1.Recurrence risk prediction models of postoperative patients with renal cell carcinoma based on machine learning
Peipei WANG ; Zhao HOU ; Hui MA ; Dingyang LYU ; Qiwei WANG ; Weibing SHUANG
Journal of Modern Urology 2025;30(3):240-247
Objective: To explore the influencing factors of recurrence in postoperative patients with renal cell carcinoma,construct machine learning prediction models and evaluate their performance. Methods: Clinical data of 915 patients with renal cell carcinoma treated in our hospital during 2013 and 2021 were retrospectively collected.The data were randomly divided into a training set (n=510) and a validation set (n=218) in a 7∶3 ratio.In the training set,LASSO regression algorithm was used to screen important variables,and machine learning prediction models were constructed to predict the recurrence risk.In the validation set,the effectiveness of the models was compared combined with the area under receiver operating characteristic curve (AUC),accuracy rate,F1 value and other indicators. Results: LASSO regression screened out the risk factors,including smoking history,tumor size,N stage,Fuhrman grade,thrombin time and fibrinogen,based on which,the logistic model,decision tree model,random forest model,and Bayes model were constructed.In the validation set,the AUC of the above 4 models was 0.862,0.792,0.843 and 0.861,respectively; the accuracy was 0.917,0.908,0.904 and 0.927,respectively; F1 value was 0.357,0.286,0.323 and 0.600,respectively.The Bayes model had the most stable performance and best differentiation. Conclusion: In this data set,the prediction model based on Bayes algorithm has a good performance and can provide reference for clinical decision making.
2.Effect of Spraying Nano-calcium Carbonate and Calcium Nitrate Tetrahydrate on Characters, Carbohydrate Components and Endogenous Hormones of Dendrobium officinale
Jing LI ; Rong ZHOU ; Yingyue HOU ; Wei CAI ; Xiaoyan ZHANG ; Shuang ZHANG ; Guangying DU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(15):208-216
ObjectiveTo investigate the effects of foliar fertilizer of nano-calcium carbonate and calcium nitrate tetrahydrate on the agronomic traits, carbohydrate and endogenous hormone contents of Dendrobium officinale planted for 1 year under greenhouse cultivation, in order to provide scientific basis for fertilization to improve the yield and quality of D. officinale. MethodsSingle-factor experimental design was adopted. Starting from early spring, D. officinale was treated with foliar spraying according to corresponding fertilizers. Three treatment groups were established based on different fertilizers, namely, a blank group(clear water), a nano-calcium carbonate group(0.727 g·L-1 nano-calcium carbonate water-soluble fertilizer), and a calcium nitrate tetrahydrate group(1.091 g·L-1 calcium nitrate tetrahydrate water-soluble fertilizer). The frequency of spraying was three times per month, and the entire treatment process lasted for nine months. The effects of various treatments on the traits and relative chlorophyll content of D. officinale were dynamically monitored. Sampling was conducted at three specific time points:August 2, 2023, September 8, 2023, and November 1, 2023, respectively. The contents of glucose and mannose in D. officinale stems were determined by high performance liquid chromatography(HPLC), the content of soluble sugars in D. officinale stems and leaves was determined by phenol method, and enzyme-linked immunosorbent assay(ELISA) was used to detect the concentrations of cytokinin and auxin. ResultsCompared with the blank group, the treatments with nano-calcium carbonate and calcium nitrate tetrahydrate could significantly increase stem length, stem node number, leaf number, and tiller number. Among them, during the harvesting period in November, the stem length and tiller number, which are indicators related to the yield of D. officinale, increased by 60.85% and 19.23% after treatment with calcium nitrate tetrahydrate, and by 32.54% and 28.85% after treatment with nano-calcium carbonate, respectively. Compared with the blank group, treatments with nano-calcium carbonate and calcium nitrate tetrahydrate could promote the accumulation of sucrose in the stems and leaves of D. officinale to varying degrees, as well as the accumulation of polysaccharides, mannose, and glucose in the stems. In addition, nano-calcium carbonate treatment also facilitated the accumulation of fructose in the stems and leaves of