1.Joint Relation Extraction of Famous Medical Cases with CasRel Model Combining Entity Mapping and Data Augmentation
Yuxin LI ; Xinghua XIANG ; Hang YANG ; Dasheng LIU ; Jiaheng WANG ; Zhiwei ZHAO ; Jiaxu HAN ; Mengjie WU ; Qianzi CHE ; Wei YANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(2):218-225
ObjectiveTo address the challenges of unstructured classical Chinese expressions, nested entity relationships, and limited annotated data in famous traditional Chinese medicine(TCM) case records, this study proposes a joint relation extraction framework that integrates data augmentation and entity mapping, aiming to support the construction of TCM diagnostic knowledge graphs and clinical pattern mining. MethodsWe developed an annotation structure for entities and their relationships in TCM case texts and applied a data augmentation strategy by incorporating multiple ancient texts to expand the relation extraction dataset. A cascade binary tagging framework for relation triple extraction(CasRel) model for TCM semantics was designed, integrating a pre-trained bidirectional encoder representations from transformers(BERT) layer for classical TCM texts to enhance semantic representation, and using a head entity-relation-tail entity mapping mechanism to address entity nesting and relation overlapping issues. ResultsExperimental results showed that the CasRel model, combining data augmentation and entity mapping, outperformed the pipeline-based Bert-Radical-Lexicon(BRL)-bidirectional long short-term memory(BiLSTM)-Attention model. The overall precision, recall, and F1-score across 12 relation types reached 65.73%, 64.03%, and 64.87%, which represent improvements of 14.26%, 7.98%, and 11.21% compared to the BRL-BiLSTM-Attention model, respectively. Notably, the F1-score for tongue syndrome relations increased by 22.68%(69.32%), and the prescription-syndrome relations performed the best with the F1-score of 70.10%. ConclusionThe proposed framework significantly improves the semantic representation and complex dependencies in TCM texts, offering a reusable technical framework for structured mining of TCM case records. The constructed knowledge graph can support clinical syndrome differentiation, prescription optimization, and drug compatibility, providing a methodological reference for TCM artificial intelligence research.
2.Association between plant-based diet and different types of obesity
ZHOU Mengyi ; SU Danting ; HE Mengjie ; XU Peiwei ; HAN Dan ; HUANG Lichun ; ZHANG Ronghua
Journal of Preventive Medicine 2025;37(8):773-778
Objective:
To investigate the association between plant-based diet and different types of obesity, so as to provide references for obesity prevention.
Methods:
Residents aged 35-75 years from 33 counties (cities, districts) in Zhejiang Province were selected as study subjects using a multistage stratified random sampling method between April and December 2024. Demographic information and living behaviors were collected using questionnaire surveys. Height, weight and waist circumference were measured, and body mass index (BMI) was calculated. BMI ≥28.0 kg/m2 was defined as obesity, waist circumference ≥90 cm in males or ≥85 cm in females was defined as central obesity, and individual with obesity who also had central obesity was defined as having compound obesity. Food intake over a 3-day period was collected using the consecutive 3-day 24-hour dietary recall method. The plant diet index (PDI), healthful plant diet index (HPDI), and unhealthful plant diet index (UPDI) were calculated, and categorized into quintiles (Q1-Q5) based on their distribution. Association between the PDI, PDI, UPDI and different types of obesity were analyzed using multivariable logistic regression models.
Results:
A total of 4 882 individuals were surveyed, including 2 233 males (45.74%) and 2 649 females (54.26%). The average age was (55.42±12.14) years. There were 537 individuals of obesity, 1 718 individuals of central obesity, and 500 individuals of compound obesity, with detection rates of 11.00%, 35.19%, and 10.24%, respectively. Multivariable logistic regression analysis showed that, after adjusting for demographic information and living behaviors, compared with Q1 group, HPDI Q5 group showed a 29.6% lower risk of obesity (OR=0.704, 95%CI: 0.525-0.943) and a 32.1% lower risk of compound obesity (OR=0.679, 95%CI: 0.502-0.918). Conversely, the UPDI Q5 group exhibited a 39.5% higher risk of obesity (OR=1.395, 95%CI: 1.032-1.886) and a 39.8% higher risk of compound obesity (OR=1.398, 95%CI: 1.025-1.907). No statistically significant association was found between PDI and obesity, central obesity, and compound obesity (all P>0.05). As HPDI increased, the risks of obesity and compound obesity showed decreasing trends; as UPDI increased, the risks of obesity and compound obesity showed increasing trends (all Ptrend<0.05).
