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.Evaluation of the public health governance capacity in Jiangsu Province
Peiyu FENG ; Anning MA ; Peiwu SHI ; Qunhong SHEN ; Chaoyang ZHANG ; Zheng CHEN ; Chuan PU ; Lingzhong XU ; Zhaohui GONG ; Tianqiang XU ; Panshi WANG ; Chao HAO ; Zhi HU ; Mo HAO ; Hua WANG ; Chengyue LI
Shanghai Journal of Preventive Medicine 2026;38(2):146-152
ObjectiveTo evaluate the public health governance capacity in Jiangsu Province and provide an optimized pathway for the construction of a “strong, rich, beautiful, and high-quality” new Jiangsu. MethodsA total of 806 policy documents, 658 public information reports, and 148 research literatures related to public health governance capacity in Jiangsu Province from January 1995 to December 2023 were collected. The status of current public health goverance was assessed based on the evaluation criteria suitable for public health systems, and the strengths and the weaknesses of the system were identified. ResultsThe public health governance capability of Jiangsu Province was scored at 738.3 points, ranking 3rd nationally. Maternal health care and emergency response capacities achieved leading positions nationwide, both ranking 2nd. Jiangsu had exhibited a standardized guidance in the strategic level, a well-established management mechanism, an extensive coverage in information collection, and a scientifically established health targets setting. However, bottlenecks remained, including an unclear division of responsibilities across organizational departments, an insufficient public-health workforce, the absence of a stable growth mechanism for government funding investment, and difficulties in promptly identifying public needs. ConclusionJiangsu’s public-health system demonstrates leading nationally, yet several components remain underdeveloped. Future efforts should consolidate advantages while addressing weaknesses, further diversify content and forms, establish a stable funding increase mechanism, and clarify departmental functions, thereby providing solid health support for realizing the developmental goals of a “strong, rich, beautiful and high-quality” new Jiangsu.
4.Evaluation of public health governance capacity in Zhejiang Province
Haiyan LI ; Ting CHEN ; Chengyue LI ; Huihui HUANGFU ; Wei WANG ; Qunhong SHEN ; Chaoyang ZHANG ; Zheng CHEN ; Chuan PU ; Lingzhong XU ; Anning MA ; Zhaohui GONG ; Tianqiang XU ; Panshi WANG ; Hua WANG ; Chao HAO ; Zhi HU ; Peiwu SHI ; Mo HAO
Shanghai Journal of Preventive Medicine 2026;38(2):153-158
ObjectiveTo systematically assess the public health governance capacity in Zhejiang Province, to conduct an in-depth analysis of its strengths and weaknesses, so as to provide scientific basis and strategic recommendations for further enhancement. MethodsA systematic collection of policy documents, public information reports, and research literature related to public health governance capacity in Zhejiang Province from 2002 to 2023 was conducted (encompassing a total of 1 263 policy documents, 138 pieces of information reports and 631 research articles). Based on the evaluation criteria suitable for public health systems previously developed by the research team, the basic status and magnitude of change in public health governance capacity in Zhejiang Province was evaluated. Additionally, normative gap analyses were employed to identify the strengths and weaknesses. ResultsZhejiang Province ranked 4th nationwide in terms of public health governance capacity with a score of 733.4 points (1 000.0-point maximum). The province has effectively implemented the principle of health first (scoring 698.5 points in the assessment of health-first strategy implementation) and attached sufficient importance to health-related goals (scoring 658.2 points in the scientific rationality of goal setting). However, the implementation of inter-departmental coordination and incentive mechanisms only scored 178.7 points, the feasibility of management and monitoring mechanisms scored even lower at only 144.0 points, and the coverage of incentive mechanisms scored 286.0 points. ConclusionZhejiang Province has effectively implemented its health first strategy and attached great importance to health targets, but still needs to strengthen cross-departmental coordination mechanisms and health-oriented incentives.
5.Similarities and Differences between Myofascial Trigger Points and Sinew Knot:from the Perspective of the Channel Sinew Theory
Zijie CHEN ; Haohan ZHU ; Xingke SONG ; Xue PU ; Junying WANG
Journal of Traditional Chinese Medicine 2026;67(9):1023-1026
Myofascial trigger points, as hyperirritable spots within taut bands of skeletal muscle, can induce local or referred pain, and show a high degree of similarity to acupoints in traditional Chinese medicine (TCM), particularly the so-called sinew knot lesion point. From the perspective of channel sinew theory, and by examining the correlations of myofascial trigger points with acupoints and channel sinew disorders, this study aims to compare the similarities and differences between MTrPs and sinew knot lesion points in terms of pathological mechanisms, needling analgesic mechanisms, and therapeutic approaches. The goal is to deepen the understanding of MTrPs and dry needling, and provide a modern scientific perspective on channel sinew theory and the sinew knot lesion point.
