1.QingNangTCM: a parameter-efficient fine-tuning large language model for traditional Chinese medicine
Xuming TONG ; Liyan LIU ; Yanhong YUAN ; Xiaozheng DING ; Huiru JIA ; Xu YANG ; Sio Kei IM ; Mini Han WANG ; Zhang XIONH ; Yapeng WANG
Digital Chinese Medicine 2026;9(1):1-12
Objective:
To develop QingNangTCM, a specialized large language model (LLM) tailored for expert-level traditional Chinese medicine (TCM) question-answering and clinical reasoning, addressing the scarcity of domain-specific corpora and specialized alignment.
Methods:
We constructed QnTCM_Dataset, a corpus of 100 000 entries, by integrating data from ShenNong_TCM_Dataset and SymMap v2.0, and synthesizing additional samples via retrieval-augmented generation (RAG) and persona-driven generation. The dataset comprehensively covers diagnostic inquiries, prescriptions, and herbal knowledge. Utilizing P-Tuning v2, we fine-tuned the GLM-4-9B-Chat backbone to develop QingNangTCM. A multi-dimensional evaluation framework, assessing accuracy, coverage, consistency, safety, professionalism, and fluency, was established using metrics such as bilingual evaluation understudy (BLEU), recall-oriented understudy for gisting evaluation (ROUGE), metric for evaluation of translation with explicit ordering (METEOR), and LLM-as-a-Judge with expert review. Qualitative analysis was conducted across four simulated clinical scenarios: symptom analysis, disease treatment, herb inquiry, and failure cases. Baseline models included GLM-4-9B-Chat, DeepSeek-V2, HuatuoGPT-II (7B), and GLM-4-9B-Chat (freeze-tuning).
Results:
QingNangTCM achieved the highest scores in BLEU-1/2/3/4 (0.425/0.298/0.137/0.064), ROUGE-1/2 (0.368/0.157), and METEOR (0.218), demonstrating a balanced and superior normalized performance profile of 0.900 across the dimensions of accuracy, coverage, and consistency. Although its ROUGE-L score (0.299) was lower than that of HuatuoGPT-II (7B) (0.351), it significantly outperformed domain-specific models in expert-validated win rates for professionalism (86%) and safety (73%). Qualitative analysis confirmed that the model strictly adheres to the “symptom-syndrome-pathogenesis-treatment” reasoning chain, though occasional misclassifications and hallucinations persisted when dealing with rare medicinal materials and uncommon syndromes.
Conclusion
Combining domain-specific corpus construction with parameter-efficient prompt tuning enhances the reasoning behavior and domain adaptation of LLMs for TCM-related tasks. This work provides a technical framework for the digital organization and intelligent utilization of TCM knowledge, with potential value for supporting diagnostic reasoning and medical education.
2.Herbal Textual Research on Zanthoxylum armatum and Zanthoxyli Radix in Famous Classical Formulas
Zhen ZENG ; Yanmeng LIU ; Yihan WANG ; Yapeng WANG ; Erwei HAO ; Chun YAO ; Zhilai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(13):252-262
This article systematically analyzes the historical evolution of the name, origin, medicinal parts, harvesting and processing, and other aspects of Manjiao and Zanthoxyli Radix by referring to the herbal medicine, medical books, prescription books and other documents of the past dynasties, combined with the relevant modern research materials, in order to provide a basis for the development of famous classical formulas containing the two medicinal materials. According to the herbal textual research, Manjiao was first recorded in Shennong Bencaojing of the Han dynasty with aliases such as Zhujiao, Goujiao and Zhijiao. Throughout history, Manjiao was sourced from the stems and roots of Zanthoxylum armatum in the Rutaceae family, and its leaves and fruits can also be used in medicine. The traditional recorded production area was mainly in Yunzhong(now Tuoketuo region in Inner Mongolia), with mentions in Zhejiang, Hunan, Fujian, Guangdong, Guangxi, Yunnan, Taiwan, and other provinces. Presently, this species is distributed from the south of Shandong, to Hainan, Taiwan, Tibet and other regions. The roots can be harvested year-round, while the fruits are harvested in autumn after maturity. In ancient times, the roots and stems were mostly used for brewing or soaking in wine, whereas nowadays, the roots are often sliced and then used as a raw material in traditional Chinese medicine, and the fruits should be stir-fried before use. Manjiao has a bitter taste and warm property, and was historically used to treat wind-cold dampness, joint pain, limb numbness, and knee pain. Modern researches have summarized its effects as dispelling wind, dispersing cold, promoting circulation, and relieving pain, and it is used for treating rheumatoid arthritis, toothache, bruises, as well as an anthelmintic. Zanthoxyli Radix initially known as Rudi Jinniugen, recorded in Bencao Qiuyuan of the Qing dynasty, with the alternate name of Liangbianzhen. In recent times, it is more commonly referred to as Liangmianzhen, sourced from the dried roots of Z. nitidum of the Rutaceae family, mainly produced in Guangxi and Guangdong. It can be harvested throughout the year, cleaned, sliced, and dried after harvesting. Zanthoxyli Radix is pungent, bitter, warm and slightly toxic, with the functions of promoting blood circulation, removing stasis, relieving pain, dispelling wind, and resolving swelling. Based on the results of herbal textual research, it is clarified that the ancient Manjiao and the modern Zanthoxyli Radix are not the same species. This article corrects the mistaken belief of by previous scholars that Zanthoxyli Radix is the same as ancient Manjiao, and suggests that formulas described as Manjiao should use Z. armatum as the medicinal herb, while those described as Liangmianzhen or Rudi Jinniu should use Z. nitidum. The processing was performed according to the processing requirements prescribed in the formulas, otherwise, the raw products are recommended for use.
