1.Application of high flow nasal canula in patients with pulmonary edema caused by seawater drowning
Qi XUAN ; Zhe LYU ; Qingsong CHEN ; Jie CHEN ; Huan YANG ; Yaohui WANG ; Chongyang ZHANG
Chinese Critical Care Medicine 2024;36(3):256-259
		                        		
		                        			
		                        			Objective:To investigate the therapeutic effect of high-flow nasal cannula oxygen therapy (HFNC) and non-invasive positive pressure ventilation (NPPV) on patients with pulmonary edema caused by seawater drowning.Methods:A retrospective analysis method was used. Based on the Utstein database of emergency drowning in the First Hospital of Qinhuangdao, the clinical data of patients with seawater drowning pulmonary edema admitted to the emergency medicine department of the First Hospital of Qinhuangdao from January 1, 2019 to December 31, 2022 were collected. The patients were divided into NPPV group and HFNC group according to different ventilation methods. The general data, endotracheal intubation rate in 7 days, arterial blood gas analysis indexes [arterial partial pressure of oxygen (PaO 2), arterial partial pressure of carbon dioxide (PaCO 2), arterial oxygen saturation (SaO 2)] and hemodynamic indexes (systolic blood pressure, diastolic blood pressure, mean arterial pressure, heart rate, blood lactic acid) before and after treatment, length of stay in intensive care unit (ICU), oxygen therapy comfort of the two groups were compared. Results:A total of 54 patients were enrolled, including 21 patients in the NPPV group and 33 patients in the HFNC group. There were no significant differences in gender, age, state of consciousness and other general information between the two groups. Compared with NPPV group, the rate of endotracheal intubation in HFNC group within 7 days was significantly lower [24.2% (8/33) vs. 33.3% (7/21), P < 0.05]. Before treatment, there were no significant differences in arterial blood gas analysis and hemodynamics between the two groups. After treatment, the above indexes in both groups were significantly improved compared with those before treatment, and PaO 2, SaO 2, systolic blood pressure, diastolic blood pressure and mean arterial pressure in HFNC group were significantly higher than those in NPPV group [PaO 2 (mmHg, 1 mmHg≈0.133kPa): 93.56±6.37 vs. 82.14±6.25, SaO 2: 1.02±0.09 vs. 0.95±0.11, systolic blood pressure (mmHg): 117.37±8.43 vs. 110.42±8.38, diastolic blood pressure (mmHg): 79.43±7.61 vs. 72.21±4.32, mean arterial pressure (mmHg): 92.34±6.32 vs. 85.12±5.38], PaCO 2, heart rate and blood lactic acid were significantly lower than those in NPPV group [PaCO 2 (mmHg) : 34.26±5.63 vs. 37.24±6.22, heart rate (times/min): 73.38±7.56 vs. 86.25±5.41, blood lactic acid (mmol/L): 1.38±0.36 vs. 2.25±1.14], and the differences were statistically significant (all P < 0.05). In addition, the length of ICU stay in HFNC group was significantly shorter than that in NPPV group (days: 13.30±2.38 vs. 16.27±4.26), and the comfort rate of oxygen therapy was significantly higher than that in NPPV group [66.7% (22/33) vs. 42.8% (9/21)], with statistical significance (all P < 0.05). Conclusion:HFNC can improve the oxygenation of patients with pulmonary edema caused by seawater drowning, improve hemodynamics, reduce the rate of tracheal intubation, shorten the length of ICU stay, and improve the comfort of oxygen therapy, which has certain clinical application value.
		                        		
