1.Machine learning-driven personalized tranexamic acid administration recommendations improve perioperative outcomes in orthopedic surgery patients:A large-scale database study
Jian LI ; Mi ZHOU ; Xiang LIU ; Yiziting ZHU ; Xin SHU ; Xuhao ZHANG ; Wenquan HE
Journal of Army Medical University 2025;47(22):2868-2880
Objective To develop a personalized recommendation strategy for tranexamic acid administration during the perioperative period of orthopedic surgery based on machine learning,aiming to reduce perioperative bleeding and related complications and improving clinical outcomes.Methods A total of 11 727 patients undergoing orthopedic surgery from the INSPIRE database were subjected in this study.Missing data were handled using multiple imputation methods,and relevant feature variables were screened using Boruta analysis.We constructed various machine learning models,including Gradient Boosting Machine(GBM),Generalized Linear Model(GLM),eXtreme Gradient Boosting(XGBoost),K-Nearest Neighbors(KNN),Neural Network(NNET),Naive Bayes(NB),and Random Forest(RF),to evaluate their performance in predicting intraoperative bleeding and prolonged postoperative length of hospital stay.The optimal model was then selected and further integrated using a weighted ensemble,aiming to achieve the best prognosis by recommending usage strategies for tranexamic acid.The predictive performance of the constructed model was then verified against the testing set,and compared with the physician decision-making to complete the evaluation.Results In predicting intraoperative bleeding,the RF model achieved an area under the receiver operating characteristic curve(AUC)of 0.73,which was significantly better than other models.In predicting the prolonged postoperative length of hospital stay,the XGBoost model performed the best,with an AUC value of 0.84.Based on the above best-performing models,an ensemble strategy was implemented.The patients who followed the recommended strategy had reduced intraoperative bleeding and shorter postoperative length of hospital stay.Conclusion The use of tranexamic acid is associated with intraoperative bleeding and postoperative length of hospital stay.Personalized decision-making recommendation based on our constructed model can effectively improve the outcomes of the patients undergoing orthopedic surgery.
2.Recovery after laparoscopic surgery in obese patients with gastrointestinal tumors: a prospective propensity score-matched cohort study
Jing ZHOU ; Xiao LIU ; Xuefen CHEN ; Chen CHEN ; Wenquan LIANG
Chinese Journal of Clinical Nutrition 2025;33(5):357-363
Objective:To analyze the body composition of patients diagnosed with malignant gastrointestinal tumors and to assess the impact of obesity on surgical outcomes and postoperative recovery following laparoscopic radical surgery.Methods:Patients with malignant gastrointestinal tumors who underwent laparoscopic surgery in the Department of General Surgery at the First Medical Center of the Chinese PLA General Hospital from February to October 2023 were prospectively enrolled. The body composition was measured by bioelectrical impedance analysis. Accordingly, the obese patients were selected as the obese group, while non-obese patients entered the control group using propensity score matching. The clinical data, in particular the postoperative recovery, were compared between these two groups.Results:A total of 593 patients with malignant gastrointestinal tumors were included in the analysis, including 108 patients in the obese group and 107 in the control group. The two groups significantly differed in the six minute walking test ( P=0.003), postoperative anemia ( P=0.036), white blood cell count ( P<0.001), neutrophil percent ( P<0.001), and neutrophil-to-lymphocyte ratio (NLR) ( P=0.001). The obese group exhibited a significntly higher risk of developing complications after surgery ( P=0.039). Conclusions:Obese patients with malignant gastrointestinal tumors are more likely to experience complications such as muscle weakness, anemia, infection, and inflammation after a laparoscopic radical surgery. Close monitoring and proactive perioperative interventions should be taken to mitigate such risks.