D. officinale. Specifically, during the harvesting period in November, polysaccharides and mannose, which were the main active ingredients in D. officinale stems, increased by 28.48% and 29.36% after treatment with calcium nitrate tetrahydrate, and by 39.91% and 82.62% after treatment with nano-calcium carbonate, respectively. In addition, compared with the blank group, the concentrations of auxin in the stems and leaves of D. officinale were significantly increased after treatment with calcium nitrate tetrahydrate(P<0.05). Similarly, the concentrations of cytokinin and auxin in the stems of D. officinale were also elevated after treatment with nano-calcium carbonate. Correlation analysis further indicated that elongation growth and tillering of D. officinale stems after foliar spraying of nano-calcium carbonate and calcium nitrate tetrahydrate might be related to the accumulation of carbohydrates in the stems and leaves and the synergistic effect of auxin and cytokinin. ConclusionIn production practice, spraying nano-calcium carbonate and calcium nitrate tetrahydrate can promote the accumulation of cytokinin, auxin, and carbohydrate contents in the stems and leaves of D. officinale, and promote tillering and elongation growth of the stems.
3.Predictive value of preoperative combined detection of NLR and PTAR for early abdominal infection after liver transplantation
Huabin PENG ; Ying LIU ; Fei HOU ; Shuang ZHAO ; Yizhi ZHANG ; Tingting CUI ; Zhiying HE ; Jingyi LIU ; Haofeng XIONG ; Liying SUN
Organ Transplantation 2025;16(6):931-943
Objective To investigate the predictive value of preoperative combined detection of neutrophil-to-lymphocyte ratio (NLR) and prothrombin time-international normalized ratio to albumin ratio (PTAR) for early abdominal infection after liver transplantation. Methods Clinical data of 287 recipients who underwent liver transplantation at the Liver Transplant Center of Beijing Friendship Hospital, Affiliated to Capital Medical University, from January 2020 to April 2024 were retrospectively analyzed. The patients were divided into infection group (n=60) and non-infection group (n=227) based on whether abdominal infection occurred within 30 days after surgery. The distribution characteristics of pathogens and infection time in infected patients were analyzed. Spearman correlation analysis was used to assess the correlation between NLR, PTAR, Child-Pugh score and preoperative model for end-stage liver disease (MELD) score. Univariate and multivariate logistic regression analyses were performed to identify risk factors for abdominal infection. Receiver operating characteristic (ROC) curves were plotted for NLR, PTAR, and the combined prediction model to evaluate their predictive efficacy for abdominal infection after liver transplantation. Based on the cutoff value of the combined model, recipients were divided into low-risk and high-risk groups, and Kaplan-Meier analysis was used to compare the cumulative incidence of abdominal infection within 30 days after surgery between the two groups. Results Among the 287 recipients who underwent liver transplantation, 60 developed bacterial or fungal abdominal infections postoperatively. A total of 86 strains were isolated from infected patients, with Gram-negative bacteria accounting for 58%, Gram-positive bacteria for 36%, and fungi for 5%. Preoperative NLR and PTAR were positively correlated with Child-Pugh and MELD scores (all 1 > r > 0, P < 0.05). Logistic regression analysis showed that preoperative NLR, preoperative PTAR, postoperative ICU stay duration and postoperative biliary leakage were risk factors for abdominal infection within 30 days after surgery. The area under the curve (AUC) for NLR, PTAR, Child-Pugh score and MELD score were 0.771, 0.735, 0.650 and 0.741, respectively. The AUC for the combined NLR and PTAR prediction model was 0.824 (95% confidence interval: 0.763-0.885, P < 0.001), with a cutoff value of 0.168. Kaplan-Meier analysis showed that the cumulative incidence of abdominal infection within 30 days after surgery was lower in the low-risk group than in the high-risk group, with statistically significant difference (P < 0.001). Conclusions Preoperative NLR and PTAR are independent risk factors for abdominal infection within 30 days after liver transplantation. The combined prediction model of NLR and PTAR may effectively identify high-risk recipients for early abdominal infection after liver transplantation, providing basis for early intervention.
