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.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.
3.Performance evaluation of lightweight Chinese large language models integrated with retrieval-augmented generation technology in answering specialized lung cancer questions
Zhizhen REN ; Yile LI ; Yizhuo MA ; Qizhi CHEN ; Jili LI ; Siyi YANG ; Jianhao ZHANG ; Ke QIN ; Qiang PU ; Nan CHEN ; Lunxu LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(09):1403-1411
Objective To evaluate the performance of lightweight Chinese large language models (LLMs) in answering specialized lung cancer questions, and to explore the impact of retrieval-augmented generation (RAG) on model performance. Methods Eleven lightweight Chinese LLMs with parameter sizes ranging from 7B to 32B were included. A lung cancer-specific evaluation dataset consisting of 200 questions [100 A1-type (basic knowledge) and 100 A2-type (clinical case) questions], constructed based on clinical guidelines and thoracic surgery textbooks, was used for assessment. Model performance was evaluated under two conditions (with and without RAG). Accuracy was used to assess model performance, and response latency was recorded to reflect inference efficiency. An accuracy–latency scatter plot was constructed for descriptive analysis of overall model performance. Results All models successfully completed the evaluation. With the introduction of RAG, the overall average accuracy improved from 61.68% to 76.36%. Smaller models demonstrated the most significant improvement (e.g., the accuracy of DeepSeek-7B increased from 32.50% to 60.00%, P<0.001). The average response latency increased from 12.58 s to 13.80 s. The Qwen3 series showed the best overall performance, and Qwen3-32B achieved the highest accuracy under both conditions (76.50% and 84.00%, respectively). After RAG integration, performance differences among model families were markedly reduced. Based on the accuracy-latency trade-off, Qwen3-32B achieved the best balance between accuracy and response latency under the baseline condition, whereas Qwen3-14B demonstrated superior overall performance in terms of accuracy, latency, and computational cost after RAG integration. Conclusion The integration of RAG technology improves the ability of lightweight Chinese LLMs to answer specialized lung cancer questions. Under the dual practical constraints of limited computational resources and medical data security requirements, the "lightweight model+RAG" technical framework may represent a promising deployment solution.
4.Expression and clinical significance of RAB24 gene in hepatocellular carcinoma based on multi-source databases and clinical cohort validation
Yali GUO ; Yangchen WANG ; Jianhua YANG ; Xiang GAO ; Wenmei MA ; Nan DING ; Qiang HOU ; Wu DAI ; Limei WEN ; Junping HU
Acta Universitatis Medicinalis Anhui 2026;61(9):1647-1656
ObjectiveTo investigate the mRNA expression profile and clinical significance of the RAB24 gene in hepatocellular carcinoma (HCC) based on multi-source database including The Cancer Genome Atlas (TCGA) and clinical cohort validation. MethodsData from TCGA (n=424) were utilized to evaluate the prognostic value of RAB24 expression via Kaplan-Meier analysis and Cox regression models. An independent clinical cohort comprising 90 HCC and 30 paracancerous tissues was established to validate protein expression and histopathological features through immunohistochemistry (IHC) and routine histological staining. The TIMER database was employed to analyze the association between RAB24 and the tumor microenvironment (TME). Furthermore, integrated with LinkedOmics, GSEA and GSVA algorithms were used to quantitatively characterize the core molecular pathways regulated by RAB24. ResultsThe mRNA expression level of RAB24 in HCC was significantly higher than that in non-tumor liver tissues (P<0.05). Kaplan-Meier analysis revealed that the overall survival (OS) of patients in the RAB24 low-expression group was significantly longer compared to the high-expression group (HR=1.570, Log-rank P=0.01). Cox proportional hazards regression analysis demonstrated that RAB24 expression (HR=1.480, P=0.028), T stage (HR=2.949, P<0.001), M stage (HR=4.077, P=0.017), and tumor residual status (HR=2.317, P<0.001) were independent prognostic factors for HCC. RAB24 expression was highly correlated with alpha-fetoprotein (AFP) levels and immune infiltration levels (P<0.01), and showed a significant, low-level positive correlation with the TP53 gene (Rho=0.31, P<0.01). Quantitative analysis of the RAB24 protein in clinical samples validated that RAB24 expression in HCC tissues was significantly elevated compared to non-tumor liver tissues (P<0.05). TIMER analysis confirmed that RAB24 expression was highly associated with the infiltration of multiple immune cells (such as B cells and NK cells), as well as stromal and tumor purity scores in tumor tissues (P<0.01). GSEA/GSVA enrichment revealed that the P53, MYC, and mTORC1 signaling pathways were activated in the RAB24 high-expression group; correlation analysis confirmed that the RAB24 expression level exhibited a significant, low-level positive correlation with the ribosome pathway activity score (r=0.23, P<0.01). ConclusionsThe RAB24 gene, as a poor prognostic factor for HCC patients, is a potential biomarker for HCC diagnosis, treatment and prognosis. The study is expected to lay a theoretical foundation for the precise diagnosis and treatment of clinical HCC.
