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.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.
3.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.
4.HCV antigen detection method and clinical application
Lanxiang OU ; Wenhui GUO ; Yan YANG ; Chenglong ZHU ; Wenge XING
Chinese Journal of Hepatology 2024;32(2):168-172
Hepatitis C is distributed worldwide and possesses a hidden characteristic. The traditional methods of screening and diagnosis of hepatitis C infection commonly used in clinics are based on anti-HCV antibody and HCV RNA detection. Advances in HCV antigen detection technologies can apparently reduce the window period for anti-HCV antibodies, providing new clinical evidence for the early detection, diagnosis, and treatment of HCV infection. This article is a current review of HCV antigen detection methodologies, clinical applications, and detection strategies.
5.Analysis of the relationship between IL-36γ level in umbilical cord blood and early infant eczema
Xujun LU ; Wenge WANG ; Yunyue YANG ; Yunyan YANG
Tianjin Medical Journal 2023;51(12):1356-1360
Objective To investigate the relationship between early infant eczema and cord blood interleukin(IL)-36γ level.Methods Fifty-nine full-term healthy newborns were selected as the study subjects.General information was collected including gender,birth weight,delivery method,gestational age,maternal age,physical fitness during pregnancy(diabetes,infection,hyperthyroidism and other complications),family history of allergies and intake times of seafood during pregnancy≥3 times.The level of IL-36γ in umbilical cord blood after birth was detected by enzyme-linked immunosorbent assay.The presence and severity of eczema within 42 days were followed up.Multivariate Logistic regression was performed to analyze the influencing factors of early infant eczema,and receiver operating characteristics(ROC)were plotted to evaluate the diagnostic effectiveness.Results Among 59 infants,40 had eczema,of which 35 were mild,5 were moderate and 19 were eczema free.The proportion of seafood intake times≥3 and the level of IL-36γ in umbilical cord blood were higher in the eczema group than those in the no-eczema group(P<0.05).There was no significant difference in IL-36γ level in cord blood between mild and moderate eczema patients.Multivariate Logistic regression analysis showed that the increased level of IL-36γ in umbilical cord blood and≥3 intake times of seafood during pregnancy were risk factors for early infant eczema(P<0.05).ROC results showed that the AUC(95%CI)of umbilical cord blood IL-36γ was 0.743(0.611-0.874),sensitivity was 87.6%,specificity was 57.9%,and truncation value was 103.823 ng/L.Conclusion The elevated level of IL-36γ in umbilical cord blood is an independent risk factor for early infant eczema,and early detection is valuable for predicting the occurrence of infantile eczema.
6.Morphological Identification and Phylogenetic Analysis of Laelapin Mite Species (Acari: Mesostigmata: Laelapidae) from China
Huijuan YANG ; Zhihua YANG ; Wenge DONG
The Korean Journal of Parasitology 2022;60(4):273-279
Laelapinae mites are involved in transmission of microbial diseases between wildlife and humans, with an impact on public health. In this study, 5 mite members in the subfamily Laelapinae (laelapin mites; LM) were morphologically identified by light microscopy, and the phylogenetic relationship of LM was analyzed in combination with the sequence information of part of the LM cytochrome oxidase subunit I (cox1) gene. The morphological identification revealed that 5 mites belonged to the genera Laelaps and Haemolaelaps, respectively. Sequence analysis showed that the ratio of non-synonymous mutation rate to synonymous mutation rate of LM was less than 1, indicating that the LM cox1 gene had undergone purifying selection. Phylogenetic analysis showed that the Laelapinae is a monophyletic group. The genera Haemolaelaps and Hyperlaelaps did not separated into distinct clades but clustered together with species of the genus Laelaps. Our morphological and molecular analyses to describe the phylogenetic relationships among different genera and species of Laelapinae provide a reference for the improvement and revision of the LM taxonomy system.
7.Prevalence of osteoporosis and its influence factors in monitored population in Chongqing
Xuanxuan YANG ; Xianbin DING ; Wenge TANG ; Deqiang MAO ; Can LI ; Liling CHEN
Journal of Public Health and Preventive Medicine 2022;33(1):90-94
Objective To understand the prevalence of osteoporosis and its influence factors in residents of Chongqing, and to provide the reference for osteoporosis prevention and treatment. Methods The data were from “An epidemiological survey of osteoporosis in Chongqing in 2018”, and the multi-stage stratified cluster random sampling method was used to select 1885 subjects (≥20 years old) from 32 villages/neighborhood committee in 4 areas (countries) of Chongqing. The investigation was performed by questionnaire (sociodemographic factors, lifestyle factors, history of orthopedics) and the bone mineral density was measured by QDR 4 500A dual energy X-ray absorptiometry. The chi-square test and multi factor multi-variant logistic regression analysis were utilized to analyze the data, the used software was SPSS 25.0. Results The morbidities of osteoporosis and osteopenia in residents (>20 years old) of Chongqing in China were 12.99% and 48.70%, respectively. The osteoporosis morbidity (19.08%) in females was significantly higher than that (4.42%) in males, and increased with age. The multi-variant logistic regression indicated that women (OR=6.10, 95% CI:4.08-9.14), the past medical history of fracture (OR=1.79, 95%CI:1.18-2.73) and age (OR=16.80, 95% CI:9.19-30.77) were risk factors for osteoporosis; milk intake (OR=0.65, 95%CI:0.47-0.89), overweight (OR=0.51, 95%CI:0.36-0.93)and obesity (OR=0.30, 95%CI:0.19-0.47), as compared with ≤primary school group, junior high school group (OR=0.57, 95%CI:0.39-0.82);≥high school group (0.40, 95%CI:0.26-0.61) were considered to be protective factors for osteoporosis. Conclusion The prevalence of osteoporosis among residents with age above 50 years old of Chongqing was very high. Health education and behavior intervention should be focused on the elderly or female residents to promote the formulation of healthy lifestyle.