4.Research progress of hydrogen sulfide in H-type hypertension
Lu-Fan SHEN ; Hong WANG ; Hong-Ying LYU ; Guan-Jun JIA ; Ming-Shuang HOU ; Lin YI
Chinese Pharmacological Bulletin 2024;40(9):1601-1607
Hydrogen sulfide(H2 S),an endogenous gas trans-mitter involved in the regulation of vascular tone,has a variety of physiological properties,such as antihypertensive,vascular re-laxation,anti-inflammatory and antioxidant potential,and plays an important role in cardiovascular regulation.Chinese scholars call essential hypertension combined with hyperhomocysteinemia(HCY≥10 μmol·L-1)as H-type hypertension.Studies have shown that H2S can antagonized hypertension and hyperhomocys-teinemia,suggesting that H2S may be a potential therapeutic tar-get for H-type hypertension.Therefore,this article briefly sum-marizes the mechanism of H2S on hypertension and homocys-teine.Homocysteine(HCY)is closely related to the occurrence and development of cardiovascular diseases.Hyperhomocysteine-mia(HCY ≥ 10 μmol·L-1)is a risk factor for coronary ath-erosclerotic heart disease,stroke,and other cardiovascular dis-eases,and Chinese scholars define primary hypertension accom-panied by hyperhomocysteinemia as H-type hypertension,which accounts for about 75%of the adult hypertensive patients in Chi-na.The treatment of H-type hypertension should simultaneously reduce blood pressure and plasma HCY levels.Studies have shown that hydrogen sulfide(H2 S)can antagonise hypertension and high HCY,suggesting that H2S may be a potential therapeu-tic target for H-type hypertension.Therefore,this paper summa-rizes the mechanism of action of H2S on hypertension and HCY.
5.Clinical application of botulinum toxin type A combined with preoperative progressive pneumoperitoneum in giant incisional hernia
Zhiqiang LIANG ; Fuheng LIU ; Bing ZENG ; Wenchang GAN ; Zehui HOU ; Zhilong YUAN ; Taicheng ZHOU ; Yingru LI ; Shuang CHEN
Chinese Journal of General Surgery 2024;33(10):1688-1696
Background and Aims:The repair of giant incisional hernia is challenging,as closing the significant defect in the abdominal wall can lead to life-threatening complications like abdominal compartment syndrome(ACS).Botulinum toxin type A(BTA)can temporarily relax the abdominal wall muscles,facilitating defect repair,while preoperative progressive pneumoperitoneum(PPP)can increase intra-abdominal volume,reducing intra-abdominal pressure caused by hernia content reintegration.Combining BTA with PPP for the preoperative preparation of giant incisional hernia repair may have a complementary effect.This study was conducted to evaluate the clinical value of combining BTA and PPP in the repair of giant abdominal incisional hernia. Methods:The clinical data of 213 patients with giant abdominal incisional hernia treated at the Sixth Affiliated Hospital of Sun Yat-sen University from December 2015 to December 2019 were retrospectively analyzed.Two weeks after receiving combined BTA and PPP treatment,changes in bilateral abdominal wall muscle,intra-abdominal adhesions,abdominal circumference,abdominal cavity volume,and hernia sac volume ratio were assessed using CT.Intraoperative details,incidence of complications,and postoperative follow-up outcomes were recorded. Results:Following combined BTA and PPP treatment,CT scan showed a significant extension of bilateral lateral abdominal wall muscles towards the midline in all 213 patients,with an average increase of 2.45(1.53-3.29)cm on the left side and 2.54(1.68-3.40)cm on the right side;muscle thickness was reduced by an average of 0.84(0.64-1.00)cm on the left and 0.82(0.62-1.05)cm on the right,the average distance between viscera and the abdominal