1.Construction and Validation of a Large Language Model-Based Intelligent Pre-Consultation System for Traditional Chinese Medicine
Yiqing LIU ; Ying LI ; Hongjun YANG ; Linjing PENG ; Nanxing XIAN ; Kunning LI ; Qiwei SHI ; Hengyi TIAN ; Lifeng DONG ; Lin WANG ; Yuping ZHAO
Journal of Traditional Chinese Medicine 2025;66(9):895-900
ObjectiveTo construct a large language model (LLM)-based intelligent pre-consultation system for traditional Chinese medicine (TCM) to improve efficacy of clinical practice. MethodsA TCM large language model was fine-tuned using DeepSpeed ZeRO-3 distributed training strategy based on YAYI 2-30B. A weighted undirected graph network was designed and an agent-based syndrome differentiation model was established based on relationship data extracted from TCM literature and clinical records. An agent collaboration framework was developed to integrate the TCM LLM with the syndrome differentiation model. Model performance was comprehensively evaluated by Loss function, BLEU-4, and ROUGE-L metrics, through which training convergence, text generation quality, and language understanding capability were assessed. Professional knowledge test sets were developed to evaluate system proficiency in TCM physician licensure content, TCM pharmacist licensure content, TCM symptom terminology recognition, and meridian identification. Clinical tests were conducted to compare the system with attending physicians in terms of diagnostic accuracy, consultation rounds, and consultation duration. ResultsAfter 100 000 iterations, the training loss value was gradually stabilized at about 0.7±0.08, indicating that the TCM-LLM has been trained and has good generalization ability. The TCM-LLM scored 0.38 in BLEU-4 and 0.62 in ROUGE-L, suggesting that its natural language processing ability meets the standard. We obtained 2715 symptom terms, 505 relationships between diseases and syndromes, 1011 relationships between diseases and main symptoms, and 1 303 600 relationships among different symptoms, and constructed the Agent of syndrome differentiation model. The accuracy rates in the simulated tests for TCM practitioners, licensed pharmacists of Chinese materia medica, recognition of TCM symptom terminology, and meridian recognition were 94.09%, 78.00%, 87.50%, and 68.80%, respectively. In clinical tests, the syndrome differentiation accuracy of the system reached 88.33%, with fewer consultation rounds and shorter consultation time compared to the attending physicians (P<0.01), suggesting that the system has a certain pre- consultation ability. ConclusionThe LLM-based intelligent TCM pre-diagnosis system could simulate diagnostic thinking of TCM physicians to a certain extent. After understanding the patients' natural language, it collects all the patient's symptom through guided questioning, thereby enhancing the diagnostic and treatment efficiency of physicians as well as the consultation experience of the patients.
2.Analysis of pediatric flexible flatfoot screening and associated factors among children aged 7-8 in Changzhou City
Chinese Journal of School Health 2024;45(10):1471-1475
Objective:
To analyze the prevalence and related factors of pediatric flexible flatfoot (PFF) among 7-8 year old children in Changzhou, so as to provide a feasible basis for the prevention and treatment of PFF.
Methods:
From December 2023 to February 2024, a total of 1 685 children aged 7-8 from 10 primary schools in Changzhou were selected by stratified cluster random sampling method, and screened for PFF by using a foot optical assessment recording device. Information including sex, body mass index (BMI), diet, exercise and shoe wearing habits were collected. The valgus angle of the hindfoot was measured on the body surface by using an orthopedic measuring ruler in the standing position. Pain levels were evaluated by using visual analogue score (VAS) for children with flatfoot syndrome. Multivariate Logistic analysis was used to analyze related factors of PFF.
Results:
The overall detection rate of PFF was 27.4%, and there was a significant difference in the detection rate of PFF between boys and girls, with 30.3% and 24.1% respectively ( χ 2=7.96, P < 0.01 ). Most cases of PFF were mild flatfoot (60.8%) and bilateral ( 60.4% ). Approximately 13.2% of children with PFF had flatfoot syndrome, with a mean VAS of (2.86±0.73). About 56.1% of children with PFF had a normal valgus angle of the hindfoot. Sex, high BMI and preference for shoe last with front upturned shoe shape were positively correlated with the detection of PFF ( OR= 1.74, 1.54, 1.13, P <0.05). After stratified by sex, regular exercise in boys and age in girls were negatively correlated with the detection of PFF ( OR=0.40, 0.64, P <0.05).
