1.The Prediction Model of Adverse Outcomes after PCI in Patients with Coronary Heart Disease based on Multi-label Deep Forest Algorithm
Ruiyan ZHANG ; Weichang ZHANG ; Hong YANG
Chinese Journal of Health Statistics 2025;42(3):355-359
Objective Based on the multi-dimensional postoperative outcomes of patients with percutaneous coronary intervention(PCI)the prediction model of adverse outcomes in patients with coronary heart disease after PCI was constructed by combining multi-label deep forest algorithm.Methods 521 patients diagnosed with coronary heart disease and undergoing PCI from the Second Hospital of Shanxi Medical University were collected.Multi-label ReliefF algorithm was used to filter features,and multi-label-random oversampling algorithm was used to deal with data imbalance.Finally,multi-label deep forest algorithm(MLDF)was used to build a prediction model.Results Multi-label ReliefF was used to filter the characteristics.The results showed that B-type natriuretic peptide,creatine kinase isoenzyme,hemoglobin,homocysteine,C-reactive protein and serum indirect bilirubin were important factors affecting the prognosis of PCI.The MLROS algorithm improved the imbalance of multi-tag data to a certain extent,and the mean IR of the whole tag was reduced from 3.937 to 2.668.Conclusion In this study,the multi-label deep forest algorithm was combined with the adverse outcome of patients after PCI.At the same time,considering the problem of multi-tag feature selection and data imbalance,and fully considering the actual clinical situation,patients may have multiple outcomes at the same time after PCI,which is more in line with the requirements of modern medicine.
2.The Prediction Model of Adverse Outcomes after PCI in Patients with Coronary Heart Disease based on Multi-label Deep Forest Algorithm
Ruiyan ZHANG ; Weichang ZHANG ; Hong YANG
Chinese Journal of Health Statistics 2025;42(3):355-359
Objective Based on the multi-dimensional postoperative outcomes of patients with percutaneous coronary intervention(PCI)the prediction model of adverse outcomes in patients with coronary heart disease after PCI was constructed by combining multi-label deep forest algorithm.Methods 521 patients diagnosed with coronary heart disease and undergoing PCI from the Second Hospital of Shanxi Medical University were collected.Multi-label ReliefF algorithm was used to filter features,and multi-label-random oversampling algorithm was used to deal with data imbalance.Finally,multi-label deep forest algorithm(MLDF)was used to build a prediction model.Results Multi-label ReliefF was used to filter the characteristics.The results showed that B-type natriuretic peptide,creatine kinase isoenzyme,hemoglobin,homocysteine,C-reactive protein and serum indirect bilirubin were important factors affecting the prognosis of PCI.The MLROS algorithm improved the imbalance of multi-tag data to a certain extent,and the mean IR of the whole tag was reduced from 3.937 to 2.668.Conclusion In this study,the multi-label deep forest algorithm was combined with the adverse outcome of patients after PCI.At the same time,considering the problem of multi-tag feature selection and data imbalance,and fully considering the actual clinical situation,patients may have multiple outcomes at the same time after PCI,which is more in line with the requirements of modern medicine.
3.Bladder microenvironment actuated proteomotors with ammonia amplification for enhanced cancer treatment.
Hao TIAN ; Juanfeng OU ; Yong WANG ; Jia SUN ; Junbin GAO ; Yicheng YE ; Ruotian ZHANG ; Bin CHEN ; Fei WANG ; Weichang HUANG ; Huaan LI ; Lu LIU ; Chuxiao SHAO ; Zhili XU ; Fei PENG ; Yingfeng TU
Acta Pharmaceutica Sinica B 2023;13(9):3862-3875
Enzyme-driven micro/nanomotors consuming in situ chemical fuels have attracted lots of attention for biomedical applications. However, motor systems composed by organism-derived organics that maximize the therapeutic efficacy of enzymatic products remain challenging. Herein, swimming proteomotors based on biocompatible urease and human serum albumin are constructed for enhanced antitumor therapy via active motion and ammonia amplification. By decomposing urea into carbon dioxide and ammonia, the designed proteomotors are endowed with self-propulsive capability, which leads to improved internalization and enhanced penetration in vitro. As a glutamine synthetase inhibitor, the loaded l-methionine sulfoximine further prevents the conversion of toxic ammonia into non-toxic glutamine in both tumor and stromal cells, resulting in local ammonia amplification. After intravesical instillation, the proteomotors achieve longer bladder retention and thus significantly inhibit the growth of orthotopic bladder tumor in vivo without adverse effects. We envision that the as-developed swimming proteomotors with amplification of the product toxicity may be a potential platform for active cancer treatment.