3.Recovery after laparoscopic surgery in obese patients with gastrointestinal tumors: a prospective propensity score-matched cohort study
Jing ZHOU ; Xiao LIU ; Xuefen CHEN ; Chen CHEN ; Wenquan LIANG
Chinese Journal of Clinical Nutrition 2025;33(5):357-363
Objective:To analyze the body composition of patients diagnosed with malignant gastrointestinal tumors and to assess the impact of obesity on surgical outcomes and postoperative recovery following laparoscopic radical surgery.Methods:Patients with malignant gastrointestinal tumors who underwent laparoscopic surgery in the Department of General Surgery at the First Medical Center of the Chinese PLA General Hospital from February to October 2023 were prospectively enrolled. The body composition was measured by bioelectrical impedance analysis. Accordingly, the obese patients were selected as the obese group, while non-obese patients entered the control group using propensity score matching. The clinical data, in particular the postoperative recovery, were compared between these two groups.Results:A total of 593 patients with malignant gastrointestinal tumors were included in the analysis, including 108 patients in the obese group and 107 in the control group. The two groups significantly differed in the six minute walking test ( P=0.003), postoperative anemia ( P=0.036), white blood cell count ( P<0.001), neutrophil percent ( P<0.001), and neutrophil-to-lymphocyte ratio (NLR) ( P=0.001). The obese group exhibited a significntly higher risk of developing complications after surgery ( P=0.039). Conclusions:Obese patients with malignant gastrointestinal tumors are more likely to experience complications such as muscle weakness, anemia, infection, and inflammation after a laparoscopic radical surgery. Close monitoring and proactive perioperative interventions should be taken to mitigate such risks.
4.Psychosocial and behavioral problems of children and adolescents across five cities in Northern China
Minjun LI ; Shaoli LI ; Feiyong JIA ; Wenli WANG ; Yunjing ZHAO ; Hanyu DONG ; Junting LIU ; Wenquan NIU ; Nan PENG ; Xia QU ; Jialu GU ; Lijun ZHOU ; Bo ZHOU ; Jianhong WANG ; Lin WANG
Chinese Journal of Preventive Medicine 2024;58(12):1967-1975
Objective:The objective of this research is to study the prevalence and risk factors of psychosocial and behavioral problems in children and adolescents of different ages and genders to provide a scientific foundation for more targeted psychological interventions and social support in the future.Methods:From April 21 to May 31, 2023, a cross-sectional survey was conducted using a stratified random sampling method in five cities (Beijing City, Changchun City, Baicheng City, Shenyang City, Hohhot City) across four provinces in Northern China (Beijing, Jilin, Liaoning, Inner Mongolia). The study was conducted using an online questionnaire among children and adolescents aged 6-16 years. Self-made social and life characteristics questionnaire and Achenbach Child Behavior Check List (CBCL) (for parent) was utilized to investigate the prevalence of psychosocial and behavioral problems and relative influencing factors. Using stepwise regression analysis to screen potential factors affecting the psychosocial and behavioral health of children and adolescents and logistic regression analysis was employed to analyze the risk factors associated while controlling for confounding variables.Results:A total of 10 492 questionnaires were distributed in this study. Among the 8 593 valid questionnaires collected, there were 4 385 males (51.03%) and 4 208 females (48.97%). The sample consisted of 3 348 children aged 6-11 years old and 5 245 children aged 12-16 years old. Out of these participants, 688 individuals (8.01%) were detected positive. In the 6-11 age group, 1 762 boys were assessed, revealing 142 positive cases (8.06%), while 1 586 girls were assessed, with 84 positive cases (5.30%). In the 12-16 age group, 2 623 boys were evaluated, resulting in 237 positive cases (9.04%), and 2 622 girls were evaluated, with 225 positive cases (8.58%). Overall, boys had a higher prevalence rate than girls did, with older age groups showing higher rates compared to younger ones. Logistic regression analysis identified six significant risk factors: parent-child conflict ( OR=4.207, 95% CI: 3.583-4.940), irregular diet patterns( OR=1.862, 95% CI: 1.566-2.213), parental mental illness history( OR=5.381, 95% CI: 2.673-10.83), sleep disorders( OR=4.664, 95% CI: 4.194-5.187), and excessive screen exposure( OR=1.863, 95% CI: 1.577-2.200) were found to be risk factors; whereas having more close friends ( OR=0.510, 95% CI: 0.431-0.603) acted as a protective factor. Conclusions:Psychosocial and behavioral problems in children and adolescents will change with social conditions, with continuous attention required to prevent risk factors. Precise intervention and integral support should be implemented by families, schools and society to provide more accurate protection for children and adolescents.
