P+LPS ( P>0. 05) . Compared with group LPS, F-actin content was significantly increased, the expression of VE-cadherin and IκB was up-reg-ulated, the contents of TNF-αand IL-6 were decreased, and the expression of MLCK, NF-κB p65 and M3 receptor mRNA was down-regulated in group P+LPS and group LPS+shRNA ( P<0. 05) . Compared with group P+LPS, F-actin content was significantly increased, the expression of VE-cadherin and IκB protein was up-regulated, TNF-α and IL-6 contents were decreased, and the expression of MLCK, NF-κB p65 and M3 receptor mRNA was down-regulated in group P+LPS+shRNA ( P<0. 05) . Conclusion PHC re-duces LPS-induced injury to human PMVECs through interfering with M3 receptors and inhibiting NF-κB-mediated inflammatory responses.

Objective To evaluate the effect of activating cannabinoid receptor 2 (CB2R) on sepsis-induced acute lung injury and the role of autophagy in mice.Methods Twenty-four SPF male C57BL/6 mice,aged 8-10 weeks,weighing 20-25 g,were divided into 4 groups (n=6 each) using a random number table method:sham operation group (group Sham),sepsis group (group Sep),sepsis plus CB2R agonist HU308 group (group Sep+HU308) and sepsis plus HU308 plus autophagy inhibitor 3-methyladenine group (group Sep+HU308+3-MA).Sepsis was induced by cecal ligation and puncture in anesthetized mice.HU308 2.5 mg/kg was intraperitoneally injected at 15 min after surgery in Sep+HU308 and Sep+ HU308+3-MA groups,and 15 min later 3-MA 10 mg/kg was intraperitoneally injected in group Sep+ HU308+3-MA.Lung tissues were obtained at 12 h after surgery and stained with haematoxylin and eosin for examination of the pathological changes which were scored and for determination of the expression of tumornecrosis factor-alpha (TNF-α),interleukin-18 (IL-18) and IL-1β mRNA (by real-time polymerase chain reaction),expression of autophagy-related protein 5 (Atg5) (by immuno-histochemistry),and expression of microtubule-associated protein 1 light chain 3 (LC3),Beclin-1 and p62 (by Western blot).The ratio of LC3Ⅱ to LC3Ⅰ (LC3Ⅱ/LC3Ⅰ ratio) was calculated.Results Compared with group Sham,the expression of TNF-α,IL-18 and IL-1β mRNA was significantly up-regulated,and LC3 Ⅱ/LC3 Ⅰ ratio and lung injury score were increased in the other three groups,the expression of Beclin-1 was up-regulated,and the expression of p62 was down-regulated in group Sep and group Sep+HU308,and the expression of p62 was significantly up-regulated in group Sep+HU308+3-MA (P＜0.05).Compared with group Sep,the expression of TNF-α,IL-18 and IL-1β mRNA was significantly down-regulated,the expression of Atg5 was up-regulated,and lung injury score was decreased in group Sep+ HU308 and group Sep+ HU308 + 3-MA,LC3Ⅱ/LC3Ⅰ ratio was increased,the expression of Beclin-1 was up-regulated,and the expression of p62 was down-regulated in group Sep+HU308,and the expression of Beclin-1 was down-regulated,and the expression of p62 was up-regulated in group Sep + HU308 + 3-MA (P ＜ 0.05).Compared with group Sep+ HU308,the expression of TNF-α,IL-18 and IL-1β mRNA was significantly up-regulated,the expression of Atg5 and Beclin-1 was down-regulated,LC3Ⅱ/LC3Ⅰ ratio was decreased,the expression of p62 was up-regulated,and lung injury scores were increased in group Sep+HU308+3-MA (P＜0.05).Conclusion Activating CB2R can alleviate acute lung injury in septic mice,and the mechanism may be partially related to enhancing autophagy and reducing inflammatory responses.