Conclusions
The detection rate of PFF in 7-8 year old children is high. Additionally, PFF combined with flatfoot syndrome or valgus hindfoot is relatively rare and is likely to be underestimated, which emphasizes the importance of early detection and intervention for PFF.
3.Expert consensus on cryoablation therapy of oral mucosal melanoma
Guoxin REN ; Moyi SUN ; Zhangui TANG ; Longjiang LI ; Jian MENG ; Zhijun SUN ; Shaoyan LIU ; Yue HE ; Wei SHANG ; Gang LI ; Jie ZHNAG ; Heming WU ; Yi LI ; Shaohui HUANG ; Shizhou ZHANG ; Zhongcheng GONG ; Jun WANG ; Anxun WANG ; Zhiyong LI ; Zhiquan HUNAG ; Tong SU ; Jichen LI ; Kai YANG ; Weizhong LI ; Weihong XIE ; Qing XI ; Ke ZHAO ; Yunze XUAN ; Li HUANG ; Chuanzheng SUN ; Bing HAN ; Yanping CHEN ; Wenge CHEN ; Yunteng WU ; Dongliang WEI ; Wei GUO
Journal of Practical Stomatology 2024;40(2):149-155
Cryoablation therapy with explicit anti-tumor mechanisms and histopathological manifestations has a long history.A large number of clinical practice has shown that cryoablation therapy is safe and effective,making it an ideal tumor treatment method in theory.Previously,its efficacy and clinical application were constrained by the limitations of refrigerants and refrigeration equipment.With the development of the new generation of cryoablation equipment represented by argon helium knives,significant progress has been made in refrigeration efficien-cy,ablation range,and precise temperature measurement,greatly promoting the progression of tumor cryoablation technology.This consensus systematically summarizes the mechanism of cryoablation technology,indications for oral mucosal melanoma(OMM)cryotherapy,clinical treatment process,adverse reactions and management,cryotherapy combination therapy,etc.,aiming to provide reference for carrying out the standardized cryoablation therapy of OMM.
4.Analysis of risk factors for hemorrhage during CT-guided lung biopsy based on a random forest model
Yong LI ; Xiaohui ZHAO ; Fang LIU ; Wenge XING ; Fengjuan LI ; Jinhai SHI ; Jiaxin LIU ; Chengmin YANG
Chinese Journal of Blood Transfusion 2024;37(10):1110-1114,1121
Objective To systematically analyze and identify key risk factors for postoperative pulmonary hemorrhage u-sing a combination of the random forest(RF)model and traditional logistic regression analysis,so as to provide data support for clinical practice.Methods This study included patients who underwent needle biopsy of lung masses from January 2020 to December 2023 in the Department of Interventional Therapy,Cancer Hospital,Tianjin Medical University.There were 844 cases,including 387 males and 457 females,ranging in age from 39 to 82 years.Clinical data and puncture-related characteristics were collected,including tumor size,puncture depth,puncture angle,presence of emphysema,lesion loca-tion in the lung,body position during puncture,whether the puncture passed through the interlobar fissure,and the number of punctures.The RF model was used to rank the importance of all variables,identifying those with the highest predictive value.Subsequently,a multivariate logistic regression model was applied to the top-ranked important variables to further e-valuate their independent impact on postoperative pulmonary hemorrhage.Results The RF model results showed that tumor size and puncture depth had the highest importance in predicting the risk of postoperative pulmonary hemorrhage.Multivari-ate logistic regression analysis further confirmed that smaller tumor size(HR:0.980,95%CI:0.971-0.989,P<0.05)was significantly associated with a lower risk of hemorrhage,while greater puncture depth(HR:1.146,95%CI:1.063-1.235,P<0.05)was closely related to a higher risk of hemorrhage.Additionally,other factors such as puncture angle,age,lesion location in the lung and presence of emphysema showed some influence but did not reach statistical significance in the multi-variate analysis.Conclusion This study successfully identified tumor size and puncture depth as independent risk factors for postoperative pulmonary hemorrhage by combining the RF model with multivariate logistic regression analysis.The appli-cation of the RF model improved the accuracy of feature selection,allowing us to focus on the most contributory predictive variables.These findings provide important support for preoperative risk assessment,suggesting that clinicians should priori-tize these key factors in preoperative evaluations to develop safer and more effective surgical plans,thereby reducing the risk of postoperative hemorrhage and other complications.
