1.Using machine learning to construct the diagnosis model of female bladder outlet obstruction based on urodynamic study data
Quan ZHOU ; Guang LI ; Kai CUI ; Weilin MAO ; Dongxu LIN ; Zhenglong YANG ; Zhong CHEN ; Youmin HU ; Xin ZHANG
Investigative and Clinical Urology 2024;65(6):559-566
Purpose:
To intelligently diagnose whether there is bladder outlet obstruction (BOO) in female with decent detrusor contraction ability by focusing on urodynamic study (UDS) data.
Materials and Methods:
We retrospectively reviewed the UDS data of female patients during urination. Eleven easily accessible urinary flow indicators were calculated according to the UDS data of each patient during voiding period. Eight diagnosis models based on back propagation neural network with different input feature combination were constructed by analyzing the correlations between indicators and lower urinary tract dysfunction labels. Subsequently, the stability of diagnostic models was evaluated by five-fold cross-validation based on training data, while the performance was compared on test dataset.
Results:
UDS data from 134 female patients with a median age of 51 years (range, 27–78 years) were selected for our study.Among them, 66 patients suffered BOO and the remaining were normal. Applying the 5-fold cross-validation method, the model with the best performance achieved an area under the receiver operating characteristic curve (AUC) value of 0.949±0.060 using 9 UDS input features. The accuracy, sensitivity, and specificity for BOO diagnosis model in the testing process are 94.4%, 100%, and 89.3%, respectively.
Conclusions
The 9 significant indicators in UDS were employed to construct a diagnostic model of female BOO based on machine learning algorithm, which performs preferable classification accuracy and stability.
2.PCAT4 drives breast cancer progression by up-regulating URGCP expression through sponge miR-508-5p
Dongxu FENG ; Meifeng ZHANG ; Wei WU ; Jun WANG ; Pingfa GAO ; Gangfeng HU ; Lijuan SHI ; Dawei CHEN ; Wenbing LI
International Journal of Surgery 2023;50(6):401-406,F3-F4
Objective:To investigate the driving effect of prostate cancer associated transcript 4 (PCAT4) on the up-regulation of upregulator of cell proliferation (URGCP) expression in breast cancer progression through sponging miR-508-5p.Methods:The microarray data of lncRNA and miRNA with differential expression in breast cancer tissue were analyzed by Cancer Genome Atlas. The expression of PCAT4 in breast cancer was evaluated by real-time quantitative polymerase chain reaction (RT-qPCR). Cell proliferation was measured by MTT and colony formation, cell apoptosis was analyzed by TUNEL, and cell migration and invasion were analyzed by Transwell. The correlation between PCAT4 and miR-508-5p, and miR-508-5p and URGCP was analyzed by RNA pull-down and double luciferase assay. Tumor xenograft studies were performed to analyze the correlation between PCAT4/miR-508-5p/URGCP axis and breast cancer cell growth in vivo. Measurement data were expressed as mean ± standard deviation ( ± s). T-test was used for comparison between two groups, and one-way analysis of variance was used for comparison between multiple groups. The correlation between PCAT4 and URGCP and miR-508-5p expression was evaluated by Pearson correlation analysis. Results:The expression level of PCAT4 was up-regulated in breast cancer tissues and cells. Knockout of PCAT4 inhibited cell proliferation and metastasis and promoted cell apoptosis. miR-508-5p was the target of PCAT4 and was negatively correlated with PCAT4. Overexpression of miR-508-5p in breast cancer can inhibit cell growth, migration and invasion, and promote cell apoptosis. URGCP is the target of miR-508-5p and induces progression of breast cancer. Tumor xenograft studies showed that PCAT4 drives breast cancer progression by affecting miR-508-5p/URGCP.Conclusion:The expression of PCAT4 is up-regulated in breast cancer tissues and cells, and PCAT4 can act as a molecular sponge of miR-508-5p, and significantly promote breast cancer progression by activating URGCP protein expression.
