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.Cancer-Associated Fibroblasts Interact with Schwann Cells for Tumor Perineural Invasion by Oral Squamous Cell Carcinoma.
Xinwen ZHANG ; Yijia HE ; Shixin XIE ; Yuxian SONG ; Xiaofeng HUANG ; Qingang HU ; Yanhong NI ; Yi WANG ; Yong FU ; Liang DING
Neuroscience Bulletin 2025;41(6):1003-1020
Perineural invasion (PNI) by tumor cells is a key phenotype of highly-invasive oral squamous cell carcinoma (OSCC). Since Schwann cells (SCs) and fibroblasts maintain the physiological homeostasis of the peripheral nervous system, and we have focused on cancer-associated fibroblasts (CAFs) for decades, it's imperative to elucidate the impact of CAFs on SCs in PNI+ OSCCs. We describe a disease progression-driven shift of PNI- towards PNI+ during the progression of early-stage OSCC (31%, n = 125) to late-stage OSCC (53%, n = 97), characterized by abundant CAFs and nerve demyelination. CAFs inhibited SC proliferation/migration and reduced neurotrophic factors and myelin in vitro, and this involved up-regulated ER stress and decreased MAPK signals. Moreover, CAFs also aggravated the paralysis of the hind limb and PNI in vivo. Unexpectedly, leukemia inhibitory factor (LIF) was exclusively expressed on CAFs and up-regulated in metastatic OSCC. The LIF inhibitor EC330 restored CAF-induced SC inactivation. Thus, OSCC-derived CAFs inactivate SCs to aggravate nerve injury and PNI development.
Schwann Cells/metabolism*
;
Mouth Neoplasms/metabolism*
;
Humans
;
Cancer-Associated Fibroblasts/metabolism*
;
Animals
;
Carcinoma, Squamous Cell/metabolism*
;
Neoplasm Invasiveness/pathology*
;
Male
;
Female
;
Mice
;
Cell Movement/physiology*
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Cell Proliferation/physiology*
;
Cell Line, Tumor
;
Leukemia Inhibitory Factor/metabolism*
;
Middle Aged
3.Recent advances of neoantigen in tumor therapy
Zhihao LIU ; Shixin NI ; Siyuan HE ; Shuqing CHEN
Chinese Journal of Biochemical Pharmaceutics 2016;36(12):11-14
As the research work went further and more detailed, a variety of new treatments compete to come out.However, it remains unclear that how the antigen works to distinguish cancer cells and normal cells.Neoantigen, which is located in the tumor cell surface of a specific antigen, its presence makes human immunotherapy into new areas which may make personalized treatment possible in the near future.Emerging data suggest that the identification of such newantigens is a major factor in clinical immunotherapy.They can form a biomarker in cancer immunotherapy to provide targets for a variety of therapeutic approaches to attack, which allows T cells to selectively enhance the immune response against this class of antigens.
4.Comparison of the characteristics of the medical humanities education between Chinese and American medical colleges and its enlightenment
Fang TIAN ; Xiaowei NI ; Ziming ZHOU ; Hong BAO ; Shixin CHANG
Chinese Journal of Medical Education Research 2015;14(4):337-341
American medical colleges attach great importance to the humanistic education.The rich humanities curriculum is fully integrated into the teaching practice thus the mutual penetration of medicine and the humanities is achieved.They have specific and detailed examination evaluation system and the teaching method was more practical and participatory.By contrast,nost of the medical colleges in our country neglect the humanities construction and the cultivation of medical students' humanistic spirit.The coverage of the humanities curriculum is relatively narrow and the faculty is insufficient.We should promote the development of humanistic cducation,attach importance to the construction of medical humanities,set up appropriate curriculum system,increase the investment in faculty and reform the teaching method and examination method.