wall increased to(7.52±1.78)cm,with a mean increase of 6.1(4.2-6.9)cm;the mean increase in abdominal cavity volume was 1 802(1 494.98-2 316.26)mL,and the hernia sac volume ratio decreased by an average of 9%(6%-12%),all changes were statistically significant(P<0.05).Post-PPP CT scan revealed no abdominal adhesions in 18 patients(8.45%),while 195 patients(91.55%)had varying degrees of adhesions,including 39 cases(18.31%)of sheet adhesions and 156 cases(73.24%)of mixed adhesions.Adhesions mainly consisted of omentum and intestinal tissues in 59.15%of cases.There were 43 cases(20.19%)of grade Ⅰ complications during the BTA-PPP process,including abdominal pain(28 cases),shoulder pain(9 cases),subcutaneous emphysema(6 cases),and dyspnea(3 cases).Dyspnea improved with oxygen therapy,while other complications required no special intervention.All 213 patients successfully underwent laparoscopic incisional hernia repair without conversion to open surgery or organ resection for volume reduction.Fascial closure was achieved in 209 cases(98.12%),with 4 cases(1.88%)having incomplete defect closure.The average time for adhesiolysis was 28(11.00-44.50)min,with a total operative time of 178.0(132.50-255.00)min and an average blood loss of 20(10-30)mL.The median intra-abdominal pressure(IAP)after operation was between 10 mmHg(9.00-12.00 mmHg),Among them,47 cases(22.07%)had IAP exceeding 12 mmHg,and after implementing proactive measures such as diuresis and diachoresis to reduce intra-abdominal contents,the IAP in these patients decreased to below 12 mmHg.No severe complications such as skin flap necrosis or ACS were observed.There were no deaths within postoperative 30 d,and during a follow-up period of 26(16.50-33.00)months,13 cases(6.10%)had surgical site events,including infections in 5 cases(2.35%),seromas in 7 cases(3.29%),and hematoma in 1 case(0.47%),with no hernia recurrence. Conclusion:The combination of BTA and PPP not only aids in identifying abdominal wall adhesion areas,improving preoperative surgical planning and enhancing surgical safety,but also significantly increases abdominal cavity volume and extends lateral abdominal wall muscles,facilitating the closure of giant incisional hernia defects and reducing the incidence of severe postoperative complications like ACS.This approach is worthy of clinical promotion.
6.Relationships among family cohesion and suicide tendency,resilience and coping style in graduate students
Shuang WANG ; Jingjing SONG ; Jinbo HOU ; Lin LI
Chinese Mental Health Journal 2024;38(10):901-907
Objective:To explore the relationship between family cohesion and suicide tendency among gradu-ate student and the role of resilience and coping style between them.Methods:A total of 3 945 graduate students were assessed with the Adolescents'Suicide Tendency(AST),Family Environment Scale(FES),Connor-David-sonResilience Scale(CD-RISC),and Trait Coping Style Questionnaire(TCSQ).The mediating effect of resilience and the moderating effect of positive coping style were examined by using latent moderate structural equations.Results:The degree of AST was negatively associated with the family cohesion scores(β=-0.22).The scores of CD-RISC played a partial mediating role between the scores of family cohesion and AST,and the media-ting effect was-3.92(95%CI:-4.44--3.41),the mediating effect accounted for 43.41%of the total effect.The scores of positive coping style played a moderating role in the relationship between the scores of gradu-ate student'AST and family cohesion(β=0.06).Conclusion:The suicide tendency of graduate students may be related to family cohesion,resilience and positive coping style.