3.Clinical significance of Golgi protein 73 in liver cirrhosis and its relationship with radiological parameters
Jiana LI ; Dongxu WANG ; Yulin HU ; Hongbin ZHU
Chinese Journal of Radiological Health 2022;31(4):512-516
Objective To explore the clinical significance of serum Golgi protein 73 (GP73) in liver cirrhosis and its association with radiological parameters. Methods We included 177 patients with liver cirrhosis and 61 patients with chronic hepatitis admitted to The First Hospital of Jilin University from January 2016 to December 2018, with 70 healthy subjects who underwent physical examination during the same period as the control. We compared GP73, alanine transaminase (ALT), aspartate transaminase (AST), albumin (ALB), total bilirubin (TBIL), prothrombin time (PT), and main portal vein diameter between the patients with liver cirrhosis, patients with chronic hepatitis, and healthy subjects. The GP73 level was further compared between liver cirrhosis subgroups by various classification methods. The correlation between GP73 and ALT, AST, ALB, TBIL, PT, and main portal vein diameter was analyzed. Results The GP73 level was significantly higher in the liver cirrhosis group than in the chronic hepatitis group and the healthy control group (P < 0.001). Patients with decompensated cirrhosis had a significantly higher serum GP73 level than those with compensated cirrhosis (P < 0.001). The serum GP73 levels in the Child-Pugh B and C cirrhosis subgroups were significantly higher than that in the Child-Pugh A cirrhosis subgroup (P < 0.05). In the liver cirrhosis group, the GP73 level was positively correlated with AST, ALT, TBIL, PT, and main portal vein diameter, while negatively correlated with ALB. Conclusion Serum GP73 is significantly increased in patients with liver cirrhosis, which is closely related to liver injury indicators. Serum GP73 shows important clinical value for the early diagnosis and prognosis assessment of liver cirrhosis.
4. Analysis on factors related to spontaneous reduction in twin pregnancy following assisted reproductive technology
Dongxu HUA ; Feng LIU ; Feiyang DIAO ; Xiufeng LING ; Jichun TAN ; Zhibin HU ; Jiangbo DU
Chinese Journal of Preventive Medicine 2018;52(10):1029-1033
Objective:
To explorer factors related to spontaneous reduction in twin pregnancy following assisted reproductive technology.
Methods:
2 848 twin pregnant women with treatment of vitro fertilization-embryo transfer (IVF-ET) or intra cytoplasmic sperm injection (ICSI) cycles were enrolled at Assisted Reproductive Centre of the First Affiliated Hospital of Nanjing Medical University, Nanjing Maternity Hospital and Shengjing Hospital of China Medical University from January 2013 to December 2016 respectively. Basic features of subjects, relevant clinical indicators, factors of assisted reproductive therapy and pregnancy outcome were collected from clinical assisted reproductive technology management system. According to the pregnancy outcome, the subjects with spontaneous reduction were classified as case group (
5.Preliminary experience in the treatment of renal stones less than 2 cm in diameter with the "All-seeing needle set" through a super minimal tract (F12)
Guohai XIE ; Zejun YAN ; Junhui JIANG ; Guanlin LIU ; Li FANG ; Dongxu ZHANG ; Jiasheng HU ; Xiaolong JIA ; Zhong ZHENG ; Wanzhang LIU ; Hesheng YUAN ; Yue CHENG
Chinese Journal of Urology 2018;39(3):214-217
Objective To discuss primary experience the clinical use of "All-seeing needle set" combined with Holmium laser to treat the single renal stone lesser than 2 cm in diameter through a super minimal tract (F12).Methods From January 2015 to December 2016,43 patients were enrolled into this retrospective study.There were 23 males and 20 females who were diagnosed as single renal stone less than 2 cm in diameter(age range from 23-65 years).There were 8 upper pole renal stones,13 lower pole renal stones and 22 renal pelvis stones.The mean stone size was (1.63 ± 0.32) cm in diameter (range from 1.2 cm to 2.0 cm)."All-seeing needle system" was applied during percutaneous puncture.After building a F12 minimal tract by fascia dilator,all patients received lithotripsy with Holmium laser.Indwelling catheters for 3 days and an F6 double-J tube was left for 2 weeks without a tube in the percutaneous tract after operation.Finally,KUB and/or urinary CT were used to check the results on day 1.Result All operations were completed successfully.The operation time was 23-65min [averaged (31.0 ±9.2) min].41 cases' renal stones were store free,and the 2 stone residues was clear with later extracorporeal shock wave lithotripsy.No severe complications occurred.Conclusion As an alternative to standard procedures for treatment of renal stones less than 2 cm in diameter,adopting "All-seeing needle set" with Holmium laser through a super minimal tract (F12) is safe,minimally invasive,fast and effective with a low complication rate.