5.The correlation of vitamin D level and vitamin D-binding protein gene polymorphism in chronic obstructive pulmonary disease
Xiaochen LI ; Xiansheng LIU ; Yongjian XU ; Weining XIONG ; Jianping ZHAO ; Wang NI ; Shixin CHEN
Chinese Journal of Internal Medicine 2014;53(4):303-307
Objective To assess the correlation of serum 25-hydroxyvitamin D (25-OHD) levels with vitamin D-binding protein (the group-specific component,GC) gene polymorphism in chronic obstructive pulmonary disease (COPD).Methods In a cross-sectional case-control study,250participants,including 116 COPD patients with smoking history and 134 healthy smokers,were investigated.A questionnaire about smoking history,vitamin D intake and comorbidities was collected.General pulmonary function was done by routine.Serum 25-OHD levels were detected by ELISA.The genetic variants (rs4588and rs7041) were genotyped by real time fluorescence polymerase chain reaction (RT-PCR) with TaqMan probe technology.Results The COPD patients had lower serum vitamin D level than the smoker subjects (36.58 nmol/L vs 43.80 nmol/L,P <0.001).In the COPD patients,vitamin D level was 39.43 nmol/L in those with percentage of predicted forced expiratory volume in 1 second (FEV1 % pred) greater than or equal to 80%.In other groups with FEV1 % pred 50%-80%,30%-50% and lower than 30%,vitamin D levels were 35.32 nmol/L,32.21 nmol/L,26.25 nmol/L respectively (P < 0.01).Moreover,there was a significant relevance of 25-OHD levels with FEV1 % pred in both COPD patients and healthy smokers (r2 =1.911; P <0.000 1).The mean 25-OHD concentration had a negative correlation with Global Initiative for Obstructive Lung Disease (GOLD) stages.Homozygous carriers of vitamin D-binding protein gene rs7041 T allele were independently related to 25-OHD levels and susceptibility of COPD (P < 0.01 ; OR =2.140,95% CI 1.157-3.959,P =0.015 respectively).Conclusions Patients with COPD are at high risk of vitamin D deficiency and the severity of COPD is inversely correlated with vitamin D levels.Furthermore,homozygous carrier of rs7041 T allele influences 25-OHD serum levels and is related to susceptibility of COPD,which may be a potential candidate gene for screening COPD.
6.The expression of macrophage migration inhibition factor in pulmonary tissues of smokers with or without chronic obstructive pulmonary disease
Weibin SHE ; Xiansheng LIU ; Wang NI ; Shixin CHEN ; Yongjian XU
Chinese Journal of Internal Medicine 2012;51(11):863-866
Objective To investigate the expression of macrophage migration inhibition factor (MIF) in pulmonary tissues of the smokers with and without chronic obstructive pulmonary disease (COPD).Methods The subjects were assigned into three groups:non-smokers without COPD (control group,n =12),smokers without COPD (smoker group,n =13) and smokers with COPD (COPD group,n =16).The specimens were obtained from lung tissues as far away from cancer focus as possible (> 5cm).Real-time quantitative PCR and immunohistochemistry were used to investigate the expression and distribution of MIF in pulmonary tissues.The relationship between the severity of airflow obstruction and the differential expressions of MIF in lung tissues of the smokers with or without COPD was analyzed.Results (1) MIF mRNA expression in COPD group (4.87 ± 1.79) was higher than that in the smoker group (2.16 ±0.72;P<0.01),which was higher than that in the control group (1.09 ±0.48;P <0.01).(2)Immunohistochemistry analysis showed that MIF protein expression in lung tissues of the COPD group (0.277±0.025) was higher than that in the smokers group (0.199 ±0.034;P <0.01),which was significantly higher than that in control group (0.130 ±0.021 ;P <0.01).(3) Correlation analysis of MIF mRNA expression in the lung tissues and pulmonary function parameters of forced expired volume in one second (FEV1) percentage of predicted (FEV1 pred) and ratio of FEV1 to forced vital capacity (FEV1/FVC) suggested that MIF mRNA expression in the lung tissues was negatively related with FEV1 pred (r=-0.578,P < 0.01) and FEV1/FVC (r =-0.607,P < 0.01).Conclusions MIF expression significantly increases in the smokers with COPD,and MIF level in the lung is positively correlated with airflow limitation.The results suggest that MIF may play an important role in the pathogenesis of smokinginduced COPD.