4.Efficacy of hemostatic powder on preventing delayed bleeding after endoscopic submucosal dissection: a randomized controlled trial
Yang YU ; Dongtao SHI ; Deqing ZHANG ; Weichang CHEN ; Xiaoyu LIU ; Rui LI
Chinese Journal of Digestive Endoscopy 2020;37(2):100-104
Objective:To evaluate the efficacy of hemostatic powder on preventing delayed bleeding after endoscopic submucosal dissection (ESD).Methods:Patients who received ESD in the First Affiliated Hospital of Soochow University and Yulin No.2 Hospital from June 2017 to August 2018 were enrolled with informed consents, and randomly divided into the study group and the control group. Hemostatic powder was applied on post-ESD ulcer after routine hemostasis method in the study group, and the control group was given routine hemostasis method only. The time and dosage of hemostatic powder spraying and its adverse events were observed in the study group. The operation time, rate of delayed bleeding (within 30 days after operation) and early delayed bleeding (within 48 hours after operation), and postoperative hospital stay were compared between the two groups.Results:A total of 196 patients were enrolled including 97 in the study group and 99 in the control group. The baseline data were comparable between the two groups (all P>0.05). In the study group, the time to spray powder was 68.78±19.75 s, dosage was 2.51±0.93 g. Powder delivery catheter was blocked in one case (1.03%, 1/97). No adverse event was reported during 30 days of follow-up. The operation time was not statistically different in the study group and the control group (61.92±11.71 min VS 59.76±11.01 min, t=1.330, P=0.185). The delayed bleeding rate of the study group was significantly lower than that of the control group [1.03% (1/97) VS 8.08% (8/99), P=0.035]. There was no case of early delayed bleeding occurred in the study group, while 6 cases (6.06%, 6/99) in the control group ( P=0.029). The postoperative hospital stay was not statistically different between the study group and the control group (4.57±0.85 d VS 4.86±1.37 d, t=1.778, P=0.077). Conclusion:Although capacity of hemostatic system remains to be improved, hemostatic powder is an effective, safe and simple method to reduce delayed bleeding rate after ESD, especially on early delayed bleeding.
5.Comparison of efficiency and safety of two kinds of mucosal resection knife in endoscopy submucosal dissection for esophageal lesions
Ran TAO ; Dongtao SHI ; Deqing ZHANG ; Weichang CHEN ; Rui LI
Chinese Journal of Digestive Endoscopy 2020;37(6):420-424
Objective:To compare the efficiency and safety of T knife and Dual knife in endoscopic submucosal dissection (ESD) in the treatment of esophageal lesios.Methods:A total of 59 hospitalized patients with esophageal lesions who underwent ESD in the First Affiliated Hospital of Soochow University from June 2018 to January 2019 were enrolled in the study, and the patients were randomly divided into T knife group ( n=29) and Dual knife group ( n=30). The operation time, resection speed, complete resection rate, and complications of the two groups were compared. Results:There were no significant differences in gender, age and comorbidity between the T knife group and the Dual knife group (all P > 0.05). The operation time of T knife group and Dual knife group was 57.86±24.62 min and 66.28±29.48 min, respectively, and the difference was statistically significant ( t=1.189, P=0.024). The resection speed of the two groups was 22.80±7.31 mm 2/min and 16.20±7.24 mm 2/min, respectively, with significant difference ( t=3.484, P=0.001). The complete resection rate of the two group was 86.2% (25/29) and 86.7% (26/30), respectively, with no significant difference ( χ2 =0.108, P=0.742). There were 2 (6.9%) cases of complications in the T knife group, while 5 (16.7%) cases in the Dual knife group, the incidence of complications was no significant difference ( χ2=0.574, P=0.449). There was no perforation or bleeding in the both groups. Conclusion:In the treatment of esophageal lesions, T knife in ESD has the advantages of short operation time and high resection speed compared with Dual knife, and is worthy of clinical application.