6.Similarities and Differences between Myofascial Trigger Points and Sinew Knot:from the Perspective of the Channel Sinew Theory
Zijie CHEN ; Haohan ZHU ; Xingke SONG ; Xue PU ; Junying WANG
Journal of Traditional Chinese Medicine 2026;67(9):1023-1026
Myofascial trigger points, as hyperirritable spots within taut bands of skeletal muscle, can induce local or referred pain, and show a high degree of similarity to acupoints in traditional Chinese medicine (TCM), particularly the so-called sinew knot lesion point. From the perspective of channel sinew theory, and by examining the correlations of myofascial trigger points with acupoints and channel sinew disorders, this study aims to compare the similarities and differences between MTrPs and sinew knot lesion points in terms of pathological mechanisms, needling analgesic mechanisms, and therapeutic approaches. The goal is to deepen the understanding of MTrPs and dry needling, and provide a modern scientific perspective on channel sinew theory and the sinew knot lesion point.
7.Effect of water-soluble matrix of nano-pearl powder on proliferation,migration and apoptosis of mouse fibroblasts
Ling CHEN ; Qiuhua MAO ; Pu XU ; Wenbo ZHANG
Chinese Journal of Tissue Engineering Research 2026;30(2):338-344
BACKGROUND:Pearl powder is rich in many active ingredients,which can promote the proliferation and migration of fibroblasts,thus promoting wound healing and skin tissue regeneration.However,the effect of nano-pearl powder water-soluble matrix on proliferation,migration and apoptosis of mouse fibroblasts L929 has not been reported.OBJECTIVE:To investigate the effect of nano-pearl powder water-soluble matrix on the proliferation,migration and apoptosis of mouse fibroblasts L929.METHODS:Passage 6 L929 cells were divided into five groups.The negative control group did not add any material;the positive control group added PBS,and the low,medium and high mass concentration groups of water-soluble matrix were added with 10,25 and 40 μg/mL of nano-pearl powder water-soluble matrix,respectively.The proliferation of L929 cells was detected by MTT assay.The migration ability of L929 cells was detected by Transwell.The apoptosis rate of L929 cells was detected by flow cytometry.The expressions of apoptosis-related proteins Bax,Bcl-2,and Caspase-1 were detected by western blot assay.RESULTS AND CONCLUSION:(1)The results of MTT assay and Transwell chamber experiment showed that the water-soluble matrix of nano-pearl powder could promote the proliferation and migration of L929 cells,and it was concentration dependent.(2)Flow cytometry and western blot assay results showed that the water-soluble matrix of nano-pearl powder could reduce the apoptosis rate of L929 cells and the protein expression of Bax and Caspase-1,and increase the expression of Bcl-2 protein,and it was concentration dependent.(3)These findings exhibited that the water-soluble matrix of nano-pearl powder could inhibit cell apoptosis under high mass concentration treatment.The results show that the water-soluble matrix of nano-pearl powder can promote the proliferation and migration of fibroblasts and inhibit the apoptosis of fibroblasts.
8.Effect of water-soluble matrix of nano-pearl powder on proliferation,migration and apoptosis of mouse fibroblasts
Ling CHEN ; Qiuhua MAO ; Pu XU ; Wenbo ZHANG
Chinese Journal of Tissue Engineering Research 2026;30(2):338-344
BACKGROUND:Pearl powder is rich in many active ingredients,which can promote the proliferation and migration of fibroblasts,thus promoting wound healing and skin tissue regeneration.However,the effect of nano-pearl powder water-soluble matrix on proliferation,migration and apoptosis of mouse fibroblasts L929 has not been reported.OBJECTIVE:To investigate the effect of nano-pearl powder water-soluble matrix on the proliferation,migration and apoptosis of mouse fibroblasts L929.METHODS:Passage 6 L929 cells were divided into five groups.The negative control group did not add any material;the positive control group added PBS,and the low,medium and high mass concentration groups of water-soluble matrix were added with 10,25 and 40 μg/mL of nano-pearl powder water-soluble matrix,respectively.The proliferation of L929 cells was detected by MTT assay.The migration ability of L929 cells was detected by Transwell.The apoptosis rate of L929 cells was detected by flow cytometry.The expressions of apoptosis-related proteins Bax,Bcl-2,and Caspase-1 were detected by western blot assay.RESULTS AND CONCLUSION:(1)The results of MTT assay and Transwell chamber experiment showed that the water-soluble matrix of nano-pearl powder could promote the proliferation and migration of L929 cells,and it was concentration dependent.(2)Flow cytometry and western blot assay results showed that the water-soluble matrix of nano-pearl powder could reduce the apoptosis rate of L929 cells and the protein expression of Bax and Caspase-1,and increase the expression of Bcl-2 protein,and it was concentration dependent.(3)These findings exhibited that the water-soluble matrix of nano-pearl powder could inhibit cell apoptosis under high mass concentration treatment.The results show that the water-soluble matrix of nano-pearl powder can promote the proliferation and migration of fibroblasts and inhibit the apoptosis of fibroblasts.
