1.Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid
Xi CHEN ; Shen’ao YUAN ; Hailing YUAN ; Jie ZHAO ; Peng CHEN ; Chunyan TIAN ; Yi SU ; Yunsong ZHANG ; Yu ZHANG
China Pharmacy 2025;36(11):1399-1404
OBJECTIVE To construct three-class (insufficient, normal, excessive) and two-class (insufficient, normal) models for predicting plasma concentration of valproic acid (VPA), and compare the performance of these two models, with the aim of providing a reference for formulating clinical medication strategies. METHODS The clinical data of 480 patients who received VPA treatment and underwent blood concentration test at the Xi’an International Medical Center Hospital were collected from November 2022 to September 2024 (a total of 695 sets of data). In this study, predictive models were constructed for target variables of three-class and two-class models. Feature ranking and selection were carried out using XGBoost scores. Twelve different machine learning algorithms were used for training and validation, and the performance of the models was evaluated using three indexes: accuracy, F1 score, and the area under the working characteristic curve of the subject (AUC). RESULTS XGBoost feature importance scores revealed that in the three-class model, the importance ranking of kidney disease and electrolyte disorders was higher. However, in the two-class model, the importance ranking of these features significantly decreased, suggesting a close association with the excessive blood concentration of VPA. In the three-class model, Random Forest method performed best, with F1 score of 0.704 0 and AUC of 0.519 3 on the test set; while in the two-class model, CatBoost method performed optimally, with F1 score of 0.785 7 and AUC of 0.819 5 on the test set. CONCLUSIONS The constructed three-class model has the ability to predict excessive VPA blood concentration, but its prediction and model generalization abilities are poor; the constructed two-class model can only perform classification prediction for insufficient and normal blood concentration cases, but its model performance is stronger.
2.Oncogene goosecoid is transcriptionally regulated by E2F1 and correlates with disease progression in prostate cancer
Yue GE ; Sheng MA ; Qiang ZHOU ; Zezhong XIONG ; Yanan WANG ; Le LI ; Zheng CHAO ; Junbiao ZHANG ; Tengfei LI ; Zixi WU ; Yuan GAO ; Guanyu QU ; Zirui XI ; Bo LIU ; Xi WU ; Zhihua WANG
Chinese Medical Journal 2024;137(15):1844-1856
Background::Although some well-established oncogenes are involved in cancer initiation and progression such as prostate cancer (PCa), the long tail of cancer genes remains to be defined. Goosecoid ( GSC) has been implicated in cancer development. However, the comprehensive biological role of GSC in pan-cancer, specifically in PCa, remains unexplored. The aim of this study was to investigate the role of GSC in PCa development. Methods::We performed a systematic bioinformatics exploration of GSC using datasets from The Cancer Genome Atlas, Genotype-Tissue Expression, Gene Expression Omnibus, German Cancer Research Center, and our in-house cohorts. First, we evaluated the expression of GSC and its association with patient prognosis, and identified GSC-relevant genetic alterations in cancers. Further, we focused on the clinical characterization and prognostic analysis of GSC in PCa. To understand the transcriptional regulation of GSC by E2F transcription factor 1 ( E2F1), we performed chromatin immunoprecipitation quantitative polymerase chain reaction (qPCR). Functional experiments were conducted to validate the effect of GSC on the tumor cellular phenotype and sensitivity to trametinib. Results::GSC expression was elevated in various tumors and significantly correlated with patient prognosis. The alterations of GSC contribute to the progression of various tumors especially in PCa. Patients with PCa and high GSC expression exhibited worse progression-free survival and biochemical recurrence outcomes. Further, GSC upregulation in patients with PCa was mostly accompanied with higher Gleason score, advanced tumor stage, lymph node metastasis, and elevated prostate-specific antigen (PSA) levels. Mechanistically, the transcription factor, E2F1, stimulates GSC by binding to its promoter region. Detailed experiments further demonstrated that GSC acted as an oncogene and influenced the response of PCa cells to trametinib treatment. Conclusions::GSC was highly overexpressed and strongly correlated with patient prognosis in PCa. We found that GSC, regulated by E2F1, acted as an oncogene and impeded the therapeutic efficacy of trametinib in PCa.