5.The efficacy and safety of computed tomography-guided percutaneous cryoablation for malignant liver tumors at high-risk sites
Weihao ZHANG ; Xiaohui ZHAO ; Yan WANG ; Haipeng YU ; Wenge XING ; Tongguo SI
Chinese Journal of Internal Medicine 2024;63(8):762-768
Objective:To assess the efficacy and safety of computed tomography (CT)-guided percutaneous cryoablation in treating malignant liver tumors located explicitly at high-risk sites.Methods:Data were collected retrospectively from patients with malignant liver tumors undergoing percutaneous cryoablation at Tianjin Medical University Cancer Hospital between January 2018 and December 2021. In all, 46 patients with malignant liver tumors at non-high-risk sites were matched 1∶1 according to the maximum tumor diameter. Technical success rate, complete ablation rate, and complications at 12 and 24 months post-surgery were evaluated. A statistical analysis of the ablation effect difference between the high-risk site and non-high-risk site groups was conducted. Univariate and multivariate logistic regression analyses were performed to identify risk factors.Results:Both groups demonstrated a 100% intraoperative technical success rate, and no major complications related to cryoablation were observed. The complete ablation rate was 82.6% (38/46) and 71.7% (33/46) in the high-risk group and 84.8% (39/46) and 73.9% (34/46) in the non-high-risk group at 12 and 24 months, respectively. There was no significant difference in complete ablation rates between the two groups ( P>0.05). Multivariate analysis identified the distance between the tumor edge and high-risk site ≤5 mm and preoperative trans-arterial chemoembolization (TACE) treatment as independent risk factors for cryoablation effect. Conclusion:CT-guided percutaneous cryoablation is a safe and effective approach for patients with malignant liver tumor at high-risk sites. Our results emphasize the importance of proper preoperative planning and intraoperative manipulation.
6.Identification of heat shock protein hsp70 family genes from Rana amurensis and its expression profiles upon infection.
Tingting LIU ; Jingjing GUO ; Zhaodong CHEN ; Yufen LIU ; Legang JING ; Peng LIU ; Wenge ZHAO
Chinese Journal of Biotechnology 2023;39(4):1710-1730
Heat shock proteins (HSPs) widely exist in all organisms, the structures of which are usually extraordinarily conservative. They are also well-known stress proteins that are involved in response to physical, chemical and biological stresses. HSP70 is an important member of the HSPs family. In order to study the roles of amphibians HSP70 during infection, the cDNA sequence of Rana amurensis hsp70 family genes were cloned by homologous cloning method. The sequence characteristics, three-dimensional structure and genetic relationship of Ra-hsp70s were analyzed by bioinformatics methods. The expression profiles under bacterial infection were also analyzed by real-time quantitative PCR (qRT-PCR). Expression and localization of HSP70 protein were tested by immunohistochemical techniques. The results showed that three conservative tag sequences of HSP70 family, HSPA5, HSPA8 and HSPA13, were found in HSP70. Phylogenetic tree analysis indicated four members are distributed in four different branches, and members with the same subcellular localization motif are distributed in the same branch. The relative expression levels of the mRNA of four members were all significantly upregulated (P < 0.01) upon infection, but the time for up-regulating the expression levels were diverse in different tissues. The immunohistochemical analysis showed that HSP70 was expressed to different degrees in the cytoplasm of liver, kidney, skin and stomach tissue. The four members of Ra-hsp70 family have ability to respond bacterial infection to varying degrees. Therefore, it was proposed that they are involved in biological processes against pathogen and play different biological functions. The study provides a theoretical basis for functional studies of HSP70 gene in amphibians.
Heat-Shock Proteins/genetics*
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Phylogeny
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Amino Acid Sequence
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HSP70 Heat-Shock Proteins/metabolism*
;
Stress, Physiological
7.Cloning of adipor1 and adipor2 genes in Rana dybowskii and its expression pattern upon infection.