3.Herbal Textual Research on Zanthoxylum armatum and Zanthoxyli Radix in Famous Classical Formulas
Zhen ZENG ; Yanmeng LIU ; Yihan WANG ; Yapeng WANG ; Erwei HAO ; Chun YAO ; Zhilai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(13):252-262
This article systematically analyzes the historical evolution of the name, origin, medicinal parts, harvesting and processing, and other aspects of Manjiao and Zanthoxyli Radix by referring to the herbal medicine, medical books, prescription books and other documents of the past dynasties, combined with the relevant modern research materials, in order to provide a basis for the development of famous classical formulas containing the two medicinal materials. According to the herbal textual research, Manjiao was first recorded in Shennong Bencaojing of the Han dynasty with aliases such as Zhujiao, Goujiao and Zhijiao. Throughout history, Manjiao was sourced from the stems and roots of Zanthoxylum armatum in the Rutaceae family, and its leaves and fruits can also be used in medicine. The traditional recorded production area was mainly in Yunzhong(now Tuoketuo region in Inner Mongolia), with mentions in Zhejiang, Hunan, Fujian, Guangdong, Guangxi, Yunnan, Taiwan, and other provinces. Presently, this species is distributed from the south of Shandong, to Hainan, Taiwan, Tibet and other regions. The roots can be harvested year-round, while the fruits are harvested in autumn after maturity. In ancient times, the roots and stems were mostly used for brewing or soaking in wine, whereas nowadays, the roots are often sliced and then used as a raw material in traditional Chinese medicine, and the fruits should be stir-fried before use. Manjiao has a bitter taste and warm property, and was historically used to treat wind-cold dampness, joint pain, limb numbness, and knee pain. Modern researches have summarized its effects as dispelling wind, dispersing cold, promoting circulation, and relieving pain, and it is used for treating rheumatoid arthritis, toothache, bruises, as well as an anthelmintic. Zanthoxyli Radix initially known as Rudi Jinniugen, recorded in Bencao Qiuyuan of the Qing dynasty, with the alternate name of Liangbianzhen. In recent times, it is more commonly referred to as Liangmianzhen, sourced from the dried roots of Z. nitidum of the Rutaceae family, mainly produced in Guangxi and Guangdong. It can be harvested throughout the year, cleaned, sliced, and dried after harvesting. Zanthoxyli Radix is pungent, bitter, warm and slightly toxic, with the functions of promoting blood circulation, removing stasis, relieving pain, dispelling wind, and resolving swelling. Based on the results of herbal textual research, it is clarified that the ancient Manjiao and the modern Zanthoxyli Radix are not the same species. This article corrects the mistaken belief of by previous scholars that Zanthoxyli Radix is the same as ancient Manjiao, and suggests that formulas described as Manjiao should use Z. armatum as the medicinal herb, while those described as Liangmianzhen or Rudi Jinniu should use Z. nitidum. The processing was performed according to the processing requirements prescribed in the formulas, otherwise, the raw products are recommended for use.
