1.Development of a machine learning-based preoperative prediction model for spread through air spaces in early-stage lung adenocarcinoma
Kai CHU ; Xinrong XU ; Zhenyu LIU ; Qinglin REN ; Wenbo HE ; Minlu HU ; Xiaolin WANG ; Yusheng SHU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(08):1212-1221
Objective To develop and validate a machine learning model based on preoperative clinical characteristics, laboratory indices, and radiological features for the non-invasive prediction of spread through air spaces (STAS) in patients with early-stage lung adenocarcinoma. Methods Preoperative data from patients with early-stage lung adenocarcinoma who underwent surgical resection at Northern Jiangsu People's Hospital between January 2020 and August 2025 were retrospectively collected. The data included clinical characteristics, laboratory indices, and radiological features. Patients were divided into a STAS-positive and a STAS-negative group based on postoperative pathological findings. The dataset was randomly split into a training set and a testing set at a 7 : 3 ratio. Feature variables were selected using the maximum relevance and minimum redundancy (mRMR) algorithm and the least absolute shrinkage and selection operator (LASSO) regression. Five machine learning models were constructed: logistic regression (LR), random forest (RF), support vector machine (SVM), light gradient boosting machine (LightGBM), and extreme gradient boosting (XGBoost). Model performance was evaluated using the area under the receiver operating characteristic curve (AUC) and decision curve analysis (DCA). The shapley additive explanations (SHAP) method was employed to interpret the optimal prediction model. Results A total of 377 patients were included, comprising 177 (46.9%) males and 200 (53.1%) females, with a mean age of (63.31±9.73) years. There were 261 patients in the training set and 116 patients in the testing set. In the training set, statistically significant differences were observed between the STAS-positive group (n=130) and STAS-negative group (n=131) across multiple features, including age, sex, neutrophil-to-lymphocyte ratio (NLR), monocyte-to-lymphocyte ratio (MLR), clinical T stage, and maximum solid component diameter (P<0.05). A final set of 10 feature variables was selected by combining mRMR and LASSO regression, and five machine learning models (LR, RF, SVM, LightGBM, XGBoost) were developed. The XGBoost model demonstrated optimal performance in both the training and testing sets, achieving AUCs of 0.947 [95%CI (0.920, 0.975)] and 0.943 [95%CI (0.894, 0.993)], respectively. DCA indicated that the XGBoost model provided a high net clinical benefit across a wide range of threshold probabilities. SHAP analysis revealed that the vessel convergence sign, clinical T stage, age, consolidation-to-tumor ratio (CTR), and MLR were the features with the highest contributions to STAS prediction. Conclusion The XGBoost model effectively predicts preoperative STAS status in early-stage lung adenocarcinoma, exhibiting excellent discriminative performance and good clinical interpretability. Key predictors such as the vessel convergence sign, clinical T stage, age and CTR provide a crucial reference for preoperative risk assessment and the individualized selection of surgical strategies, ultimately benefiting patients.