3.Bioinformatics analysis on PDE1B expression and prognosis of gastric cancer and tumor microenvironment
Xi YANG ; Qin YUAN ; Lan YANG ; Wenjie ZHANG
Journal of Jilin University(Medicine Edition) 2024;50(6):1664-1676
Objective:To screen for regulatory cell death and senescence genes with differential prognostic significances in the gastric cancer through bioinformatics methods,and to analyze the effect of phosphodiesterase 1B(PDE1B)on the survival prognosis of the gastric cancer patients.Methods:The gastric cancer gene expression data and clinical data were downloaded from the TCGA Public Database.Fifty gastric cancer patients were randomly selected from the local database,and their clinical informations and paraffin samples,including gastric cancer tissue and adjacent normal tissue,were collected.The R software"limma"package was used to screen differentially expressed genes(DEGs);univariate COX analysis and Kaplan-Meier survival analysis were used to screen DEGs with predictive survival value.The intersection genes affecting the survival prognosis of gastric cancer patients were obtained,and the gene most associated with clinical pathological features PDE1B was screened.The TCGA Database and Kaplan-Meier survival analysis were used to detect the expression levels of PDE1B mRNA in adjacent normal and gastric cancer tissues and their relationships with survival period of the gastric cancer patients.Gene Ontology(GO)functional and Kyoto Encyclopedia of Genes and Genomes(KEGG)pathway enrichment analyses were used to enrich the biological functions of PDE1B.The CIBERSORT algorithm,Tumor Immunity Database(TISIDB),and GSCA online website were used to analyze the correlation between PDE1B and tumor microenvironment,immune characteristic molecules,and drug sensitivity.The real-time fluorescence quantitative PCR(RT-qPCR)method was used to detect the PDE1B mRNA expression levels in gastric cancer tissue and adjacent normal tissue of the gastric cancer patients.Results:A total of 716 DEGs were screened,among which 505 DEGs were upregulated(P<0.05),and 211 DEGs were downregulated(P<0.05).There were 10 intersection genes affecting survival prognosis.The PDE1B mRNA expression level was most closely related to the clinical pathological characteristics of the gastric cancer patients,being associated with age,tumor grade,tumor stage,and tumor T,N,and M stages(P<0.05).Compared with G1-G2,stage Ⅰ,T1-T2,N0,and M0 stage gastric cancer patients,the PDE1B mRNA expression levels in G3-G4,stage Ⅱ-Ⅳ,T3-T4,N1-N3,and M1 stage gastric cancer patients were significantly increased(P<0.05).Compared with adjacent normal tissue,the PDE1B mRNA expression level in gastric cancer tissue was significantly decreased(P<0.05).Compared with the patients with low PDE1B expression,the patients with high PDE1B expression had a significantly lower overall survival rate(P<0.01).PDE1B expression,age,and tumor stage were the risk factors for the prognosis of gastric cancer patients(P<0.05).After adjusting for gender,age,tumor grade,and tumor stage,PDE1B expression was an independent risk factor affecting the prognosis of the gastric cancer patients(P<0.05).PDE1B was mainly enriched in the biological process(BP),such as immunoglobilin production,second-messenger,mediated signaling transduction and calcium ion transport,cellular component(CC),such as Tlymplocytes receptor complex,plasma membrance signaling receptor complex and collagen-containing extracellular matrix,and molecular function(MF),such as antigen binding,glycosaminoglycan binding,and extracellular matrix structural constituents.PDE1B was mainly involved in the pathways such as neuroactive ligand-receptor interaction,calcium signaling pathway,cGMP-PKG signaling pathway,and cytokine-cytokine receptor interaction.PDE1B was positively correlated with regulatory T lymphocytes(r=0.488),myeloid-derived suppressor cells(r=0.474),and macrophages(r=0.617)(P<0.01).Compared with the patients with low PDE1B expression,the patients with high PDE1B expression promoted the significant increase of infiltration of regulatory T lymphocytes,monocytes,and M2 macrophages(P<0.05).The PDE1B mRNA expression levels were positively correlated with the immunosuppressive agents transforming growth factor-β1(TGF-β1)(r=0.535),colony-stimulating factor 1 receptor(CSF1R)(r=0.519),immune activator ectonucleoside triphosphate diphosphohydrolase 1(ENTPD1)(r=0.593),and CXC chemokine ligand 12(CXCL12)(r=0.646)(P<0.01).The gastric cancer tissue with high PDE1B expression was more sensitive to the drugs such as fluorouracil(-0.3