4.Effects of atractylodin on lung injury and airway inflammation in rats with AECOPD by regulating JNK/p38 MAPK signaling pathway
Zhiying SUN ; Yingzhe WANG ; Yuan LIU ; Yapeng ZHAO ; Tingting ZHOU
China Pharmacy 2025;36(23):2935-2940
OBJECTIVE To discuss the effect mechanism of atractylodin (ATR) on lung injury and airway inflammation in rats with acute exacerbation of chronic obstructive pulmonary disease (AECOPD). METHODS AECOPD model was established using smoke exposure and intratracheal injection of lipopolysaccharide. Rats were randomly grouped into model group, ATR low-, medium- and high-dose groups (25, 50 and 100 mg/kg), as well as high-dose ATR+anisomycin [ANS, c-Jun N-terminal kinase (JNK) activator] group (100 mg/kg ATR+5 mg/kg ANS). Additionally, a non-modeled control group was set up, with 12 rats in each group. Rats in each group were intraperitoneally injected with the corresponding drug solution/normal saline once daily for 14 consecutive days. After the last medication, lung function [peak expiratory flow (PEF), the ratio of forced expiratory volume (FEV) to forced vital capacity (FVC), arterial partial pressure of oxygen (PaO2)], as well as the number of inflammatory cells and the levels of inflammatory cytokines [interleukin-6 (IL-6), tumor necrosis factor-α (TNF-α), and IL-1β] in bronchoalveolar lavage fluid (BALF), were measured. The pathological morphology of lung tissue in rats was observed. 163.com The apoptosis of lung epithelial cells was detected, and the expression levels of proteins related to the JNK/p38 mitogen-activated protein kinase (p38 MAPK) signaling pathway in rat lung tissues were detected. RESULTS Compared with control group, PEF, FEV/FVC and PaO2 of model group were slowed or decreased significantly (P<0.05). The number of white blood cells, neutrophils, lymphocytes and macrophages, as well as the levels of IL-1β, TNF-α and IL-6 in BALF, along with the pathological score, the apoptosis rate of lung epithelial cells, and the phosphorylation levels of JNK and p38 MAPK proteins in lung tissues, were all increased or raised significantly (P<0.05); lung tissue exhibited severe damage, with disordered cell arrangement and marked infiltration of inflammatory cells. Compared with model group, the levels of above quantitative indicators in rats from all ATR dosage groups showed significant improvement in a dose-dependent manner (P<0.05); moreover, the pathological damage in lung tissue was alleviated, with cells arranged in a regular and orderly fashion. Compared with ATR high-dose group, the levels of the above quantitative indicators in rats from the high-dose ATR+ANS group were significantly reversed (P<0.05), and the pathological damage in lung tissue was exacerbated. CONCLUSIONS ATR inhibits airway inflammation by suppressing the activity of the JNK/p38 MAPK signaling pathway, thereby improving lung tissue damage in AECOPD rats.
5.Isolation,identification and pathogenicity analysis of two avain infectious bronchi-tis virus strain
Hanwen ZHANG ; Yaru GAO ; Yang WANG ; Yapeng SONG ; Wenming GAO ; Lin LIU ; Xiaoyang CAO ; Jingrui LIU ; Xinsheng LI
Chinese Journal of Veterinary Science 2025;45(10):2133-2141,2155
This study aims to investigate the isolate and identify of infectious bronchitis virus(IBV)in chickens,and study its genetic variation and pathogenicity.In 2023,two strains named CK/CH/HN/SQ202301 and CK/CH/HN/SQ202302 were obtained from suspected infectious bronchitis(IB)infected materials collected in a region of Henan Province,China.Further analysis showed that the two isolates belong to the G Ⅰ-13 and GⅥ genotypes,respectively.The cleavage sites of S protein were all RRSRR.The prediction of glycosylation sites showed that the two isolates had 18 and 12 N-glycosylation sites respectively,but no O-glycosylation site.Recombinant analysis shows that C2023-1 was a recombinant strain.Pathogenicity was assessed by infecting 1-day-old SPF chicks with the two isolates,and the results showed that C2023-1 strain infection could cause clini-cal symptoms such as depression and head shaking,as well as death in chicks,with a mortality rate of 37.5%.There were no clinical symptoms or deaths after infection with C2023-2 strain.Viral load test results showed that both isolates continued to detoxify until the 10th day,and had strong rep-lication capacity in the kidney,trachea and bursa of Fabricius.The results indicate significant differences in the genetic characteristics and pathogenicity of the two isolates due to their different genotypes.This study not only provides new epidemiological data on IB,which contributes to a bet-ter understanding of IBV's epidemiological features and control challenges,but also adds valuable bioinformatics resources for IBV by analyzing its variation mechanisms and biological information.