Conclusion
A healthful plant-based diet is associated with reduced risks of obesity and compound obesity, while an unhealthful plant-based diet is associated with increased risks of obesity and compound obesity.
3.Survey on monkeypox knowledge awareness, risk perception and vaccination intention in men who have sex with men in five cities in northeast China
Lingling LI ; Mengjie HAN ; Fan LYU ; Houlin TANG ; Jie YANG ; Wei ZHANG ; Jinrui ZHANG ; Caidong SUN ; Yanjiao CUI ; Yang ZHENG ; Fangfang CHEN
Chinese Journal of Epidemiology 2024;45(1):128-133
Objective:To understand the monkeypox knowledge awareness, risk perception and vaccination intention in men who have sex with men (MSM) in five cities in northeast China.Methods:A cross-sectional study was conducted by using electronic questionnaire in MSM selected by convenience sampling in five cities in northeast China (Shenyang, Panjin, Changchun, Harbin and Jiamusi) from June 28 to July 8, 2023 by local centers for disease control and prevention and MSM communities. The sample size was estimated to be 220. Information about their demographics, monkeypox-related knowledge awareness, perceived concern about epidemic risk perception, and monkeypox vaccination intention were collected. Logistic regression model was used to analyze related factors for MSM's monkeypox vaccination intention.Results:In 355 MSM, 63.9% (227/355) had monkeypox vaccination intentions, and 55.5% (197/355) had high awareness of monkeypox related knowledge with a mean knowledge awareness score of 3.7±1.5. MSM with education level of high-school and above (a OR=1.93, 95% CI:1.01-3.69), higher knowledge awareness score (a OR=1.19, 95% CI:1.02-1.40) and higher risk perception of monkeypox infection (a OR=1.82, 95% CI:1.15-2.88), were more willing to receive monkeypox vaccination. The main reasons for willingness to receive monkeypox vaccine were preventing monkeypox (86.3%, 196/227) and worrying about appearance being affected (62.1%, 141/227). The main reasons for unwillingness for the vaccination included concerns about vaccine safety (53.1%, 68/128), clinical progression of AIDS being affected (46.1%, 59/128) and efficacy of antiretroviral therapy being affected (44.5%, 57/128). Conclusions:The levels of knowledge awareness and vaccine intentions still need to be improved among MSM in five cities of northeast China. It is necessary to improve the awareness of monkeypox and intention of monkeypox vaccination, promote protected sex behavior and self-assessment of infection risk, reduce vaccine hesitancy and increase monkeypox vaccination intention in MSM in 5 cities in northeast China.
4.Analysis of current status and related factors of breakfast among primary and secondary school students in Zhejiang Province
ZHAO Dong, SU Danting, ZOU Yan, HUANG Lichun, HE Mengjie, HAN Dan, GU Wei, ZHANG Ronghua
Chinese Journal of School Health 2024;45(9):1260-1263
Objective:
To understand current status and related factors of breakfast among primary and secondary school students in Zhejiang Province, so as to provide a scientific basis for improving breakfast habits of primary and secondary school students.
Methods:
During May to November of 2023, 33 326 students from grade four to six of primary schools and grade one to two of secondary schools were selected from 90 counties and cities in Zhejiang Province by using the stratified cluster random sampling method. General information and breakfast consumption were collected by questionnaire. Multivariate Logistic regression was used to analyze the related factors of breakfast.
Results:
About 81.29% of the primary and secondary school students reported regular breakfast consumption. The rate of regular breakfast consumption was higher on the school days (92.23%) than on the weekends (85.17%), and higher in primary school students (85.83%) compared to secondary school students (74.71%), with statistically significant differences ( χ 2=827.42, 655.03, P <0.01). About 49.19% of primary and secondary school students had their breakfast within 10 minutes or less, and 83.30% of primary and secondary school students had 3-5 food groups for breakfast. The proportions of students who consumed cereals and potatoes, milk, and eggs were respectively 18.76%, 28.85%, 14.63%. About 22.84%, 28.00 %, 32.60% and 32.23% of the students had no meat, soybeans, vegetables and fruits in their breakfast. The results of multivariate Logistic regression analysis showed that girls, rural area, secondary school, place of living (dormitory, others), migrant parent (one or both outside the hometown), late bedtime (22:00-22:59, 23:00 and later) and late wake up time (9:00 and later) on the weekends were positively correlated with no having breakfast every day ( OR=1.22, 1.40, 1.46, 1.20, 1.20, 1.34, 1.36, 1.41 , 3.51, 2.32, P <0.05). The time of physical activity per day (30-<60, 60-<90, 90-120, >120 min), bedtime (21:00-21:59, 22:00-22:59) and wake up time (6:00-6:59, 7:00-7:59) on school days were negatively correlated with no having breakfast every day ( OR=0.75, 0.64, 0.67, 0.64, 0.77, 0.82, 0.75, 0.67, P <0.05).