Dongmei XU ; Yiming LIU ; Yugang SUN ; Yufen LIU ; Peng LIU ; Wenge ZHAO
Chinese Journal of Biotechnology 2023;39(4):1731-1746
Adiponectin receptor 1 (AdipoR1) and Adiponectin receptor 2 (AdipoR2) can bind to adiponectin (AdipoQ) secreted by adipose tissue to participate in various physiological functions of the body. In order to explore the role of AdipoR1 and AdipoR2 in amphibians infected by Aeromonas hydrophila (Ah), the genes adipor1 and adipor2 of Rana dybowskii were cloned by reverse transcription-polymerase chain reaction (RT-PCR) and analyzed by bioinformatics. The tissue expression difference of adipor1 and adipor2 was analyzed by real-time fluorescence quantitative polymerase chain reaction (qRT-PCR), and an inflammatory model of R. dybowskii infected by Ah was constructed. The histopathological changes were observed by hematoxylin-eosin staining (HE staining); the expression profiles of adipor1 and adipor2 after infection were dynamically detected by qRT-PCR and Western blotting. The results show that AdipoR1 and AdipoR2 are cell membrane proteins with seven transmembrane domains. Phylogenetic tree also shows that AdipoR1 and AdipoR2 cluster with the amphibians in the same branch. qRT-PCR and Western blotting results show that adipor1 and adipor2 were up-regulated at different levels of transcription and translation upon Ah infection, but the response time and level were different. It is speculated that AdipoR1 and AdipoR2 participate in the process of bacterial immune response, providing a basis for further exploring the biological functions of AdipoR1 and AdipoR2 in amphibians.
Animals
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Receptors, Adiponectin/metabolism*
;
Phylogeny
;
Adiponectin/metabolism*
;
Cloning, Molecular
;
Ranidae/genetics*
8.Introduction of general population cohort study in southwestern China
Xing ZHAO ; Feng HONG ; Jianzhong YIN ; Wenge TANG ; Gang ZHANG ; Xian LIANG ; Jingzhong LI ; Chaoying CUI ; Xiaosong LI
Chinese Journal of Epidemiology 2023;44(1):40-47
In recent years, the burden of chronic and non-communicable diseases has become more serious in China, and the area specific heterogeneities are obvious. Southwestern China is a vast area with many ethnic groups and distinctive characteristics. While the local health resources are relatively limited, and the prevention and control of high-risk chronic diseases is challenging. In order to comprehensively analyze the disease distribution and potential exposure risk in populations in different ethnic groups in southwestern China, a natural population cohort study in southwestern China (multi-ethnic cohort study) was launched in 2017 with the support of the "Precision Medicine Research" Key Project, National Key Research and Development Program of China. At present, this cohort consists of 119 556 participants aged 30-79 years (18-79 years in Tibet Autonomous Region) and pregnant women in five provinces (municipality), i.e. Sichuan, Yunnan, Guizhou, Tibet, and Chongqing. A large-scale, multi-ethnic, high-quality natural population cohort with biobank has been established. The study has made some significant progress in the evaluation of the health impact of environmental and lifestyle factors in southwestern China and developed an innovative model for large cohort establishment in less developed areas. The results of this study can provide a reference for the establishment and research of large natural population cohorts in complex geographical scenarios, and serve as high-quality basic resources for China's precision medicine research and disease prevention and control decisions in areas with multi-ethnic groups.
9.Cloning and tissue expression analysis of the LepROT gene of Rana dybowskii.