2.Value of abnormal expression of serum alpha fetoprotein variant 3 and β2 microglobulin in predicting complications after interventional surgery in patients with liver cancer
Liangliang MA ; Kai HUANG ; Li LI ; Dongxiao REN ; Shujian GAO ; Shenming DONG
International Journal of Laboratory Medicine 2025;46(8):921-925
Objective To analyze the value of abnormal expression of serum alpha fetoprotein variant 3(AFP-L3)and β2 microglobulin(β2-MG)in predicting complications after interventional surgery in patients with liver cancer.Methods Clinical information of totally 92 patients with liver cancer who underwent inter-ventional surgery in the hospital from January 2020 to December 2023 were retrospectively collected and the patients were divided into complication group(33 cases)and non-complication group(59 cases)according to whether complications occurred after interventional surgery.The levels of AFP-L3 and β2-MG were detected respectively.Multivariate Logistic regression was used to analyze the the factors influencing the occurrence of complications in patients with liver cancer.Receiver operating characteristic(ROC)curve was used to evaluate the val-ue of the levels of AFP-L3 and β2-MG to predict complications in patients with liver cancer.Results Compared with the non-complication group,the proportion of patients with a history of diabetes,positive hepatitis B vi-rus(HBV)-DNA,poorly differentiated histology,and the levels of AFP-L3 and β2-MG were higher in the complication group(P<0.05),and the course of liver cancer was longer(P<0.05).Multivariate Logistic re-gression analysis showed that the levels of AFP-L3 and β2-MG were independent risk factors for complications after interventional surgery in patients with liver cancer.The area under the curve(AUC)of AFP-L3 and β2-MG levels in predicting complications after interventional surgery in patients with liver cancer were 0.874 and 0.854,respectively,with sensitivity of 89.77%and 74.79%,and specificity of 87.21%and 84.82%,respec-tively.The cut off values were 92.281 μg/L and 4.430 mg/L,respectively.The AUC of the combination of AFP-L3 and β2-MG levels in predicting postoperative complications was 0.910,which was significantly better than the predictive value of the single indicator(P<0.05).Conclusion High levels of serum AFP-L3 and β2-MG may be independent risk factors for complications after interventional surgery in patients with liver canc-er.The combined detection of the two serum indicators has higher predictive value for postoperative complica-tions.It provides a new means to evaluate complications in patients with liver cancer after interventional sur-gery.
3.Analysis of therapeutic effect of two surgical methods for chronic subdural hematoma with mixed density
Yuli LIU ; Changcheng REN ; Kaya XU ; Yuming LI ; Kai ZHENG ; Xi ZENG
International Journal of Surgery 2025;52(8):545-551
Objective:To retrospectively analyze and compare the clinical effects of rigid neuroendoscopic hematoma removal and drilling irrigation drainage in the treatment of chronic subdural hematomas with mixed density on head CT, and explore the appropriate surgical methods for chronic subdural hematomas with mixed density.Methods:A retrospective case-control study was conducted to analyze the clinical data of 80 patients with CSDH with mixed density CT findings admitted to the Department of Neurosurgery of Guizhou Medical University Affiliated Hospital from January 2021 to November 2023. There were 57 males and 23 females. According to the surgical method, patients were divided into endoscopic group ( n=36) and drilling group ( n=44). Patients in the endoscopic group underwent hard neuroendoscopic hematoma removal surgery, while patients in the drilling group underwent drilling flushing and drainage surgery. Compared the surgical time, drainage time, hematoma clearance rate, length of hospital stay, markwalder neurological function grading, and activities of daily living (ADL) score between two groups 30 days after surgery. Followed up for 3 months to record the recurrence situation.Measurement data with a normal distribution were expressed as mean±standard deviation ( ± s), and t-test was used for inter-group comparison. Measurement data with a non-normal distribution were expressed as M( Q1, Q3), and rank sum test was used for inter-group comparison. Chi-square test or Fisher′s exact test was used for inter-group comparison of count data. Rank sum test was used for inter-group comparison of ordinal data. Results:The operation time, postoperative drainage time, 24-hour hematoma clearance rate, midline deviation distance and hospital stay in the endoscopic group respectively were (77.50±8.15) min, 1.00(1.00, 2, 00) d, (95.00±2.66)%, 1.00(0.00, 2.00) mm, (9.47±2.52) d. The drilling group were (44.77±6.56) min, 3.00(2.25, 3.00) d, (87.86±3.43)%, 3.00(2.00, 3.00) mm, (11.84±3.28) d, the difference was statistically significant between the two groups ( P<0.05). Comparison of long-term efficacy in the endoscopic group, the hematoma clearance rate at 30 days after operation, the ADL score at 30 days after operation, and the number of recurrence cases at 3 months after operation respectively were 99.00(97.25, 100.00)%, (88.06±7.86) points, and 1 case. The drilling group were 93.50(91.25, 95.75)%, (83.29±9.58) points and 10 cases, with statistical difference between the two groups( P<0.05). 30 day postoperative Markwalder neurological functional grading, there were 27 cases grades 0, 9 cases of grade I, and 0 cases of grade II in endoscopic surgery. In the drilling group, there were 24 cases, 15 cases, and 5 cases, respectively. The difference between the two groups was statistically significant ( P<0.05). Conclusions:Compared with drilling and drainage irrigation surgery, neuroendoscopic treatment of mixed density chronic subdural hematoma takes a relatively long time, but the hematoma clearance rate is higher, the hospitalization time is shorter, the postoperative recovery is faster and the recurrence rate is lower. Neuroendoscopic therapy has unique advantages and may be more suitable for the treatment of mixed density CSDH.