4.Analysis of influencing factors of red blood cell lifespan in patients with acute leukemia
Xuepeng ZHANG ; Xi YUAN ; Fan HAN ; Yaming XI
Chongqing Medicine 2024;53(11):1684-1689
Objective To analyze the red blood cell lifespan and its influencing factors in patients with acute leukemia (AL) under different disease states.Methods A total of 142 cases of patients with AL admit-ted to the department of hematology in the First Hospital of Lanzhou University from January 2022 to June 2023 were selected as the research subjects,and their red blood cell lifespan and other clinical data were col-lected.The red blood cell lifespan were compared among patients with AL under different disease states. Spearman correlation analysis was used to determine the correlation between the red blood cell lifespan with age and other laboratory indicators,and univariate analysis and multiple linear regression analysis were used to explore the influencing factors of red blood cell lifespan in patients with AL.Results Among the 142 cases of AL,there were 33 newly diagnosed cases,19 relapsed cases,8 cases of partial response+no response,and 82 cases of complete response.The red blood cell lifespan was 33.0 (9.0-147.0),52.0 (15.0-115.0),20.5 (12.0-46.0),50.0 (11.0-186.0) d,respectively.The red cell lifespan of newly diagnosed patients and pa-tients with partial response+no response was shorter than that of patients with complete response,and the differences were statistically significant (Z=-3.933,P<0.001;Z=-3.586,P=0.002).Fifteen newly di-agnosed AL patients achieved complete response after treatment,and the red blood cell lifespan was signifi-cantly prolonged compared with that at initial diagnosis[42 (14-101) d vs. 27 (9-68) d,Z=-2.179,P=0.029].The results of correlation analysis showed that the red blood cell lifespan was positively correlated with white blood cell count,red blood cell count,hemoglobin level and platelet count (P<0.05),and nega-tively correlated with blast cell count and erythropoietin level (P<0.05).The results of multiple linear re-gression analysis showed that the chromosomal abnormalities in karyotypes,FMS-like tyrosine kinase 3 (FLT3),RUNX1 gene mutations and blood transfusion were the influencing factors of red blood cell lifespan in patients with AL (B=-11.151,-24.969,-30.838,-18.784,P<0.05).Conclusion The red blood cell lifespan in patients with AL is shortened under different disease states,which could obtain a certain degree of recovery after achieving complete response after treatment (but still below the normal reference range).The red blood cell lifespan in patients with AL is related to chromosomal abnormalities in karyotypes,FLT3,RUNX1 gene mutations and short term blood transfusion.
5.Spectral Denoising Based on Peak Extraction Combined with Variational Mode Decomposition for Complex Samples
Su-Min LU ; Yue HAO ; Zi-Tong SHI ; Yuan-Yuan CHU ; Yan ZHANG ; Xi-Hui BIAN
Chinese Journal of Analytical Chemistry 2024;52(9):1277-1286
To address the issue of peak loss when applying variational mode decomposition(VMD)to denoise spectra with sharp peaks,in this study,a method for spectral signal denoising of complex samples called peak extraction variational mode decomposition(PE-VMD)was introduced.Firstly,the spectral signal was subjected to a process of denoising utilising the VMD algorithm.Next,the first order derivatives of the spectral signals were calculated to determine the peak center.Subsequently,the second order derivatives of the spectral signal was calculated to extract the sharp peaks with high signal-to-noise ratio(SNR).Finally,the peak intercepted that lose information after VMD denoising were removed,and the remaining spectrum was sequentially connected with the extracted sharp peaks to obtain the final denoised spectrum.The effectiveness of the method was evaluated by one of simulated signals and X-ray diffraction(XRD)spectrum of MnCo-ISAs/CN catalysts.Furthermore,the method was compared with other denoising techniques,including Savitzky-Golay(SG)smoothing,empirical mode decomposition(EMD)and VMD.The efficacy of the denoising process was then assessed by analyzing the spectrograms and signal-to-noise ratio before and after denoising.The results demonstrated that PE-VMD denoising achieved the greatest SNR and effectively preserved the essential information of the spectral signals.Consequently,PE-VMD exhibited superior denoising capability for spectra with sharp peaks.