5.Psychosocial and behavioral problems of children and adolescents across five cities in Northern China
Minjun LI ; Shaoli LI ; Feiyong JIA ; Wenli WANG ; Yunjing ZHAO ; Hanyu DONG ; Junting LIU ; Wenquan NIU ; Nan PENG ; Xia QU ; Jialu GU ; Lijun ZHOU ; Bo ZHOU ; Jianhong WANG ; Lin WANG
Chinese Journal of Preventive Medicine 2024;58(12):1967-1975
Objective:The objective of this research is to study the prevalence and risk factors of psychosocial and behavioral problems in children and adolescents of different ages and genders to provide a scientific foundation for more targeted psychological interventions and social support in the future.Methods:From April 21 to May 31, 2023, a cross-sectional survey was conducted using a stratified random sampling method in five cities (Beijing City, Changchun City, Baicheng City, Shenyang City, Hohhot City) across four provinces in Northern China (Beijing, Jilin, Liaoning, Inner Mongolia). The study was conducted using an online questionnaire among children and adolescents aged 6-16 years. Self-made social and life characteristics questionnaire and Achenbach Child Behavior Check List (CBCL) (for parent) was utilized to investigate the prevalence of psychosocial and behavioral problems and relative influencing factors. Using stepwise regression analysis to screen potential factors affecting the psychosocial and behavioral health of children and adolescents and logistic regression analysis was employed to analyze the risk factors associated while controlling for confounding variables.Results:A total of 10 492 questionnaires were distributed in this study. Among the 8 593 valid questionnaires collected, there were 4 385 males (51.03%) and 4 208 females (48.97%). The sample consisted of 3 348 children aged 6-11 years old and 5 245 children aged 12-16 years old. Out of these participants, 688 individuals (8.01%) were detected positive. In the 6-11 age group, 1 762 boys were assessed, revealing 142 positive cases (8.06%), while 1 586 girls were assessed, with 84 positive cases (5.30%). In the 12-16 age group, 2 623 boys were evaluated, resulting in 237 positive cases (9.04%), and 2 622 girls were evaluated, with 225 positive cases (8.58%). Overall, boys had a higher prevalence rate than girls did, with older age groups showing higher rates compared to younger ones. Logistic regression analysis identified six significant risk factors: parent-child conflict ( OR=4.207, 95% CI: 3.583-4.940), irregular diet patterns( OR=1.862, 95% CI: 1.566-2.213), parental mental illness history( OR=5.381, 95% CI: 2.673-10.83), sleep disorders( OR=4.664, 95% CI: 4.194-5.187), and excessive screen exposure( OR=1.863, 95% CI: 1.577-2.200) were found to be risk factors; whereas having more close friends ( OR=0.510, 95% CI: 0.431-0.603) acted as a protective factor. Conclusions:Psychosocial and behavioral problems in children and adolescents will change with social conditions, with continuous attention required to prevent risk factors. Precise intervention and integral support should be implemented by families, schools and society to provide more accurate protection for children and adolescents.
6.Clinicopathological features and prognosis of clear cell papillary renal cell carcinoma
Yufeng GU ; Jianping DA ; Yulin ZHOU ; Silun GE ; He MIAO ; Xiaodong ZHAO ; Le QU ; Wenquan ZHOU ; Song XU
Journal of Modern Urology 2023;28(3):186-191
【Objective】 To investigate the clinicopathological features and prognosis of clear cell papillary renal cell carcinoma (CCPRCC). 【Methods】 The clinicopathological and follow-up data of 40 CCPRCC patients treated during Jun. 2011 and Oct.2021 were retrospectively analyzed. The prognosis was compared with that of 40 cases of clear cell renal cell carcinoma (ccRCC) and 19 cases of papillary renal cell carcinoma (PRCC) treated in the same period. Survival analysis was performed by Log-rank test and Kaplan-Meier survival curves were plotted. 【Results】 Among the 40 patients, 28 were male and 12 were female, aged 31-84 years; 38 cases had unilateral and 2 cases had bilateral tumors; 3 cases had multifocal lesions. All patients received surgery. The maximum diameter of the masses ranged from 3.0 to 95.0 mm, with an average of (27.6±18.1) mm. Pathological grade was Fuhrman 1-2 in all cases. Immunohistochemical tests were positive for CK7 and CA-IX. During the follow-up of 5-129 (average 56) months, 1 case died after bone metastasis, 2 had ipsilateral recurrence, and 1 developed primary esophageal cancer. CCPRCC patients had a significantly better prognosis than CCRCC (P<0.001) and PRCC (P=0.005) patients, while there was no significant difference in the prognosis between CCRCC and PRCC patients (P=0.93). 【Conclusions】 CCPRCC has low malignancy. The diagnosis relies on characteristic pathological and immunohistochemical features. Surgery is an effective treatment. CCPRCC has a better overall prognosis than CCRCC and PRCC.
