1.Application advances, ethical dilemmas, and future directions of large language models in lung cancer diagnosis and treatment
Zhizhen REN ; Yufan XI ; Xu ZHU ; Yijie LUO ; Geting HUANG ; Junqiao SONG ; Xiuyuan XU ; Nan CHEN ; Qiang PU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(03):353-362
Lung cancer is a leading cause of cancer-related morbidity and mortality worldwide. Coupled with the substantial workload, the clinical management of lung cancer is challenged by the critical need to efficiently and accurately process increasingly complex medical information. In recent years, large language models (LLMs) technology has undergone explosive development, demonstrating unique advantages in handling complex medical data by leveraging its powerful natural language processing capabilities, and its application value in the field of lung cancer diagnosis and treatment is continuously increasing. The paper systematically analyzes that the exceptional potential of LLMs in lung cancer auxiliary diagnosis, tumor feature extraction, automatic staging, progression/outcome analysis, treatment recommendations, medical documentation generation, and patient education. However, they face critical technical and ethical challenges including inconsistent performance in complex integrated decision-making (e.g., TNM staging, personalized treatment suggestions) and "black box" opacity issues, along with dilemmas such as training data biases, model hallucinations, data privacy concerns, and cross-lingual adaptation challenges ("data colonization"). Future directions should prioritize constructing high-quality multimodal corpora specific to lung cancer, developing interpretable and compliant specialized models, and achieving seamless integration with existing clinical workflows. Through dual drivers of technological innovation and ethical standardization, LLMs should be prudently advanced for holistic lung cancer management processes, ultimately promoting efficient, standardized, and personalized diagnosis and treatment practices.
2.Analysis of latent classes of health literacy and related factors among junior high school students in Zhongshan
WU Zhuowen, PU Xueya, HUANG Sizhe, CHEN Yajun
Chinese Journal of School Health 2026;47(3):342-346
Objective:
To identify the latent class characteristics of health literacy and related factors among junior high school students, so as to provide evidence for developing precise and systematic health literacy promotion strategies.
Methods:
In November 2024, a two stage random cluster sampling method was used to conduct a questionnaire survey among 8 933 junior high school students in Zhongshan. Health literacy was assessed across six dimensions: health behavior and lifestyle, disease prevention and control, mental health, growth development and puberty health, safety emergency and risk avoidance, and medical knowledge and appropriate healthcare utilization. Latent profile analysis was used to identify distinct health literacy classes, and multinomial Logistic regression was applied to analyze the related factors.
Results:
Three latent classes of health literacy among junior high school students were identified: the well balanced type(71.7%,6 406), the medical knowledge deficit type(22.3%,1 992), and the overall low literacy type(6.0%,537). Logistic regression analysis showed that girls had lower risks of belonging to the medical knowledge deficit type( OR =0.53, 95% CI =0.48-0.59) and the overall low literacy type( OR =0.27,95% CI =0.22-0.33) compared with boys(both P <0.05). Students in rural schools had the highest risks of belonging to these two profiles above [ OR (95% CI ) =1.89 (1.61-2.21), 3.18 (2.50-4.06),both P <0.05]. Junior high school students having ≥2 siblings were positively associated with belonging to these two profiles, with risks 1.60 (95% CI = 1.35-1.89) and 2.25 times (95% CI =1.66-3.05) higher than those of only children (both P <0.05). Junior high school students with parental education of bachelor s degree or above were associated with lower risk of belonging to the medical knowledge deficit type (father: OR =0.63, 95% CI =0.47-0.84; mother: OR =0.68, 95% CI = 0.52 -0.90,both P <0.05). Junior high school students with receiving health education courses ≥3 times per month were associated with lower risks of belonging to both the medical knowledge deficit type and overall low literacy type ( OR =0.51, 95% CI =0.43- 0.60 ; OR =0.33, 95% CI =0.25-0.42, both P <0.05).
