1.Construction of a prognostic prediction model for invasive lung adenocarcinoma based on machine learning
Yanqi CUI ; Jingrong YANG ; Lin NI ; Duohuang LIAN ; Shixin YE ; Yi LIAO ; Jincan ZHANG ; Zhiyong ZENG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(01):80-86
Objective To determine the prognostic biomarkers and new therapeutic targets of the lung adenocarcinoma (LUAD), based on which to establish a prediction model for the survival of LUAD patients. Methods An integrative analysis was conducted on gene expression and clinicopathologic data of LUAD, which were obtained from the UCSC database. Subsequently, various methods, including screening of differentially expressed genes (DEGs), Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis and Gene Set Enrichment Analysis (GSEA), were employed to analyze the data. Cox regression and least absolute shrinkage and selection operator (LASSO) regression were used to establish an assessment model. Based on this model, we constructed a nomogram to predict the probable survival of LUAD patients at different time points (1-year, 2-year, 3-year, 5-year, and 10-year). Finally, we evaluated the predictive ability of our model using Kaplan-Meier survival curves, receiver operating characteristic (ROC) curves, and time-dependent ROC curves. The validation group further verified the prognostic value of the model. Results The different-grade pathological subtypes' DEGs were mainly enriched in biological processes such as metabolism of xenobiotics by cytochrome P450, natural killer cell-mediated cytotoxicity, antigen processing and presentation, and regulation of enzyme activity, which were closely related to tumor development. Through Cox regression and LASSO regression, we constructed a reliable prediction model consisting of a five-gene panel (MELTF, MAGEA1, FGF19, DKK4, C14ORF105). The model demonstrated excellent specificity and sensitivity in ROC curves, with an area under the curve (AUC) of 0.675. The time-dependent ROC analysis revealed AUC values of 0.893, 0.713, and 0.632 for 1-year, 3-year, and 5-year survival, respectively. The advantage of the model was also verified in the validation group. Additionally, we developed a nomogram that accurately predicted survival, as demonstrated by calibration curves and C-index. Conclusion We have developed a prognostic prediction model for LUAD consisting of five genes. This novel approach offers clinical practitioners a personalized tool for making informed decisions regarding the prognosis of their patients.
2.Study on the risk factors of cefoperazone/sulbactam-induced coagulation dysfunction in adult patients:a systematic review
Mingfu TUO ; Cai’e TANG ; Kun YANG ; Yabing SHEN ; Shixin LEI ; Liang YANG
China Pharmacy 2024;35(4):488-493
OBJECTIVE To systematically evaluate the risk factors for cefoperazone/sulbactam-induced coagulation dysfunction in adult patients. METHODS Retrieved from CNKI, VIP, CBM, Wanfang data, PubMed, Embase and Cochrane Library, randomized controlled trial (RCT), case-control study or cohort study about cefoperazone/sulbactam-induced coagulation dysfunction in adult patients were collected from the inception to Apr. 30th, 2023. After literature screening, data extraction and quality evaluation, meta-analysis was carried out by using RevMan 5.3 software. RESULTS A total of 13 studies were included, among which 11 studies were case-control studies, and 2 studies were cohort studies, involving 18 387 patients in total. Meta- analysis showed that the proportion of advanced age [OR=2.04, 95%CI (1.14, 3.64), P=0.02], liver insufficiency [OR=5.95, 95%CI (4.21, 8.40), P<0.000 01], renal insufficiency [OR=3.51, 95%CI (3.04, 4.05), P<0.001], hypoproteinemia [OR= 1.90, 95%CI(1.37, 2.62), P<0.001], poor diet [OR=7.25, 95%CI (5.13, 10.24), P<0.000 01], daily dose of cefoperazone/ sulbactam ≥9 g [OR=3.95, 95%CI (2.45,6.37), P<0.001], medication duration of cefoperazone/sulbactam ≥10 d [OR=2.43, 95%CI (1.81, 3.28), P<0.001], combined use of anticoagulant drugs [OR=2.84, 95%CI (2.03, 3.97), P<0.001], combined with malignant tumor [OR=1.60, 95%CI (1.20, 2.15),P<0.001] in patients with abnormal coagulation function were significantly higher than those with normal coagulation function. CONCLUSIONS Advanced age, liver insufficiency, renal insufficiency, complicated with malignant tumors and hypoalbuminemia, combined use of anticoagulant drugs, poor diet, daily dose ≥9 g, and medication duration≥10 days are risk factors for coagulation dysfunction caused by cefoperazone/sulbactam.