8.Investigation on adolescent sexual knowledge among primaryschool students in Hangzhou City
Journal of Preventive Medicine 2022;34(5):530-533
Objective:
To investigate the awareness of adolescent sexual knowledge among primary school students in Hangzhou City, so as to provide insights into adolescent sex education.
Methods:
In May 2021, grades 5 and 6 students were sampled from 5 primary schools in urban areas and 5 primary schools in suburban areas of Hangzhou City. The demographic features, awareness of adolescent sexual knowledge and sources of acquiring adolescent sexual knowledge were investigated using electronic questionnaires, and the awareness of adolescent sexual knowledge were analyzed among primary school students.
Results:
Totally 1 812 students completed valid questionnaires, including 861 grade 5 students ( 47.52% ) and 951 grade 6 students ( 52.48% ), 936 boys ( 53.86% ) and 836 girls (46.14%), and 912 students living in urban areas (50.33%) and 900 students living in suburban areas ( 49.67% ). The awareness rates of adolescent physiological knowledge, adolescent health knowledge, private parts and sexual harassment behaviors were 53.20%, 46.30%, 60.49% and 92.55%, respectively, and the awareness rates of adolescent physiological knowledge ( 69.52% vs. 39.14%; χ2=168.001), adolescent health knowledge (55.74% vs. 38.22%; χ2=55.619 ), private parts ( 72.49% vs. 50.20%; χ2=93.550 ) and sexual harassment behaviors ( 96.05% vs. 89.55%; χ2=27.621 ) were significantly higher in girls than in boys ( all P<0.05 ). The awareness rates of adolescent physiological knowledge ( 63.72% vs. 41.58%; χ2=88.989 ), private parts ( 64.56% vs. 55.98%; χ2=13.926 ) and sexual harassment behaviors ( 93.80% vs. 91.17%; χ2=4.509 ) were significantly greater among grade 6 students than among grade 5 students ( all P<0.05 ), and the awareness rates of adolescent physiological knowledge ( 69.96% vs. 36.22%; χ2=207.041 ), adolescent health knowledge (58.99% vs. 33.44%; χ2=118.903 ) and sexual harassment behaviors ( 96.16% vs. 88.89%; χ2=34.754 ) were significantly higher among students living in urban areas than among students living in suburban areas ( all P<0.05 ). Primary school students mainly acquired sexual knowledge from their parents ( 1 208 students, 66.67% ) and teachers ( 1 161 students, 64.07%), and the source of life was the predominant demand for sexual knowledge ( 969 students, 53.48% ).
Conclusions
The awareness of adolescent sexual knowledge remains to be increased among grade 5 and 6 primary school students in Hangzhou City. More attention paid to male students and students living in suburban areas, and building a school-family-community educational network are recommended to increase the awareness of adolescent sexual knowledge among primary school students.