7.Surgical technique and efficacy of P. R.E.S.S. bladder cuff excision
Zhenjie WU ; Lin YAO ; Liang WANG ; Jitao WU ; Le QU ; Yifan XU ; Tianyu WU ; Zhao HUANGFU ; Gang WU ; Wenquan ZHOU ; Jingping GE ; Hongwei ZHAO ; Zhiyu LIU ; Liqun ZHOU ; Linhui WANG
Chinese Journal of Urology 2021;42(8):602-608
Objective:To explore the surgical technique and efficacy of pure retroperitoneoscopic extravesical standardized seeable (P.R.E.S.S.) technique for bladder cuff excision (BCE).Methods:Ninety five patients with UTUC from five domestic centers (30 cases from Changzheng Hospital, 21 cases from Peking University First Hospital, 20 cases from Yuhuangding Hospital, 21 cases from Dalian Medical University affiliated No.2 Hospital and 3 cases from General Hospital of Eastern Theater Command)between August 2017 and December 2020 were retrospectively analyzed. There were 57 males and 38 females with a mean age of (67.7±10.0) years and median tumor size of 3.0 cm. All patients underwent pure retroperitoneoscopic radical nephroureterectomy with a single surgical position and four (36 cases) or five (59 cases) trocar layout according to the surgeon’s prefer habit and experience. The demographics of the two groups were the age of [(66.3±11.2)years vs. (68.6±9.1)years], male/female ratio of (25/11 cases vs. 32/27 cases), body mass index of [(25.0± 3.0)kg/m 2 vs. (24.8±3.4)kg/m 2], tumor maximum diameter of [2.8(1.6, 3.5)cm vs. 3.0(2.0, 4.0)cm], left/right side tumor of(19/17 cases vs. 34/25 cases), T 1-2/T 3-4/Tis stage of(25/10/4 cases vs. 49/10/0 cases), and multifocal tumors of(3 cases vs. 2 cases), and the difference was not statistically significant( P>0.05). On the other hand, the differences of hydronephrosis of the operated kidney(13 cases vs. 39 cases, P=0.004), and tumor location (in renal pelvis or calyx or upper/middle/lower ureter being 23/9/4 cases vs. 35/4/20 cases, P=0.005), were statistically significant. The umbilical artery cord was used as anatomical landmark in the process of P. R.E.S.S. bladder cuff excision. The pelvic floor and extraperitoneal space around the ureter were expanded, the bladder wall was opened to form pneumovesicum, and a sufficient bladder cuff resection and exact bladder cuff closure was performed. Perioperative outcomes and follow-up data were analyzed, and the clinical outcomes between the four and five trocars were compared to evaluate the impact of trocar layout on the surgical outcomes. Results:There were 91(95.8%) cases successfully undergoing P. R.E.S.S. BCE technique, with one case converted to open BCE due to bleeding and three cases converted to distal ureter Hem-o-lok clipping because of poor exposure. Median operative time was 180(125, 230)min, and estimated blood loss was 100(50, 100)ml. The overall complication rate was 10.5%(10/95), including 2 cases(2.1%) of intraoperative bleeding, with 1 case treated by transfusion (400 ml), the other case converted to open surgery without transfusion. There were 8 cases of postoperative complications(8.4%), including 7 cases of Clavien-Dindo grade Ⅱ(3 cases of secondary hemorrhage, one case for each of drug allergy, acute renal insufficiency, blood creatinine increased to 490 μmol/L, or lung infection with lymphatic leakage), 1 case of grade Ⅲa(intestinal obstruction treated with insertion of the intestinal obstruction catheter under local anesthesia), and all these patients were discharged smoothly. The difference between the four and five trocars was not statistically significant in the following variables, including the rate of surgical conversion(8.3% vs. 1.7%), estimated intraoperative blood loss(100 ml vs. 60 ml), ratio of intraoperative lymph node dissection (25.0% vs.20.3%), P. R.E.S.S. bladder cuff excision success rate(91.7% vs.98.3%), the incidence of intraoperative and postoperative complications (13.8% vs.8.5%), pT 1-2/pT 3-4/pTis stage(22/11/3 cases vs.37/19/3 cases) and the proportion of recurrence or metastasis(8.3% vs.3.4%)(all P>0.05). However, the differences in the operation time(190 min vs.170 min, P=0.011)and postoperative hospital stay(5 d vs.6 d, P=0.005) were statistically significant. Conclusions:P. R.E.S.S. bladder cuff resection technique is safe and feasible during the procedure of pure retroperitoneoscopic radical nephroureterectomy by a single surgical position and facilitates seeable adequate bladder cuff excision by establishing an enlarged pelvic lateral extraperitoneal space and pneumovesicum. Five-trocar technique is more suitable for patients with lower ureteral tumors but may be associated with a longer postoperative hospital stay compared with the four-trocar technique.