3.The role of brevican regulation in the antidepressant effects of electroacupuncture in a chronic stress rat model
Cong Gai ; Zhenyu Guo ; Kai Guo ; Shixin Yang ; Yi Zhang ; Huimin Zhu ; Feifei Kan ; Hongmei Sun ; Die Hu
Journal of Traditional Chinese Medical Sciences 2024;11(4):513-521
Objective:
To investigate the mechanism of electroacupuncture (EA) for treating depression and to explore the role of brevican in the medial prefrontal cortex (mPFC) in modulating stress susceptibility and the antidepressant effects of EA in rats.
Methods:
Twenty-four Sprague–Dawley (SD) rats were equally divided into three groups: green fluorescent protein (GFP) + control, GFP + chronic unpredicted mild stress (CUMS), and short-hairpin RNA targeting on brevican (shBcan) + CUMS. Another 24 SD rats were equally divided into CUMS + GFP, CUMS + GFP + EA, and CUMS + shBcan + EA groups. Behavioral tests were conducted to assess depression-like behavior. Western blot analysis was used to evaluate the expression of brevican, aggrecan, GLuA1, and PSD95 in mPFC subregions.
Results:
Behavioral parameter evaluation show that rats in the shBcan + CUMS group exhibited a significantly reduced sucrose preference (P = .0002) and increased immobility time (P = .0011) compared to those in rats in the GFP + CUMS group. Western blotting showed that brevican expression was significantly downregulated in the PrL of the shBcan + CUMS group compared with that in the GFP + CUMS group (P = .0192). Furthermore, compared to the CUMS + GFP + EA group, the CUMS + shBcan + EA group exhibited a significantly decreased sucrose preference (P = .0334), increased immobility time (P = .0465), and increased latency to food (P = .0261). In the CUMS + shBcan + EA group, the EA-induced brevican and PSD95 overexpression was reversed, compared with that in the CUMS + GFP + EA group (P = .0454 and P = .0198, respectively).
Conclusion
EA exerts its antidepressant effects through the modulation of brevican expression in rats. Our findings highlight the important role for brevican in stress susceptibility, which could be a potential target for treating depression.
4.Dermabrasion for the treatment of familial benign chronic pemphigus: a clinical observation of 6 cases
Yuqing SONG ; Nan YANG ; Linlin LIU ; Ziyi FENG ; Shixin HAN ; Meijuan ZHOU
Chinese Journal of Dermatology 2024;57(8):743-746
Objective:To analyze clinical efficacy and safety of dermabrasion for the treatment of familial benign chronic pemphigus.Methods:Clinical data were retrospectively collected from 6 patients with familial benign chronic pemphigus, who underwent dermabrasion in the Department of Dermatology, the First Affiliated Hospital of Dalian Medical University from February 2019 to July 2020. There were 3 males and 3 females, they were aged from 39 to 65 years, and their disease duration ranged from 10 to 40 years. All the patients were postoperatively followed up for 14 - 34 months. Response rates were calculated, and adverse reactions and recurrence were observed.Results:Dermabrasion was performed on the 6 patients in 55 body areas. After operation, complete recovery was observed in 36 areas (65.5%), marked improvement was noted in 13 areas (23.6%), and moderate improvement was observed in 6 areas (10.9%) ; there were no areas with no response, resulting in an overall response rate of 89.1%. Postoperatively, the patients experienced no obvious discomfort, and only slight hypopigmentation and mild scars remained. During the follow-up of 14 to 34 months, no recurrence was observed in the treated areas.Conclusion:Dermabrasion was safe and effective for the treatment of familial benign chronic pemphigus.