5.Analysis of tick monitoring and Bandavirus dabieense carrying status in Tai'an City from 2021 to 2023
Ya-nan WEI ; Tong XU ; Su MI ; Rong-qiang ZHANG ; Fu-rong LIU ; Hao-lin XIN ; Yi-yue FU ; De-zhen MA
Acta Parasitologica et Medica Entomologica Sinica 2026;33(3):198-203
Objective To understand the distribution, species composition, seasonal fluctuations, and presence of Dabie bandavirus in ticks in Tai'an City, providing a basis for assessing tick-borne disease risks and formulating prevention strategies. Methods Free-living ticks were monitored using the flagging method, whereas parasitic ticks were monitored through host surface examination. Reverse transcription-polymerase chain reaction (RT-qPCR) was used to detect the presence of Bandavirus dabieense in tick specimens. Results The density of free-living ticks in Tai'an City showed a continuous decreasing trend over the 3 years from 2021 to 2023, with an average tick density of 0.43 ticks/(flag·100 m). The dominant habitats were scenic areas and forests, and the seasonal fluctuations exhibited a bimodal pattern, peaking in March and August. The only free-living tick species captured was Haemaphysalis longicornis. Over the 3 years, the average tick index for parasitic ticks was 1.85, with sheep as the primary host. Seasonal fluctuations also followed a bimodal pattern, peaking in March and August. The primary parasitic tick species captured were H. longicornis and Rhipicephalus sanguineus. No Dabie bandavirus was detected in the tick specimens. Conclusions Tick density in Tai'an City remains relatively high, necessitating continued efforts to enhance tick surveillance and implement targeted prevention measures in rural environments to further reduce the health risks posed by tick-borne diseases.
6.Application of pedicle or perforator flaps transfer in the stage Ⅰ tissue defect repair after vulvar cancer surgery
Yufen CHEN ; Ping BAI ; Yuqiao ZHAO ; Linan CONG ; Nan LI ; Jing ZUO ; Gongyi ZHANG ; Yangchun SUN ; Shumin LI ; Qiang LI
Chinese Journal of Obstetrics and Gynecology 2025;60(2):136-143
Objective:To investigate the application of pedicled or perforator flaps transfer in the stage Ⅰ tissue defect repair after vulvar cancer surgery.Methods:From January 2005 to December 2023, 20 patients with vulvar cancer who underwent extensive episiectomy or extended episiectomy±inguinal lymph node resection+vulvar defect flap transfer were collected in Huanxing Cancer Hospital of Chaoyang District and Cancer Hospital and Peking Union Medical College, Chinese Academy of Medical Sciences. The survival status, appearance structure, sexual function satisfaction, tumor recurrence, and survival were analyzed.Results:(1) The median age of the 20 patients was 59 years (ranged: 29-73 years). There were 14 patients with recurrence and 6 patients with initial treatment. Pathological types: 14 cases of squamous cell carcinoma, 4 cases of Paget′s disease, 1 case of malignant melanoma, 1 case of adenoid cystic carcinoma (salivary gland type carcinoma). (2) Among the 20 patients, 6 cases underwent extensive episiotomy and 14 underwent extended episiotomy (1 of them underwent extensive excision of inguinal masses). Simultaneous inguinal lymphadenectomy (or dissection) were performed in 11 cases, including 7 cases of bilateral inguinal lymph node resection (or dissection) and 4 cases of unilateral inguinal lymph node resection (or dissection). Flap source: pedicled flap in 12 cases, perforator flap in 8 cases. All the 20 patients were removed at 10-14 days after operation, and all of them survived with rosy skin color and good elasticity. Seventeen cases of transferred flaps healed at stage Ⅰ, 2 cases healed at about 6 weeks due to incision leakage, and 1 case healed at 6 weeks after incision infection debridement. Six months after the operation, 2 cases felt that the pubic mound was thick and swollen. The other 18 cases showed vulva fullness and elasticity, no displacement of urethral opening, no deviation of urethra during urination, no stenosis of vaginal opening, no vulvar scar pain. In addition to 1 unmarried 29-year-old patient and 6 patients over 65 years old who had no sexual life before and after surgery, the other 13 patients had normal sexual life after surgery. (3) The follow-up period were 6 to 100 months, and 9 cases (45%, 9/20) relapsed during the follow-up period. There were 5 deaths (25%, 5/20), who were due to recurrence of vulvar cancer. The 5-year survival rate of 20 patients was 75%, including 83% in 6 patients with initial treatment and 71% in 14 patients with recurrence and reoperation.Conclusions:The combination of flap transfer for episioplasty with vulvar cancer surgery does not affect the wound healing. Because the external structure of the vulva is repaired, it could effectively improve the local wound healing ability and improve the organ function, and has good clinical application value.