		                        		
		                        		
		                        	
2.Research progress on inhalation nano-drug delivery systems of active ingredients of traditional Chinese medicine for pulmonary diseases
Fangrui CHENG ; Shuang SUN ; Huan ZHANG ; Yongji LI ; Shaowa LYU
China Pharmacy 2024;35(23):2954-2958
		                        		
		                        			
		                        			Pulmonary administration can directly deliver drugs to the lungs, making it the preferred mode of administration for pulmonary disease. Active ingredients of traditional Chinese medicine (TCM), such as quercetin and paclitaxel have demonstrated promising therapeutic effects on lung diseases. However, they face challenges such as poor water solubility and high lung clearance rates. Loading the active ingredients of TCM onto nano-drug delivery systems can enhance their water solubility, stability, permeability and retention in the lungs. Based on this, this study reviewed the research progress on inhalation nano-drug delivery systems for the active ingredients of TCM in the treatment of lung diseases. It was found that there are nano-drug delivery systems for TCM active ingredients based on chitosan, lipids (including liposomes, solid lipid nanoparticles, and nanostructured lipid carriers), and targeting ligands (including targeting folate receptor, targeting transferrin receptor, and exosomes). These inhalation nano-drug delivery systems comprehensively consider key factors such as particle size, surface charge, and hydrophobicity, which can prevent the drugs from being cleared by mucus, cilium and macrophages, thus exhibiting great potential for application.
		                        		
		                        		
		                        		
		                        	
3.Association of lifestyle and apolipoprotein E gene with risk for cognitive frailty in elderly population in China
Wenfang ZHONG ; Xiaomeng WANG ; Weiqi SONG ; Chuan LI ; Huan CHEN ; Ziting CHEN ; Yuebin LYU ; Zhihao LI ; Xiaoming SHI ; Chen MAO
Chinese Journal of Epidemiology 2024;45(1):41-47
		                        		
		                        			
		                        			Objective:To investigate the impact of lifestyle, apolipoprotein E (ApoE) gene, and their interaction on the risk for cognitive frailty in the elderly population in China.Methods:The study participants were from the Chinese Longitudinal Healthy Longevity Survey. The information about their lifestyles were collected by questionnaire survey, and a weighted lifestyle score was constructed based on β coefficients associated with specific lifestyles to assess the combined lifestyle. ApoE genotypes were assessed by rs429358 and rs7412 single nucleotide polymorphisms. Cognitive frailty was assessed based on cognitive function and physical frailty. Cox proportional hazards regression model was used to analyze the association of lifestyle and ApoE gene with the risk for cognitive frailty and evaluate the multiplicative and additive interactions between lifestyle and ApoE gene. Results:A total of 5 676 elderly persons, with median age [ M ( Q1, Q3)] of 76 (68, 85) years, were included, in whom 615 had cognitive frailty. The analysis by Cox proportional hazards regression model indicated that moderate and high levels of dietary diversity could reduce the risk for cognitive frailty by 18% [hazard ratio ( HR)=0.82, 95% CI: 0.68-1.00] and 28% ( HR=0.72, 95% CI: 0.57-0.91), respectively; moderate and high levels of physical activity could reduce the risk by 31% ( HR=0.69, 95% CI: 0.56-0.85) and 23% ( HR=0.77, 95% CI: 0.64-0.93), respectively. Healthy lifestyle was associated with a 40% reduced risk for cognitive frailty ( HR=0.60, 95% CI: 0.46-0.78). ApoE ε4 allele was associated with a 26% increased risk for cognitive frailty ( HR=1.26, 95% CI: 1.02-1.56). No multiplicative or additive interactions were found between lifestyle and ApoE gene. Conclusions:Dietary diversity and regular physical activity have protective effects against cognitive frailty in elderly population. Healthy lifestyle can reduce the risk for cognitive frailty in elderly population regardless of ApoE ε4 allele carriage status.
		                        		