8.Comprehensive therapy for senile sensorineural hearing loss: a randomized controlled trial.
Wenquan MO ; Jian PEI ; Jie WANG ; Wenhao CHU ; Meng LIU ; Honghong LI ; Shenxu CHEN ; Zhou LU ; Ping ZHANG ; Hui YANG
Chinese Acupuncture & Moxibustion 2018;38(6):604-608
OBJECTIVETo observe the effect differences among the comprehensive therapy, acupuncture and oral mecobalamine for senile sensorineural hearing loss.
METHODSA total of 126 senile sensorineural hearing loss patients were randomized into a comprehensive group, an acupuncture group and a western medication group, 42 cases in each group. After removing and discontinuing cases, 40 cases in each group were included in the analysis. Acupuncture, acupoint injection and auricular point pressing were used in the comprehensive group. Acupuncture for 2 courses was at the affected Tinggong (SI 19), Tinghui (GB 2), Yifeng (TE 17), etc, once every other day, 10 times as a course with one week rest between 2 courses, 3 times a week. Acupuncture as the comprehensive group was applied in the acupuncture group. Mecobalamin tablet was prescribed orally for 2 courses in the western medication group, 3 times a day, 0.5 mg a time, 3 weeks as a course, one week at the interval. Pure tone hearing threshold value and tinnitus grading were observed before and after intervention in the three groups. The clinical effects were compared.
RESULTSAfter treatment, pure tone hearing threshold value and tinnitus grading were better than those before treatment in the three groups (all <0.05), with better results in the comprehensive group than those in the other two groups (all <0.05). The total effective rate of pure tone hearing threshold value was 82.5% (33/40) in the comprehensive group, which was superior to 67.0% (27/40) in the acupuncture group and 62.5% (25/40) in the western medication group (both <0.05). The total effective rate of tinnitus was 83.3% (30/36) in the comprehensive group, which was superior to 69.7% (23/33) in the acupuncture group and 57.1% (20/35) in the western medication group (both <0.05).
CONCLUSIONThe clinical effects of comprehensive therapy on senile sensorineural hearing loss are superior to those of simple acupuncture and oral administration of mecobalamin in terms of pure tone hearing threshold value and tinnitus grading.
9.Value of tumor deposits in staging and prognostic evaluation in gastric cancer patients.
Wenquan LIANG ; Zhengfang ZHOU ; Jianxin CUI ; Hongqing XI ; Lin CHEN
Chinese Journal of Gastrointestinal Surgery 2017;20(3):277-282
OBJECTIVETo analyze relationships between the tumor deposits (TD) and clinicopathologic features of gastric cancer and investigate the value of TD in staging and prognosis in gastric cancer patients.
METHODSRetrospective cohort study was conducted to evaluate the clinicopathologic data of 388 gastric cancer patients who underwent surgical procedures in Chinese PLA General Hospital between November 2011 and December 2012. Relationships between TD and clinicopathologic features were analyzed by χor Fisher exact tests. Survival curves were also generated by Kaplan-Meier method. The univariate and multivariate analysis were performed with Log-rank and COX proportional hazard model to examine the association between prognosis and TD.