7.Epidemiology and management patterns of chronic thromboembolic pulmonary hypertension in China.
Wanmu XIE ; Yongpei YU ; Qiang HUANG ; Xiaoyan YAN ; Yuanhua YANG ; Changming XIONG ; Zhihong LIU ; Jun WAN ; Sugang GONG ; Lan WANG ; Cheng HONG ; Chenghong LI ; Jean-François RICHARD ; Yanhua WU ; Jun ZOU ; Chen YAO ; Zhenguo ZHAI
Chinese Medical Journal 2025;138(8):1000-1002
8.Lumbar Oscillatory Manipulation for Lumbar Disc Herniation:A Randomized Controlled Trial
Shiyi LIU ; Yuelai CHEN ; Nan ZHOU ; Qiang LYU
Journal of Traditional Chinese Medicine 2025;66(16):1672-1678
ObjectiveTo observe clinical effectiveness and safety of lumbar oscillatory manipulation in the treatment of patients with lumbar disc herniation. MethodsThis study recruited 90 lumbar disc herniation patients who were randomly divided into 45 cases each in the treatment group and the control group. The treatment group was given lumbar oscillatory manipulation, while the control group was given traditional lumbar obliquely pulling manipulation, and both groups were treated twice a week for 4 weeks. The Oswestry dysfunction index (ODI) score, lumbar spine mobility, and the absolute values of difference in hardness between the left and right sides of the lumbar erector spinae muscle were compared between groups of patients before treatment and after 2 and 4 weeks of treatment; the shear wave elastic modulus of multifidus muscle and abdominal muscle thickness were compared between groups before treatment and after 4 weeks of treatment; the clinical effectiveness of the treatment was compared, and the safety evaluation was carried out. ResultsCompared with the group before treatment, the ODI scores and the the absolute values of difference in hardness between the left and right sides of the lumbar erector spinae muscle decreased after 2 and 4 weeks treatment in both groups, and the mobility of the lumbar vertebrae in all directions of anterior flexion, posterior extension, left lateral flexion, and right lateral flexion increased; the shear wave elastic modulus of bilateral multifidus muscles of the fourth lumbar vertebral segments decreased, and the thickness of abdominal muscle increased after 4 weeks of treatment in both groups (P<0.05). Compared with the control group, the ODI score of the treatment group decreased after 2 weeks of treatment, and the shear wave elastic modulus value of bilateral multifidus muscle of the fourth lumbar vertebral segment decreased and the thickness of abdominal muscle increased after 4 weeks of treatment (P<0.05). The total effective rate was 90.48% (38/42) in the treatment group and 71.43% (30/42) in the control group, and the clinical effectiveness of the treatment group was better than that of the control group (P<0.05). No adverse events occurred in both groups during the study. ConclusionLumbar oscillatory manipulation is superior to traditional lumbar obliquely pulling manipulation in relieving symptoms of lumbar disc herniation and improving lumbar spine function, which may be related to its improvement in the elasticity of the multifidus muscle.
9.Current status and suggestions on regulation of traditional Chinese medicine raw materials and preparations under regulatory system of drugs.
Li-Ping QU ; Yong-Dan XU ; Wei-Jing HE ; Ding-Kun ZHANG ; Nan YANG ; Min-Xian SONG ; Zhi-Qiang MIN ; Ting-Mo ZHANG
China Journal of Chinese Materia Medica 2025;50(3):824-832
At present, the cause of traditional Chinese medicine(TCM) in China has entered a new period of high-quality development. How to strengthen the foundation for the TCM industry from the source is an important issue that deserves the attention of the authorities, industry, and academia. This study systematically analyzed the regulatory system of TCM raw materials and preparations. The study took the TCM industry chain and the product life cycle as a clue and focused on the dimensions of TCM resource protection and plant cultivation(farming), production and quality supervision of TCM raw materials and preparations, and their market access and distribution. It analyzed the current situation of the regulation of TCM raw materials and preparations under the regulatory system of drugs, discussed the main problems, and put forward corresponding suggestions. The results can provide an important reference value for the subsequent improvement of the regulatory system of drugs and the construction of a prominent regulatory system of drugs in accordance with TCM characteristics.
Drugs, Chinese Herbal/economics*
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Medicine, Chinese Traditional/standards*
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China
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Quality Control
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Humans
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Plants, Medicinal/chemistry*
10.Guiqi Yiyuan Ointment combined with cisplatin inhibits tumor growth in Lewis lung carcinoma-bearing mice by regulating PERK/eIF2α/ATF4/CHOP signaling pathway.
