1.Predicting intraoperative blood transfusion risk in hip fracture patients using explainable machine learning models
Fengting LU ; Xiaoming LI ; Dekui LI ; Xianyuan XIE ; Jiazhong WANG ; Qing YU ; Gan HUANG ; Jun SHEN
Chinese Journal of Blood Transfusion 2026;39(2):196-202
Objective: To investigate the factors influencing intraoperative blood transfusion in patients with hip fractures and to develop a machine learning (ML) model for predicting this risk. Methods: A total of 424 patients with hip fractures who underwent surgical treatment between November 2022 and March 2025 in our hospital were selected. Key feature variables of intraoperative blood transfusion risk were identified using the Boruta algorithm. Four different ML algorithms—support vector machine (SVM), linear discriminant analysis (LDA), mixed discriminant analysis (MDA), and extreme gradient boosting (XGBoost)—were used to develop predictive models for intraoperative blood transfusion risk. The predictive performance of the four ML models were evaluated using accuracy, precision, receiver operating characteristic (ROC) curves, precision-recall curves (PRC), precision-recall gain curves (PRGC), and F1 scores. Shapley additive interpretation (SHAP) was used to interpret the final model. Results: Among the 424 patients, 77(18.2%) received intraoperative blood transfusion. The Boruta algorithm identified albumin (ALB), activated partial thromboplastin time (APTT), types of anesthesia, types of fracture, and hemoglobin (Hb) as key feature variables for predicting intraoperative blood transfusion risk. In model evaluation, the SVM model outperforms the other three models across multiple metrics, including the area under the receiver operating characteristic curve (AUC), recall, recall gain, accuracy, precision, F1 score, and the area under the precision-recall curve (PRC-AUC). The SVM model, interpreted and visualized based on SHAP values, effectively predicted intraoperative blood transfusion risk in patients with hip fracture. A visual online application was developed based on the SVM model (https://pbo-nomogram.shinyapps.io/blood/). Conclusion: Preoperative low ALB and Hb levels, prolonged APTT, general anesthesia, and intertrochanteric fractures are risk factors for intraoperative blood transfusion in hip fracture patients. The risk prediction model for intraoperative blood transfusion constructed based on the SVM algorithm has optimal performance, which provides new ideas and methods for the clinical early identification of hip fracture patients with high transfusion risk and the implementation of targeted interventions.
2.Clinicopathologic analysis of 19 cases of urachal adenocarcinoma
Xiang LI ; Ying HUANG ; Weiyu PAN ; Juan YU ; Xinxin GUO ; Xiaolei ZHANG ; Licheng SHEN ; Yingyong HOU ; Jun HOU
Chinese Journal of Clinical and Experimental Pathology 2025;41(5):571-576
Purpose To explore the clinical and pathological features,differential diagnosis,treatment methods and prognosis of urachal adenocarcinoma.Methods Nineteen cases of urachal adenocarcinoma were collected and an-alyzed by combining clinical symptoms,auxiliary examinations,histology,immunohistochemical,and genetic testing and 11 cases of bladder adenocarcinomas.Results Among the 19 patients(15 males,4 females;age range:33-75 years,mean:55 years),tumors were located at the dome or anterior wall of the bladder.Histological subtypes includ-ed mucinous adenocarcinoma(6 cases),adenocarcinoma not otherwise specified(4 cases),enteric-type adenocarci-noma(6 cases),adenocarcinoma with focal mucinous differentiation(1 case),adenocarcinoma with signet-ring cell carcinoma(1 case),and metastatic urachal adenocarcinoma(1 case).Immunophenotypic analysis revealed membra-nous positivity for β-catenin,diffuse positivity for CK34βE 12,MUC-2,and CK20,focal CK7 positivity in some cases,and rare GATA-3 positivity.Mutations in p53 were observed,while KRAS,NRAS,BRAF,and PIK3CA mutations were absent.In colorectal adenocarcinomas,CK34βE12 positivity was 40%,nuclear β-catenin positivity was 48%,and MUC-2 expression was approximately 50%.In bladder adenocarcinomas,GATA-3 and MUC-2 positivity rates were 45%and 63.6%,respectively.Conclusion Distinguishing urachal adenocarcinoma from colorectal and primary bladder adenocarcinomas remains challenging.Urachal adenocarcinoma should be suspected in patients with anterior bladder wall or dome lesions,gross hematuria,or mucinuria.No definitive diagnostic markers currently exist for ura-chal adenocarcinoma.Immunophenotypic features such as membranous β-catenin,MUC-2,and CK7 positivity may fa-vor urachal adenocarcinoma over colorectal adenocarcinoma.Additional markers(e.g.,GATA-3,CK20,CK34βE12)aid in differential diagnosis,though individual markers lack specificity.Comprehensive evaluation integrating clinical presentation,imaging,and clinicopathological features is essential for accurate diagnosis.