9.Clinical study of Gushen Jianpi Huashi Decoction combined with irbesartan in the treatment of diabetic nephropathy with spleen and kidney deficiency syndrome
Hairui ZHU ; Jia LIU ; Wenge XIANG ; Daifang BAO ; Weitao YANG
International Journal of Traditional Chinese Medicine 2022;44(5):498-501
Objective:To evaluate the clinical efficacy of Gushen Jianpi Huashi Decoction combined with irbesartan in the treatment of spleen and kidney deficiency syndrome of diabetic nephropathy (DN).Methods:According to random number table method, 97 patients with DN who met the inclusion criteria and from January 2018 to September 2020 were randomly divided into two groups, 48 in the control group and 49 in the study group. The control group took irbesartan on the basis of routine treatment of western medicine, and the study group took Gushen Jianpi Huashi Decoction on the basis of the control group. Both groups were treated for 14 days as a course of treatment, a total of 6 courses of treatment. Traditional Chinese Medicine (TCM) syndrome scores were performed before and after treatment, BUN and SCr levels were detected by automatic biochemical instrument, and serum IL-6, TNF-α, and CRP levels were detected by ELISA. The Urinary microalbumin excretion rate (UAER) was measured by radioimmunoassay, and the clinical efficacy was evaluated and adverse reactions were recorded.Results:The total effective rate was 91.8% (45/49) in the study group and 75.0% (36/48) in the control group, and there was significant difference between the two groups ( χ2=4.99, P=0.025). The scores of TCM syndrome in the study group was significantly lower than that of the control group ( t=29.75, P<0.01). After treatment, the serum BUN [(4.49 ± 0.68) mmol/L vs. (5.16 ± 0.61) mmol/L, t=5.11], SCr [(63.42 ± 4.09) μmol/L vs. (69.01 ± 4.35) μmol/L, t=6.52] and UAER [(72.58 ± 5.88) μg/min vs. (85.63 ± 6.49) μg/min, t=10.44] in the study group were significantly lower than those in the control group ( P<0.01), the serum IL-6, CRP and TNF-α levels in the study group were significantly lower than those in the control group ( t values were 9.44, 7.24 and 18.08, respectively, P<0.01). During the treatment, the incidence of adverse reactions was 14.6% (7/48) in the control group and 16.3% (8/49) in the study group, but there was no significant difference between two groups ( χ2=0.06, P=0.812). Conclusion:The Gushen Jianpi Huashi Decoction combined with irbesartan can improve the renal function of DN patients, reduce the level of inflammatory cytokines and improve the clinical effect.
10.Expression of METTL14 in epithelial ovarian cancer and the effect on cell proliferation, invasion and migration of A2780 and SKOV3 cells
Yousheng WEI ; Desheng YAO ; Li LI ; Yan LU ; Xinmei YANG ; Wenge ZHANG
Chinese Journal of Obstetrics and Gynecology 2022;57(1):46-56
Objective:To study the expression of methyltransferase-like protein 14 (METTL14) in epithelial ovarian cancer and its clinical significance, and to explore the effect of METTL14 expression on the proliferation, invasion and migration of ovarian cancer cells.Methods:Immunohistochemistry (IHC) was used to detect METTL14 expression in tumor tissue samples, and analyze the relationships among METTL14 expression, clinicopathological factors, and prognosis in ovarian cancer. Lentiviral vectors and small interfering RNA (siRNA) were used to up-regulate and down-regulate the METTL14 expression in ovarian cancer cell lines A2780 and SKOV3, respectively. Liquid chromatography-tandem mass spectrometry (LC-MS/MS) method was used to detect the N6-methyladenosine (m6A) content in ovarian cancer cells. Cell counting kit-8 (CCK-8), wound healing assay, and transwell assay were used to examine the function of METTL14 expression in the cells.Results:(1) The IHC score of METTL14 protein was 6.2±3.7 in 20 samples of ovarian cancer tissues and 3.3±2.5 in 15 samples of normal ovarian tissues, and the difference was statistically significant ( t=-2.64, P=0.012). Among the patients who suffered from ovarian cancer, there were 69 cases with high expression of METTL14 protein (IHC score≥6), accounting for 57.0% (69/121), and the cases with low expression of METTL14 protein (IHC score<6) accounting for 43.0% (52/121). Compared with the patients with low expression of METTL14, the patients with high expression of METTL14 had later stages, higher rates of lymph node metastasis, abdominal metastasis, and more ascite amount. The differences were statistically significant (all P<0.05). The overall survival rate was significantly lower in patients with high METTL14 expression than the low expression ( P=0.009). (2) LC-MS/MS data showed that the relative expression of m6A in A2780 and SKOV3 cells in the lentivirus (LV)-METTL14 group were 0.213±0.024 and 0.181±0.018, which were significantly higher than those in the LV-normal control (NC) group (0.109±0.022 and 0.128±0.020; all P<0.05). While the relative expression of m6A in A2780 and SKOV3 cells in the si-METTL14 group were 0.063±0.012 and 0.069±0.015, which were significantly lower than the expression in si-NC group of 0.108±0.014 and 0.121±0.014 (all P<0.05). CCK-8 assay showed that the absorbance values were significantly lower in the si-METTL14 group compared with the si-NC group at 36, 48, 60 hours (all P<0.05); while were significantly increased in the LV-METTL14 group compared with the LV-NC group at 48, 60 hours (all P<0.01). Scratch wound assays showed that the migration rate of the si-METTL14 group was lower than those of the si-NC group, while the LV-METTL14 group were higher than the LV-NC group by 24 hours, the differences were statistically significant (all P<0.01). Cell migration and invasion were detected by transwell migration and invasion assays. After cultivated for 24 hours, the invasion cell number and the migration cell number in the si-METTL14 group were less than those in the si-NC group. While the invasion cell number and the migration cell number in the LV-METTL14 group were more than those in the LV-NC group, respectively. The differences were statistically significant (all P<0.01). Conclusion:Patients with high METTL14 expression have a worse prognosis in ovarian cancer, which may increase the m6A modification of ovarian cancer cells and promote cells proliferation, invasion and migration.


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