Conclusions
There is a considerable number of primary and secondary school students with irregular breakfast consumption, which are related to multiple factors. Therefore, it is necessary to strengthen nutrition education and improve the behavior of breakfast for primary and secondary school students.
5.Exploration of the Mechanism of Baihe Dihuang Decoction in Treating Insomnia with Intestinal Flora Disturbance in Mice Based on TLR4/NF-κB/MLCK Pathway
Yajing WANG ; Weili YANG ; Yanrui LIU ; Haoyue LI ; Shicheng HAN ; Mengjie ZHANG ; Xi WANG
Traditional Chinese Drug Research & Clinical Pharmacology 2024;35(5):681-693
Objective Based on TLR4/NF-κB/MLCK pathway,the therapeutic effect and mechanism of Baihe Dihuang Decoction on insomnia with intestinal flora disturbance in mice induced by p-chlorophenlalanine(PCPA)and multi-factor stimulation were studied.The aim is to provide theoretical basis for clinical use.Methods Eighty-four KM mice were randomly divided into normal group,model group,positive group(Diazepam,1.38 mg·kg-1),Baihe group(2.25 g·kg-1),Dihuang group(2.25 g·kg-1)and Baihe Dihuang Decoction group(4.5 g·kg-1).Insomnia mouse model was established by intraperitoneal injection of PCPA for 2 days combined with 4 weeks of multi-factor stimulation,including stimulating the tail with forceps clip for 2 minutes,reversing day and night for 24 hours,wetting the padding for 24 hours,tilting the cage at 45° for 24 hours,alternating the cages for 24 hours,fasting food for 24 hours,and getting cold bath for 3 minutes,etc.After successfully modeling,corresponding drug treatment was given.The anxiety-like behavior of mice was observed by elevated cross maze system.The latency and duration of sleep were observed by righting reflex experiment.16sRNA sequencing was used to analyze the composition and structure of intestinal flora in mice.The concentration changes of γ-aminobutyric acid(GABA),glutamic acid(Glu),tryptophan(Trp),5-hydroxytryptophan(5-HTP)and 5-hydroxytryptamine(5-HT)in brain and colon were detected by liquid chromatography-mass spectrometry(LC-MS).Immunohistochemical method was used to detect the expressions of zona atresia protein 1(ZO-1)and Occludin in colon.Real-time fluorescence quantitative PCR(qRT-PCR)was used to detect the genes including interleukin-1β(IL-1β),interleukin-6(IL-6),tumor necrosis factor-α(TNF-α),ZO-1,Occludin,Toll-like receptor 4(TLR4),nuclear factor κB(NF-κB)and myosin light chain kinase(MLCK)in colonic tissue.Western Blot was used to detect the expressions of TLR4,NF-κB,phosphorylated nuclear factor κB(p-NF-κB),MLCK,myosin light chain(MLC)and phosphorylated myosin light chain(p-MLC)in colonic epithelial tissue.Results Compared with the normal group,the distance of entering the open arm and the duration of stay in the open arm of model group in the elevated cross maze were significantly shortened(P<0.05).The sleep latency was significantly prolonged,and the sleep duration was significantly shortened(P<0.05).The richness and uniformity of intestinal flora were decreased(P<0.05,P<0.01).The concentration of neurotransmitters GABA,Trp,5-HTP and 5-HT in the brain decreased significantly(P<0.01),while the concentration of Glu increased significantly(P<0.01).The concentration of GABA and Glu in colon decreased significantly(P<0.01),while the concentration of Trp,5-HTP and 5-HT increased significantly(P<0.01).The expression levels of inflammatory factors IL-1β,IL-6 and TNF-α in colonic tissue were significantly increased(P<0.01),and the expression levels of ZO-1 and Occludin genes and proteins were significantly decreased(P<0.01).The gene expression levels of TLR4,NF-κB and MLCK were significantly increased(P<0.01),and the protein expression levels of TLR4,p-NF-κB,MLCK and p-MLC were significantly increased(P<0.01).Compared with the model group,Baihe Dihuang Decoction could significantly prolong the distance of entering the open arm and the duration of stay in the open arm of insomnia mice in the elevated cross maze(P<0.05).The sleep latency was significantly shortened,and the sleep duration was significantly increased(P<0.05).The richness and uniformity of intestinal flora were increased(P<0.05,P<0.01).The concentration of neurotransmitters GABA,Trp,5-HTP and 5-HT in brain was