5.Synergistic sensitization of apatinib mesylate and radiotherapy on hepatocarcinoma cells in vitro
Yongjing YANG ; Tianyang KE ; Shixin LIU ; Xue WANG ; Dequan XU ; Tingting LIU ; Ling ZHAO
Journal of Jilin University(Medicine Edition) 2024;50(4):1009-1015
Objective:To discuss the synergistic inhibitory effect of apatinib mesylate(apatinib)combined with radiotherapy(RT)on the hepatocellular carcinoma(HepG2)cells in vitro,and to clarify its related antitumor mechanism.Methods:The HepG2 cells were cultured in vitro and treated with different concentrations of apatinib and/or varying doses of X-rays.MTT method was used to detect the survival rates of the cells in various groups;the inhibitory rates of cell proliferation and the 20%inhibitory concentration(IC20)of apatinib were calculated;the X-ray irradiation dose for subsequent experiments was detected.The HepG2 cells were divided into apatinib group,RT group,and apatinib+RT group(combined group).Flow cytometry was used to detect the apoptotic rates of the cells in various groups;wound healing assay was used to detect the migration rates of the cells in various groups;ELISA method was used to detect the levels of vascular endothelial growth factor(VEGF)in the cell culture supernatant in various groups.Results:The MTT results showed that the IC20 of apatinib was 1.32 μmol·L-1,and this concentration was used for subsequent experiments,and the X-ray irradiation dose for the follow-up experiments was 2 Gy.Compared with control group,the apoptotic rates of the cells in apatinib group and RT group had no significant differences(P>0.05),while the apoptotic rate of the cells in combined group was increased(P<0.05).Compared with control group,the migration rates of the cells in apatinib group,RT group,and combined group were decreased(P<0.05);compared with apatinib group and RT group,the migration rate of the cells in combined group was decreased(P<0.05).Compared with control group,the levels of VEGF in the cell culture supernatant in apatinib group and combined group were decreased(P<0.05);compared with apatinib and RT group,the level of VEGF in the cell culture supernatant in combined group was decreased(P<0.05).Conclusion:Apatinib combined with radiotherapy significantly inhibits the proliferation and migration of the HepG2 cells in vitro and induces the apoptosis;its effect may be related to the inhibition of VEGF secretion by cells.
6.Effects of lactoprotein iron chelates on iron deficiency anaemia in rats
CHEN Jili ; LI Minghui ; WANG Mengying ; XU Caiju ; ZHANG Shixin ; YAN Jun ; PAN Wenfei ; GAO He ; LI Jie ; WANG Hanbin ; MA Yongqing ; YANG Min
Journal of Preventive Medicine 2023;35(10):861-865
Objective:
To investigate the effects of lactoprotein iron chelates on rats with iron deficiency anaemia (IDA), so as to provide insights into developing and utilizing novel iron supplements.
Methods:
Seventy weaning female SPF-graded rats of the SD strain were randomly divided into the control group (A), model group (B), ferrous sulfate group (C), lactoferrin group (D), lactoferrin iron chelate group (E), Casein oligopeptide iron chelate group (F) and whey protein oligopeptide iron chelate group (G), with 10 rats in each group. The rats in group A were fed with normal diet, and the others were fed with poor iron diet for IDA modeling. The corresponding interventions were given by intragastric administration once a day. The iron ion concentrations of group C, E, F and G were 2.0 mg/kg, and the protein and oligopeptide concentrations of group D, E, F and G were 2 000 mg/kg. Body weight and hemoglobin of rats were measured weekly during 21-day intervention. At the end, peripheral blood samples were collected, and blood routine, iron metabolism and liver function indicators were determined.
Results:
After the intervention, among blood routine indicators, the rats in group C, E, F and G showed elevated hemoglobin, red blood cell, mean corpuscular volume and hematocrit, and decreased free protoporphyrin and mean corpuscular hemoglobin concentration when compared with the rats in group B (all P<0.05); among iron metabolism indicators, the rats in group C, E and G showed elevated serum ferritin, the rats in group C, E, F and G showed elevated serum iron, the rats in group C, D, E, F and G showed decreased unsaturated iron binding capacity and total iron binding capacity when compared with the rats in group B (all P<0.05); among liver function indicators, the rats in group E and G showed decreased alanine transaminase when compared with the rats in group B (both P<0.05).