RESULTSTD were observed in 67 (17.3%) of 388 gastric cancer patients, including 48 male patients (48/289, 16.6%) and 19 female patients (19/99, 19.2%). There were 40 patients (40/198, 20.2%) whose age was above 64 years old. TNM staging of positive TD patients was as follows: for pathology, there were 5 patients (5/64, 7.8%) in stage II(b, 6 patients (6/58, 10.3%) in stage III(a, 14 patients (14/75, 18.7%) in stage III(b, 30 patients (30/135, 22.2%) in stage III(c, 12 patients (12/39, 30.8%) in stage IIII( and no one in stage I(b or II(a; for T-staging, there were 2 patients (2/18, 11.1%) in stage T2, 2 patients (2/27, 7.4%) in stage T3, 36 patients (36/259, 13.9%) in stage T4a and 27 patients (27/84, 32.1%) in stage T4b; for N-stage, there were 5 patients (5/72, 6.9%) in stage N0, 6 patients (6/72, 8.3%) in stage N1, 19 patients (19/82, 23.2%) in stage N2, 27 patients (27/100, 27.0%) in stage N3a and 10 patients(10/62, 16.1%) in stage N3b; for M-stage, there were 12 patients (12/40, 30.0%) in distal metastases; for vascular invasion, there were 29 patients (29/129, 22.5%). Among positive TD patients, the number of TD >3 was found in 38 of 67 cases(56.7%). TD was associated with pTNM-stage (χ=16.898, P=0.010), T-stage (χ=17.382, P=0.001), N-stage (χ=18.080, P=0.001), M-stage (χ=5.060, P=0.036) and vascular invasion(χ=3.675, P=0.039). The median survival time of positive TD patients was significantly shorter as compared to negative TD patients (22 months vs. 32 months, χ=23.391, P=0.012). Among positive TD patients, the median survival time of patients with TD number >3 was significantly shorter as compared to those with TD number <3 (17 months vs. 25 months, χ=5.157, P=0.023). Multivariate survival analysis showed that TD number >3 was the independent risk factor of prognosis (RR=2.350, 95%CI:1.345 to 4.106, P=0.003).
CONCLUSIONSTD state is closely associated with the staging of gastric cancer and TD number >3 indicates a poor prognosis.
Aged ; China ; Cohort Studies ; Female ; Humans ; Lymphatic Metastasis ; Male ; Middle Aged ; Multivariate Analysis ; Neoplasm Invasiveness ; pathology ; Neoplasm Metastasis ; Neoplasm Staging ; methods ; statistics & numerical data ; Prognosis ; Proportional Hazards Models ; Retrospective Studies ; Risk Factors ; Stomach Neoplasms ; classification ; diagnosis ; mortality ; pathology ; Survival Rate
10.Inhibitory effect of EP4 antagonist on bone metastasis of prostate cancer
Song XU ; Wenquan ZHOU ; Jingping GE ; Zhengyu ZHANG
Journal of Medical Postgraduates 2016;29(7):708-712
Objective The purpose of this study was to examine the inhibitory effect of ONO-AE3-208, an EP4 antagonist, on prostate cancer with bone metastasis in an animal model . Methods A PC3/LUC cell line was constructed by stably transfecting luciferin to prostate cancer PC 3 cells and inoculated into the left ventricle of nude mice to establish an animal model of prostate cancer with bone metastasis .After modeling , the animals in the experimental group and control groups were intraperitoneally given ONO -AE3-208 and double-distilled water, respectively, followed by examination of the metastasis loci and tumor burden by bioluminescence ima -ging and statistical analysis with survival curves . Results At 60 days after modeling , the animals in the control group exhibited sig-nificantly increased metastases and fluorescence burdens as compared with the experimental group (P<0.01), and the increase was in a time-dependent manner (P<0.01).At 60 days, the controls began to die while the experimental animals remained well alive , and at 180 days, the mice of the control group all died .The survival rate of the animals was significantly higher in the experimental group than in the control ( 13.3% vs 0%, P <0.01 ) and the median survival time remarkably longer in the former than in the latter group (162 d vs 116 d, P <0.01). Conclusion The EP4 antagonist ONO-AE3-208 inhibited the bone metastasis of prostate cancer and prolonged the survival time in the model mice .

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