6.An analysis of the characteristics of perioperative cardiac troponin elevation in orthopaedic surgical patients
Wenlan HU ; Youzhou CHEN ; Jihong WANG ; Xiaolong HAO ; Dongxu ZHAI ; Huayi SUN ; Xingshan ZHAO
Chinese Journal of Internal Medicine 2018;57(5):340-344
Objective Perioperative myocardial infarction remains a severe complication in non-cardiac surgery and is one of the major causes of death.Cardiac troponin (cTn) Ⅰ elevation is associated with short-term and long-term mortality.The aim of the study was to assess the proportion rate of cTnⅠ elevation and its clinical characteristics among patients admitted for orthopaedic surgery with or without cardiovascular events.Methods This is a retrospective study including 27 744 patients aged 50 years or older who admitted for orthopaedic surgery from 2009-2015 in Beijing Jishuitan Hospital.Results Two hundred and sixty-five patients [age (71.7±9.9) years] had cTnⅠ level> 0.04 μg/L with 66% (175 patients) of them being female.Among them,59 patients were isolated troponin rise (ITR) (n=59),13 were preoperative acute myocardial infarction (AMI),and 193 were postoperative AMI.The proportion of postoperative AMI was 0.69%.Those patients were more likely to have a history of coronary artery disease or hypertension.Non-ST-segment elevation myocardial infarction (NSTEMI) was more common (93.3%) than ST-segment elevation myocardial infarction in these patients.Most of them did not experience ischemic symptoms.Totally 76.7% of the AMI occurred within 3 days of surgery;and the in-hospital mortality rate was 10.4%.Conclusions Perioperative elevation of troponin is common in patients undergoing orthopaedic surgery.Most postoperative AMI were NSTEMI and with absent or atypical ischemia symptoms.Monitoring troponin levels and electrocardiograph in at-risk patients is needed to find most of the AMI.
7.Effect of Xuesaitong Injection on Related Indexes of Patients with Acute ST Segment Elevation Myocardial Infarction before PCI
Xiaoxi SUN ; Dongxu HU ; Yang LIU
China Pharmacy 2017;28(12):1633-1637
OBJECTIVE:To explore the effects of Xuesaitong injection on related indexes of patients with acute ST segment el-evation myocardial infarction(STEMI)before percutaneous coronary intervention(PCI). METHODS:112 STEMI patients under-went PCI were analyzed retrospectively and divided into control group (48 cases) and observation group (64 cases) according to different treatment methods. Control group was given Clopidogrel sulfate tablets 300 mg and Aspirin enteric-coated tablets 300 mg orally before PCI;given conventional treatment according to patients'condition after surgery. Observation group additionally re-ceived intravenous push of Xuesaitong injection 8 mL before surgery,and Xuesaitong injection 8 mL added into Sodium chloride 250 mL intravenously,once a day after surgery,on the basis of control group. Treatment course of 2 groups lasted for 14 d. TIMI level,MPG level,the serum levels of cTnT,CKMB were observed in 2 groups before surgery,24 h after surgery;serum level of PTX-3,hs-CRP were observed before surgery,one week after surgery;LVEF,LVEDD,serum level of BNP were observed before surgery and one month after surgery;the occurrence of ADR was observed to. RESULTS:Before surgery,there was no statistical significance in TIMI level,MPG level,the serum levels of cTnT,CKMB,PTX-3 and hs-CRP,LVEF,LVEDD,serum level of BNP between 2 groups (P>0.05). 24 h after surgery,TIMI level and MPG level of 2 groups were significantly higher than be-fore,and the observation group was significantly higher than the control group;the serum levels of cTnT and CKMB in 2 groups were significantly lower than before,and the observation group was significantly lower than the control group,with statistical sig-nificance(P<0.05). One week after surgery,the serum levels of PTX-3 and hs-CRP in 2 groups were significantly lower than be-fore surgery,and the observation group was significantly lower than the control group,with statistical significance(P<0.05). One month after surgery,the level of LVEF in 2 groups were significantly higher than before surgery,and the observation group was significantly higher than the control group;LVEDD and se-rum level of BNP in 2 groups were significantly lower than be-fore surgery,and the observation group was significantly lower than the control group,with statistical significance (P<0.05). There was no statistical significance in the incidence of ADR between 2 groups(P>0.05). CONCLUSIONS:Based on convention-al treatment,Xuesaitong injection can effectively improve myocardial blood supply before PCI,decrease the level of inflammatory factor,relieve myocardial injury,improve cardiac function without increasing the incidence of ADR.
