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.Pathogenic analysis of Campylobacter jejuni in Fengtai District
Zhaoe WANG ; Mei QU ; Huiru FENG ; Zhuo MA ; Zhimin ZHANG
Journal of Public Health and Preventive Medicine 2026;37(4):71-75
Objective To investigate the drug resistance phenotype/genotype and virulence gene carrying status, serotype, and sequence typing (ST) of Campylobacter jejuni in Fengtai District in 2024. Methods The drug resistance phenotype was detected by agar dilution method, and serotyping was performed by real-time fluorescence quantitative polymerase chain reaction (PCR). The whole genome sequencing was used to analyze drug resistance genes, virulence genes, and other characteristics. Results Among the 35 Campylobacter jejuni strains analyzed, the antibiotics with the highest resistance rates were nalidixic acid and ciprofloxacin (both 82.86%), followed by tetracycline (74.89%). All strains exhibited a 100.00% sensitivity rate to erythromycin. The multiple drug resistance rate was 77.14%. The predominant drug resistance genes were gyrA-T86I (94.29%) and tetO (74.29%). The most common serotype was HS:2, accounting for 25 strains. A total of 132 virulence genes were detected. There were 12 clonal complexes (CC) and 24 ST types. Conclusion The drug resistance situation of Campylobacter jejuni in Fengtai District is relatively severe, and the drug resistance phenotype is related to specific genetic mutations to some extent. The serotypes are diverse, the virulence genes are complex, and the pathogenic potential is significant, posing a notable risk for inducing Guillain-Barré syndrome (GBS). The high number of ST types indicates substantial genetic diversity.
3.Construction and genotyping of B cell conditional knockout Spi1 mice
Ruilin GE ; Huiru ZHANG ; Zimeng XUE ; Jiajie TU
Acta Universitatis Medicinalis Anhui 2026;61(7):1223-1230
ObjectiveTo construct B cell conditional knockout Spi1 gene mice and analysis their genotypes to provide an animal model basis for disease pathogenesis and drug target research. MethodsMb1-cre transgenic mice were crossed with Spi1flox/flox mice. PCR combined with agarose gel electrophoresis was performed for genotyping, and Mb1-cre×Spi1flox/flox homozygous knockout mice were screened out. Flow cytometry was used to detect the expression of PU.1 protein in various immune cell subsets to verify the specificity of gene knockout. ResultsPCR identification results showed that when using flox primers for detection, only a 220 bp band was amplified, indicating a genotype of Spi1flox/flox in the mice. When using Mb1-Cre primers for detection, a 383 bp band was amplified, indicating a genotype of Mb1-cre×Spi1flox/flox in the mice; Flow cytometry results showed that compared to Spi1flox/flox mice, Mb1-cre×Spi1flox/flox mice exhibited significantly reduced PU.1 expression levels in bone marrow-derived mononuclear cells, peripheral blood mononuclear cells, and spleen-derived B cells. Moreover, PU.1 exhibited normal expression in other immune cells, such as CD4+ T cells and macrophages. ConclusionBy utilizing the Cre/LoxP system and CRISPR/Cas9 technology, this study successfully generates mice with B cell-specific conditional knockout of the Spi1 gene, providing a reliable animal model for in-depth exploration of the specific role of PU.1 in B cell-related diseases.
4.Analysis of the impact of different body mass indexes on IVF/ICSI outcomes in women
Huiru ZHANG ; Yuanyuan ZHANG ; Yiqi YIN ; Ping ZHOU
Acta Universitatis Medicinalis Anhui 2026;61(8):1464-1471
ObjectiveTo investigate the correlation between different female body mass index (BMI) values and key indicators of in vitro fertilization/intracytoplasmic sperm injection (IVF/ICSI) treatment cycles, as well as their impact on obstetric outcomes. MethodsA retrospective analysis was conducted on data from patients who underwent IVF/ICSI treatment, with 19 834 cycles included after propensity score matching to balance group differences. Based on the Chinese BMI classification standards with extended categories, patients were stratified into five groups: severely underweight (BMI<16), underweight (16.0≤BMI<18.5), normal weight (18.5≤BMI<24.0), overweight (24.0≤BMI<28.0), and obese (BMI≥28.0). Baseline characteristics, ovarian stimulation protocols, treatment processes, and assisted reproductive outcomes were compared among the groups. Additionally, 75 delivered patients with complications were followed up to analyze the association between BMI and pregnancy-related complications. ResultsNo statistically significant differences were observed among the five groups in baseline parameters such as age, duration of infertility, or antral follicle count. Regarding ovarian stimulation protocols and processes, a statistically significant difference was found in the number of IVF oocytes retrieved (P<0.001), with the normal-weight group showing a significantly higher number than both the overweight and obese groups. In terms of assisted reproductive outcomes, no significant differences were observed in biochemical pregnancy rates or birth defect rates. However, cumulative live birth rates differed significantly among the groups (P<0.05), which was significantly higher in the overweight group than in the normal-weight group. Among the 75 followed-up patients, 25 were diagnosed with gestational hypertension, and 22 with gestational diabetes mellitus, of whom overweight and obese individuals accounted for 60.00% and 45.40% of the respective complications. ConclusionFemale BMI is significantly associated with IVF/ICSI outcomes. Pre-pregnancy body mass evaluation should be emphasized in patients with extremely low body weight. Although the live birth rate of overweight and obese patients was comparable to that of the normal-weight group, weight reduction prior to treatment is strongly recommended to minimize risks of miscarriage, preterm birth, and pregnancy complications.