3.Clinicopathologic analysis of 19 cases of urachal adenocarcinoma
Xiang LI ; Ying HUANG ; Weiyu PAN ; Juan YU ; Xinxin GUO ; Xiaolei ZHANG ; Licheng SHEN ; Yingyong HOU ; Jun HOU
Chinese Journal of Clinical and Experimental Pathology 2025;41(5):571-576
Purpose To explore the clinical and pathological features,differential diagnosis,treatment methods and prognosis of urachal adenocarcinoma.Methods Nineteen cases of urachal adenocarcinoma were collected and an-alyzed by combining clinical symptoms,auxiliary examinations,histology,immunohistochemical,and genetic testing and 11 cases of bladder adenocarcinomas.Results Among the 19 patients(15 males,4 females;age range:33-75 years,mean:55 years),tumors were located at the dome or anterior wall of the bladder.Histological subtypes includ-ed mucinous adenocarcinoma(6 cases),adenocarcinoma not otherwise specified(4 cases),enteric-type adenocarci-noma(6 cases),adenocarcinoma with focal mucinous differentiation(1 case),adenocarcinoma with signet-ring cell carcinoma(1 case),and metastatic urachal adenocarcinoma(1 case).Immunophenotypic analysis revealed membra-nous positivity for β-catenin,diffuse positivity for CK34βE 12,MUC-2,and CK20,focal CK7 positivity in some cases,and rare GATA-3 positivity.Mutations in p53 were observed,while KRAS,NRAS,BRAF,and PIK3CA mutations were absent.In colorectal adenocarcinomas,CK34βE12 positivity was 40%,nuclear β-catenin positivity was 48%,and MUC-2 expression was approximately 50%.In bladder adenocarcinomas,GATA-3 and MUC-2 positivity rates were 45%and 63.6%,respectively.Conclusion Distinguishing urachal adenocarcinoma from colorectal and primary bladder adenocarcinomas remains challenging.Urachal adenocarcinoma should be suspected in patients with anterior bladder wall or dome lesions,gross hematuria,or mucinuria.No definitive diagnostic markers currently exist for ura-chal adenocarcinoma.Immunophenotypic features such as membranous β-catenin,MUC-2,and CK7 positivity may fa-vor urachal adenocarcinoma over colorectal adenocarcinoma.Additional markers(e.g.,GATA-3,CK20,CK34βE12)aid in differential diagnosis,though individual markers lack specificity.Comprehensive evaluation integrating clinical presentation,imaging,and clinicopathological features is essential for accurate diagnosis.