7.Application value of 18F-D3FSP PET/CT in patients with cognitive impairment of varying degrees
Sihao LIANG ; Anqi LI ; Ruiyue ZHAO ; Jingwen LI ; Peng HOU ; Shuang XIONG ; Zhuohua WU ; Xiang CHEN ; Yuying HUANG ; Tengfei GUO ; Xinlu WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(5):260-265
Objective:To explore the effectiveness of 18F-deuterated-Florbetapir (D3FSP) PET/CT imaging in detecting β-amyloid (Aβ) deposition in the brain and its correlation with plasma biomarkers. Methods:A retrospective analysis was conducted on 79 patients (32 males, 47 females; age(66±7)years) who underwent 18F-D3FSP PET/CT imaging from June 2022 to November 2023 at the First Affiliated Hospital, Guangzhou Medical University, as a part of the Greater Bay Area Healthy Aging Brain Longitudinal Cohort Study (GHABS). Based on the Alzheimer′s Disease Neuroimaging Initiative cohort standard protocol, patients were categorized into cognitively unimpaired (CU) group, mild cognitive impairment (MCI) group, and Alzheimer′s disease (AD) group. Brain regions were segmented using the AW workstation and the SUV ratio (SUVR) was calculated with the cerebellum as the reference region. One-way analysis of variance, Bonferroni correction and Pearson correlation analysis were used to analyze data. The ROC curve analysis was used to analyze the cut-off value and the diagnostic efficacy of SUVR. Results:There were 48, 15 and 16 cases in CU, MCI and AD groups respectively. During the transition from CU to MCI and then to AD, there was a rising trend in SUVR ( F values: 11.15-22.38, all P<0.001) across the whole brain and various brain regions (bilateral frontal lobes, bilateral anterior cingulate gyrus, bilateral precuneus, bilateral parietal lobes, bilateral lateral temporal lobes, and bilateral occipital lobes). SUVRs of the right anterior cingulate gyrus and bilateral precuneus were different between the CU and MCI groups (all P<0.017), and those of bilateral frontal lobes, right precuneus, bilateral parietal lobes, bilateral lateral temporal lobes, and bilateral occipital lobes were different between the MCI and AD groups (all P<0.017). SUVRs of brain regions were negatively correlated with cognitive scale scores ( r values: from -0.57 to -0.37, all P<0.001), and were positively correlated with plasma phosphorylated tau181 (p-tau181, r values: 0.50-0.61, all P<0.001). The ROC curve analysis suggested that the cut-off value of SUVR in the precuneus for distinguishing CU from AD was 1.20, with the AUC, sensitivity, specificity and accuracy of 0.85, 12/16, 91.7%(44/48)and 87.5%(56/64), respectively. Conclusion:18F-D3FSP PET/CT imaging has good clinical application value in assessing the deposition sites and the extent of Aβ in the brain, which is related to clinical cognition and plasma p-tau181 level.
8.Therapeutic effect of Dor gastric fundus folding surgery on gastroesophageal reflux disease after sleeve gastrectomy
Enmin HUANG ; Zehui HOU ; Ning MA ; Shuang CHEN ; Taicheng ZHOU
Chinese Journal of General Surgery 2024;39(6):439-443
Objective:To explore the efficacy and safety of laparoscopic Dor fundoplication in treating gastroesophageal reflux disease (GERD) after laparoscopic sleeve gastrectomy (LSG).Methods:A retrospective analysis was conducted on 11 patients undergoing laparoscopic Dor fundoplication between Oct 2021 and Oct 2023. These patients had previously undergone LSG due to obesity and related metabolic diseases and developed GERD postoperatively. The GerdQ scale scores, results of endoscopy, upper gastrointestinal radiography, and gastric window color Doppler ultrasonography were analyzed.Result:Surgeries were successfully performed in these 11 patients. After esophageal hiatus repair, 10 patients underwent reinforcement of the diaphragmatic crus using biological or synthetic anti-adhesion patches. The average operative time was (120±31) minutes, and the average postoperative hospital stay was (9±3) days. Follow-up at 6 months revealed complete resolution of GERD symptoms in 10 patients. Intraoperatively one patient sustained injuries to the left hepatic vein and esophagus. Postoperative complications included one case of intestinal obstruction and one case of dysphagia, one patient failed to get experience improvement in GERD symptoms. All complications were managed successfully except for one needing re-admission for interventional esophageal balloon dilation due to dysphagia.Conclusion:Laparoscopic Dor fundoplication serves as a safe and effective revision surgery for GERD following LSG.