Objective To evaluate the effect of continuous low-to medium-flow oxygen administration in non-ventilated lung on the oxidative stress response of lung tissues during one-lung ventilation (OLV).Methods Fifty-seven American Society of Anesthesiologists physical status Ⅰ or Ⅱ patients,aged 50-64 yr,weighing 40-74 kg,scheduled for elective pulmonary tumorectomy,were divided into 2 groups using a random number table:control group (group C,n=29) and continuous oxygen administration group (group O,n =28).The patients were intubated with the double-lumen tube after induction of anesthesia.Correct position of the tube was verified with the fiberoptic bronchoscope.In group O,the F14 tube was placed at 2-3 cm beyond the carina of trachea in the non-ventilated lung at the beginning of OLV,and low-to medium-flow oxygen was continuously administered at 1-4 L/min with the fractional concentration of inspired oxygen set at 25％-37％.Blood samples were taken from the radial artery and internal jugular bulb at the beginning of anesthesia induction (T1) and 30 min,1 h and 2 h of OLV (T2-4) for blood gas analysis.Lung tissues at the site 5 cm lateral to the tumor were taken immediately after resection of diseased tissues for determination of superoxide dismutase and malondialdehyde levels (by chemical colorimetry) and heme oxygenase-1 expression (by Western blot).Results Compared with group C,the partial pressure of arterial oxygen was significantly increased at T2-4,the partial pressure of arterial carbon dioxide was decreased at T2,3,the partial pressure of venous oxygen was increased at T2,3,the partial pressure of venous carbon dioxide was decreased at T2-4,the malondialdehyde level was decreased,and the expression of heme oxygenase-1 was up-regulated (P＜0.05),and no significant change was found in superoxide dismutase level in group O (P＞0.05).Conclusion The mechanism by which continuous low-to medium-flow oxygen administration in non-ventilated lung exerts pulmonary protection is related to inhibiting oxidative stress responses of lung tissues during OLV.

Objective To evaluate the role of β-arrestin-1 in penehyclidine hydrochloride (PHC)-induced inhibition of lipopolysaccharide (LPS)-caused increase in pulmonary microvascular permeability in human pulmonary microvascular endothelial cells (PMVECs).Methods Human PMVECs were seeded in 6-well plates (2 ml/well) or in culture flasks (4 ml/flask) at the density of 1 × 105 cells/ml and divided into 5 groups (n=15 each) using a random number table:empty plasmid transfection group (group C),LPS plus empty plasmid transfection group (LPS group),PHC plus LPS plus empty plasmid transfection group (P+LPS group),LPS plus β-arrestin-1 short hairpin RNA (shRNA) transfection group (LPS+shRNA group) and PHC plus LPS plus β-arrestin-1 shRNA transfection group (P+LPS+shRNA group).In LPS and LPS+shRNA groups,the cells were transfected with empty plasmid 1.5 μg or with plasmid containing 15 nmol/L β-arrestin-1 shRNA,LPS with the final concentration of 0.1 μg/ml was added at 24 h of incubation,and the cells were then incubated for 1 h.In P+LPS and P+LPS+shRNA groups,the cells were transfected with empty plasmid 1.5 μg or with plasmid containing 15 nmol/L β-arrestin-1 shRNA,PHC with the final concentration of 2 μg/ml was added at 24 h of incubation,LPS with the final concentration of 0.1 μg/ml was added at 1 h of incubation,and the cells were then incubated for 1 h.The cell permeability was measured using Transwell chambers.The expression of heat shock protein (HSP27) was detected by immunofluorescence.The expression of β-arrestin-1,p38 mitogen-activated protein kinase (p38MAPK) and phosphorylated p38MAPK (p-p38MAPK) was detected by Western blot.The ratio of pp38MAPK/p38MAPK was calculated.Results Compared with group C,the cell permeability was significantly increased,the expression of HSP27 was up-regulated,p-p38MAPK/p38MAPK ratio was increased,and the expression of β-arrestin-1 was down-regulated in LPS,LPS + shRNA and P + LPS + shRNA groups (P＜0.05),and no significant change was found in the parameters mentioned above in group P+LPS (P＞ 0.05).Compared with group LPS,the cell permeability was significantly decreased,the expression of HSP27 was down-regulated,p-p38MAPK/p38MAPK ratio was decreased,and the expression of β-arrestin1 was up-regulated in group P +LPS,and p-p38MAPK/p38MAPK ratio was significantly increased (P＜0.05),and no significant change was found in the other parameters in group P+LPS+shRNA (P＞0.05).Compared with group P+LPS,the cell permeability was significantly increased,the expression of HSP27 was up-regulated,p-p38MAPK/p38MAPK ratio was increased,and the expression of β-arrestin-1 was down-regulated in group P+LPS+shRNA (P＜0.05).Conclusion The mechanism by which PHC inhibits LPS-induced increase in pulmonary microvascular permeability is totally related to β-arrestin-1 in human PMVECs.

