1.Development and validation of PhenoRAG: A visualization tool for automated human phenotype ontology term annotation based on large language models and retrieval-augmented generation technology.
Wei ZHONG ; Yousheng YAN ; Kai YANG ; Yan LIU ; Xinyu FU ; Zhengyang YAO ; Chenghong YIN
Chinese Journal of Medical Genetics 2026;43(1):36-43
OBJECTIVE:
To develop a user-friendly visualization application for the automatic annotation of Human Phenotype Ontology (HPO) terms based on large language models and retrieval-augmented generation (RAG) technology, and to validate its performance in an authoritative case dataset.
METHODS:
By integrating the domestic open-source large language model DeepSeek-V3 with RAG technology, an interactive web application was deployed on the Streamlit cloud platform. Using only the latest official HPO dataset as the data source, the lightweight sentence-embedding model BAAI/bge-small-en-v1.5 was employed to construct a FAISS vector index. During the online phase, a four-step closed-loop process is automatically completed: multilingual translation, phenotype phrase extraction, RAG candidate retrieval, term mapping, and official database validation. 121 English case reports publicly released by BMJ Case Reports and Oxford Medical Case Reports (with a gold-standard HPO set of 1 794 terms) were selected for application validation. Precision, recall, and F1 score were calculated and compared horizontally with traditional dictionary tools, standalone large language models, and the similar application "RAG-HPO". Finally, replace the model with the more advanced ChatGPT-5 and evaluate its performance on the newly extracted dataset.
RESULTS:
An HPO term automatic annotation visualization application named PhenoRAG, based on large language models and RAG technology, was successfully developed. Users can access it directly via a web link. Across the 112 cases, a total of 2 150 HPO terms were generated; 2,064 (96.0%) were fully validated by the official database, with a hallucination rate of 1.3% and an HPO ID-name mismatch rate of 2.7%. After deduplication, 1,906 terms remained for testing. The overall precision was 63.65%, recall was 67.34%, and F1 was 65.44%, significantly outperforming traditional annotation tools (F1: 0.45-0.49, P < 0.001). Although PhenoRAG's F1 was lower than that of RAG-HPO (F1 = 0.78, P < 0.001), which relies on a manually constructed synonym database of 54 000 entries plus the HPO dataset, it requires no additional dictionary maintenance and can be used without any background in computer programming. Moreover, after switching to the GPT-5 model, PhenoRAG exhibited no hallucination rate on the new dataset, and its F1 score significantly increased (P = 0.038).
CONCLUSION
Without constructing a synonym database, the PhenoRAG achieved high-accuracy automatic mapping from clinical text to standard HPO terms. It features a low usage threshold, free access, and a Chinese-language interface, and can directly serve rare disease diagnosis, genetic counseling, and research scenarios in China and worldwide, warranting further clinical promotion and multicenter validation.