6.Mid-term analysis of prospective cohort study of rivaroxaban in preventing CRT in breast cancer
Die SANG ; Shanmin FAN ; Shiyu LI ; Jintao ZHANG ; Hengmin WANG ; Xiaohui ZHAO ; Lijun ZHENG ; Ping LIANG ; Guangbiao XI ; Longmei ZHAO ; Yurong ZHANG ; Peng YUAN
Chinese Journal of Oncology 2024;46(3):256-262
Objective:To explore the efficacy and safety of Rivaroxaban in preventing catheter related thrombosis (CRT) in patients with breast cancer who are undergoing central venous catheter chemotherapy, and provide basis for making standardized prevention and treatment strategies.Methods:In this research, a prospective cohort study was adopted, and breast cancer patients who received central venous catheter chemotherapy in Sanhuan Cancer Hospital during September 2020 to March 2022 were selected as a treatment group to take the rivaroxaban anticoagulation therapy with 10 mg.po.qd for one month. The control group got no preventive anticoagulation therapy. Vascular ultrasound examination was taken to confirm the occurrence of CRT, and a chi-square test was done for comparison the disparity between the groups. Logistic regression was applied to analyze the univariate and multivariate factors for the formation of CRT.Results:In the research, a total of 235 patients were selected, and there were a total of 19 035 days of catheterization with 81 days of catheterization on average. While in the control group, the incidence of CRT was 28.0% (33/118), the incidence of CRT in the treatment group was 20.5% (24/117), the difference was no significant ( P=0.183). Subgroup analysis results showed that the peripherally inserted central catheter (PICC) was performed in 165 cases with the CRT incidence of 18.2% (30/165) and thrombosis was mostly seen around axillary vein, accounting for 63.3%. Subclavian vein catheterization was performed in 63 cases with the CRT incidence of 39.7% (25/63), and thrombosis was mostly seen around subclavian vein, accounting for 88.0% (22/25). Implantable venous access port was implanted in 7 cases around subclavian vein and internal jugular vein with the CRT incidence of 28.6% (2/7). The patients who developed CRT within 30 days after catheterization accounted for 54.4% (31/57), 22.8% (13/57) in a period during 30 days and 60 days) and 22.8% (13/57) in a period during 60 days and 180 days). The diagnosed CRT patients had been treated with rivaroxaban 15 mg.bid.po for 3 months. During the 3 months, 100.0% of the thrombosis waned, 71.9% (41/57) of the thrombosis waned within 30 days, 19.3% (11/57) in a period during 30 and 60days and 8.8% (5/57) in a period during 60 days and 90 days. Univariate and multivariate analysis indicated that the risk of CRT in subclavian vein catheterization was higher than that in PICC, respectively ( OR=2.898, 95% CI:1.386-6.056 P=0.005), and the type of catheterization was an independent factor for the formation of thrombosis. Safety analysis result showed that in the prevention of CRT, rivaroxaban treatment did not induce drug-related bleeding, liver function damage, bone marrow suppression or any other side effects. While CRT diagnosed patients were treated with anticoagulation, they kept the central venous catheter, and the infusion was smooth. These patients all finished the anti-tumor treatment as planned, and no abnormalities like new thrombosis or pulmonary embolism were observed. Conclusions:In the mid-term analysis, the proportion of Rivaroxaban in preventing anticoagulant CRT decreases, but it don't reach statistical significance. The sample size should be further increased for observation. Rivaroxaban is proved effective and very safe in the treatment of CRT, and does not affect the concurrent chemotherapy. Medical personnel should carry out the policy of "early prevention, early detection and early treatment" for CRT so as to improve the patients' quality of life.
7.Pharmacokinetics of single-dose of Etripamil nasal spray in healthy adult Chinese subjects
Wei LIU ; Guo-Ying CAO ; Shu-Yan YU ; Yue-Wen XI ; Jing-Hui LUO ; Bo LIU ; Yu HE ; Tong-Yong FANG ; Xiao-Wen CHEN ; Yuan LI ; Jing ZHANG
The Chinese Journal of Clinical Pharmacology 2024;40(13):1948-1952
Objective To evaluate the pharmacokinetics characteristics of single-dose of Etripamil nasal spray 70 mg in healthy adult Chinese subjects.Methods This was a single-center,randomized,double-blind,placebo-controlled study.Twelve healthy adult Chinese subjects were randomized to receive single-dose of Etripamil nasal spray 70 mg(n=10)or placebo nasal spray(n=2).Blood and urine samples were collected prior and post dose.Etripamil in plasma and urine were analyzed by liquid chromatography-tandem mass spectrometry.The pharmacokinetic parameters were calculated by WinNonlin non-compartmental model.Results Following the single-dose of Etripamil nasal spray 70 mg in healthy adult Chinese subjects,the peak concentration of Etripamil in plasma was quickly attained,with a Cmax of(66.76±56.61)ng·mL-1 and a median(range)tmax of 4.00(3.00-5.00)min.The plasma concentrations of Etripamil had fallen approximately 65%from peak value at 25 min after dosing,and close to 80%within 50 min.The AUC0-last and AUC0-∞ were(3 104.16±2 654.46)and(4 048.77±2 682.38)ng·min·mL-1,respectively.The urine excretion percentage of Etripamil during 24 h was(0.01±0.01)%.Among the 12 subjects who were treated with Etripamil or placebo,10 subjects reported a total of 29 treatment-emergent adverse events(TEAEs).All of the TEAEs were mild in severity.The most common TEAEs were rhinorrhoea and lacrimation increased.Conclusion Etripamil was quickly absorbed after intranasal administration,followed by rapid distribution and elimination(not primarily excreted by renal);Etripamil 70 mg was safe and well tolerated by the healthy Chinese adult subjects.