Conclusions
Three latent classes of health literacy exist among junior high school students in Zhongshan. Targeted interventions should be implemented based on profile characteristics, with an emphasis on strengthening medical knowledge education and providing comprehensive support for vulnerable groups.
3.Manganese porphyrin metal-organic framework nanoparticles loaded with DMXAA combined with sonodynamic therapy for the treatment of triple-negative breast cancer mouse xenografts
LIU Qianhui ; GUI Bin ; PU Huan ; LI Zhouchang ; HUANG Xin ; ZHOU Qing ; DENG Qing
Chinese Journal of Cancer Biotherapy 2026;33(3):262-269
[摘 要] 目的:构建负载STING激动剂DMXAA的锰卟啉金属有机框架纳米颗粒(DPM),探讨其对三阴性乳腺癌(TNBC)细胞4T1及其小鼠移植瘤的治疗效果。方法:通过物理吸附法制备 DPM 纳米颗粒,利用透射电镜、扫描电镜及纳米粒度电位仪表征其形貌与理化性质。常规培养4T1细胞,细胞实验分为对照组、超声辐照组(US组)、DPM治疗组(DPM组)和DPM治疗联合超声辐照组(DPM + US组),用CCK-8法检测细胞活性,免疫荧光法检测高迁移率族蛋白B1(HMGB1)和钙网蛋白(CRT)的表达,WB法检测STING通路相关蛋白的表达。构建4T1细胞移植瘤小鼠模型,分为四组,处理同细胞实验,测量肿瘤体积,免疫荧光法检测移植瘤组织中Ki-67、HMGB1、CRT和缺氧诱导因子-1ɑ(HIF-1ɑ)蛋白的表达,TUNEL法检测细胞凋亡,流式细胞术检测免疫细胞活化情况,对主要器官进行H-E染色,以评估纳米材料的体内安全性。结果:DPM呈梭形,平均粒径(268 ± 3.302)nm,电位(33.1 ± 0.87)mV。细胞实验中,DPM联合超声辐照可明显抑制4T1细胞的增殖(P < 0.001),提高4T1细胞中ROS水平(P < 0.001),诱导4T1细胞CRT表达上调(P < 0.001),HMGB1从细胞核中移至细胞质,激活STING信号通路[p-STING、p-TBK1、p-IRF3蛋白表达均显著增加(均P < 0.001)]。体内实验中,DPM联合超声辐照可显著抑制4T1细胞移植瘤生长(P < 0.001)并促进免疫细胞表型转化(P < 0.001),抑制移植瘤组织中Ki-67、HIF-1α蛋白表达(均P < 0.01),谷胱甘肽(GSH)产生(P < 0.01),促进CRT、HMGB1蛋白表达、ROS产生(P < 0.001),对主要器官结构无明显影响。结论: DPM联合超声辐照可通过激活STING通路显著抑制4T1细胞及其移植瘤的生长,诱导抗肿瘤免疫应答,且对主要器官无明显毒性。
4.Increased risk of osteoporotic pathological fractures associated with sterol esters:evidence from IEU-GWAS and FinnGen databases
Zengjie GAO ; Xiang PU ; Lailai LI ; Yihui CHAI ; Hua HUANG ; Yu QIN
Chinese Journal of Tissue Engineering Research 2026;30(5):1302-1310
BACKGROUND:Although previous studies have reported associations between lipids and the risk of osteoporotic pathological fractures,the specific causal relationships between lipid level and osteoporotic pathological fractures remain unclear.OBJECTIVE:To elucidate the causal relationship between lipids and osteoporotic pathological fractures using a two-sample bidirectional Mendelian randomization analysis.METHODS:The data for 178 lipid metabolites were obtained from the IEU-GWAS database(developed by the MRC Integrative Epidemiology Unit at the University of Bristol,UK,which provides extensive summary data from genome-wide association studies),while osteoporotic pathological fracture data(from 173 619 European participants)were acquired from the FinnGen database(constructed by the Finnish national gene research program,focusing on investigating relationships between genomics and health/disease in the Finnish population).Osteoporotic pathological fracture data were used as the outcome variable,with lipids serving as exposures,for the bidirectional Mendelian randomization study to evaluate the causal effects of different lipids on osteoporotic pathological fractures.The UK Biobank database was employed as a validation set by switching the outcome variable to verify the findings horizontally.RESULTS AND CONCLUSION:(1)The inverse variance weighted analysis indicated that each unit increase in sterol ester(27∶1/20∶2)levels was associated with a 25.55%increase in the risk of osteoporotic pathological fractures(odds ratio=1.256,95%confidence interval:1.001-1.575,P=0.049),suggesting a significant positive correlation between elevated sterol ester levels and increased fracture risk.Reverse Mendelian randomization analysis revealed a significant negative association between osteoporotic pathological fractures and three types of phosphatidylcholine.Horizontal validation yielded consistent results,confirming sterol ester as a risk factor for osteoporotic pathological fractures.