Conclusions
Lactoprotein alone could not completely improve IDA in rats compared with traditional iron supplement (ferrous sulfate). Lactoprotein iron chelate, especially whey protein oligopeptide iron chelate, could significantly improve IDA, iron reserve and liver function damage in rats.
7.Safety and short-term outcomes evaluation of transfemoral transcatheter aortic valve replacement in the treatment of pure native aortic valve regurgitation
Shixin TAO ; Hongning SONG ; Sheng CAO ; Bo HU ; Yuanting YANG ; Qing ZHOU ; Jinling CHEN
Chinese Journal of Ultrasonography 2022;31(12):1028-1034
Objective:To evaluate the safety and short-term outcomes of transfemoral transcatheter aortic valve replacement (TAVR) with domestic prostheses in patients with pure native aortic valve regurgitation (AR).Methods:A total of 16 patients with pure native AR who underwent transfemoral TAVR in the Renmin Hospital of Wuhan University from June 2019 to January 2022 were consecutively included in our study, and 24 patients with aortic stenosis (AS) who underwent transfemoral TAVR in the same period were selected as the control group. This study compared the baseline characteristics, baseline echocardiography, morphological characteristics of the aortic root, safety of the procedure and short-term outcomes between the two groups.Results:Compared with the AS group, the pure native AR group had a higher prevalence of baseline NYHA class Ⅲ or Ⅳ, a larger left ventricular end-diastolic diameter (LVEDD), a smaller relative ventricular wall thickness (RWT) (all P<0.05), a lower aortic root calcification score, and a larger sinus junction diameter, and cardiac angle (all P<0.05). During TAVR operation, the pure native AR group was treated with larger prostheses size, with a larger percentage in relation to the native annulus size and outflow tract (all P<0.05). There were 7 cases (43.8%) treated with 'valve in valve’, 2 cases (12.5%) with moderate paravalvular leak(PVL), and 2 cases (12.5%) with prostheses-migration to ascending aorta.However, no cases of death, transfer to surgery, coronary obstruction or annular rupture were observed in the pure native AR group. There were no statistical differences between the pure native AR group and AS group in device success rate (56.3% vs 62.5%, P>0.05) and 1-month all-cause mortality[0 (0/16) vs 4.2% (1/24), P>0.05]. The 6MWT, NT-proBNP, and NYHA were significantly improved at 1-month post TAVR compared with those before the procedure in the two groups (all P<0.05). Echocardiography showed significant reverse cardiac remodeling and improved left ventricular function compared with those before the procedure in the two groups. Conclusions:Transfemoral TAVR is a feasible and safe method for patients with pure native AR, and its short-term prognosis is similar to that in AS patients with well-established TAVR.
8.Bone marrow mesenchymal stem cell-derived exosomes in the treatment of ischemic stroke
Yang JIN ; Yichen CAI ; Yunsha ZHANG ; Shixin XU
International Journal of Cerebrovascular Diseases 2022;30(5):369-374
Stem cell transplantation has great potential in the treatment of ischemic stroke, and bone marrow mesenchymal stem cells (BMSCs) are the most widely studied. Studies have shown that BMSCs mainly perform their functions in a paracrine manner, and the exosomes released by BMSCs show biological activities similar to BMSCs. As a cell-free therapy, BMSCs exosomes have made a lot of progress in the field of ischemic stroke. This article reviews the research progress of BMSCs-derived exosomes in the treatment of ischemic stroke.
9.Clinical effects of conjoint fascial sheath suspension and frontalis muscle flap suspension in correction of severe blepharoptosis: a Meta-analysis
Linxia DUAN ; Feng LI ; Shixin YANG
Chinese Journal of Medical Aesthetics and Cosmetology 2021;27(5):415-418
Objective:To evaluate the clinical effects of conjoint fascial sheath suspension and frontalis muscle flap suspension in correction of severe blepharoptosis.Methods:The databases of China National Knowledge Infrastruction (CNK), WANGFANG DATA, VIP, PubMed, Cochrane Library and Web of Science (SCIE) databases were searched. All relevant studies were collected from February 2002 to April 2019, and the clinical effects of conjoint fascial sheath suspension and frontalis muscle flap suspension in correction of severe blepharoptosis were studied. The correction effective rate, complication rate and recurrence rate between two operations were Meta analyzed.Results:A total of seven randomized controlled trial studies including 387 eyes of 315 patients were subject to final analysis. The conjoint fascial sheath suspension group had 158 patients (192 eyes) and frontalis muscle flap suspension group had 157 patients (195 eyes). The results showed that the correction effective rate of conjoint fascial sheath suspension was higher than frontalis muscle flap suspension. There were statistically significant difference between the two groups ( P<0.05). The rate of complication and recurrence were lower. There were statistically significant difference between the two groups ( P<0.05). Conclusions:The clinical effects of conjoint fascial sheath suspension are better than frontalis muscle flap suspension in correction of severe blepharoptosis.