4.M2-TAMs-derived TGF-β1 inhibits CD8+T cell immune function and pro-motes progression of esophageal cancer
Sufang CHEN ; Yilin REN ; Kaige YANG ; Yuying JING ; Kai CHEN ; Yuyan DUAN ; Chenghua LUO ; Lianghai WANG ; Lan YANG ; Jianming HU
Chinese Journal of Pathophysiology 2025;41(5):851-860
AIM:To investigate the immunosuppressive effects of M2-like tumor-associated macrophages(M2-TAMs)on CD8+T cells within the tumor microenvironment of esophageal cancer.METHODS:Multiplex fluores-cence immunohistochemistry was used to analyze the distribution of immune cells in esophageal cancer tissues.An in vitro co-culture system was established,and flow cytometry along with Calcein-AM/PI staining was employed to assess the im-pact of M2-TAMs on CD8+T cell function.The GEPIA database was utilized to evaluate the prognostic significance of PDCD1 expression in esophageal cancer patients and to analyze the correlations between gene expressions.Immunohisto-chemistry(IHC)was performed to detect the expression of TGF-β1 in esophageal cancer tissues.Flow cytometry and en-zyme-linked immunosorbent assay(ELISA)were used to measure PD-1,IFN-γ and TNF-α expression in CD8+T cells fol-lowing treatment with a TGF-β1 inhibitor.RESULTS:Compared with early-stage(stage I)esophageal cancer patients,the patients with advanced disease(stages Ⅱ to Ⅳ)exhibited dynamic changes in the infiltration of CD4+T cells,CD8+T cells,Tregs,and M2-TAMs within tumor tissues,with significant correlations observed among these cell populations(P<0.05).The distribution of M2-TAMs and Tregs was positively correlated with poor prognosis(P<0.05),while that of CD8+T cells was negatively correlated(P<0.05).In contrast,CD4+T cell infiltration showed no significant association with clinical outcomes(P>0.05).Co-culture of CD8+T cells with M2-TAMs resulted in significant downregulation of CD107a,granzyme B,IFN-γ and TNF-α expression(P<0.01).Additionally,M2-TAM-treated CD8+T cells co-cultured with esophageal cancer cells led to reduced apoptosis of cancer cells.High expression of PDCD1 was significantly associated with poor prognosis(P<0.05),and significant correlations were observed between CD8A and PDCD1 expression,as well as between TGF-β1 and CD274 gene expression(P<0.01).TGF-β1 was also significantly associated with CD163+macro-phage infiltration and the progression of esophageal cancer(P<0.05).Treatment with a TGF-β1 inhibitor in the M2-TAM and CD8+T cell co-culture system significantly down-regulated PD-1 expression and increased the secretion of IFN-γ and TNF-α(P<0.01).CONCLUSION:The TGF-β1 derived from M2-TAMs inhibits the antitumor activity of CD8+T cells in the esophageal cancer microenvironment,suggesting potential therapeutic targets for overcoming immunosuppression in esophageal cancer.