6.Evidence-based guideline for diagnosis and early fixation of severe open tibiofibular fractures (version 2025)
Yongjun RUI ; Yongqing XU ; Qingtang ZHU ; Xin WANG ; Zhao XIE ; Shanlin CHEN ; Jingyi MI ; Xianyou ZHENG ; Juyu TANG ; Xiaoheng DING ; Aixi YU ; Tao SONG ; Jianxi HOU ; Jian QI ; Xinyu FAN ; Jun FEI ; Lin GUO ; Xingwen HAN ; Weixu LI ; Aiguo WANG ; Yun XIE ; Tao XING ; Meng LI ; Baoqing YU ; Yan ZHUANG ; Xiaoqing HE ; Tao SUN ; Pengcheng LI ; Jihui JU ; Hongxiang ZHOU ; Haidong REN ; Guangyue ZHAO ; Gang ZHAO ; Yongwei WU ; Jun LIU ; Yunhong MA ; Yapeng WANG
Chinese Journal of Trauma 2025;41(11):1021-1034
Severe open tibiofibular fractures account for approximately 28.1% of all open fractures. Among them, Gustilo-Anderson type IIIB/C fractures present significant clinical challenges due to associated bone and soft tissue defects, high infection rates, and risk of amputation. Inadequate preoperative assessment may lead to suboptimal emergency surgical planning or intraoperative complications. Historically, external fixation was often preferred, but this approach has been associated with limitations such as restricted joint mobility, delayed bone union, joint stiffness, and disuse osteoporosis, resulting in poor functional recovery. With advancements of debridement techniques, standardization of antibiotic use, and popularization of early soft tissue coverage, early internal fixation has gained broader acceptance. Nevertheless, controversies persist regarding the choice of fixation method, timing of definitive fixation, use of reamed versus unreamed intramedullary nailing, and necessity of fibular fixation. To standardize the diagnosis and early management of severe open tibiofibular fractures, reduce complication rates, and improve functional recovery, the Society of Microsurgery of the Chinese Medical Association organized a panel of domestic experts to develop the Evidence-based guideline for the diagnosis and early fixation of severe open tibiofibular fractures ( version 2025), using evidence-based methodology. The guidelines provided 12 recommendations covering diagnostic and early fixation strategies of severe open tibiofibular fractures, aiming to provide clinicians with scientifically grounded and standardized guidance.
7.Herbal Textual Research on Euphorbiae Pekinensis Radix and Knoxiae Radix in Famous Classical Formulas
Xiaoxuan CUI ; Kaizhi WU ; Wuwei MENG ; Yapeng WANG ; Wenyue LI ; Cheng FENG ; Zhilai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(10):282-294
This article systematically analyzes the historical evolution of the name, origin, medicinal parts, processing and other aspects of Euphorbiae Pekinensis Radix(EPR) by referring to the herbal medicine, medical books, prescription books and other documents of the past dynasties, combined with the relevant modern research materials, so as to provide a basis for the development and utilization of famous classical formulas containing this herbal medicine. According to research, EPR was first recorded in the Shennong Bencaojing in the name of Daji, and it is the correct name of the herbal medicine in all dynasties, there are also other aliases such as Qiongju, Hongya Daji, and Xiamaxian. The dried roots of Euphorbia pekinensis from Euphorbiaceae was the mainstream of the past dynasties. Before the Ming dynasty, the above ground parts of E. pekinensis were used as Zeqi in herbal works. However, since LI Shizhen in the Ming dynasty proposed that the origin of Zeqi should be E. helioscopia, the aerial part of EPR is no longer used as medicine. Since modern times, the roots of Knoxia valerianoides has been used as EPR, and has become the mainstream of commodities, which should be corrected. Throughout history, it has been recorded that the main producing areas were Jiangsu, Anhui, Zhejiang, Shanxi and other regions, while modern botanical survey have shown that EPR is a widespread species distributed throughout the country. In ancient times, the harvesting time of EPR was mostly the twelfth lunar month, while in modern time, it is more common to harvest in autumn and winter. The main processing methods of EPR in ancient times were vinegar processing, wine processing, and stir frying, while in modern times, it is uniformly vinegar processing. In the medicinal properties and clinical aspects, the records are basically consistent throughout history, mainly characterized by bitter taste, cold and toxic nature. Its main efficacy is expelling water retention and reducing swelling. Based on the textual research, it is suggested to choose the dried roots of E. pekinensis when famous classical formulas containing EPR, processing method can be based on the original specified prescription requirements, if the processing method is not clear, it is recommended to use vinegar-processed products as medicine.