10.Related risk factors analysis of pancreatic fistula after radical resection of gastric cancer and establishment of risk prediction scoring model
Ping'an DING ; Zhidong ZHANG ; Peigang YANG ; Yuan TIAN ; Shixin ZHAN ; Honghai GUO ; Yang LIU ; Dong WANG ; Yong LI ; Qun ZHAO
Cancer Research and Clinic 2021;33(2):104-108
Objective:To investigate the risk factors of pancreatic fistula after radical resection of gastric cancer, and to establish a risk prediction scoring model for pancreatic fistula.Methods:The clinico-pathological data of 312 patients with gastric cancer admitted to the Fourth Hospital of Hebei Medical University from January 2019 to January 2020 were retrospectively analyzed. Multiple factor logistic regression model was used to analyze the risk factors of pancreatic fistula after radical resection of gastric cancer, and a risk prediction scoring model based on the risk factors was established. Hosmer-Lemeshow test was used to detect the goodness of fit of regression equation, and receiver operating characteristics (ROC) curve was used to evaluate the distinction degree of regression equation.Results:Among 312 patients with gastric cancer, 27 cases (8.65%) had pancreatic fistula after radical resection of gastric cancer. Multiple factor logistic regression analysis showed that male patients ( OR = 5.312, 95% CI 1.532-18.420, P = 0.008), age ≥ 60 years old ( OR = 4.928, 95% CI 1.493-16.250, P = 0.009), preoperative diabetes mellitus ( OR = 3.062, 95% CI 1.091-8.589, P = 0.034), lesion location in the gastric body-gastric antrum ( OR = 3.121, 95% CI 1.052-9.251, P = 0.040), intraoperative omental bursa resection ( OR = 6.209, 95% CI 2.084-18.478, P = 0.001), intraoperative lymph node dissection at D2+ station ( OR = 3.114, 95% CI 1.044-9.281, P = 0.042), intraoperative combined organ resection ( OR = 5.063, 95% CI 1.473-17.400, P = 0.010), preoperative TNM stage Ⅲ ( OR = 4.973, 95% CI 1.189-20.792, P = 0.028) were independent risk factors for pancreatic fistula after radical resection of gastric cancer. A risk prediction equation of pancreatic fistula after radical resection of patients with gastric cancer was established: P = -8.619+1.670X 1+1.595X 2+1.119X 3+1.138X 4+1.826X 5+1.136X 6+1.622X 7+1.604X 8; factor X was set as a binomial assignment (0 or 1); X1-X8 were listed as follows respectively: gender (the male was 1), age (≥60 years old was 1), preoperative diabetes history (yes was 1), lesion location (gastric body-gastric antrum was 1), intraoperative resection of omental bursa or not (yes was 1), intraoperative lymph node dissection at D2+ station or not (yes was 1), intraoperative combined organ resection or not (yes was 1), preoperative TNM stage (stage Ⅲ was 1). The goodness of fit of regression equation was high ( P = 0.395). The area under the curve of ROC by using risk prediction scoring model to judge pancreatic fistula was 0.916 (95% CI 0.872-0.960, P<0.01). The probability of pancreatic fistula in patients with score ≥ 5 was 40.90%, and the probability of pancreatic fistula in patients with score < 5 was 3.35%. Conclusions:The occurrence of pancreatic fistula after radical resection of gastric cancer is closely related to a variety of risk factors. By establishing a risk prediction scoring model for pancreatic fistula after radical resection of gastric cancer, it is helpful to effectively identify patients with high risk of pancreatic fistula after radical surgery during the perioperative period.


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