5.Therapeutic Effects of Nanomaterials in Alzheimer's Disease by Regulating Its Pathogenic Mechanisms
Kai-Li WANG ; Tao WU ; Chao-Xiu REN
Chinese Journal of Biochemistry and Molecular Biology 2025;41(4):533-540
Alzheimer's disease(AD)has attracted widespread attention due to its extremely complex pathogenic mechanisms,multiple pathogenic factors,and its heavy burden on patients and the society.In recent years,several studies have revealed various pathogenic mechanisms of AD,and the AD treatments based on these mechanisms become research hotspot in nanomedicine.Nanomaterials with unique physi-cochemical properties show great potential in AD treatment.Nanomaterials possess good biocompatibility.Moreover,they can regulate and release therapeutic drugs continuously and steadily to ensure the ideal concentrations of drugs reach in the target site.Meanwhile,they can bind with the therapeutic targets precisely to treat AD.Therefore,the development of novel nanodrugs has become an important research area in AD treatment.This article reviews the main pathological features and pathogenic mechanisms of AD,including β-amyloid plaque aggregation,Tau protein hyperphosphorylation,oxidative stress,and neuroinflammation.Additionally,this review mainly discusses the therapeutic strategies of nanomaterials in clearing pathological proteins(such as β-amyloid and Tau proteins),inhibiting oxidative stress,and alleviating neuroinflammation.Finally,this review prospects the risks and challenges faced on current AD treatment strategies by nanomaterials,such as low drug delivery efficiency to the brain and potential side effects after treatment.We also provide suggestions for the future directions in this research field.This review aims to promote the clinical translation of nanomaterials in AD treatment by discussing the research status of this field.
6.Clinical value of indocyanine green fluorescence navigation in single-incision laparoscopic cholecystectomy
Xiaodong WANG ; Kai ZHANG ; Xing WANG ; Long REN ; Kaihang SHI ; Tao JIN ; Zhenwei SHEN ; Kai LI
Chinese Journal of General Surgery 2025;34(8):1718-1725
Background and Aims:Single-incision laparoscopic cholecystectomy(LC)has become increasingly popular due to its minimal invasiveness and cosmetic advantages,but challenges remain in biliary identification and limited operative space.Indocyanine green(ICG)fluorescence navigation enables real-time visualization of the biliary tract and may enhance surgical safety and efficiency.This study aimed to evaluate the clinical application value of ICG fluorescence navigation in single-incision LC.Methods:A retrospective analysis was conducted on 59 patients with benign gallbladder diseases who underwent elective single-incision LC at Yixing Hospital affiliated to Jiangsu University from January 2023 to December 2024.Patients were divided into a fluorescence group(n=27)and a white-light group(n=32)according to whether ICG fluorescence navigation was applied.The two groups were compared in terms of Calot's triangle dissection time,operative time,intraoperative blood loss,surgeon satisfaction,hospital stay,and postoperative complications.Results:No significant differences were observed in baseline clinical characteristics between the two groups(all P>0.05).In the fluorescence group,the cystic duct,common hepatic duct,and common bile duct were all successfully visualized.Compared with the white-light group,the fluorescence group had significantly shorter Calot's triangle dissection time[(25.56±3.49)min vs.(38.81±5.59)min],shorter operative time[(44.67±3.06)min vs.(61.31±4.96)min],and less intraoperative blood loss[(13.44±1.70)mL vs.(14.50±2.11)mL](all P<0.05),with significantly higher surgeon satisfaction(P<0.05).No intraoperative bile duct injury,conversion to three-port surgery,or postoperative complications occurred in either group.Conclusion:ICG fluorescence navigation can significantly improve biliary identification efficiency in single-incision LC,shorten operative time,reduce blood loss,and enhance surgeon satisfaction,demonstrating promising clinical application prospects.