4.A study on comprehensive quality evaluation of six batches of Rhizoma Pinelliae for protective effects on chronic obstructive pulmonary disease based on TOPSIS method
Jun DENG ; Xian-ju HUANG ; Jun LI ; Qi-en LI ; Aikemu MAIHESUMU ; Li-dan SHEN
Chinese Pharmacological Bulletin 2025;41(1):138-146
Aim To evaluate the in vitro anti-chronic obstructive pulmonary disease(COPD)effects of six batches of Rhizoma Pinelliae(RP)ethanol extracts by the technique for order preference by similarity to an i-deal solution(TOPSIS),so as to establish a new method for comprehensive quality evaluation of RP.Methods Cigarette smoke extract(CSE)and lipopo-lysaccharide(LPS)were utilized to establish an airway inflammation model of Beas-2b human normal lung cells.MTT assay was employed to determine the toxici-ty and pharmacological concentrations of Pinellia Ter-nata(PT)and six different batches RP of their ethanol extracts.EC50 and IC50 values were calculated accord-ingly.Additionally,relevant markers were assessed u-sing qRT-PCR and the superoxide dismutase(SOD)assay kit.Finally,a comprehensive evaluation invol-ving multiple indices was performed using the TOPSIS method for both PT and the six batches of RP extracts.Results According to the IC50 values of seven differ-ent Pinellia ternata,the toxicity ranking was as fol-lows:PT>RP④>RP①>RP⑤>RP③>RP⑥>RP ②.On the other hand,the expressions of TNF-α,IL-6 and IL-8 were down-regulated in the treatment group compared with those of the model group by qRT-PCR.In addition,the levels of SOD de-creased in all groups after treatment.All the data were normalized and the comprehensive ranking results were obtained through TOPSIS analysis as follows:RP⑥>RP⑤>RP②>RP①>RP③>RP④>PT.Con-clusions The ethanol extracts of different Rhizoma Pinelliae varieties all demonstrate the capacity to sup-press inflammation and oxidative stress induced by LPS and CSE.The comprehensive evaluation indicates that the quality of the ⑥ batch of RP shows the highest quality.Moreover,the TOPSIS method can serve as an assessment approach for medicinal materials,offering a pathway for controling the varying quality of herbal ma-terials available in the market.
5.Application of α-cyanoacrylate medical glue for mesenteric fissure closure during laparoscopic radical resection of colorectal cancer
Jun SHEN ; Shuaichao DONG ; Guiping ZHANG ; Haibin ZHUO ; Linbin CAI ; Xiaoqiong CHEN ; Shuyun TAN ; Qi YAO ; Meijin HUANG ; Jiaming ZHOU
Chinese Journal of General Surgery 2025;34(10):2129-2137
Background and Aims:Whether to close mesenteric fissures during laparoscopic radical resection of colorectal cancer remains controversial.Traditional suture closure is technically demanding and may injure mesenteric vessels.This study aimed to evaluate the safety and efficacy of using α-cyanoacrylate medical glue to close mesenteric fissures during laparoscopic colorectal cancer surgery.Methods:A retrospective analysis was conducted on patients who underwent laparoscopic radical resection of colorectal cancer in the Department of Colorectal Surgery,the Sixth Affiliated Hospital of Sun Yat-sen University,from January 2022 to December 2023.Seventy-eight patients who received intraoperative α-cyanoacrylate glue closure of mesenteric fissures were included as the observation group,and 74 patients without fissure closure were selected as the control group using the propensity score matching method.Perioperative parameters,postoperative recovery,and complications were compared between the two groups.Results:No significant differences were observed in baseline characteristics or main intraoperative variables between groups(all P>0.05).The observation group had significantly less ascitic drainage within 3 days after operation[(203.14±116.44)mL vs.(384.53±243.89)mL,P<0.01]and shorter postoperative gas passage,defecation,and drainage tube removal times(all P<0.01).The incidence of postoperative complications and intestinal obstruction was comparable between groups(all P>0.05).Multivariate analysis showed that intraoperative application of α-cyanoacrylate glue was an independent promoting factor for intestinal exhaust within 3 days after surgery(OR=5.739,P=0.000).Conclusion:The use of α-cyanoacrylate medical glue for closing mesenteric fissures during laparoscopic radical resection of colorectal cancer is safe and feasible.It effectively reduces postoperative ascitic drainage and accelerates bowel recovery,offering a simple and reliable alternative to traditional suture closure.