Humans
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Phenotype
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Biological Ontologies
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Language
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Software
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Large Language Models
2.Effect of bufalin on lactate dehydrogenase A and regulatory T cells in the tumor microenvironment of hepatocellular carcinoma in mice
Fangjing YU ; Xinyu FU ; Bin ZHANG ; Yan DONG ; Yujun LI ; Xiaonan CUI
Journal of China Medical University 2025;54(10):876-882
Objective To detect the expression of lactate dehydrogenase A(LDHA),FoxP3,and CD4 in hepatocellular carcinoma(HCC)and to analyze the effect of bufalin on LDHA as well as on the differentiation and function of regulatory T(Treg)cells in the tumor microenvironment of HCC mice.Methods Immunohistochemical staining was performed to detect the difference in the expression of LDHA,FoxP3(Treg cell marker),and CD4 between the tumor and adjacent tissues from 91 HCC patients.Hepl-6 subcutaneous tumor-bearing mouse model was established.The mice were randomly divided into control,bufalin+pyruvic acid,oxalate,and bufalin groups(n=5 each group).The mass and volume of subcutaneous tumors were compared.Immunohistochemical staining was performed to detect the expression of LDHA,FoxP3,and CD4 in tumors of mice in each group.ELISA was used to detect the levels of transforming growth factor β(TGF-β)and interleukin-10(IL-10)in the serum of mice in each group to evaluate the immune function of Treg cells.Results Compared with adjacent tissues,HCC tissues exhibited significantly higher LDHA and FoxP3 expression and lower CD4 expression(P<0.001).The results of the correlation analysis showed that LDHA was positively correlated with FoxP3 expression and negatively correlated with CD4 expression(P<0.05).The experimental results of Hep1-6 subcutaneous tumor-bearing mice showed that the tumor volume was significantly smaller in the bufalin and oxalate groups than in the control group and was significantly larger in the bufalin+pyruvic acid group than in the bufalin group(P<0.001).The results of immunohistochemical staining showed that the expression levels of LDHA and the percentage of FoxP3+cells in the bufalin and oxalate groups were significantly lower than those in the control group,and the percentage of CD4+cells in the bufalin group was significantly higher than that in the control group(P<0.001).The expres-sion level of LDHA and the percentage of FoxP3+cells in the bufalin+pyruvic acid group were significantly higher than those in the bufalin group,while the percentage of CD4+cells was significantly lower than that in the bufalin group(P<0.001).The results of ELISA showed that the levels of TGF-β and IL-10 in the bufalin and oxalate groups were significantly lower than those in the control group(P<0.001).Conclusion Bufalin inhibits cell growth,downregulates LDHA expression,and suppresses the differentiation and proliferation of Treg cells in HCC mice.
3.Research progress on kinesiophobia in school-aged children with asthma and nursing enlightenment
Zhixiang SUN ; Jing FU ; Pingpin WEN ; Xiaoli ZHANG ; Xinyu YANG ; Chunyan LIU ; Yu XIAO
Chinese Journal of Nursing 2025;60(19):2419-2425
Kinesiophobia is prevalent among school-aged children with asthma,and severe kinesiophobia can hinder their participation in physical activities and disease control,adversely affecting their physical and mental health.This paper reviews the concept,development,assessment tools,influencing factors,and intervention strategies of kinesiophobia in school-aged children with asthma,analyzes existing challenges,and proposes directions for future research.It aims to provide insights for developing scientific and personalized intervention plans to enhance children's exercise levels and improve their quality of life.
4.Effect of bufalin on lactate dehydrogenase A and regulatory T cells in the tumor microenvironment of hepatocellular carcinoma in mice
Fangjing YU ; Xinyu FU ; Bin ZHANG ; Yan DONG ; Yujun LI ; Xiaonan CUI
Journal of China Medical University 2025;54(10):876-882
Objective To detect the expression of lactate dehydrogenase A(LDHA),FoxP3,and CD4 in hepatocellular carcinoma(HCC)and to analyze the effect of bufalin on LDHA as well as on the differentiation and function of regulatory T(Treg)cells in the tumor microenvironment of HCC mice.Methods Immunohistochemical staining was performed to detect the difference in the expression of LDHA,FoxP3(Treg cell marker),and CD4 between the tumor and adjacent tissues from 91 HCC patients.Hepl-6 subcutaneous tumor-bearing mouse model was established.The mice were randomly divided into control,bufalin+pyruvic acid,oxalate,and bufalin groups(n=5 each group).The mass and volume of subcutaneous tumors were compared.Immunohistochemical staining was performed to detect the expression of LDHA,FoxP3,and CD4 in tumors of mice in each group.ELISA was used to detect the levels of transforming growth factor β(TGF-β)and interleukin-10(IL-10)in the serum of mice in each group to evaluate the immune function of Treg cells.Results Compared with adjacent tissues,HCC tissues exhibited significantly higher LDHA and FoxP3 expression and lower CD4 expression(P<0.001).The results of the correlation analysis showed that LDHA was positively correlated with FoxP3 expression and negatively correlated with CD4 expression(P<0.05).The experimental results of Hep1-6 subcutaneous tumor-bearing mice showed that the tumor volume was significantly smaller in the bufalin and oxalate groups than in the control group and was significantly larger in the bufalin+pyruvic acid group than in the bufalin group(P<0.001).The results of immunohistochemical staining showed that the expression levels of LDHA and the percentage of FoxP3+cells in the bufalin and oxalate groups were significantly lower than those in the control group,and the percentage of CD4+cells in the bufalin group was significantly higher than that in the control group(P<0.001).The expres-sion level of LDHA and the percentage of FoxP3+cells in the bufalin+pyruvic acid group were significantly higher than those in the bufalin group,while the percentage of CD4+cells was significantly lower than that in the bufalin group(P<0.001).The results of ELISA showed that the levels of TGF-β and IL-10 in the bufalin and oxalate groups were significantly lower than those in the control group(P<0.001).Conclusion Bufalin inhibits cell growth,downregulates LDHA expression,and suppresses the differentiation and proliferation of Treg cells in HCC mice.