7.Effects of Puerarin on Pulmonary Vascular Remodeling and Protein Kinase C-α in Chronic Cigarette Smoke Exposure Smoke-exposed Rats
ZHU ZHAOXIA ; XU YONGJIAN ; ZOU HUI ; ZHANG ZHENXIANG ; NI WANG ; CHEN SHIXIN
Journal of Huazhong University of Science and Technology (Medical Sciences) 2008;28(1):27-32
In order to investigate the effects of puerarin on pulmonary vascular remodeling and protein kinase C-α (PKC-α) in chronic exposure smoke rats, 54 male Wistar rats were randomly di- vided into 7 groups: control group (C group), smoke exposure groups (S4w group, Saw group), puer- arin groups (P4w group, P8w group), propylene glycol control groups (PC4w group,PC8w group). Rats were exposed to cigarette smoke or air for 4 to 8 weeks. Rats in puerarin groups also received puer- arin. To evaluate vascular remodeling, alpha-smooth muscle actin (α-SM-actin) staining was used to count the percentage of completely muscularised vessels to intraacinar pulmonary arteries (CMA/IAPA) which was determined by morphometric analysis of histological sections. Pulmonary artery smooth muscle cell (PASMC) apoptosis was detected by in situ end labeling technique (TUNEL), and proliferation by proliferating cell nuclear antigen (PCNA) staining. Reverse transcrip- tion-polymerase chain reaction (RT-PCR), immunofluorescence staining and Western blot analysis were done to detect the PKC-α mRNA and protein expression in pulmonary arteries. The results showed that in cigarette smoke-exposed rats the percentage of CMA/IAPA and α-SM-actin expres- sion were increased greatly, PASMC apoptosis was increased and proliferation was markedly in- creased; Apoptosis indices (AI) and proliferation indices (PI) were higher than in C group; AI and PI were correlated with vascular remodeling indices; The expression of PKC-ct mRNA and protein in pulmonary arteries was significantly higher than in C group. In rats treated with puerarin, the per- eentage of CMA/IAPA and cell proliferation was reduced, whereas PASMC apoptosis was increased; The expression levels of PKC-α mRNA and protein were lower than in smoke exposure rats. There was no difference among all these data between S groups and PC groups. These findings suggested that cigarette smoke-induced pulmonary vascular remodeling was most likely an effect of the imbal- ance of PASMC proliferation and apoptosis. Puerarin appears to be able to reduce cell proliferation and vascular remodeling possibly through PKC signaling transduction pathway.
8.Inhibitory Activity of Nuclear Factor-κB Potentiates Cisplatin-induced Apoptosis in A549 Cells
ZHANG JIAN ; XU YONGJIAN ; XIONG WEINING ; ZHANG ZHENXIANG ; DU CHUNLING ; QIAO LIFEN ; NI WANG ; CHEN SHIXIN
Journal of Huazhong University of Science and Technology (Medical Sciences) 2008;28(3):251-256
Whether inhibiting the activity of nuclear factor (NF)-κB potentiates cisplatin-induced apoptosis in non-small cell lung cell line A549 cells was investigated. The recombinant plasmid pcDNA3.1(+)/IκBα expressing IκBα was constructed. The in vitro cultured A549 cells were trans-fected with pcDNA3.1(+)/IκBα alone, or pcDNA3.1(+)/IκBα combined with cisplatin. The mitochondrial membrane potential (△ψm) was determined by rhodamine 123, the activity of caspase-3 was tested by colorimetric assay, and cell apoptosis was detected by flow cytometry with the annexin V/propidium iodide assay. The results showed that the activity of NF-κB in A549 cells was inhibited by transfecting pcDNA3.1(+)/IκBα. Transfection of pcDNA3.1(+)/IκBα alone did not promote apoptosis. Treatment of cisplatin alone had a little effect on cell apoptosis. Transfection of pcDNA3.1(+)/IκBα combined with cisplatin treatment significantly induced apoptosis of A549 cells. It was concluded that inhibiting the activity of NF-κB potentiated cisplatin-induced apoptosis of A549 cells.
9.Effects of puerarin on pulmonary vascular remodeling and protein kinase C-alpha in chronic cigarette smoke exposure smoke-exposed rats.
Zhaoxia, ZHU ; Yongjian, XU ; Hui, ZOU ; Zhenxiang, ZHANG ; Wang, NI ; Shixin, CHEN
Journal of Huazhong University of Science and Technology (Medical Sciences) 2008;28(1):27-32
In order to investigate the effects of puerarin on pulmonary vascular remodeling and protein kinase C-alpha (PKC-alpha) in chronic exposure smoke rats, 54 male Wistar rats were randomly divided into 7 groups: control group (C group), smoke exposure groups (S(4w) group, S(8w) group), puerarin groups (P(4w) group, P(8w) group), propylene glycol control groups (PC(4w) group, PC(8w) group). Rats were exposed to cigarette smoke or air for 4 to 8 weeks. Rats in puerarin groups also received puerarin. To evaluate vascular remodeling, alpha-smooth muscle actin (alpha-SM-actin) staining was used to count the percentage of completely muscularised vessels to intraacinar pulmonary arteries (CMA/IAPA) which was determined by morphometric analysis of histological sections. Pulmonary artery smooth muscle cell (PASMC) apoptosis was detected by in situ end labeling technique (TUNEL), and proliferation by proliferating cell nuclear antigen (PCNA) staining. Reverse transcription-polymerase chain reaction (RT-PCR), immunofluorescence staining and Western blot analysis were done to detect the PKC-alpha mRNA and protein expression in pulmonary arteries. The results showed that in cigarette smoke-exposed rats the percentage of CMA/IAPA and alpha-SM-actin expression were increased greatly, PASMC apoptosis was increased and proliferation was markedly increased; Apoptosis indices (AI) and proliferation indices (PI) were higher than in C group; AI and PI were correlated with vascular remodeling indices; The expression of PKC-alpha mRNA and protein in pulmonary arteries was significantly higher than in C group. In rats treated with puerarin, the percentage of CMA/IAPA and cell proliferation was reduced, whereas PASMC apoptosis was increased; The expression levels of PKC-alpha mRNA and protein were lower than in smoke exposure rats. There was no difference among all these data between S groups and PC groups. These findings suggested that cigarette smoke-induced pulmonary vascular remodeling was most likely an effect of the imbalance of PASMC proliferation and apoptosis. Puerarin appears to be able to reduce cell proliferation and vascular remodeling possibly through PKC signaling transduction pathway.