5.Association between amino acids and primary malignant bone tumor: a Mendelian randomization study
LI Xiaoshan ; WANG Manyi ; ZHANG Huiru ; WANG Shuntao ; LIU Xinyue ; ZENG Guqing
Journal of Preventive Medicine 2025;37(12):1252-1256
Objective:
To investigate the causal association between amino acids and the primary malignant bone tumor and its underlying mechanism.
Methods:
Genome-wide association study (GWAS) data of glycine, serine, arginine, glutamine, methionine, and leucine was sourced from the IEU OpenGWAS database and the GWAS Catalog. GWAS data of primary malignant bone tumor were obtained from the FinnGen database. Using each of the six amino acids as the exposure and primary malignant bone tumor as the outcome, two-sample Mendelian randomization (MR) analysis was performed with the inverse-variance weighted method as the primary approach. Multivariable MR analysis was employed to control for collinearity among amino acids. Sensitivity analyses were conducted using Cochran's Q test, MR-Egger regression and the MR Steiger test. The Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis and protein-protein interaction network analysis were explored to explore potential mechanisms and identify key genes.
Results:
MR analysis results indicated a statistically significant causal association between glycine and primary malignant bone tumor (OR=1.719, 95%CI: 1.083-2.728). No significant causal associations were found for the other five amino acids (all P>0.05). Multivariable MR analysis revealed that, after adjusting for the other five amino acids, confirmed a positive causal association between glycine and primary malignant bone tumor (OR=1.512, 95%CI: 1.125-2.031). Sensitivity analyses revealed no significant heterogeneity, horizontal pleiotropy, or reverse causality (all P>0.05). Genes associated with both glycine metabolism and primary malignant bone tumor were enriched in the JAK-STAT signaling pathway, with serine hydroxymethyltransferase 2 (SHMT2) identified as a key gene.
Conclusion
Higher glycine levels may increase the risk of primary malignant bone tumor via the SHMT2-JAK-STAT pathway.
6.Construction and gene identification of CSF1R +/-mice
Yuanyuan Zhou ; Chong Liu ; Anqi Wang ; Huiru Zhang ; Jiaqi Qiu ; Mengjuan Zhu ; Jiajie Tu
Acta Universitatis Medicinalis Anhui 2025;60(5):884-889
Objective:
To constructCSF1R+/-mice and to analyze their genotypes, so as to provide animal model basis for disease pathological mechanism and drug target.
Methods :
A linearized targeting vector was designed according to Cre/Loxp system. A Loxp site was inserted upstream of the 5th exon of theCSF1Rgene, and a neomycin resistance box with Loxp sites on both sides was inserted downstream of the 5th exon. The linearized targeting vector was electroporated into embryonic stem cells. The correctly targeted embryonic stem cells were injected into the blastocysts of C57BL/6J mice to obtain chimeric mice, which were bred with Zp3-Cre mice. The newborn mice were numbered 9-14 days after birth and their tails were cut. The DNA of the mice was extracted, and the genotype of the mice was identified by polymerase chain reaction and agarose gel electrophoresis. The expression of CSF1R in mouse macrophages was detected by flow cytometry. The expression of CSF1R in mouse tissues was detected by Western blot.
Results:
The results of agarose gel electrophoresis showed that 453 bp bands were amplified in wild type mice, and 453 bp and 650 bp bands were amplified in heterozygous mice. The results of flow cytometry showed that the expression of CSF1R in peritoneal macrophages and bone marrow-derived macrophages of CSF1R heterozygous mice was lower than that of WT group(P<0.05). The results of Western blot showed that the expression of CSF1R in spleen, kidney and brain tissue of CSF1R heterozygous group was lower than that of WT group(P<0.05).