5.Isolation and identification of Sheep-origin Proteus mirabilis and evaluation of immunization effect of inactivated vaccine
Wei FAN ; Yilu ZHAI ; Wei WANG ; Xinyu ZHANG ; Jiaqi FU ; Dazhuo ZHAO ; Fuliang SUN
Chinese Journal of Veterinary Science 2025;45(9):1944-1951
To investigate the pathogenicity of Sheep-origin Proteus mirabilis and the immunity effect of its inactivated vaccine.In this study,autopsy were performed on sick and dead sheep with severe diarrhea,collected liver,spleen and other diseased organs.And identified the isolated strains by morphology,Gram staining microscopy,biochemical test,molecular biology and 16S rRNA se-quencing;Drug resistance and pathogenicity were studied by drug sensitivity test,pathogenicity test in mouse and pathological histological observation;The isolated strains were inactivated by formaldehyde and mixed with alum adjuvant containing aluminum hydroxide to prepare the inacti-vated vaccine;mice were immunized after safety testing to test antibodies,cytokines and evaluate the immunological effects.Results showed that the isolate was Gram-negative short bacillus with blunt rounded ends after purification staining.Combined with biochemical tests,PCR amplified fragments and 16S rRNA sequencing results showed that the strain was Proteus mirabilis;The re-sults of drug sensitivity test showed that the isolate was highly sensitive to four antibiotics,including amikacin and piperacillin(S),the rest of the strain was moderately or poorly sensitive,or even resistant;The isolate was highly sensitive to the four antibiotics,such as amikacin and pip-eracillin(S).The lethal concentration of the isolated strain was 1.6 × 105 CFU/mL and it could cause different degrees of congestion and bruising and inflammatory cell infiltration in the liver,spleen and other major organs;The formaldehyde inactivated vaccine did not cause adverse reac-tions in mice,and the serum levels of antibodies to IgG,IgG1 and IgG2a,and the levels of antibod-ies to IL-4 and IFN-γ were higher than that of the PBS group,and the vaccine immunoprotection rate was 90%in the attacking bacterial test.In the present experiment,Proteus mirabilis was suc-cessfully isolated from the organs of sick and dead sheep.The inactivated vaccine prepared by form-aldehyde inactivation method can mediate humoral immunity to play a preventive role against the infection of S.chimaera,which can provide a new method for the prevention of bacterial diseases in sheep breeding.
6.The role of human umbilical cord mesenchymal stem cells in skin wound repair:A literature review
Xinyu LIU ; Mengmeng KONG ; Yi FU ; Jialin LAI ; Jun LI ; Jianghua SUN
The Journal of Practical Medicine 2025;41(21):3462-3466
Mesenchymal stem cells(MSCs)are multipotent stromal cells that possess the capacity for self-renewal and differentiation into multiple cell lineages.Due to the ease of procurement,robust expansion in vitro,the multipotency,they are recognized as a vital source of stem cells in the field of regenerative medicine.MSCs can be isolated from various tissues,including bone marrow,adipose tissue,and umbilical cord.Research indicates that Human umbilical cord mesenchymal stem cells(hUCMSCs)play an effective role in wound healing and tissue regeneration,and can be utilized for the repair of skin wounds.They are also considered to be the most promising seed cells for skin tissue engineering.This review aims to provide an overview of the biological characteristics of hUCMSCs,the mechanisms in promoting skin wound healing,and their clinical applications.