		                        		
		                        		
		                        	
4.Clinical features and risk factors for invasive fungal sinusitis after allogeneic hematopoietic stem cell transplantation
Haixia FU ; Jiajia LI ; Yuanyuan ZHANG ; Yuqian SUN ; Xiaodong MO ; Tingting HAN ; Jun KONG ; Meng LYU ; Wei HAN ; Huan CHEN ; Yuhong CHEN ; Fengrong WANG ; Chenhua YAN ; Yao CHEN ; Jingzhi WANG ; Yu WANG ; Lanping XU ; Xiaojun HUANG ; Xiaohui ZHANG
Chinese Journal of Hematology 2024;45(1):22-27
		                        		
		                        			
		                        			Objective:To analyze the clinical characteristics and outcomes of patients with invasive fungal sinusitis (invasive fungal rhinosinusitis, IFR) after allogeneic hematopoietic stem cell transplantation (allo-HSCT) and explored the risk factors for IFR after allo-HSCT.Methods:Nineteen patients with IFR after allo-HSCT at Peking University People’s Hospital from January 2012 to December 2021 were selected as the study group, and 95 patients without IFR after allo-HSCT during this period were randomly selected as the control group (1:5 ratio) .Results:Nineteen patients, including 10 males and 9 females, had IFR after allo-HSCT. The median age was 36 (10–59) years. The median IFR onset time was 68 (9–880) days after allo-HSCT. There were seven patients with acute myeloid leukemia, five with acute lymphoblastic leukemia, two with myelodysplastic syndrome, two with chronic myeloid leukemia, one with acute mixed-cell leukemia, one with multiple myeloma, and one with T-lymphoblastic lymph node tumor. There were 13 confirmed cases and 6 clinically diagnosed cases. The responsible fungus was Mucor in two cases, Rhizopus in four, Aspergillus in four, and Candida in three. Five patients received combined treatment comprising amphotericin B and posaconazole, one patient received combined treatment comprising voriconazole and posaconazole, nine patients received voriconazole, and four patients received amphotericin B. In addition to antifungal treatment, 10 patients underwent surgery. After antifungal treatment and surgery, 15 patients achieved a response, including 13 patients with a complete response and 2 patients with a partial response. Multivariate analysis revealed that neutropenia before transplantation ( P=0.021) , hemorrhagic cystitis after transplantation ( P=0.012) , delayed platelet engraftment ( P=0.008) , and lower transplant mononuclear cell count ( P=0.012) were independent risk factors for IFR after allo-HSCT. The 5-year overall survival rates in the IFR and control groups after transplantation were 29.00%±0.12% and 91.00%±0.03%, respectively ( P<0.01) . Conclusion:Although IFR is rare, it is associated with poor outcomes in patients undergoing allo-HSCT. The combination of antifungal treatment and surgery might be effective.
		                        		
		                        		
		                        		
		                        	
5.The effect of glucose-6-phosphate dehydrogenase deficiency on allogeneic hematopoietic stem cell transplantation in patients with hematological disorders
Jia WANG ; Haixia FU ; Yuanyuan ZHANG ; Xiaodong MO ; Tingting HAN ; Jun KONG ; Yuqian SUN ; Meng LYU ; Wei HAN ; Huan CHEN ; Yuhong CHEN ; Fengrong WANG ; Chenhua YAN ; Yao CHEN ; Jingzhi WANG ; Yu WANG ; Lanping XU ; Xiaojun HUANG ; Xiaohui ZHANG
Chinese Journal of Hematology 2024;45(2):121-127
		                        		