(2)The results indicate that sterol ester is a risk factor for osteoporotic pathological fractures,while phosphatidylcholine serves as a protective factor.These findings strengthen the evidence supporting the effect of lipids on the risk of osteoporotic pathological fractures.Although the GWAS data used in this study were derived from European populations,given the broad commonality of human genetics,the results provide valuable reference significance for improving osteoporosis in Chinese populations through lipid regulation.
5.Increased risk of osteoporotic pathological fractures associated with sterol esters:evidence from IEU-GWAS and FinnGen databases
Zengjie GAO ; Xiang PU ; Lailai LI ; Yihui CHAI ; Hua HUANG ; Yu QIN
Chinese Journal of Tissue Engineering Research 2026;30(5):1302-1310
BACKGROUND:Although previous studies have reported associations between lipids and the risk of osteoporotic pathological fractures,the specific causal relationships between lipid level and osteoporotic pathological fractures remain unclear.OBJECTIVE:To elucidate the causal relationship between lipids and osteoporotic pathological fractures using a two-sample bidirectional Mendelian randomization analysis.METHODS:The data for 178 lipid metabolites were obtained from the IEU-GWAS database(developed by the MRC Integrative Epidemiology Unit at the University of Bristol,UK,which provides extensive summary data from genome-wide association studies),while osteoporotic pathological fracture data(from 173 619 European participants)were acquired from the FinnGen database(constructed by the Finnish national gene research program,focusing on investigating relationships between genomics and health/disease in the Finnish population).Osteoporotic pathological fracture data were used as the outcome variable,with lipids serving as exposures,for the bidirectional Mendelian randomization study to evaluate the causal effects of different lipids on osteoporotic pathological fractures.The UK Biobank database was employed as a validation set by switching the outcome variable to verify the findings horizontally.RESULTS AND CONCLUSION:(1)The inverse variance weighted analysis indicated that each unit increase in sterol ester(27∶1/20∶2)levels was associated with a 25.55%increase in the risk of osteoporotic pathological fractures(odds ratio=1.256,95%confidence interval:1.001-1.575,P=0.049),suggesting a significant positive correlation between elevated sterol ester levels and increased fracture risk.Reverse Mendelian randomization analysis revealed a significant negative association between osteoporotic pathological fractures and three types of phosphatidylcholine.Horizontal validation yielded consistent results,confirming sterol ester as a risk factor for osteoporotic pathological fractures.(2)The results indicate that sterol ester is a risk factor for osteoporotic pathological fractures,while phosphatidylcholine serves as a protective factor.These findings strengthen the evidence supporting the effect of lipids on the risk of osteoporotic pathological fractures.Although the GWAS data used in this study were derived from European populations,given the broad commonality of human genetics,the results provide valuable reference significance for improving osteoporosis in Chinese populations through lipid regulation.