Conclusion
CSF1R+/-mice are successfully constructed, reproduced and identified, which provides an animal model basis for further revealing the potential mechanism of CSF1R in immune regulation.
7.Immunoregulatory mechanisms in the aging microenvironment: Targeting the senescence-associated secretory phenotype for cancer immunotherapy.
Haojun WANG ; Yang YU ; Runze LI ; Huiru ZHANG ; Zhe-Sheng CHEN ; Changgang SUN ; Jing ZHUANG
Acta Pharmaceutica Sinica B 2025;15(9):4476-4496
The aging microenvironment, as a key driver of tumorigenesis and progression, plays a critical role in tumor immune regulation through one of its core features-the senescence-associated secretory phenotype (SASP). SASP consists of a variety of interleukins, chemokines, proteases, and growth factors. It initially induces surrounding cells to enter a state of senescence through paracrine mechanisms, thereby creating a sustained inflammatory stimulus and signal amplification effect within the tissue microenvironment. Furthermore, these secreted factors activate key signaling pathways such as NF-κB, cGAS-STING, and mTOR, which regulate the expression of immune-related molecules (such as PD-L1) and promote the recruitment of immunosuppressive cells, including regulatory T cells and myeloid-derived suppressor cells. This process ultimately contributes to the formation of an immunosuppressive tumor microenvironment. Furthermore, the article explores potential anti-tumor immunotherapy strategies targeting SASP and its associated molecular mechanisms, including approaches to inhibit SASP secretion or eliminate senescent cells. Although these strategies have shown promise in certain tumor models, the high heterogeneity among tumor types may result in varied responses to SASP-targeted therapies. This highlights the need for further research into adaptive stratification and personalized treatment approaches. Targeting immune regulatory mechanisms in the aging microenvironment-particularly SASP-holds great potential for advancing future anti-tumor therapies.
8.Case report of severe aplastic anemia complicated by multiple Bacillus cereus infections
Huiru ZHOU ; Liqin ZHANG ; Xiaoxing ZHANG ; Zhijiang SUN
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(8):1074-1078
Patients with severe aplastic anemia(SAA)often present with neutropenia,and are particularly susceptible to infections,especially following immunosuppressive therapy.Bacillus cereus is a ubiquitous,opportunistic pathogen capable of colonizing healthy individuals and causing infections through various routes.Neutropenia is a common feature in many hematologic disorders,placing affected patients at higher risk for Bacillus cereus infections.This report describes a rare case of Bacillus cereus bacteremia with multiple abscesses in a patient with SAA during the neutropenic phase following immunosuppressive therapy.Given the rarity of such presentations,relevant literature was reviewed and the diagnostic and treatment process was analyzed in detail,with the aim of providing clinical insights and improving the management of similar cases.
9.Establishment of a clinical risk scoring model for patients undergoing curative resection of pulmonary metastases from colorectal cancer based on primary tumor lymph node indices
Renshen XIANG ; Qi ZHANG ; Shuaibing LU ; Wenjing YANG ; Deyang KONG ; Yu SUN ; Huiru ZHANG ; Jialiang FAN ; Lin FENG ; Haizeng ZHANG
Chinese Journal of Oncology 2025;47(10):1039-1049
Objective:To analyze the clinicopathological factors affecting the prognosis of patients after curative resection of lung metastases (LMs) from colorectal cancer (CRC) and to construct a clinical risk scoring (CRS) model.Methods:This study retrospectively collected clinicopathological data and follow-up information on 132 patients who underwent radical resection of LMs from CRC at the Cancer Hospital of the Chinese Academy of Medical Sciences between January 2010 and December 2020. We analyzed the clinicopathological factors influencing patient prognosis using univariate and multivariate Cox proportional hazards regression models, and we developed a risk stratification model for prognostic prediction.Results:The median follow-up duration for the cohort of 132 patients was 54.2 months. During this period, 61 patients (46.2%) experienced recurrence or distant metastasis, resulting in a 5-year DFS rate of 54.1%. Additionally, 33 patients (25.0%) died, corresponding to a 5-year overall survival (OS) rate of 76.7%. Univariate Cox proportional hazards regression model analysis indicated that ten clinicopathological factors were significantly associated with OS (all P<0.05). These factors include the total number of lymph nodes (LNs) dissected from the primary tumor (PT) <16, the number of negative LNs from the PT <13, pN(+) of the PT, logarithmic odds of positive lymph nodes (LODDS) of the PT ≥-1.1, lymph nodes ratio (LNR) of the PT ≥0.02, preoperative carcinoembryonic antigen (CEA) level before LMs resection ≥10 ng/ml, the presence of hilar/mediastinal LN metastasis, the number of LMs ≥2, the maximum diameter of LMs ≥2.5 cm, and the necessity for hilar/mediastinal lymphadenectomy. Multivariate Cox proportional hazards regression analysis identified the number of negative LNs <13 ( HR=3.01, 95% CI: 1.28-7.03, P=0.011), pN(+) of the PT ( HR=5.04, 95% CI: 1.51-16.84, P=0.009), preoperative CEA level before LMs resection ≥10 ng/ml ( HR=5.39, 95% CI: 1.80-16.19, P=0.003), the number of LMs ≥2 ( HR=2.47, 95% CI: 1.09-5.60, P=0.030), and the necessity for hilar/mediastinal lymphadenectomy ( HR=2.74, 95% CI: 1.15-6.52, P=0.023) as independent prognostic risk factors. Patients were categorized based on independent risk factors, revealing statistically significant differences in OS across the groups with CRS scores of ≤2, 3~4, and ≥5 ( P<0.001). Conclusions:Independent risk factors associated with LMs from CRC patients include the number of negative LNs <13, pN(+) of the PT, preoperative CEA level before LMs resection ≥10 ng/ml, the number of LMs ≥2, and the necessity for hilar/mediastinal lymphadenectomy. Patients scoring 3 or higher on the CRS model may warrant cautious assessment for the appropriateness of direct surgical treatment.