Apoptosis
;
Cell Proliferation
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Endothelium, Vascular/*drug effects
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Isoflavones/*pharmacology
;
Lung/*drug effects
;
Myocytes, Smooth Muscle/cytology
;
Myocytes, Smooth Muscle/*drug effects
;
Protein Kinase C-alpha/*metabolism
;
Pulmonary Artery/cytology
;
Pulmonary Artery/*drug effects
;
Rats, Wistar
;
Smoking
;
Tobacco Smoke Pollution
;
Vasodilator Agents/pharmacology
10.The Effect of Ginkgo Biloba Extract on the Expression of PKCα in the Inflammatory Cells and the Level of IL-5 in Induced Sputum of Asthmatic Patients
Yijun TANG ; Yongjian XU ; Shengdao XIONG ; Wang NI ; Shixin CHEN ; Baoan GAO ; Tao YE ; Yong CAO ; Chunling DU
Journal of Huazhong University of Science and Technology (Medical Sciences) 2007;27(4):375-380
To investigate the effect of the Ginkgo Biloba Extract (GBE) on the asthma and examine its possible mechanisms, 75 asthma patients were divided into 4 groups and the patients were respectively treated with fluticasone propionate for 2 weeks or 4 weeks, or treated with fluticasone propionate plus GBE for 2 weeks or 4 weeks. Fifteen healthy volunteers served as healthy controls. Sputum inhalation with inhaling hypertonic saline (4%-5%) was performed. Lung ventilatory function and forced expiratory volume in one second (FEV1) were measured. The numbers of different cells in induced sputum were calculated. The expression of PKCα in the cells was immunocytochemically detected and the percentages of positive cells in different cells were counted. Interleukin-5 (IL-5) in sputum supernatants was detected with enzyme-linked immunosorbent assay. The percentage of eosinophils, lymphocytes, PKCα positive inflammatory cells and the concentration of IL-5 in asthmatic patients were higher than those in the controls (P<0.05), and the eosinophils, lymphocytes,positive expression of PKCα and the level of IL-5 were significantly decreased in asthmatic patients after they were treated with fluticasone propionate or fluticasone propionate plus GBE. However,they were still significantly higher than those of the controls. Compared to the group treated with glucocorticosteroid for 2 weeks, no significant decrease was found in the percentage of eosinophils,lymphocytes, PKCα positive inflammatory cells and the IL-5 in the supernatant of induced sputum.Compared with the group treated with glucocorticosteroid for 2 or 4 weeks, significant decrease in the same parameters was observed in the group treated with fluticasone propionate and GBE for 4 weeks. The IL-5 level in the supernatant of induced sputum was positively correlated with the percentage of PKCα-positive inflammatory cells and the percentage of eosinophils in the induced sputum in asthma patient groups respectively (n=150, r= 0.83, P<0.01; n=150, r=0.76, P<0.01). The FEV1 was negatively correlated with the percentage of PKCα-positive inflammatory cells and the IL-5 levels in supernatant of induced sputum in asthma patients respectively (n=150, r=-0.77,P<0.01; n=150, r= -0.64, P<0.01). It is concluded that GBE could significantly decrease the infiltration of inflammatory cells such as eosinophils and lymphocytes in the asthmatic airway and relieve the airway inflammation. GBE may decrease the activation of the PKCα in the inflammatory cells and thereby decrease the IL-5 level in induced sputum. GBE may be used as a complement to the glucocorticosteroid therapy for asthma.

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