Tong WU ; Tingting LIU ; Yiming LIU ; Xueying ZHAO ; Yufen LIU ; Peng LIU ; Wenge ZHAO
Chinese Journal of Biotechnology 2022;38(5):1859-1873
Leptin receptor overlapping transcript (LepROT) plays multiple roles in the regulation of immune systems. However, very little information is available about the anti-infectious mechanisms of amphibians LepROT. In this study, the cDNA sequence of the Rana dybowskii LepROT gene was determined by using RT-PCR and bioinformatics analysis. Then, the Aeromonas hydrophila (Ah) and lipopolysaccharides (LPS) infected models of R. dybowskii was constructed to obtain histopathological characteristics. Constitutive expression of LepROT mRNA and NF-κB signaling pathway were detected by real-time quantitative PCR. The full-length cDNA of LepROT gene was 396 bp and encoded 131 amino acids. Amino acid sequence analysis revealed LepROT shares 93.74% and 86.39% identity with homologues from other amphibians and mammals respectively, and the LepROT gene was quite conserved among different species. After infection, the relative expression levels of LepROT, NF-κB, IKKα and IKKβ mRNA were all significantly upregulated (P < 0.01), but showed a diverse temporal pattern of up-regulation in different tissues. Therefore, it was proposed that the LepROT gene of R. dybowskii might activate the NF-κB signaling pathway to exert anti-infectious effects, thus providing evidence for further extending the biological function of LepROT.
Animals
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Cloning, Molecular
;
DNA, Complementary
;
Gene Expression Profiling
;
Gene Expression Regulation
;
Mammals/metabolism*
;
NF-kappa B/genetics*
;
Phylogeny
;
RNA, Messenger/genetics*
;
Ranidae/genetics*
10.Gonococcal infections of the penile skin and accessory glands in men: high-frequency ultrasound features and their clinical significance
Wenge FAN ; Qingsong ZHANG ; Xun YE ; Mei WEI ; Zhijiang FAN ; Jing ZHANG ; Ling WANG ; Qiao XUE ; Xiaoyu TAO ; Hao DING ; Jun ZHAO
Chinese Journal of Dermatology 2022;55(6):528-531
Objective:To investigate ultrasonographic manifestations of gonococcal infections of the penile skin and accessory glands in men, and to assess their clinical significance.Methods:From January 2014 to January 2021, male patients with gonococcal infections of the penile skin and accessory glands were collected from Department of Dermatology, Changshu No.1 People′s Hospital. The diagnosis had been confirmed by laboratory examinations, and these patients had not received relevant treatment. The real-time ultrasound imaging system SIEMENS ACUSON X300 was used to examine the penile skin and accessory gland lesions infected with Neisseria gonorrhoeae, with the probe frequency ranging from 7.5 to 15 MHz. Patients with tubular anechoic fluid-filled areas on the high-frequency ultrasound images received a single dose of intramuscular ceftriaxone (1 g) ; those with oval-shaped anechoic fluid-filled areas on the high-frequency ultrasound images received incision and drainage followed by intramuscular injection of ceftriaxone at a dose of 1 g once a day for 5 consecutive days; those with hypoechoic or mixed echoic areas on the high-frequency ultrasound images received intramuscular injection of ceftriaxone at a dose of 1 g once a day for 5 consecutive days, and if the nodules did not regress after 1-month treatment, local resection would be performed. One month after the treatment, the patients were followed up, and the efficacy was evaluated. Results:A total of 32 male patients with gonococcal infections of the penile skin and accessory glands were collected. They were aged 28.54 ± 3.27 years, all had a history of non-marital sexual contact, and the duration from non-marital sexual contact to the onset of symptoms was 4.45 ± 1.03 days. The disease course was 8.64 ± 1.87 days. Lesions were all solitary, and located at the external urethral meatus in 16 cases (50.00%) , at the glans penis in 7 cases (21.88%) , beside the foreskin frenulum in 5 cases (15.62%) , and at the penile raphe in 4 cases (12.50%) . Sixteen patients (50.00%) presented with sinus-like lesions, 9 (28.13%) with abscesses, 7 (21.87%) with nodules, and all had tenderness on palpation. High-frequency ultrasound examination showed tubular anechoic fluid-filled areas in 16 cases (50.00%) , oval-shaped anechoic fluid-filled areas in 7 cases (21.88%) , hypoechoic areas in 5 cases (15.62%) , and mixed echoic areas in 4 cases (12.50%) . Gonococcal infections involved the cavernous body of the urethra in 16 cases (50.00%) , cavernous body of the penis in 5 cases (15.62%) , and subcutaneous tissue of the penis in 11 cases (34.38%) . After the treatment, all the patients were cured.Conclusion:High-frequency ultrasound can be used in the assessment of skin lesions and selection of treatment regimens for male patients with gonococcal infections of the penile skin and accessory glands.


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