		                        			
		                        			Objectives:To determine the effect of glucose-6-phosphate-dehydrogenase (G6PD) deficiency on patients’ complications and prognosis following allogeneic stem cell hematopoietic transplantation (allo-HSCT) .Methods:7 patients with G6PD deficiency (study group) who underwent allo-HSCT at Peking University People's Hospital from March 2015 to January 2021 were selected as the study group, and thirty-five patients who underwent allo-HSCT during the same period but did not have G6PD deficiency were randomly selected as the control group in a 1∶5 ratio. Gender, age, underlying diseases, and donors were balanced between the two groups. Collect clinical data from two patient groups and perform a retrospective nested case-control study.Results:The study group consisted of six male patients and one female patient, with a median age of 37 (range, 2-45) years old. The underlying hematologic diseases included acute myeloid leukemia ( n=3), acute lymphocytic leukemia ( n=2), and severe aplastic anemia ( n=2). All 7 G6PD deficiency patients achieved engraftment of neutrophils within 28 days of allo-HSCT, while the engraftment rate of neutrophils was 94.5% in the control group. The median days of platelet engraftment were 21 (6–64) d and 14 (7–70) d ( P=0.113). The incidence rates of secondary poor graft function in the study group and control group were 42.9% (3/7) and 8.6% (3/35), respectively ( P=0.036). The CMV infection rates were 71.4% (5/7) and 31.4% (11/35), respectively ( P=0.049). The incidence rates of hemorrhagic cystitis were 57.1% (4/7) and 8.6% (3/35), respectively ( P=0.005), while the bacterial infection rates were 100% (7/7) and 77.1% (27/35), respectively ( P=0.070). The infection rates of EBV were 14.3% (1/7) and 14.3% (5/35), respectively ( P=1.000), while the incidence of fungal infection was 14.3% (1/7) and 25.7% (9/35), respectively ( P=0.497). The rates of post-transplant lymphoproliferative disease (PTLD) were 0% and 5.7%, respectively ( P=0.387) . Conclusions:The findings of this study indicate that blood disease patients with G6PD deficiency can tolerate conventional allo-HSCT pretreatment regimens, and granulocytes and platelets can be implanted successfully. However, after transplantation, patients should exercise caution to avoid viral infection, complications of hemorrhagic cystitis, and secondary poor graft function.
		                        		
		                        		
		                        		
		                        	
6.Clinical analysis of allogeneic hematopoietic cell transplantation in 9 patients with hematological malignancies complicated by Gilbert’s syndrome
Xiaolu ZHU ; Jingzhi WANG ; Meng LYU ; Tingting HAN ; Fengmei ZHENG ; Yuhong CHEN ; Yuanyuan ZHANG ; Huan CHEN ; Xiaohui ZHANG ; Lanping XU ; Xiaojun HUANG ; Yu WANG
Chinese Journal of Hematology 2024;45(9):851-855
		                        		
		                        			
		                        			From January 1, 2013, to March 1, 2024, nine patients with hematological malignancies complicated by Gilbert’s syndrome in Peking University People’s Hospital underwent allogeneic hematopoietic stem cell transplantation (allo-HSCT). The patients comprised seven male and two female cases, with a median age of 38 (13-60) years old. Among them, three cases were acute myeloid leukemia, three cases were acute lymphocytic leukemia, two cases were myelodysplastic syndrome, and one case was chronic myelomonocytic leukemia. None of the patients had viral hepatitis. Of the nine cases, seven cases received the Bu-Cy+ATG regimen, while the other two cases received the TBI-Cy+ATG regimen (Bu, busulfan; Cy, cyclophosphamide; ATG, antithymocyte immunoglobulin; and TBI, total body irradiation). All patients achieved neutrophil engraftment, and eight received platelet engraftment. The median total bilirubin level was 45.4 (22.5-71.2) μmol/L before transplantation and 22.0 (18.0-37.2) μmol/L on -1d of preconditioning. The total bilirubin level on +20d after the transplantation of eight patients decreased compared with the baseline level before transplantation. Moreover, one patient had a transient increase in the total bilirubin level on +5d after transplantation, which was considered to be attributed to the toxicity of Bu. No patients were complicated by hepatic veno-occlusive disease. The median follow-up time was 739 (42-2 491) days. During the follow-up period, one patient died of recurrence, and the remaining eight patients had disease-free survival events.
		                        		