8.OCT analysis of in-stent neointima over 5 years post-DES implantation
Yan HAN ; Xiaohang YUAN ; Mengting JIANG ; Huanhuan FENG ; Xi ZHANG ; Yingqian ZHANG ; Jing JING ; Yundai CHEN ; Lei GAO
Chinese Journal of Cardiology 2024;52(2):150-157
Objective:To investigate the characteristics of neointimal hyperplasia (NIH) in patients with in-stent restenosis (ISR) over 5 years post-drug-eluting stent (DES) implantation based on optical coherence tomography (OCT).Methods:In this cross-sectional study, patients with DES-ISR who underwent OCT examination at PLA General Hospital between March 2010 and March 2022 were retrospectively included. All patients were divided into≤5 years DES-ISR group and>5 years DES-ISR group according to the time interval after DES implantation. Quantitative and qualitative analyses were conducted on OCT images to compare the clinical data and lesion characteristics of two patient groups. Furthermore, the independent clinical predictive factors of in-stent neoatherosclerosis (ISNA) were analyzed by multivariable logistic regression.Results:A total of 230 DES-ISR patients with 249 lesions were included, with an age of (63.1±10.4) years and 188 males (81.7%). The median interval after DES implantation was 6 (2, 9) years. There were 117 patients (122 ISR lesions) in the≤5 years DES-ISR group, and 113 patients (127 ISR lesions) in the>5 years DES-ISR group. Compared with≤5 years DES-ISR,>5 years DES-ISR showed more heterogeneous patterns (65.4% (83/127) vs. 48.4% (59/122), P=0.007), diffuse patterns (46.5% (59/127) vs. 31.2% (38/122), P=0.013), macrophage accumulations (44.1% (56/127) vs. 31.2% (38/122), P=0.035) in NIH and higher prevalence of ISNA (83.5% (106/127) vs. 72.1% (88/122), P=0.031). According to multivariable logistic regression, the independent predictive factor for ISNA was female ( OR=0.44, 95% CI 0.21-0.90, P=0.026). Female ( OR=0.48, 95% CI 0.23-0.99, P=0.046) and low-density lipoprotein cholesterol level ( OR=1.62, 95% CI 1.01-2.59, P=0.046) were independent predictive factors, respectively, for lipid ISNA. Calcified ISNA was independently associated with time interval of post-DES implantation ( OR=1.18, 95% CI 1.07-1.29, P=0.001). Conclusion:DES-ISR patients with a time interval of>5 years after stent implantation have a higher prevalence of ISNA and more complex lesions. Gender, the level of low-density lipoprotein cholesterol, and the time interval post-DES implantation are independently correlated with ISNA, lipid ISNA, and calcified ISNA.
9.TCM Guidelines for Diagnosis and Treatment of Chronic Cough in Children
Xi MING ; Liqun WU ; Ziwei WANG ; Bo WANG ; Jialin ZHENG ; Jingwei HUO ; Mei HAN ; Xiaochun FENG ; Baoqing ZHANG ; Xia ZHAO ; Mengqing WANG ; Zheng XUE ; Ke CHANG ; Youpeng WANG ; Yanhong QIN ; Bin YUAN ; Hua CHEN ; Lining WANG ; Xianqing REN ; Hua XU ; Liping SUN ; Zhenqi WU ; Yun ZHAO ; Xinmin LI ; Min LI ; Jian CHEN ; Junhong WANG ; Yonghong JIANG ; Yongbin YAN ; Hengmiao GAO ; Hongmin FU ; Yongkun HUANG ; Jinghui YANG ; Zhu CHEN ; Lei XIONG
Journal of Nanjing University of Traditional Chinese Medicine 2024;40(7):722-732
Following the principles of evidence-based medicine,in accordance with the structure and drafting rules of standardized documents,based on literature research,according to the characteristics of chronic cough in children and issues that need to form a consensus,the TCM Guidelines for Diagnosis and Treatment of Chronic Cough in Children was formulated based on the Delphi method,expert discussion meetings,and public solicitation of opinions.The guideline includes scope of application,terms and definitions,eti-ology and diagnosis,auxiliary examination,treatment,prevention and care.The aim is to clarify the optimal treatment plan of Chinese medicine in the diagnosis and treatment of this disease,and to provide guidance for improving the clinical diagnosis and treatment of chronic cough in children with Chinese medicine.