8.Clinical efficacy of escitalopram combined with transcutaneous cervical vagus nerve stimulation therapy for patients with major depressive disorder and its effect on plasma IL-6 and IL-10 levels
Jin LI ; Jinbo SUN ; Di WU ; Wenjun WU ; Runzhu SUN ; Shanshan XUE ; Yapeng CUI ; Huaning WANG ; Yihuan CHEN
Sichuan Mental Health 2025;38(1):7-13
BackgroundInvasive vagus nerve stimulation therapy has been approved for the adjunctive treatment of treatment-resistant depression, which may contribute to the anti-inflammatory properties of vagus nerve stimulation (VNS), whereas the efficacy of non-invasive transcutaneous cervical vagus nerve stimulation (tcVNS) in treating major depressive disorder (MDD) and its impact on plasma inflammatory factors remain unclear. ObjectiveTo observe the effect of escitaloprom combined with tcVNS on the status of depression, anxiety and sleep quality as well as the plasma levels of interleukin-6 (IL-6) and interleukin-10 (IL-10) in MDD patients, in order to provide references for the recovery and treatment of MDD patients. MethodsFrom August 21, 2019 to April 17, 2024, 45 patients who met the diagnostic criteria for MDD in the Diagnostic and Statistical Manual of Mental Disorders, fifth edition (DSM-5) were recruited from the psychosomatic outpatient clinic of the First Affiliated Hospital of Air Force Military Medical University. Subjects were divided into study group (n=23) and control group (n=22) using random number table method. All patients were treated with escitalopram. On this basis, study group added a 30-minute tcVNS therapy once a day for 4 weeks. While control group was given corresponding sham stimulation, and the duration of each stimulation lasted 30 seconds. Before and after 4 weeks of treatment, Hamilton Depression Scale-17 item (HAMD-17) was used to assess depressive symptoms, and HAMD-17 anxiety/somatization subfactor and insomnia subfactor were used to assess patients' anxiety/somatization symptoms and sleep quality. Levels of plasma IL-6 and IL-10 were measured by enzyme-linked immunosorbent assay (ELISA). ResultsThe generalized estimating equation model yielded a significant time effect for HAMD-17 total score, anxiety/somatization subfactor score and insomnia subfactor score in both groups (Wald χ2=315.226, 495.481, 82.420, P<0.01). After 4 weeks of treatment, HAMD-17 total score and anxiety/somatization subfactor score of study group were lower than those of control group, with statistically significant differences (Wald χ2=4.967, 32.543, P<0.05 or 0.01), while no statistically significant difference was found in the insomnia subfactor score between two groups (Wald χ2=0.819, P=0.366). Significant time effects were reported on plasma IL-6 and IL-10 levels in both groups (Wald χ2=21.792, 5.242, P<0.05 or 0.01). Compared with baseline data, a reduction in plasma IL-6 levels was detected in both groups (Wald χ2=22.015, 6.803, P<0.01), and an increase in plasma IL-10 levels was reported in study group (Wald χ2=5.118, P=0.024) after 4 weeks of treatment. ConclusionEscitalopram combined with tcVNS therapy is effective in improving depressive symptoms, anxiety/somatization symptoms and sleep quality in patients with MDD. Additionally, it helps reduce plasma IL-6 levels and increase IL-10 levels. [Funded by Shaanxi Provincial Key Research and Development Program-General Project (number, 2023-YBSF-185), www.clinicaltrials.gov number, NCT04037111]
9.Rehabilitation effects of flash cupping method combined with respiratory training for occupational pneumoconiosis
Huijuan WANG ; Yuge NIU ; Gaoli ZHANG ; Yapeng SHE ; Xiaoyan ZHANG ; Jing BAI
China Occupational Medicine 2025;52(6):664-668
Objective To explore the rehabilitative effects of flash cupping combined with respiratory training in patients with occupational pneumoconiosis (hereinafter referred to as "pneumoconiosis"). Methods A total of 94 patients with pneumoconiosis were selected as the study subjects by the convenient sampling method. Participants were divided into treatment group and control group based on pneumoconiosis stage using the stratified block randomization method, with 47 cases in each group. The patients in the control group received routine symptomatic treatment, and the patients in the treatment group received flash cupping therapy combined with respiratory training in addition to the routine treatment for six weeks. Diaphragmatic displacement (DD), 6-minutes walking distance (6MWD), metabolic equivalents of task (MET), predicted percentage of forced vital capacity (FVC%), predicted percentage of forced expiratory volume in one second (FEV1%), Chronic Obstructive Pulmonary Disease Assessment Test (CAT) score, and the modified British Medical Research Council Respiratory Questionnaire (mMRC) were assessed before treatment, after six weeks of treatment, and three months after completion of treatment. Results Before treatment, no significant differences were observed in patients between the two groups in DD, 6MWD, MET, FVC%, FEV1%, CAT score, or mMRC grade (all P>0.05). DD, 6MWD, and MET of patients in the treatment group were higher than those before treatment in the same group and those of the control group at the corresponding time points after six weeks of treatment (all P<0.05). In addition, the CAT score of patients in the treatment group was lower than that before treatment (P<0.05). At three months after treatment, 6MWD and MET of patients in the treatment group were higher than those before treatment and those of the control group at the same time points (all P<0.05). There were no significant differences in FVC%, FEV1% and mMRC grade of patients between the two groups (all P>0.05). Conclusion Flash cupping combined with respiratory training can improve the diaphragmatic function, exercise endurance and quality of life of patients with pneumoconiosis, and has improved exercise endurance, which can be used as a useful supplementary treatment in the pulmonary rehabilitation of pneumoconiosis.