7.TIPE regulates glucometabolic reprogramming by modulating LDHA expression in triple-negative breast cancer
Wei HU ; Xiaomeng REN ; Yang WANG ; Peiqing ZHAO ; Kai CAO
China Oncology 2025;35(4):386-393
Background and purpose:Tumor necrosis factor alpha-induced protein 8(TNFAIP8),also called TIPE,plays critical regulatory roles in various malignancies,yet its molecular mechanisms in metabolic reprogramming of triple-negative breast cancer(TNBC)remain elusive.This study aimed to elucidate how TIPE regulates the expression of the glycolytic key enzyme lactate dehydrogenase A to influence TNBC cell proliferation and glycolytic reprogramming,thereby providing potential molecular targets for TNBC therapy.Methods:Stable TIPE-knockdown MDA-MB-231 cell lines were established using a lentiviral shRNA system and selected with puromycin.Transcriptome sequencing was used to analyze TIPE's impact on TNBC glycolytic pathways.Extracellular acidification rate(ECAR)was measured using the Seahorse XF Analyzer,complemented by lactate production assays to evaluate glycolytic capacity.Co-IP/MS was carried out to identify TIPE-interacting proteins,with subsequent validation of TIPE-LDHA interaction through co-transfection of TIPE-Myc and LDHA-Flag plasmids in HEK-293T cells.Protein stability was assessed via cycloheximide(CHX)chase and ubiquitination assays.The cell counting kit-8(CCK-8)assay and animal experiments(Approval Number for Animal Ethics:202212007)were conducted to investigate how TIPE affects the proliferation and glucometabolic reprogramming of TNBC by mediating LDHA.Results:TIPE promoted glycolytic metabolic reprogramming in TNBC.Knockdown of TIPE significantly inhibited TNBC glycolytic activity and glycolytic capacity(P<0.001).TIPE interacted with the key glycolytic enzyme LDHA and suppressed its degradation rate through a ubiquitination-dependent mechanism.Cellular experiments demonstrated that TIPE mediated LDHA to enhance TNBC cell proliferation(P<0.001)and glycolytic activity(P<0.001).Animal studies confirmed that TIPE knockdown significantly suppressed tumor volume(P<0.05)and weight(P<0.01),with a positive correlation between TIPE and LDHA expression levels in tumor tissues.Conclusion:TIPE enhances TNBC cell proliferation and glycolytic capacity by inhibiting LDHA ubiquitination-mediated degradation.
8.Preliminary Clinical Application Study on the Imaging Effects of Novel Cardiac Sympathetic Nerve Imaging Agent 18F-FPMBBG
Min JU ; Wanjie REN ; Ke WANG ; Zongyao ZHANG ; Kai HAN ; Xiaodi WANG ; Yumin ZHENG ; Lei WANG ; Wei FANG
Chinese Circulation Journal 2025;40(3):234-239
Objectives:To evaluate the imaging effects of the novel sympathetic nerve imaging agent 18F-FPMBBG in healthy volunteers and heart failure patients.Methods:Four healthy volunteers and four heart failure patients were selected to undergo 18F-FPMBBG positron emission tomography/computed tomography(PET/CT)dynamic imaging,the radioactivity distribution characteristics of 18F-FPMBBG in the heart and adjacent organs of the two groups were observed,and the uptake of 18F-FPMBBG by the left ventricular myocardium was compared in the two groups.Results:No adverse effects were observed in all subjects after intravenous injection of 18F-FPMBBG.In healthy volunteers,the heart uptake was rapid and stable,lung uptake was very low,and the blood pool and liver clearance were fast.The heart/liver uptake ratios at 30,60,and 90 minutes after injection were 2.33±0.81,3.29±0.90 and 3.80±1.07,respectively.The average standard uptake value(SUVmean)of 18F-FPMBBG in the heart failure group was significantly lower than that in the healthy volunteer group(P=0.003).The washout rate(WR)was significantly higher in the heart failure group([16.53±2.76]%vs.[3.88±4.51]%,P=0.003).Conclusions:18F-FPMBBG showed good imaging and diagnostic effects in the preliminary imaging of healthy subjects and heart failure patients,and it has the potential to become an ideal cardiac sympathetic nerve imaging agent.