increased(P<0.05,P<0.01),and the concentration of Glu was decreased(P<0.01).The concentration of GABA and Glu in colon was increased(P<0.01),while the concentration of Trp,5-HTP and 5-HT was decreased(P<0.05,P<0.01).The expression levels of IL-1β,IL-6 and TNF-α genes were down-regulated(P<0.01),the expression levels of ZO-1 and Occludin genes and proteins were up-regulated(P<0.01),TLR4,NF-κB,MLCK gene expression levels and TLR4,p-NF-κB,MLCK,p-MLC protein expression levels were down-regulated in the pathway(P<0.01).Conclusion Baihe Dihuang Decoction can effectively treat insomnia with intestinal flora disorders.Its mechanism of action may be related to the regulation of brain and intestinal neurotransmitter disorders,down-regulating TLR4/NF-κB/MLCK signaling pathway,and up-regulating tight junction proteins expression,reducing inflammatory responses,and then repairing the mechanical barrier of intestinal mucosa.
6.Ethical exploration of clinical research empowered by remote collection of digital health technology
Zhonglin CHEN ; Xingyi LI ; Yu FENG ; Huihui HAN ; Yao YAO ; Mengjie YANG ; Xumin HOU
Chinese Medical Ethics 2024;37(6):693-698
In recent years,with the gradual maturity of achievable remote collection of digital health technology,more and more clinical research have applied this technology to improve the quality of data collection and reduce the burden on subjects.However,its technological characteristics of detachment from the diagnostic and treatment environment and real-time transmission of sensitive information also pose corresponding risks to the protection of subjects'rights and interests and data standardization management,among which personal information protection and data control permissions are more prominent issues.Based on risk analysis and regulatory review,this paper explored the responsibilities of multiple parties,including the sponsors,researchers,clinical trial institutions,and ethics committee,as well as proposed five elements of special concern for ethical review,with a view to providing a reference for promoting the standardized development of digital health technology in clinical research.
7.Report of six cases with mast cell leukemia and a literature review
Feng ZHU ; Yuan YU ; Chunyan CHEN ; Wenbing DUAN ; Qian JIANG ; Rui YAN ; Yu SUN ; Yanqiu HAN ; Jing ZHANG ; Huan WANG ; Qiurong ZHANG ; Suning CHEN ; Wanhui YAN ; Mengjie CAI ; Zhibo ZHANG ; Jia YIN ; Qian WANG
Chinese Journal of Internal Medicine 2024;63(10):996-1000
From October 2021 to February 2023, we retrospectively analyzed the clinical and laboratory data of six patients (three male and three female, median age: 54 years, age range: 29-73 years) with mast cell leukemia (MCL) diagnosed in the First Affiliated Hospital of Soochow University (The Mastocytosis Collaborative Network of China). All patients had acute MCL, with at least one C-finding present. The main clinical presentations were hypoalbuminemia ( n=4), fatigue ( n=3), fever ( n=2), abdominal discomfort ( n=2), osteolytic lesions ( n=2), dizziness ( n=1), skin flushing ( n=1), and weight loss ( n=1). Splenomegaly and lymphadenopathy were noted in six and three patients, respectively. Six patients were strongly positive for CD117, five were positive for CD30 and CD25, and four were positive for CD2. Four patients had a normal karyotype and two patients had an abnormal karyotype. Gene mutations were detected in 4/6 cases. The median serum tryptase level was 24.9 (range: 20.1-171.9) μg/L. Two patients were treated with venetoclax and azacitidine for induction (one patient achieved partial remission by combination with afatinib, while there was no remission after combination with dasatinib in the other patient). Two patients did not achieve complete remission despite treatment with cladribine and imatinib, respectively. One patient treated with interferon combined with glucocorticoids was lost to follow-up, and one patient abandoned treatment. The follow-up time ranged from 1.1 to 21.7 months. Three patients died and two survived. Overall, MCL is a rare subtype of systemic mastocytosis with heterogeneous clinical course, and these patients have poor outcome. A better understanding of the clinical characteristics, treatment, and prognosis of MCL is urgently needed.