10.Mid-term analysis of prospective cohort study of rivaroxaban in preventing CRT in breast cancer
Die SANG ; Shanmin FAN ; Shiyu LI ; Jintao ZHANG ; Hengmin WANG ; Xiaohui ZHAO ; Lijun ZHENG ; Ping LIANG ; Guangbiao XI ; Longmei ZHAO ; Yurong ZHANG ; Peng YUAN
Chinese Journal of Oncology 2024;46(3):256-262
Objective:To explore the efficacy and safety of Rivaroxaban in preventing catheter related thrombosis (CRT) in patients with breast cancer who are undergoing central venous catheter chemotherapy, and provide basis for making standardized prevention and treatment strategies.Methods:In this research, a prospective cohort study was adopted, and breast cancer patients who received central venous catheter chemotherapy in Sanhuan Cancer Hospital during September 2020 to March 2022 were selected as a treatment group to take the rivaroxaban anticoagulation therapy with 10 mg.po.qd for one month. The control group got no preventive anticoagulation therapy. Vascular ultrasound examination was taken to confirm the occurrence of CRT, and a chi-square test was done for comparison the disparity between the groups. Logistic regression was applied to analyze the univariate and multivariate factors for the formation of CRT.Results:In the research, a total of 235 patients were selected, and there were a total of 19 035 days of catheterization with 81 days of catheterization on average. While in the control group, the incidence of CRT was 28.0% (33/118), the incidence of CRT in the treatment group was 20.5% (24/117), the difference was no significant ( P=0.183). Subgroup analysis results showed that the peripherally inserted central catheter (PICC) was performed in 165 cases with the CRT incidence of 18.2% (30/165) and thrombosis was mostly seen around axillary vein, accounting for 63.3%. Subclavian vein catheterization was performed in 63 cases with the CRT incidence of 39.7% (25/63), and thrombosis was mostly seen around subclavian vein, accounting for 88.0% (22/25). Implantable venous access port was implanted in 7 cases around subclavian vein and internal jugular vein with the CRT incidence of 28.6% (2/7). The patients who developed CRT within 30 days after catheterization accounted for 54.4% (31/57), 22.8% (13/57) in a period during 30 days and 60 days) and 22.8% (13/57) in a period during 60 days and 180 days). The diagnosed CRT patients had been treated with rivaroxaban 15 mg.bid.po for 3 months. During the 3 months, 100.0% of the thrombosis waned, 71.9% (41/57) of the thrombosis waned within 30 days, 19.3% (11/57) in a period during 30 and 60days and 8.8% (5/57) in a period during 60 days and 90 days. Univariate and multivariate analysis indicated that the risk of CRT in subclavian vein catheterization was higher than that in PICC, respectively ( OR=2.898, 95% CI:1.386-6.056 P=0.005), and the type of catheterization was an independent factor for the formation of thrombosis. Safety analysis result showed that in the prevention of CRT, rivaroxaban treatment did not induce drug-related bleeding, liver function damage, bone marrow suppression or any other side effects. While CRT diagnosed patients were treated with anticoagulation, they kept the central venous catheter, and the infusion was smooth. These patients all finished the anti-tumor treatment as planned, and no abnormalities like new thrombosis or pulmonary embolism were observed. Conclusions:In the mid-term analysis, the proportion of Rivaroxaban in preventing anticoagulant CRT decreases, but it don't reach statistical significance. The sample size should be further increased for observation. Rivaroxaban is proved effective and very safe in the treatment of CRT, and does not affect the concurrent chemotherapy. Medical personnel should carry out the policy of "early prevention, early detection and early treatment" for CRT so as to improve the patients' quality of life.

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