6. Application of New Gastric Cancer Screening Scoring System in Early Gastric Cancer Screening: A Preliminary Community-based Study
Jinghan ZHU ; Huang FENG ; Deqing ZHANG ; Weichang CHEN ; Chuntao MA
Chinese Journal of Gastroenterology 2020;25(7):395-399
Background: Gastric cancer is one of the common gastrointestinal malignancies. Early diagnosis can reduce the mortality rate significantly. In the Chinese consensus published in 2017, the New Gastric Cancer Screening Scoring System was recommended to be used for risk stratification of gastric cancer. Aims: To preliminarily explore the value of the New Gastric Cancer Screening Scoring System in early gastric cancer screening in asymptomatic community population. Methods: At several communities in Suzhou City Xiangcheng District, a questionnaire survey was conducted in asymptomatic community residents willing to accept voluntary serum tests to collect information on high risk factors of gastric cancer. Serum pepsinogen (PG), PGⅡ, gastrin 17 (G-17) and Helicobacter pylori (Hp) IgG were tested simultaneously. Risk stratification of gastric cancer was carried out in accordance with the New Gastric Cancer Screening Scoring System. Gastroscopy was recommended for moderate to high risk individuals. Results: A total of 540 asymptomatic individuals completed the study, of which 11 were categorized as high risk (2.0%), 168 as moderate risk (31.1%), and 361 as low risk (66.9%). Sixty-four moderate to high risk individuals completed the gastroscopy with a response rate of 35.8%. Four precancerous lesions were detected (6.2%), including 3 gastric low-grade intraepithelial neoplasia and 1 duodenal adenoma. No gastric cancer was detected. Conclusions: The New Gastric Cancer Screening Scoring System is useful for risk stratification of gastric cancer in asymptomatic population and may provide a basis for further endoscopic examination. However, the value of this scoring system in low risk areas of gastric cancer needs to be further verified.
7.Clinical research in the endoscopic management of digestive fistula
Xing ZHANG ; Shucheng ZHOU ; Dongtao SHI ; Deqing ZHANG ; Rui LI ; Weichang CHEN
Chinese Journal of Digestive Endoscopy 2019;36(2):98-102
Objective To evaluate the therapeutic value of endoscopic jejunal tube placement, endoscopic clipping, and over the scope clip ( OTSC) for digestive fistula. Methods Data of 38 patients with digestive fistulas at the First Affiliated Hospital of Soochow University admitted from July 2015 to July 2017 were retrospectively analyzed. Treatments were chosen according to the size and the site of the fistulas. Thirteen patients underwent jejunal tube placement ( the jejunal tube group ) , 20 underwent endoscopic clipping( the endoscopic clipping group) , and 5 underwent OTSC( the OTSC group) . The technical success rate, clinical cure rate and postoperative hospital stay were analyzed. Results All patients received the endoscopic operation successfully with no significant complications. In the jejunal tube group, 4 patients′fistulas fully healed, lesion was smaller after treatment in 3 patients, lesion didn′t change in 5 patients, and 1 patient died. The complete cure rate was 30. 8% (4/13), and the postoperative hospital stay was 47. 4± 14. 1 days. For the endoscopic clipping group, 16 patients′ fistulas fully healed, lesion was no smaller compared with that before treatment in 3 cases, and 1 patient died. The complete cure rate was 80. 0% ( 16/20) , and the postoperative hospital stay was 17. 9 ± 8. 9 days. Total patients in the OTSC group were completely cured, with 100. 0%( 5/5) of complete cure rate. One patient with refractory esophageal fistula underwent OTSC repeatedly with endoscopic clipping, and the healing time of fistula was 102 days. The postoperative hospital stay of 4 others was 5. 3±1. 7 days. The cure rate of fistula was higher (P=0. 03, P<0. 001) and the postoperative hospital stay was shorter ( P=0. 04, P<0. 001) in the OTSC group compared with the clipping group and the jejunal tube group. Conclusion Endoscopic management is safe and effective for digestive fistulas with less trauma, easy performance and short time of healing.