8.Progress in research of HIV testing services between 2020 and 2022
Yi LIU ; Dongmin LI ; Mengjie HAN
Chinese Journal of Epidemiology 2023;44(11):1831-1836
As a key measure for the diagnosis of HIV infection, HIV testing is essential for AIDS prevention and control. During the COVID-19 pandemic, the number of HIV testing provided through medical health institutions and social organizations was significantly decreased. The demand for HIV self-testing increased rapidly during the COVID-19 pandemic, and HIV self-testing has become an important supplement to HIV testing in medical institutions. During the COVID-19 pandemic, HIV testing was mainly affected by medical services, COVID-19 prevention and control measures, individual's willingness to undergo testing, the number of sex partners and other factors in terms of both supply and demand. This article summarizes the overall impact of the COVID-19 pandemic on HIV testing, including different testing methods, the related factors and strategies for the improvement of HIV testing. The goal is to provide evidence-based insights for strengthening HIV testing services during infectious diseases pandemic.
9.Fibrillarin promotes homologous recombination repair by facilitating the recruitment of recombinase RAD51 to DNA damage sites.
Yanhua MU ; Jinhua HAN ; Mingjie WU ; Zongfang LI ; Ke DU ; Yameng WEI ; Mengjie WU ; Jun HUANG
Journal of Zhejiang University. Science. B 2023;24(12):1165-1173
Eukaryotic organisms constantly face a wide range of internal and external factors that cause damage to their DNA. Failure to accurately and efficiently repair these DNA lesions can result in genomic instability and the development of tumors (Canela et al., 2017). Among the various forms of DNA damage, DNA double-strand breaks (DSBs) are particularly harmful. Two major pathways, non-homologous end joining (NHEJ) and homologous recombination (HR), are primarily responsible for repairing DSBs (Katsuki et al., 2020; Li and Yuan, 2021; Zhang and Gong, 2021; Xiang et al., 2023). NHEJ is an error-prone repair mechanism that simply joins the broken ends together (Blunt et al., 1995; Hartley et al., 1995). In contrast, HR is a precise repair process. It involves multiple proteins in eukaryotic cells, with the RAD51 recombinase being the key player, which is analogous to bacterial recombinase A (RecA) (Shinohara et al., 1992). The central event in HR is the formation of RAD51-single-stranded DNA (ssDNA) nucleoprotein filaments that facilitate homology search and DNA strand invasion, ultimately leading to the initiation of repair synthesis (Miné et al., 2007; Hilario et al., 2009; Ma et al., 2017).
Recombinational DNA Repair
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DNA-Binding Proteins/metabolism*
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DNA Repair
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DNA Damage
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DNA
10.Study on effects of Jianpi Qinghua Decoction on hepatocyte apoptosis in nonalcoholic fatty liver disease model mice
Xu HAN ; Mengjie CAI ; Qingguang CHEN ; Jing TIAN ; Hao LU
International Journal of Traditional Chinese Medicine 2023;45(11):1382-1385
Objective:To study the effects of Jianpi Qinghua Decoction on hepatocyte apoptosis under non-alcoholic fatty liver disease (NAFLD), and to discuss its mechanism.Methods:Totally 29 C57 mice were randomly selected and fed a 60% high fat diet for 16 weeks, while the remaining 6 mice were given regular feed as the normal group. After successful modeling, 12 mice with larger body weight were divided into TCM group and model group using a random number table method, while continuing to receive high-fat feed. The TCM group was orally administered Jianpi Qinghua Decoction 20.961 g/kg. The normal group and model group were orally administered an equal volume of distilled water once a day, with continuous intervention for 4 weeks. The levels of GOT and GPT in blood were detected by ELISA, the deposition of triglyceride in liver was detected by oil red O, and the apoptosis of liver cells was detected by TUNEL fluorescence staining. Western blot was used to detect the expressions of cleaved Caspase-3, Caspase-3, Bax, Bcl-2, JNK and p-JNK.Results:Compared with the model group, the body weight and GPT in the TCM group significantly decreased ( P<0.05), TG deposition was significantly reduced, apoptosis range of liver cells was significantly reduced, and cleaved Caspase-3/Caspase-3, p-JNK/JNK and the expression of Bax significantly decreased ( P<0.05). The expression of Bcl-2 increased ( P<0.05). Conclusion:Jianpi Qinghua Decoction can inhibit JNK protein phosphorylation and effectively reduce liver cell apoptosis in NAFLD mice, which may delay the progression of NAFLD towards cirrhosis and liver cancer.


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