6.Application of α-cyanoacrylate medical glue for mesenteric fissure closure during laparoscopic radical resection of colorectal cancer
Jun SHEN ; Shuaichao DONG ; Guiping ZHANG ; Haibin ZHUO ; Linbin CAI ; Xiaoqiong CHEN ; Shuyun TAN ; Qi YAO ; Meijin HUANG ; Jiaming ZHOU
Chinese Journal of General Surgery 2025;34(10):2129-2137
Background and Aims:Whether to close mesenteric fissures during laparoscopic radical resection of colorectal cancer remains controversial.Traditional suture closure is technically demanding and may injure mesenteric vessels.This study aimed to evaluate the safety and efficacy of using α-cyanoacrylate medical glue to close mesenteric fissures during laparoscopic colorectal cancer surgery.Methods:A retrospective analysis was conducted on patients who underwent laparoscopic radical resection of colorectal cancer in the Department of Colorectal Surgery,the Sixth Affiliated Hospital of Sun Yat-sen University,from January 2022 to December 2023.Seventy-eight patients who received intraoperative α-cyanoacrylate glue closure of mesenteric fissures were included as the observation group,and 74 patients without fissure closure were selected as the control group using the propensity score matching method.Perioperative parameters,postoperative recovery,and complications were compared between the two groups.Results:No significant differences were observed in baseline characteristics or main intraoperative variables between groups(all P>0.05).The observation group had significantly less ascitic drainage within 3 days after operation[(203.14±116.44)mL vs.(384.53±243.89)mL,P<0.01]and shorter postoperative gas passage,defecation,and drainage tube removal times(all P<0.01).The incidence of postoperative complications and intestinal obstruction was comparable between groups(all P>0.05).Multivariate analysis showed that intraoperative application of α-cyanoacrylate glue was an independent promoting factor for intestinal exhaust within 3 days after surgery(OR=5.739,P=0.000).Conclusion:The use of α-cyanoacrylate medical glue for closing mesenteric fissures during laparoscopic radical resection of colorectal cancer is safe and feasible.It effectively reduces postoperative ascitic drainage and accelerates bowel recovery,offering a simple and reliable alternative to traditional suture closure.
7.Experimental and Computational Investigation of pH-Dependent Urease Conformational Dynamics and Its Impact on MICP Efficiency
Qiu-Cai ZHANG ; Yi-Fei ZHENG ; Mei-Zhong HUANG ; Xiu-Kang SHEN ; Ling-Ling WU ; Zhi-Jun ZHANG
Chinese Journal of Biochemistry and Molecular Biology 2025;41(6):879-894
The engineering application of microbially induced carbonate precipitation(MICP)is limited by pH-dependent conformational dynamics of urease.Focusing on the α-subunit urease from Sporosarcina pasteurii,this study integrated conductivity experiments and constant-pH molecular dynamics simulations to analyze active site conformational dynamics and catalytic function across pH 3-11.Results showed that under neutral conditions(pH 7-8),key histidine residues(HIS139/HIS249)exhibited minimal dis-placement(<0.5 ?),the longest hydrogen bond lifetime(>8 ps),highest conformational stability(root mean square deviation,RMSD:0.15-0.18 nm),and optimal catalytic activity(conductivity change rate:0.03 mS/cm·min-1,CaCO3 precipitation:3.84 g).Extreme pH(pH 3/11)induced structural collapse(displacement up to 1.8 ?)and complete activity loss.Simulations revealed that neutral pH sta-bilizes a protonation-dependent cooperative allosteric network by maintaining active site cavity volume(~120 ?3)and moderate conformational coherence(correlation coefficient~0.8).This work deciphers the molecular mechanism of pH-regulated urease dynamics through protonation states,providing theoreti-cal support for MICP applications in acidic mine tailing remediation and alkaline soil stabilization.