6.Radiotherapy treatment comparison of liver SBRT between 4D-CT and deep inspiration breath hold troughmagnetic resonance imaging
Huiling YE ; Zhengchaoyi CHEN ; Yihan HUANG ; Yingjie ZHANG ; Xiangbin ZHANG ; Yuehu PU ; Renming ZHONG
The Journal of Practical Medicine 2025;41(7):1044-1049
Objective To compare the radiotherapy treatment accuracy between 4D-CT and DIBH follow-ing liver SBRT,and to illustrate the relevant factors.Methods A retrospective analysis was conducted on the clinical data of 28 liver cancer patients who underwent SBRT from November 2020 to July 2024,all of whom exhib-ited and localizedmorphological changes on magnetic resonance imaging(MRI).Among them,8 patients used DIBH,and 17 patients used 4D-CT.The areas of localized MRI-morphologic alterations(MMA)were delineated on post-therapeutic MRI.Different isodose structures were generated on the planning CT,and after performing de-formation registration based on the liver's region of interest(ROI),the most suitable isodose structure and MMA contours were compared to obtain quantitative accuracy indices.Correlations between factors such as GTV,PTV,liver volume,and volume changes,and the accuracy indices were analyzed.Results The DSC accuracy for the DIBH group was(0.66±0.17),range 0.32~0.90,while the DSC accuracy for the 4D CT group was(0.69±0.10),range 0.49~0.80.T-test analysis showed no significant statistical differences in accuracy indices between the DIBH and 4D CT groups(P<0.05).Correlation analysis revealed that,in both groups,distance-based indices(HD,MDA,3D-CoMD)were more strongly correlated with accuracy indices than conformality indices(DSC,CIMI).Conclusion There was no significant difference in treatment accuracy between the DIBH and 4D-CT groups,although the maximum accuracy in the DIBH group was higher than that in the 4D-CT group.This method can serve as an bench-markingtool for evaluating the accuracy of liver SBRT.It is recommended to prioritize the use of conformality indices,DSC and CIMI,when assessing the treatment accuracy of liver cancer SBRT using this approach.
7.Potential Mechanism of Electroacupuncture Combined with Metformin in the Treatment of Type 2 Diabetic Rats Based on Non-Targeted Metabolomics
Meng YAN ; Pu FAN ; Ping HUANG ; Boyan ZHAO ; Zhongge ZHU ; Yunzhu DONG ; Peng LYU ; Ting FANG ; Hongru ZHANG ; Changming YU
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(5):590-599
OBJECTIVE To investigate the therapeutic mechanisms of electroacupuncture at"Tianshu"(ST25)and"Sanyinjiao"(SP6)acupoints combined with metformin in the treatment of type 2 diabetes mellitus(T2DM)using serum non-targeted metabolomics.METHODS Male SD rats were randomly divided into blank group,model group,metformin group,electroacupunc-ture group,and acupuncture-medicine combination(electroacupuncture combined with metformin)group.A type 2 diabetes model was established by high-fat diet combined with intraperitoneal injection of streptozotocin.The metformin group was treated with 250 mg·kg-1 metformin by gavage,the electroacupuncture group was treated with bilateral Tianshu and Sanyinjiao,the acupuncture-medicine combination group was treated with metformin by gavage combined with electroacupuncture,and the blank group and model group were treated with normal saline by gavage.All rats were treated 6 times a week for 7 weeks.After the intervention,the blood glucose level in the tail vein of the rats was measured using a blood glucose meter in the fasting state.The blood glucose levels of the rats were measured at 30,60,120,and 240 min after intraperitoneal injection of 50%glucose solution(4 mL·kg-1)to evaluate glu-cose tolerance.The serum insulin level of the rats was detected by ELISA and the insulin resistance index was calculated.The blood biochemical parameters were measured by an automatic blood biochemical analyzer.HE staining was used to evaluate the pathological conditions of the liver and pancreatic tissues of the rats.Ultra-performance liquid chromatography-mass spectrometry(UPLC-MS)technology was used for mass spectrometry detection to identify differential metabolites,and MetaboAnalyst 5.0 was used for pathway enrichment