10.Development and validation of clinical prediction model for post-treatment recurrence in high-risk non-muscle invasive bladder cancer after BCG intravesical instillation
Haitao WANG ; Weiming LUO ; Jian CHEN ; Jian ZHANG ; Qiang RAN ; Jing XU ; Junhao JIN ; Yangkun AO ; Yapeng WANG ; Junying ZHANG ; Qiubo XIE ; Weihua LAN ; Qiuli LIU
Journal of Army Medical University 2025;47(9):959-968
Objective To investigate the factors influencing the efficacy of intravesical Bacille Calmette-Guérin(BCG)instillation after transurethral resection of bladder tumor(TURBT)in patients with intermediate-and high-risk non-muscle invasive bladder cancer(NMIBC),and to construct a prediction model for recurrence after BCG treatment.Methods A retrospective cohort study was conducted on the subjected patients diagnosed with intermediate-and high-risk NMIBC undergoing TURBT followed by standard BCG instillation.The 110 patients treated in Department of Urology of Army Medical Center of PLA from January 2018 to December 2023 were assigned into a training set,while the 52 patients treated at Department of Urology of General Hospital of Central Theater Command from January 2015 to December 2020 were into an external validation set.A total of 17 variables were included and analyzed.Univariate and multivariate Cox regression analyses were performed to identify factors associated with recurrence after BCG instillation,and nomograms were plotted to predict 1-year,3-year,and 5-year recurrence-free survival(RFS).Calibration curve,decision curve analysis(DCA),and receiver operating characteristic(ROC)curve analysis were conducted for internal and external validation to evaluate the predictive performance and clinical utility of the model.Results In the training set,26 patients(23.64%)experienced recurrence during the follow-up period,with a median RFS of 32.00(18.00~50.50)months.Univariate Cox regression analysis suggested that platelet count,eosinophil to lymphocyte ratio(ELR),neutrophil to lymphocyte ratio(NLR),platelet to lymphocyte ratio(PLR),systemic immune inflammation(SII)index,and neutrophil-monocyte to lymphocyte ratio(NMLR),pathological T1 stage(pT1)tumor and hemoglobin,albumin,lymphocyte,and platelet(HALP)score were potential factors influencing recurrence after BCG instillation.Multivariate Cox regression analysis identified high HALP score(HR=0.185,95%CI:0.046~0.736,P=0.017)as an independent protective factor,while high ELR(HR=3.599,95%CI:1.505~8.608,P=0.004)and pT1 stage(HR=3.240,95%CI:1.191~8.818,P=0.021)were independent risk factors for recurrence.Based on this,a nomogram prediction model was constructed.The calibration curves demonstrated good agreement between predicted and actual 1-,3-,and 5-year recurrence risks.Decision curve analysis indicated clinical utility across a wide threshold probability range.In the training set,the model showed strong predictive performance for 1-(AUC=0.842),3-(AUC=0.847),and 5-year(AUC=0.887)recurrence risks,which was further validated in the external cohort.Conclusion Higher HALP score prior to BCG instillation therapy is a protective factor against tumor recurrence,while higher ELR and pT1 stage are risk factors.Our nomogram prediction model based on HALP score,ELR and pathological T stage,can identify individuals at high risk of recurrence after BCG instillation therapy.

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