Objective To evaluate the role of M3 receptor in penehyclidine hydrochloride(PHC)-induced reduction of increased permeability of human pulmonary microvascular endothelial cells (PMVECs) caused by endotoxin and the relationship with mitogen-activated protein kinase (MAPK) signaling pathway.Methods Human PMVECs were seeded in 6-well plates (2 ml/hole) or in culture flasks (4 ml/flask) at the density of 1 × 105 cells/ml and randomly divided into 6 groups (n=5 each):control group (group C),M3 receptor shRNA transfection group (group shRNA),lipopolysaccharide (LPS) group,penehyclidine plus LPS group (group P+LPS),LPS plus M3 receptor shRNA transfection group (group LPS+shRNA) and PHC plus LPS plus M3 shRNA transfection group (group P+LPS+shRNA).The cells were transfected with shRNA plasmid containing 2.5 nmol/L M3 receptors in shRNA,LPS+shRNA and P+LPS+shRNA groups.LPS at the final concentration of 0.1 μg/ml was added at 24 h of incubation and then cells were incubated for 1 h in LPS and LPS+shRNA groups.PHC at the final concentration of 2 μg/ml was added at 24 h of incubation,cells were incubated for 1 h,then LPS at the final concentration of 0.1 μg/ml was added,and cells were incubated for another l h in P+LPS and P+LPS+shRNA groups.The permeability of PMVECs was measured using Transwell assay.The expression of phosphorylated p38 MAPK (p-p38 MAPK)and phosphorylated extracellular signal-regulated protein kinase 1/2 (p-ERK1/2) was detected by Western blot,the expression of heat shock protein 27 (HSP27) using immunofluorescent staining,and the expression of M3receptor mRNA by real-time polymerase chain reaction.Results Compared with group C,M3 receptor mRNA expression was significantly down-regulated in group shRNA,and the permeability of cells was significantly increased,and the expression of p-p38 MAPK,p-ERK1/2,HSP27 and M3 receptor mRNA was up-regulated in group LPS (P＜0.05).The permeability of cells was significantly decreased,and the expression of p-p38 MAPK,p-ERK1/2,HSP27 and M3 receptor mRNA was down-regulated in P+ LPS,LPS+shRNA and P+LPS+shRNA groups as compared with group LPS,and in group P+LPS+shRNA as compared with group LPS+shRNA (P＜0.05).Conclusion The mechanism by which PHC reduces endotoxin-caused increased permeability of human PMVECs is related to inhibiting activation of MAPK signaling pathway after down-regulating M3 receptor.

Objective To investigate the role of β-arrestin-1 in inhibition of endoxin-induced activation of MAPK signaling pathway in pulmonary microvascular endothelial cells (PMVECs) by penehyclidine hydrochloride (PHC).Methods Human PMVECs were seeded in 6-well plates (2 ml/well) or in culture flasks (4 ml/flask) at the density of 1×105 cells/ml,and randomly divided into 5 groups (n=20 each) using a random number table:empty plasmid transfection group (group C),lipopolysaccharide (LPS) + empty plasmid transfection group (LPS group),PHC + LPS + empty plasmid transfection group (P + LPS group),LPS+β-arrestin-1 short hairpin RNA (shRNA) transfection group (LPS+shRNA group),and PHC + LPS+β-arrestin-1 shRNA transfection group (P+LPS+shRNA group).After the cells were transfected with empty plasmid 1.5 μg or with plasmid containing 15 nmol/L β-arrestin-1 shRNA,the cells were incubated for 24 h.At 24 h of incubation,LPS with the final concentration of 0.1 μg/ml was added,and the cells were then incubated for 1 h in LPS and LPS+ shRNA groups.In P+LPS and P+LPS+shRNA groups,PHC with the final concentration of 2 μg/ml was added,and the cells were incubated for 1 h,and then LPS with the final concentration of 0.1 μg/ml was added,and the cells were incubated for 1 h.The expression of filamentous actin (F-actin) was detected by flow cytometry.The expression of myosin light chain kinase (MLCK) and vascular endothelial-cadherin (VE-cadherin) was detected by immunofluorescence.The expression of phosphorylated extracellular signal-regulated kinase 1/2 (p-ERK1/2) and phosphorylated cJun N-terminal kinase (p-JNK) was determined by Western blot.The expression of β-arrestin-1 mRNA was determined by real-time polymerase chain reaction.Results Compared with group C,the expression of Factin,VE-cadherin and β-arrestin-1 mRNA was significantly down-regulated,and the expression of MLCK,p-ERK1/2 and p-JNK was up-regulated in group LPS,and the expression of p-ERK1/2 and p-JNK was significantly up-regulated (P＜0.05),and no significant change was found in the other parameters mentioned above in group P+LPS (P＞0.05).Compared with group LPS,the expression of F-actin,VE-cadherin and β-arrestin-1 mRNA was significantly up-regulated,and the expression of MLCK,p-ERK1/2 and p-JNK was down-regulated in group P+LPS,and the expression of F-actin,VE-cadherin and β-arrestin-1 mRNA was significantly down-regulated,and the expression of MLCK and p-JNK was up-regulated in group LPS+shRNA (P＜0.05).Compared with group P+LPS,the expression of F-actin,VE-cadherin and β-arrestin-1 mRNA was significantly down-regulated,and the expression of MLCK,p-ERK1/2 and p-JNK was up-regulated in group P+LPS+shRNA (P＜0.05).Conclusion The mechanism by which PHC inhibits endoxin-induced activation of MAPK signaling pathway in PMVECs is partially related to up-regulation of β-arrestin-1 expression.