		                        		
		                        		
		                        	
7.Zuoguiwan Prevent Decreased Ovarian Reserve in Prenatal Stressed Offspring Rats via TLR4/NF-κB p65 Signaling Pathway
Yinjuan LYU ; Weiheng ZHANG ; Siyi CHEN ; Wenjing TIAN ; Jian GONG ; Yuhao MENG ; Huan HE ; Xiaocui JIANG ; Min ZHAO ; Min XIAO
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(17):67-76
		                        		
		                        			
		                        			ObjectiveTo observe the effect of Zuoguiwan on ovarian reserve in the female offspring rat model of prenatal stress (PS) and explore the mechanism based on Toll-like receptor 4/nuclear factor-κB p65 (TLR4/NF-κB p65) signaling pathway. MethodThirty-two pregnant rats were prepared and randomized into four groups (n=8): control, model, Zuoguiwan (18.9 mg·kg-1), and vitamin E (1.44 mg·kg-1). Except the control group, the other three groups were subjected to chronic unpredictable mild stress (CUMS) from day 11 of pregnancy, and the modeling was accompanied by gavage with corresponding drugs until delivery. The PS model was evaluated by the sucrose preference test, open field test, and serum corticosterone (CORT) level. The estrous cycle was monitored and the morphological changes in the ovarian tissue were observed. The serum levels of estradiol (E2), luteinizing hormone (LH), follicle-stimulating hormone (FSH), and anti-Mullerian hormone (AMH) in the 75-day-old offspring rats were measured by enzyme-linked immunosorbent assay (ELISA) to evaluate the ovarian reserve. The ovary and uterus indices were calculated. The serum levels of interleukin-1β (IL-1β) and tumor necrosis factor-α (TNF-α) were measured by enzyme-linked immunosorbent assay (ELISA). The morphology of the ovarian tissue in the offspring on the day of birth and day 75 after birth was observed by hematoxylin-eosin staining. The transport of NF-κB p65 to the nucleus in the ovaries of the 75-day-old offspring was detected by the immunofluorescence (IF) assay. The expression of TLR4, NF-κB p65 and other related proteins in the ovarian tissue was determined by Western blot. ResultCompared with the control group, the model group showed reduced primordial follicles in the offspring on the day of birth (P<0.01) as well as disturbed estrous cycle, decreased ovary index and uterus index (P<0.01), reduced corpus luteum, increased atretic follicles (P<0.01), lowered serum levels of AMH and E2 (P<0.01), elevated serum levels of LH, FSH, IL-1β, and TNF-α (P<0.05, P<0.01), and up-regulated protein levels of TLR4, NF-κB p65, recombinant myeloid differentiation factor 88 (MyD88), and phosphorylated NF-κB inhibitor (p-IκBα) (P<0.01) in the 75-day-old offspring rats. Compared with the model group, Zuoguiwan and vitamin E increased the primordial follicles in the offspring on the day of birth (P<0.01). Moreover, they resumed the estrous cycle, increased the ovary and uterine indices (P<0.05, P<0.01) and corpus luteum (P<0.01), reduced atretic follicles (P<0.01), elevated the serum levels of AMH and E2 (P<0.05, P<0.01), lowered the serum levels of LH, FSH, IL-1β, and TNF-α (P<0.05, P<0.01), and down-regulated the expression of TLR4, NF-κB p65, MyD88, and p-IκB-α (P<0.05, P<0.01) in the 75-day-old offspring. ConclusionZuoguiwan can improve the ovarian reserve in the offspring rat model of congenital kidney deficiency by regulating the TLR4/NF-κB p65 signaling pathway. 
		                        		
		                        		
		                        		
		                        	
8.Genetic analysis of a patient with familial hypercholesterolemia due to variant of LDLR gene.
Guanxiong WANG ; Liting LIU ; Yang GAO ; Mingrong LYU ; Huan WU ; Xiaojin HE
Chinese Journal of Medical Genetics 2023;40(4):458-461
		                        		
		                        			OBJECTIVE:
		                        			To analyze variant of LDLR gene in a patient with familial hypercholesterolemia (FH) in order to provide a basis for the clinical diagnosis and genetic counseling.
		                        		
		                        			METHODS:
		                        			A patient who had visited the Reproductive Medicine Center of the First Affiliated Hospital of Anhui Medical University in June 2020 was selected as the study subject. Clinical data of the patient was collected. Whole exome sequencing (WES) was applied to the patient. Candidate variant was verified by Sanger sequencing. Conservation of the variant site was analyzed by searching the UCSC database.
		                        		