10.Establishment of a clinical risk scoring model for patients undergoing curative resection of pulmonary metastases from colorectal cancer based on primary tumor lymph node indices
Renshen XIANG ; Qi ZHANG ; Shuaibing LU ; Wenjing YANG ; Deyang KONG ; Yu SUN ; Huiru ZHANG ; Jialiang FAN ; Lin FENG ; Haizeng ZHANG
Chinese Journal of Oncology 2025;47(10):1039-1049
Objective:To analyze the clinicopathological factors affecting the prognosis of patients after curative resection of lung metastases (LMs) from colorectal cancer (CRC) and to construct a clinical risk scoring (CRS) model.Methods:This study retrospectively collected clinicopathological data and follow-up information on 132 patients who underwent radical resection of LMs from CRC at the Cancer Hospital of the Chinese Academy of Medical Sciences between January 2010 and December 2020. We analyzed the clinicopathological factors influencing patient prognosis using univariate and multivariate Cox proportional hazards regression models, and we developed a risk stratification model for prognostic prediction.Results:The median follow-up duration for the cohort of 132 patients was 54.2 months. During this period, 61 patients (46.2%) experienced recurrence or distant metastasis, resulting in a 5-year DFS rate of 54.1%. Additionally, 33 patients (25.0%) died, corresponding to a 5-year overall survival (OS) rate of 76.7%. Univariate Cox proportional hazards regression model analysis indicated that ten clinicopathological factors were significantly associated with OS (all P<0.05). These factors include the total number of lymph nodes (LNs) dissected from the primary tumor (PT) <16, the number of negative LNs from the PT <13, pN(+) of the PT, logarithmic odds of positive lymph nodes (LODDS) of the PT ≥-1.1, lymph nodes ratio (LNR) of the PT ≥0.02, preoperative carcinoembryonic antigen (CEA) level before LMs resection ≥10 ng/ml, the presence of hilar/mediastinal LN metastasis, the number of LMs ≥2, the maximum diameter of LMs ≥2.5 cm, and the necessity for hilar/mediastinal lymphadenectomy. Multivariate Cox proportional hazards regression analysis identified the number of negative LNs <13 ( HR=3.01, 95% CI: 1.28-7.03, P=0.011), pN(+) of the PT ( HR=5.04, 95% CI: 1.51-16.84, P=0.009), preoperative CEA level before LMs resection ≥10 ng/ml ( HR=5.39, 95% CI: 1.80-16.19, P=0.003), the number of LMs ≥2 ( HR=2.47, 95% CI: 1.09-5.60, P=0.030), and the necessity for hilar/mediastinal lymphadenectomy ( HR=2.74, 95% CI: 1.15-6.52, P=0.023) as independent prognostic risk factors. Patients were categorized based on independent risk factors, revealing statistically significant differences in OS across the groups with CRS scores of ≤2, 3~4, and ≥5 ( P<0.001). Conclusions:Independent risk factors associated with LMs from CRC patients include the number of negative LNs <13, pN(+) of the PT, preoperative CEA level before LMs resection ≥10 ng/ml, the number of LMs ≥2, and the necessity for hilar/mediastinal lymphadenectomy. Patients scoring 3 or higher on the CRS model may warrant cautious assessment for the appropriateness of direct surgical treatment.


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