8. Meta-analysis of the effects of anterograde and retrograde cerebral perfusion in aortic arch surgery
Zulei ZHANG ; Wei YANG ; Yi GONG ; Miaomiao YOU ; Weichang XU ; Chao LU ; Xiao DONG
Chinese Journal of Thoracic and Cardiovascular Surgery 2019;35(9):546-550
Objective:
To explore the differences in brain protection between anterograde cerebral perfusion(ACP) and retrograde cerebral perfusion(RCP) in aortic arch surgery.
Methods:
Aortic arch circulatory surgery, ACP and RCP techniques were searched at the Cochrane Library, PubMed, EMBASE, Wanfang Database and the Chinese Biomedical Database from January 2013 to December 2018. Cohort studies were then performed with early postoperative death, transient neurological dysfunction(TND), stroke, and transient ischemic attack(TIA). For each study, data on endpoints in the ACP and RCP groups were used to generate risk ratios(
9.Comparison of two serological methods in screening gastric cancer and its precancerous condition
Mengying LI ; Deqing ZHANG ; Xuan LU ; Weichang CHEN
Chinese Journal of Internal Medicine 2018;57(12):907-911
Objective To compare the diagnostic value of the old "ABC" method [serum pepsinogen(PG) combined with Helicobacter pylori (Hp) IgG antibody] and the new "ABC" method [serum pepsinogen plus gastrin-17(G-17)] in screening gastric cancer and its precancerous condition. Methods Serum PG, G-17 and Hp-IgG were quantified by enzyme-linked immunosorbent assay (ELISA) in 278 subjects. Subjects were grouped according to the criteria of two methods. The gastroscopy and pathological biopsy were gold standard. Results The positive rate of old "ABC" method was 74.46% (207/278), which was 54.68% of new "ABC" method (151/278). For the diagnosis of gastric cancer, the sensitivity and specificity of the old "ABC" method were 90.74% and 29.46% respectively, with diagnostic coincidence rate 41.37%. The sensitivity and specificity of the new "ABC" method were 92.59% and 54.46% respectively, with diagnostic coincidence rate 61.87%. As to the diagnosis of pre-cancerous state, the sensitivity and specificity of the old "ABC" method were 75.81% and 36.00%, with diagnostic coincidence rate 58.03%. The sensitivity and specificity of the new "ABC" method were 62.10% and 75.00%, with diagnostic coincidence rate 67.86%. Conclusions Compared with the old "ABC" method, the new "ABC" method has higher sensitivity, specificity and diagnostic coincidence rate for the diagnosis of gastric cancer, yet higher specificity and lower sensitivity for the diagnosis of precancerous conditions.
10.Clinical characteristics and prognosis of patients with rectal gastrointestinal stromal tumor
Mengyue JI ; Dongtao SHI ; Duanmin HU ; Deqing ZHANG ; Rui LI ; Bing WU ; Weichang CHEN
Chinese Journal of Digestive Endoscopy 2018;35(9):638-643
Objective To analyze the clinical characteristics and prognosis of patients with rectal gastrointestinal stromal tumor ( GIST) . Methods We collected the data of 31 rectal GIST patients definitely demonstrated by pathology and immunohistochemistry in the First Affiliated Hospital of Soochow University, the Second Affiliated Hospital of Soochow University, and Suzhou Wuzhong People′s Hospital from January 2008 to December 2016. The clinical characteristics, therapeutic modalities, and prognoses were retrospectively analyzed. Results Among the 31 rectal GIST patients, 16 underwent local resection and 15 underwent radical surgery. There was no significant difference on the three-year survival rate between the two groups [ 93. 8% ( 15/16 ) VS 73. 3% ( 11/15 ) , P=0. 135 ] . There was no significant difference on the survival rate between the oral imatinib patients and non-oral imatinib patients in the local resection group [ 75. 0% ( 3/4) VS 100. 0% ( 12/12) , P=0. 083] and the radical surgery group[ 77. 8% ( 7/9) VS 66. 7%(4/6), P=0. 579]. The postoperative recurrence and metastasis rate of the two groups was no significantly different[31. 3% (5/16) VS 53. 3% (8/15), P=0. 213]. Conclusion The choice of surgical procedure has no significant effects on the survival rate and postoperative recurrence for rectal GIST patients, and whether oral imatinib or not has no significant effects on the survival of patients.

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