8.The research on inflammatory reaction and differential expression of microRNAs in lung caner
Dongxu JIN ; Guangqiang ZHAO ; Yunchao HUANG ; Hu LI
Journal of International Oncology 2014;(7):518-520
MicroRNAisatypeofsingle-strandednon-codingRNA,directlybondingtothecomplemen-tary target gene mRNA.That leads to the inhibition of mRNA translation of the target molecule in order to reduce expression of the target gene.MicroRNAs are not only involved in the regulation of inflammatory reac-tion,but also play important roles in the formation of neoplasm.The researches showing that the inflammatory reaction interacting with miRNAs results in the differential expressions of microRNAs in lung cancer have been widespreadly concerned.Along with the deepening of the research on the mechanisms of inflammatory reaction and differential expression of microRNAs,it will provide new strategies for the prevention,diagnosis and treat-ment of lung cancer.
9.Hypothesis of textural composite hydrate system IV: Study on hydration composite ways
Dongxu PIAO ; Lijiang MAO ; Yuanjie HU ; Xiaodong CHEN ; Ying ZHANG ; Ruihuan SUN
Chinese Journal of Tissue Engineering Research 2010;14(2):333-336
BACKGROUND: The water molecules and biological macromolecules in human tissue may combine to form hydrate composite. Different types of macromolecules show different approaches to combine with water molecules. OBJECTIVE: To discuss the basic form of water molecules combined with biological macromolecules. METHODS: The theoretical hypothesis of texture composite hydration system was proposed. The relevant literatures were retrieved through the computer to discuss these issues. RESULTS AND CONCLUSION: According to the role of water in the hydrate composite, the composite ways can be divided into the following 4 groups. ①Surfaca composite: Hydrated membrane layers can form on the surface of globular protein or DNA molecules. The hydrated membrane layer shows that the speed of water molecular and hydrate density were reduced gradually from surface to inside. The hydrated layer makes the shape and physical state of the macromolecules stabilized, and it plays important role in forming of TCHS.②Swelling composite: As a result of the strong hydration of glycosaminoglycans, the hydrated proteoglycan often swells and shows high viscosity and hydrogel character. The hydrated proteoglycan play some mechanicalroles in connective tissue. For example, it can make the cartilage have a strong deformation-resistibility.③Hydrophobic composite: Hydr0phobic effect drives structural rearrangement, including the formation of bilayers (Bio-membrane). This hydrophilic-hydrophobic-hydrophilic "sandwich" structure is conducive to the self-stability in mechanics, combination with membrane protein and transmembrane transport. ④Slit composite: A lot of slit spaces with nano scale were existing inside and outside of the cells. Aqueous solution in the slit spaces shows some abnormal characters such as higher viscosity and lower ice point, because of the rearrangement of water molecules. Slit composite and surface composite have some universality, and it can be regarded the former as a special case of the latter. The classification way mentioned above has not any absolute connotations. However, the rational utilization of these hydration composite ways will be conducive to research the theory on textural composite hydrate system.
10.Magnetic resonance perfusion imaging before and after transcatheter arterial chemoembolization treatment of hepatocellular carcinoma
Duun BIAN ; Enhua XIAO ; Dongxu HU ; Yunping XIAO ; Xiangyu CHEN ; Weijun SITU ; Zhong HE ; Shuwen YUAN ; Jianning SUN
Chinese Journal of Medical Imaging Technology 2010;26(1):89-92
Objective To observe the change of MR perfusion value in patients with hepatocellular carcinoma (HCC) before and after transcatheter arterial chemoembolization (TACE). Methods A total of 22 patients with HCC underwent MR perfusion weighted imaging (MR PWI) before TACE and 3-10 days after TACE. The mean time to enhance (MTE), negative enhancement integral (NEI), time to peak (TTP) and maximum slope of decrease (MSD) before and after TACE were acquired and compared. Results The time intension curve (TIC) of HCC region was observed to descend rapidly before TACE, while descended slowly after TACE. The value of MTE and TTP after TACE were lower than those before TACE (P<0.05), and the value of NEI after TACE was higher than that before TACE (P<0.05). The value of MSD after TACE were lower than that before TACE, but no statistical significance was found (P>0.05). Conclusion MR PWI is a very sensitive imaging technique that be used to monitor blood flow changes of HCC before and after TACE and evaluate efficacy of TACE.

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