		                        			RESULTS:
		                        			The total cholesterol level of the patient was increased, especially low density lipoprotein cholesterol. A heterozygous c.2344A>T (p.Lys782*) variant was detected in the LDLR gene. Sanger sequencing confirmed that the variant was inherited from the father.
		                        		
		                        			CONCLUSION
		                        			The heterozygous c.2344A>T (p.Lys782*) variant of the LDLR gene probably underlay the FH in this patient. Above finding has provided a basis for genetic counseling and prenatal diagnosis for this family.
		                        		
		                        		
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Cholesterol, LDL/genetics*
		                        			;
		                        		
		                        			Heterozygote
		                        			;
		                        		
		                        			Hyperlipoproteinemia Type II/genetics*
		                        			;
		                        		
		                        			Mutation
		                        			;
		                        		
		                        			Pedigree
		                        			;
		                        		
		                        			Phenotype
		                        			;
		                        		
		                        			Receptors, LDL/genetics*
		                        			
		                        		
		                        	
9.Establishment and evaluation of a predictive model for early neurological deterioration after intravenous thrombolysis in acute ischemic stroke based on machine learning.
Zhe LYU ; Huan YANG ; Yaohui WANG ; Xiaomin CHEN ; Chongyang ZHANG ; Wenxi WANG
Chinese Critical Care Medicine 2023;35(9):945-950
		                        		
		                        			OBJECTIVE:
		                        			To establish a machine learning model to predict the risk of early neurological deterioration (END) based on the clinical and laboratory data of patients with acute ischemic stroke (AIS) before intravenous thrombolysis.
		                        		
		                        			METHODS:
		                        			The clinical data of AIS patients who received intravenous thrombolytic with recombinant tissue plasminogen activator (rt-PA) at the Stroke Center of the First Hospital of Qinhuangdao City from January 2019 to July 2022 were retrospectively analyzed. Patients were divided into END group and non-END group according to whether END appeared after intravenous thrombolytic. Clinical data of patients at admission were collected, including demographic characteristics, clinical evaluation, comorbidification, drug use history, laboratory tests, etc. Univariate and multivariate Logistic regression analysis were performed to screen out the independent predictors of the END of AIS patients after intravenous thrombolytic. The study subjects were randomly divided into a training set and a test set in a 7 : 3 ratio. Four machine learning prediction models, including Logistic regression (LR), K-nearest neighbor (KNN), support vector machine (SVM) and random forest (RF), were established based on independent predictors. The receiver operator characteristic curve (ROC curve) was used to evaluate the predictive ability of each model in END.
		                        		
		                        			RESULTS:
		                        			A total of 704 patients were enrolled, of whom 99 were identified as END and 605 as non-END. Univariate and multivariate Logistic regression analysis was used to screen out the National Institutes of Health stroke scale [NIHSS, odds ratio (OR) = 1.049, 95% confidence interval (95%CI) was 1.015-1.082, P = 0.004], systolic blood pressure (OR = 1.013, 95%CI was 1.004-1.022, P = 0.004), lymphocyte percentage (LYM%, OR = 0.903, 95%CI was 0.853-0.953, P < 0.001), platelet to lymphocyte ratio (PLR, OR = 1.007, 95%CI was 1.002-1.014, P = 0.013) were the independent predictors of END in AIS patients after intravenous thrombolysis. The area under the curve (AUC) of LR, KNN, SVM, and RF machine learning models in the test dataset were 0.789 (95%CI was 0.675-0.902), 0.797 (95%CI was 0.685-0.910), 0.851 (95%CI was 0.751-0.952) and 0.809 (95%CI was 0.699-0.919), respectively. The RF model had the highest sensitivity (95.7%). The accuracy (0.736), specificity (72.0%) and AUC of SVM model were the highest, and its overall prediction ability was better than the other three models.
		                        		