analysis.RESULTS Compared with the blank group,the fasting blood glucose,area under the glucose tolerance curve,and insulin resistance index of the model group rats were significantly increased(P<0.001),blood TP and GLB were significantly de-creased(P<0.01),AST,ALT,and ALP were significantly increased(P<0.05,P<0.01,P<0.001),and obvious inflammatory cell infiltration and pathological damage were observed in the liver and pancreas tissues;compared with the model group,the fasting blood glucose,area under the glucose tolerance curve,and insulin resistance index of the acupuncture-medicine combination group were sig-nificantly decreased(P<0.05,P<0.01,P<0.001),blood ALP was significantly decreased(P<0.01),TP and GLB were significant-ly increased(P<0.05),and the pathological damage of the liver and pancreas was significantly improved.Serum metabolomics showed that the metabolic profiles of the groups were well distinguished.Compared with the blank group,the differential metabolites in the model group were enriched in histidine metabolism,thiamine metabolism,taurine and hypotaurine metabolism,ascorbic acid and alde-hyde ester metabolism,valine,leucine and isoleucine biosynthesis pathways;compared with the model group,237 metabolites such as 3-aminoadipic acid,3-oxocyclobutanecarboxylic acid and phosphorylcholine in the acupuncture-medicine combination group were sig-nificantly reduced,and the pathways were enriched in histidine metabolism,linoleic acid metabolism,thiamine metabolism,taurine and hypotaurine metabolism,valine,leucine and isoleucine biosynthesis pathways.CONCLUSION Electroacupuncture combined with metformin can effectively improve the glucose and lipid metabolism of T2DM rats,and its potential mechanism may be related to the regulation of amino acid metabolism.
8.Establishment of a rat model of comorbid chronic inflammatory pain and depression using different doses of complete Freund's adjuvant
Tian WANG ; Pu YANG ; Xi ZHANG ; Xin LI ; Wenjing HUANG ; Guangmei ZHENG ; Xinyu HUANG ; Zhiyi XU ; Ying HUANG ; Lili YIN ; Shengyong SU
Acta Laboratorium Animalis Scientia Sinica 2025;33(5):633-643
Objective To compare the success rate and stability of rat models of comorbid chronic pain and depression induced by different doses of complete Freund's adjuvant(CFA).Methods Sixty SD rats were divided randomly into a control group,low-dose CFA group(CFA-L),and high-dose CFA group(CFA-H)(n=20 rats per group).Rats in the CFA-L and CFA-H groups were injected with 50 and 100 μL CFA,respectively,and rats in the control group were injected with 0.9%sodium chloride solution.The general state,body weight,mechanical withdrawal threshold(MWT),and thermal withdrawal latency(TWL)were observed at 0,7,14,21,and 28 days after modeling.Depressive behavior was evaluated using the open field test(OFT),forced swim test(FST),and tail suspension test(TST).Glutamate(Glu)and γ-aminobutyric acid(GABA)levels in the anterior cingulate cortex were detected by enzyme-linked immunosorbent assay.Brain-derived neurotrophic factor(BDNF)expression in the anterior cingulate cortex was detected by immunohistochemistry,and pathological changes in the anterior cingulate cortex were observed by HE staining.Results(1)Regarding the general condition of the rats,the left ankle joint and toes were obviously red and swollen in the CFA-L and CFA-H groups on the 7th day after modeling,and the swelling was more severe in the CFA-H group.The redness and swelling of the left hind foot and ankle joint and toes gradually recovered in the CFA-L group on days 14,21,and 28 after modeling,but were still obvious in the CFA-H group,and the water and food intake decreased.(2)The body mass was significantly lower in rats in the CFA-H group compared with those in the blank and CFA-L groups on days 14,21,and 28 after modeling(P<0.05,P<0.05).(3)Regarding pain-related behavior,the MWT and TWL were significantly decreased in the CFA-L and CFA-H groups on the 7th and 14th days after modeling,compared with the control group(P<0.05,P<0.05).On day 21 after modeling,MWT was significantly lower in the CFA-H group than in the blank and CFA-L groups(P<0.05,P<0.05),and TWL was significantly lower in the CFA-L and CFA-H groups than in the blank group(P<0.05,P<0.05).On day 28 after modeling,MWT and TWL were significantly lower in the CFA-H group than in the blank and CFA-L groups(P<0.05,P<0.05).