9.Risk factors for cow's milk protein allergy in infants:a multicenter prospective nested case-control study
Lin HOU ; Zi-Jun MA ; Shuang CHAO ; Zhong-Yuan LI ; Yu ZHANG ; Yi-Jian LIU ; Jun-Hong ZHANG ; Wen-Yan WU ; Jie LIU
Chinese Journal of Contemporary Pediatrics 2024;26(3):230-235
Objective To explore the risk factors associated with cow's milk protein allergy(CMPA)in infants.Methods This study was a multicenter prospective nested case-control study conducted in seven medical centers in Beijing,China.Infants aged 0-12 months were included,with 200 cases of CMPA infants and 799 control infants without CMPA.Univariate and multivariate logistic regression analyses were used to investigate the risk factors for the occurrence of CMPA.Results Univariate logistic regression analysis showed that preterm birth,low birth weight,birth from the first pregnancy,firstborn,spring birth,summer birth,mixed/artificial feeding,and parental history of allergic diseases were associated with an increased risk of CMPA in infants(P<0.05).Multivariate logistic regression analysis revealed that firstborn(OR=1.89,95%CI:1.14-3.13),spring birth(OR=3.42,95%CI:1.70-6.58),summer birth(OR=2.29,95%CI:1.22-4.27),mixed/artificial feeding(OR=1.57,95%CI:1.10-2.26),parental history of allergies(OR=2.13,95%CI:1.51-3.02),and both parents having allergies(OR=3.15,95%CI:1.78-5.56)were risk factors for CMPA in infants(P<0.05).Conclusions Firstborn,spring birth,summer birth,mixed/artificial feeding,and a family history of allergies are associated with an increased risk of CMPA in infants.[Chinese Journal of Contemporary Pediatrics,2024,26(3):230-235]
10.Exploring the mechanism of IgA vasculitis pathogenesis through the interaction of thrombin and inflammatory factors using urinary proteomics
Meng-Meng LIU ; Gai-Ling HOU ; Xiao-Qing YANG ; Qiu-Shuang ZHANG ; Xiao-Feng MEI ; Ying DING ; Lan SONG ; Yan-Jie HUANG
Chinese Journal of Contemporary Pediatrics 2024;26(7):683-689
Objective To explore the evidence,urinary biomarkers,and partial mechanisms of hypercoagulability in the pathogenesis of IgA vasculitis(IgAV).Methods Differential expression of proteins in the urine of 10 healthy children and 10 children with IgAV was screened using high-performance liquid chromatography-tandem mass spectrometry,followed by Reactome pathway analysis.Protein-protein interaction(PPI)network analysis was conducted using STRING and Cytoscape software.In the validation cohort,15 healthy children and 25 children with IgAV were included,and the expression levels of differential urinary proteins were verified using enzyme-linked immunosorbent assay.Results A total of 772 differential proteins were identified between the IgAV group and the control group,with 768 upregulated and 4 downregulated.Reactome pathway enrichment results showed that neutrophil degranulation,platelet activation,and hemostasis pathways were involved in the pathogenesis of IgAV.Among the differential proteins,macrophage migration inhibitory factor(MIF)played a significant role in neutrophil degranulation and hemostasis,while thrombin was a key protein in platelet activation and hemostasis pathways.PPI analysis indicated that thrombin directly interacted with several proteins involved in inflammatory responses,and these interactions involved MIF.Validation results showed that compared to healthy children,children with IgAV had significantly higher urine thrombin/creatinine and urine MIF/creatinine levels(P<0.05).Conclusions Thrombin contributes to the pathogenesis of IgAV through interactions with inflammatory factors.Urinary thrombin and MIF can serve as biomarkers reflecting the hypercoagulable and inflammatory states in children with IgAV.

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