		                        			CONCLUSIONS
		                        			Machine learning models have a potential role in early predicting the risk of END after intravenous thrombolysis in AIS patients, and can provide help in clinical decision-making for intravenous thrombolysis.
		                        		
		                        		
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Tissue Plasminogen Activator/therapeutic use*
		                        			;
		                        		
		                        			Ischemic Stroke/drug therapy*
		                        			;
		                        		
		                        			Brain Ischemia
		                        			;
		                        		
		                        			Retrospective Studies
		                        			;
		                        		
		                        			Thrombolytic Therapy
		                        			;
		                        		
		                        			Stroke
		                        			;
		                        		
		                        			Fibrinolytic Agents/therapeutic use*
		                        			
		                        		
		                        	
10.Establishment of a prognostic prediction model for pancreatic cancer based on endoplasmic reticulum stress-related genes
Shengnan LYU ; Xinyu PENG ; Jian ZHANG ; Huan LIU ; Feng WEI
Journal of Clinical Hepatology 2023;39(12):2894-2900
		                        		
		                        			
		                        			ObjectiveTo investigate the role of endoplasmic reticulum stress genes in the prognosis of pancreatic cancer, and to establish a prognostic prediction model based on the prognostic markers for pancreatic cancer. MethodsTranscriptome sequencing data were downloaded from TCGA and GTEx databases, and MsigDB website was used to obtain endoplasmic reticulum stress genes. A univariate Cox regression analysis was performed to obtain the genes associated with the prognosis of pancreatic cancer, and a consensus clustering analysis was used to construct the molecular typing of pancreatic cancer, while the differentially expressed genes between the two subgroups were obtained. A Lasso regression analysis was used to obtain the core genes associated with the prognosis of pancreatic cancer, which were used to construct a prognostic prediction model for pancreatic cancer. Related datasets were obtained from the GEO database to validate the predictive performance of the model. The CIBERSORT analysis was used to investigate the correlation between risk score and immune infiltration. Quantitative real-time PCR was used to measure the expression of genes in pancreatic cancer tissue and cell lines. The independent-samples t test was used for comparison of continuous data between two groups, and the chi-square test was used for comparison of categorical data between groups. Survival was compared using Log-rank test. The predictive value of the model was evaluated by evaluating the area under the ROC curve. ResultsThe endoplasmic reticulum stress genes CEBPB, MARCKS, PMAIP1, and UBXN10 were independent risk factors for the prognosis of pancreatic cancer, and based on the expression characteristics of these genes, the TCGA pancreatic cancer cohort was divided into two subgroups, i.e., cluster A and cluster B, while the cluster A patients had a significantly shorter overall survival time than the cluster B patients (P<0.01). The Lasso regression analysis obtained 5 core genes from the differentially expressed genes affecting the prognosis of pancreatic cancer, and the risk scoring system was established as risk score=0.156×CDA+0.135×AHNAK2+0.020×RHOV+0.095×LY6D+0.054×SPRR1B. The ROC curve analysis showed that this model had good overall predictive performance, with the area under the ROC curve of 0.731 at 1 year, 0.712 at 3 years, and 0.686 at 5 years, and the low-risk group based on this model had a significantly longer overall survival time than the high-risk group (χ2=11.733, P=0.001). The model showed good predictive performance in the external dataset GSE57495. Quantitative real-time PCR results showed that the expression levels of CDA, AHNAK2, RHOV, LY6D, and SPRR1B in 40 pancreatic cancer tissue samples were significantly upregulated compared with those in normal adjacent tissue samples (t=2.529, 2.458, 3.314, 3.583, and 5.082, all P<0.05). ConclusionThe expression characteristics of CDA, AHNAK2, RHOV, LY6D, and SPRR1B can be used to predict the prognosis of pancreatic cancer, and the high expression levels of these genes are associated with the poor prognosis of pancreatic cancer patients. 
		                        		
		                        		
		                        		
		                        	
            
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