9.Expert consensus on the application of artificial intelligence in lung cancer screening, diagnosis, and treatment (2026 edition)
Wenzhao ZHONG ; Haibo WANG ; Yi HU ; Hao ZHANG ; Jigang DAI ; Junqiang FAN ; Guibin QIAO ; Fan YANG ; Jian HU ; Fengwei TAN ; Xuening YANG ; Qiang PU ; Zihao CHEN ; Hongxia TIAN ; Lunxu LIU ; Hecheng LI ; Xiaolong YAN ; Zongyang YU ; Zhenbin QIU ; Yihua SUN ; Jing HU ; Yuhang SHI ; Zhifei GUO ; Peng ZHANG ; Kezhong CHEN ; Shugeng GAO ; Yilong WU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(06):848-856
With the continuous deepening of the concept of precision diagnosis and treatment for lung cancer, how to achieve higher efficiency and accuracy in the screening, diagnosis, and treatment pathways in clinical practice has become an important issue that urgently needs to be overcome. The current clinical difficulty lies in the fact that despite continuous advancements in imaging and molecular diagnostic technologies, there are still limitations in manual efficiency and subjective experience when it comes to massive data analysis and multi-scale feature extraction. Artificial intelligence (AI), especially algorithm systems based on deep learning, is an innovative technology capable of deeply empowering medical big data. This method utilizes algorithms such as convolutional neural networks, combined with radiomics, pathomics, and multi-modal data fusion analysis, demonstrating immense potential in early precise detection and benign-malignant differentiation of pulmonary nodules, digital pathological subtype recognition and non-invasive prediction of driver genes, precise 3D surgical planning and automatic delineation of radiotherapy target volumes, as well as dynamic risk warning during follow-up. This innovative technology provides a brand-new solution for realizing intelligent and individualized lung cancer diagnosis and treatment models. This consensus, based on the latest evidence from evidence-based medicine and combined with the development trends in the AI field and real-world clinical needs, was ultimately formed by gathering the consensus opinions of multidisciplinary experts in radiology, pathology, thoracic surgery, and other fields. The main content covers the application specifications of AI in the three core scenarios of lung cancer screening, diagnosis, and treatment, the technical standards for data collection and algorithm validation, as well as the ethical and regulatory challenges faced at the current stage. It aims to clarify the applicable boundaries of AI as a clinical auxiliary decision support tool, providing scientific guidance and standardized exploration directions for peers currently engaged in or planning to carry out AI-assisted clinical diagnosis, treatment, and translation of lung cancer.
10.Evaluation system for standardized surgery in elderly patients with lung cancer
Xingqi MI ; Nan CHEN ; Jiandong MEI ; Hecheng LI ; Shuguang ZHANG ; Huanwen CHEN ; Peng JIAO ; Jun WANG ; Chunfang ZHANG ; Guangjian ZHANG ; Xin LI ; Qiang PU ; Peng LIN ; Lunxu LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(06):866-873
To address the growing challenge of an increasing number of elderly lung cancer patients amidst China's aging population and to fill the gap in quality control standards for surgical treatment in this special population, this study aimed to develop a standardized surgical evaluation system for elderly lung cancer patients tailored to China's national conditions. The system was established through a literature review, integrated the pathophysiological characteristics of elderly patients, and was constructed following review, feedback, and revision by experts from multiple thoracic surgery centers. Employing a 100-point scoring system, it comprises three primary domains: physical infrastructure and geriatric adaptability foundational conditions (10 points); management level and perioperative care models (20 points); and technical proficiency and clinical outcomes (70 points). The system places a strong emphasis on geriatric adaptability, proposing specific, quantifiable indicators for age-friendly facility modifications, control of elderly-specific complications, multidisciplinary collaboration, and standardized perioperative management. It provides a convenient and measurable assessment tool for quality control in the surgical treatment of elderly lung cancer in China, which is expected to promote the standardization and homogenization of diagnosis and treatment.


Result Analysis
Print
Save
E-mail