8.Current status and advances in the diagnosis and treatment of inflammatory breast cancer
Wenjing ZENG ; Juan HUANG ; Shouman WANG ; Yangyi LI ; Weizhi XIA ; Yulong ZHANG ; Jun WU ; Taohong SHEN ; Fangli ZHOU ; Ayong CAO
Chinese Journal of General Surgery 2025;34(5):1044-1055
Inflammatory breast cancer(IBC)is a rare but highly aggressive subtype of breast cancer characterized by rapid clinical progression and poor prognosis.Although it accounts for only 2%-4%of all breast cancer cases,it is responsible for 8%-10%of breast cancer-related mortality.The etiology of IBC is multifactorial,involving genetic,hormonal,environmental,and socioeconomic factors.Pathologically,IBC is marked by the presence of dermal lymphatic tumor emboli,and molecular subtypes are predominantly HER2-positive and triple-negative,indicating high tumor invasiveness.Diagnosis relies on characteristic clinical manifestations and histopathological confirmation,while imaging techniques such as MRI and PET/CT play important roles in evaluating disease extent and metastasis.Given that IBC is often diagnosed at a locally advanced or metastatic stage,there is currently no specific treatment protocol.Instead,management generally follows the treatment paradigm of non-IBC,emphasizing systemic therapy within a multidisciplinary framework.HER2-positive IBC benefits from chemotherapy combined with dual-targeted anti-HER2 therapy;triple-negative IBC may respond to immune checkpoint inhibitors;and CDK4/6 inhibitors show potential efficacy in hormone receptor-positive subtypes.Despite advancements,the prognosis remains poor,with a high risk of early recurrence and distant metastasis.Prognostic factors include lymph node involvement,molecular subtype,and response to neoadjuvant therapy.As research into the tumor microenvironment and molecular mechanisms deepens,targeted and individualized therapies hold promise for improving outcomes.This review summarizes the epidemiology,pathology,diagnostic criteria,treatment strategies,and prognostic factors of IBC,aiming to inform clinical practice and future research.
9.A study on comprehensive quality evaluation of six batches of Rhizoma Pinelliae for protective effects on chronic obstructive pulmonary disease based on TOPSIS method
Jun DENG ; Xian-ju HUANG ; Jun LI ; Qi-en LI ; Aikemu MAIHESUMU ; Li-dan SHEN
Chinese Pharmacological Bulletin 2025;41(1):138-146
Aim To evaluate the in vitro anti-chronic obstructive pulmonary disease(COPD)effects of six batches of Rhizoma Pinelliae(RP)ethanol extracts by the technique for order preference by similarity to an i-deal solution(TOPSIS),so as to establish a new method for comprehensive quality evaluation of RP.Methods Cigarette smoke extract(CSE)and lipopo-lysaccharide(LPS)were utilized to establish an airway inflammation model of Beas-2b human normal lung cells.MTT assay was employed to determine the toxici-ty and pharmacological concentrations of Pinellia Ter-nata(PT)and six different batches RP of their ethanol extracts.EC50 and IC50 values were calculated accord-ingly.Additionally,relevant markers were assessed u-sing qRT-PCR and the superoxide dismutase(SOD)assay kit.Finally,a comprehensive evaluation invol-ving multiple indices was performed using the TOPSIS method for both PT and the six batches of RP extracts.Results According to the IC50 values of seven differ-ent Pinellia ternata,the toxicity ranking was as fol-lows:PT>RP④>RP①>RP⑤>RP③>RP⑥>RP ②.On the other hand,the expressions of TNF-α,IL-6 and IL-8 were down-regulated in the treatment group compared with those of the model group by qRT-PCR.In addition,the levels of SOD de-creased in all groups after treatment.All the data were normalized and the comprehensive ranking results were obtained through TOPSIS analysis as follows:RP⑥>RP⑤>RP②>RP①>RP③>RP④>PT.Con-clusions The ethanol extracts of different Rhizoma Pinelliae varieties all demonstrate the capacity to sup-press inflammation and oxidative stress induced by LPS and CSE.The comprehensive evaluation indicates that the quality of the ⑥ batch of RP shows the highest quality.Moreover,the TOPSIS method can serve as an assessment approach for medicinal materials,offering a pathway for controling the varying quality of herbal ma-terials available in the market.
10.Infrared Laser Stimulation of Purkinje Cells Primarily Depends on TRP Channel Activation.
Bin-Bin DONG ; Chen WANG ; Wan-Qi HUANG ; Yu-Peng BIAN ; Jun LIU ; Wei CHEN ; Lin ZHOU ; Ying SHEN ; Luxi WANG
Neuroscience Bulletin 2025;41(7):1261-1266

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