9.Expert consensus on the assessment and rehabilitation management of speech disorders following oral and maxillofacial tumor surgery
Xiaoying LI ; Moyi SUN ; Wei GUO ; Zhangui TANG ; Longjiang LI ; Guoxin REN ; Zhijun SUN ; Wei SHANG ; Jie ZHANG ; Jian MENG ; Jichen LI ; Kai YANG ; Yue HE ; Chunjie LI ; Lizheng QIN ; Bo LI ; Wei WU ; Qinlong LI-ANG ; Qianwei NI ; Jianhu LI ; Xiangming YANG ; Xiaoyan ZHOU ; Fan YANG ; Jiacun LI ; Tao GAO
Journal of Practical Stomatology 2025;41(1):5-15
The advancement of surgical techniques enables effective treatment for many patients with oral and maxillofacial tumors.How-ever,post-surgery problems such as chewing,swallowing and speech difficulty may arise due to the defects in speech organs and inade-quate compensatory function of tissue flap repair.Speech disorders,in particular,isolate patients by making it difficult for them to com-municate with others,not only impact their quality of life but also potentially lead to psychological problems and social interaction disor-ders.Although the decline in life quality and other related issues caused by speech dysfunction due to surgery and radiotherapy or chemo-therapy have been widely recognized,there is currently no standardized and universally applicable assessment method and standardized re-habilitation treatment management guideline or consensus for speech disorders following oral and maxillofacial tumor surgery at home and abroad.Based on previous clinical practice,combined with the characteristics of speech disorders in patients after oral and maxillofacial tumor surgery,the clinical experience of the experts in maxillofacial tumor surgery and rehabilitation and the relevant domestic and foreign literature,relevant experts organized discussions and modifications,reach a consensus on core content such as the assessment of speech disorders and the implementation plan for early rehabilitation treatment management,providing a reference for clinical practice,in order to improve patients'speech-related life quality and enhance the assessment and rehabilitation treatment techniques for speech disorders after oral and maxillofacial tumor surgery.
10.TIPE regulates glucometabolic reprogramming by modulating LDHA expression in triple-negative breast cancer
Wei HU ; Xiaomeng REN ; Yang WANG ; Peiqing ZHAO ; Kai CAO
China Oncology 2025;35(4):386-393
Background and purpose:Tumor necrosis factor alpha-induced protein 8(TNFAIP8),also called TIPE,plays critical regulatory roles in various malignancies,yet its molecular mechanisms in metabolic reprogramming of triple-negative breast cancer(TNBC)remain elusive.This study aimed to elucidate how TIPE regulates the expression of the glycolytic key enzyme lactate dehydrogenase A to influence TNBC cell proliferation and glycolytic reprogramming,thereby providing potential molecular targets for TNBC therapy.Methods:Stable TIPE-knockdown MDA-MB-231 cell lines were established using a lentiviral shRNA system and selected with puromycin.Transcriptome sequencing was used to analyze TIPE's impact on TNBC glycolytic pathways.Extracellular acidification rate(ECAR)was measured using the Seahorse XF Analyzer,complemented by lactate production assays to evaluate glycolytic capacity.Co-IP/MS was carried out to identify TIPE-interacting proteins,with subsequent validation of TIPE-LDHA interaction through co-transfection of TIPE-Myc and LDHA-Flag plasmids in HEK-293T cells.Protein stability was assessed via cycloheximide(CHX)chase and ubiquitination assays.The cell counting kit-8(CCK-8)assay and animal experiments(Approval Number for Animal Ethics:202212007)were conducted to investigate how TIPE affects the proliferation and glucometabolic reprogramming of TNBC by mediating LDHA.Results:TIPE promoted glycolytic metabolic reprogramming in TNBC.Knockdown of TIPE significantly inhibited TNBC glycolytic activity and glycolytic capacity(P<0.001).TIPE interacted with the key glycolytic enzyme LDHA and suppressed its degradation rate through a ubiquitination-dependent mechanism.Cellular experiments demonstrated that TIPE mediated LDHA to enhance TNBC cell proliferation(P<0.001)and glycolytic activity(P<0.001).Animal studies confirmed that TIPE knockdown significantly suppressed tumor volume(P<0.05)and weight(P<0.01),with a positive correlation between TIPE and LDHA expression levels in tumor tissues.Conclusion:TIPE enhances TNBC cell proliferation and glycolytic capacity by inhibiting LDHA ubiquitination-mediated degradation.

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