(4)In terms of depression-related behaviors,the total OFT movement distance was significantly lower in the CFA-H group than in the blank and CFA-L groups on day 7 after modeling(P<0.05,P<0.05).The total OFT distance and central dwell time were significantly lower in the CFA-H group than in the blank and CFA-L groups on days 14,21,and 28 after modeling(P<0.05,P<0.05),and the result in the FST and TST were significantly higher than in the blank and CFA-L groups(P<0.05,P<0.05).(5)Glu,GABA,and BDNF expression levels were significantly higher in the CFA-H group than in the blank and CFA-L groups(P<0.05,P<0.05),while GABA,Glu/GABA,and BDNF levels were significantly lower in the CFA-H group than in the blank and CFA-L groups(P<0.05,P<0.05,P<0.05).(6)The CFA-L group showed less damage in the anterior cingulate cortex,more pyramidal cells,more arranged cells,clear nucleoli,and a small number of cells with karyokynesis and deep staining.Compared with the CFA-L group,rats in the CFA-H group showed a disordered cell arrangement in the injured area of the anterior cingulate cortex,a large number of pyknotic and hyperchromatic neurons,significantly fewer or absent pyramidal cells,and vacuoles,red blood cells,and neurofibrillary tangles in the interstitial space.Conclusions Injection of CFA 100 μL can be used to establish a rat model of chronic inflammatory pain and depression,showing hyperalgesia,depression-like behavioral changes,changes in levels of Glu,GABA,and BDNF in the anterior cingulate cortex,and pathological changes in the anterior cingulate cortex,consistent with the pathophysiological characteristics of chronic pain and depression.
9.Research Progress of Clinical Quality Control Phantoms for MRI Equipment
Chengwei LI ; Jiao LI ; Hui XU ; Tianrui ZHAO ; Pu ZHANG ; Peng ZHANG ; Zhengshan HUANG ; Jie SUN
Chinese Journal of Medical Imaging 2025;33(6):607-610,617
With the rapid increase of MRI systems in hospitals in China,national multi-sectoral strategies have been put forward to clarify requirements for improving image quality of MRI systems and preventing application risks in clinic.Quality control of MRI systems becomes an important task for regulators as well as hospital radiology departments.The tools used for quality control include imaging performance phantom and specialized function phantom,which can realize detection or calibration for parameters such as high contrast resolution,image uniformity and relaxation time.This article mainly reviews the research progress of the operation principles,common types and clinical applications for these two types of phantoms mentioned above.
10.Whole-Body Specific Absorption Rate Measurement Method Based on NIM Calorimetry
Zhengshan HUANG ; Pu ZHANG ; Peng ZHANG ; Chengwei LI ; Jie SUN
Chinese Journal of Medical Imaging 2025;33(6):589-594
Purpose To explore the feasibility and practical value of using National Institute of Metrology(NIM)calorimetry method to measure whole-body specific absorption rate(SAR)values of in-service MRI equipment.Materials and Methods A NIM calorimetry device for measuring whole-body SAR values was developed,SAR values of different MRI devices were measured by NIM calorimetry,and compared with National Electrical Manufacturers Association(NEMA)calorimetry and pulse-energy method to verify the measurement accuracy and applicability of the NIM calorimetry method.Results The NIM calorimetry device developed in this study had reliable performance,and the experimental results indicated the difference in measurement results between NIM calorimetry(1.63 W/kg)and NEMA calorimetry(1.80 W/kg)was within 10%.The difference between the SAR measurement results of multiple MRI devices based on NIM calorimetry(0.46,0.93,0.61 W/kg)and the pulse energy method(0.42,0.89,0.56 W/kg)was within 10%.Conclusion The NIM calorimetry method in this study can accurately measure whole-body SAR values and has applicability.


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