Nan YANG ; Jian-Qing LIANG ; Ke-Jun MIAO ; Qiang-Ping MA ; Jin-Tian LI ; Juan LI
China Journal of Chinese Materia Medica 2025;50(6):1592-1600
This study aims to investigate the anti-tumor effect and mechanism of Guiqi Yiyuan Ointment combined with cisplatin on Lewis lung carcinoma-bearing mice via the protein kinase RNA-like endoplasmic reticulum kinase(PERK)/eukaryotic translation initiation factor 2α(eIF2α)/activated transcription factor 4(ATF4)/C/EBP homologous protein(CHOP) signaling pathway. Sixty SPF-grade male C57BL/6 mice were selected and assigned into a blank group and a modeling group by the random number table method. After modeling of the Lewis lung carcinoma, the mice in the modeling group were randomized into model, cisplatin(5 mg·kg~(-1), once a week), and low-, medium-, and high-dose(1.7, 3.5, and 7.05 g·kg~(-1), respectively, once a day) Guiqi Yiyuan Ointment+cisplatin(5 mg·kg~(-1)) groups(n=10). After 14 days of continuous intervention, the spleen, thymus, and tumor samples of the mice were collected, weighed, and recorded, and the spleen index, thymus index, and tumor suppression rate were calculated. Hematoxylin-eosin(HE) staining was employed to observe the pathological changes in the tumor tissue. The morphological changes of the endoplasmic reticulum of tumor cells were observed by transmission electron microscopy. The positive expression of phosphorylated eIF2α(p-eIF2α) and ATF4 in the tumor tissue was detected by immunofluorescence. Western blot was employed to determine the protein levels of phosphorylated PERK(p-PERK), p-eIF2α, ATF4, CHOP, B-cell lymphoma-2(Bcl-2), Bcl-2-associated X protein(Bax), cyclin-dependent kinase inhibitor 1A(p21), and cyclinD1 in the tumor tissue. Real-time fluorescent quantitative PCR was employed to determine the mRNA levels of PERK, eIF2α, ATF4, CHOP, Bax, Bcl-2, p21, and cyclinD1 in the tumor tissue. Compared with the blank group, the model group showed decreases in spleen index and thymus index(P<0.05). Compared with the model group, the cisplatin group showed decreases in spleen index and thymus index(P<0.05), and the medium-and high-dose Guiqi Yiyuan Ointment+cisplatin groups presented increases in spleen index and thymus index(P<0.05). In addition, the treatment groups all showed decreased tumor mass(P<0.05), increased tumor cell lysis and nuclear rupture, widened gap between rough endoplasmic reticulum, enhanced average fluorescence intensity of p-eIF2α and ATF4(P<0.05), up-regulated protein levels of p-PERK/PERK, p-eIF2α/eIF2α, ATF4, CHOP, Bax, and p21(P<0.05), down-regulated protein and mRNA levels of Bcl-2 and cyclinD1(P<0.05), and up-regulated mRNA levels of PERK, eIF2α, ATF4, CHOP, Bax, and p21(P<0.05). Compared with the cisplatin group, the combination groups showed increases in spleen index and thymus index(P<0.05) as well as mean optical density(P<0.05), and the high-dose Guiqi Yiyuan Ointment+cisplatin group showed decreased tumor mass(P<0.05). In addition, the medium-and high-dose Guiqi Yiyuan Ointment+cisplatin groups showcased enhanced average fluorescence intensity of p-eIF2α and ATF4(P<0.05), up-regulated protein levels of p-PERK/PERK, p-eIF2α/eIF2α, ATF4, CHOP, Bax, and p21(P<0.05), down-regulated protein and mRNA levels of Bcl-2 and cyclinD1(P<0.05), and up-regulated mRNA levels of PERK, eIF2α, ATF4, CHOP, Bax, and p21(P<0.05). In conclusion, Guiqi Yiyuan Ointment combined with cisplatin can effectively inhibit the growth of Lewis lung carcinoma in mice by regulating the expression of proteins related to the PERK/eIF2α/ATF4/CHOP signaling pathway and promoting cell cycle arrest and apoptosis.
Animals
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Cisplatin/administration & dosage*
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Activating Transcription Factor 4/genetics*
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Eukaryotic Initiation Factor-2/genetics*
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eIF-2 Kinase/genetics*
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Carcinoma, Lewis Lung/pathology*
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Drugs, Chinese Herbal/administration & dosage*
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Male
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Mice
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Signal Transduction/drug effects*
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Mice, Inbred C57BL
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Transcription Factor CHOP/genetics*
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Ointments/administration & dosage*
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Humans
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Cell Proliferation/drug effects*
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Antineoplastic Agents/administration & dosage*


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