7.Isolation and identification of Sheep-origin Proteus mirabilis and evaluation of immunization effect of inactivated vaccine
Wei FAN ; Yilu ZHAI ; Wei WANG ; Xinyu ZHANG ; Jiaqi FU ; Dazhuo ZHAO ; Fuliang SUN
Chinese Journal of Veterinary Science 2025;45(9):1944-1951
To investigate the pathogenicity of Sheep-origin Proteus mirabilis and the immunity effect of its inactivated vaccine.In this study,autopsy were performed on sick and dead sheep with severe diarrhea,collected liver,spleen and other diseased organs.And identified the isolated strains by morphology,Gram staining microscopy,biochemical test,molecular biology and 16S rRNA se-quencing;Drug resistance and pathogenicity were studied by drug sensitivity test,pathogenicity test in mouse and pathological histological observation;The isolated strains were inactivated by formaldehyde and mixed with alum adjuvant containing aluminum hydroxide to prepare the inacti-vated vaccine;mice were immunized after safety testing to test antibodies,cytokines and evaluate the immunological effects.Results showed that the isolate was Gram-negative short bacillus with blunt rounded ends after purification staining.Combined with biochemical tests,PCR amplified fragments and 16S rRNA sequencing results showed that the strain was Proteus mirabilis;The re-sults of drug sensitivity test showed that the isolate was highly sensitive to four antibiotics,including amikacin and piperacillin(S),the rest of the strain was moderately or poorly sensitive,or even resistant;The isolate was highly sensitive to the four antibiotics,such as amikacin and pip-eracillin(S).The lethal concentration of the isolated strain was 1.6 × 105 CFU/mL and it could cause different degrees of congestion and bruising and inflammatory cell infiltration in the liver,spleen and other major organs;The formaldehyde inactivated vaccine did not cause adverse reac-tions in mice,and the serum levels of antibodies to IgG,IgG1 and IgG2a,and the levels of antibod-ies to IL-4 and IFN-γ were higher than that of the PBS group,and the vaccine immunoprotection rate was 90%in the attacking bacterial test.In the present experiment,Proteus mirabilis was suc-cessfully isolated from the organs of sick and dead sheep.The inactivated vaccine prepared by form-aldehyde inactivation method can mediate humoral immunity to play a preventive role against the infection of S.chimaera,which can provide a new method for the prevention of bacterial diseases in sheep breeding.
8.The role of human umbilical cord mesenchymal stem cells in skin wound repair:A literature review
Xinyu LIU ; Mengmeng KONG ; Yi FU ; Jialin LAI ; Jun LI ; Jianghua SUN
The Journal of Practical Medicine 2025;41(21):3462-3466
Mesenchymal stem cells(MSCs)are multipotent stromal cells that possess the capacity for self-renewal and differentiation into multiple cell lineages.Due to the ease of procurement,robust expansion in vitro,the multipotency,they are recognized as a vital source of stem cells in the field of regenerative medicine.MSCs can be isolated from various tissues,including bone marrow,adipose tissue,and umbilical cord.Research indicates that Human umbilical cord mesenchymal stem cells(hUCMSCs)play an effective role in wound healing and tissue regeneration,and can be utilized for the repair of skin wounds.They are also considered to be the most promising seed cells for skin tissue engineering.This review aims to provide an overview of the biological characteristics of hUCMSCs,the mechanisms in promoting skin wound healing,and their clinical applications.
9.Cluster analysis on Medical Records Coder's Possible Behavior in DRG Payment
Yinghong FU ; Guangying GAO ; Shanshan DAI ; Xinyu CAI ; Jiashuai TIAN ; Jingyi ZHANG ; Liliang ZHANG
Chinese Health Economics 2025;44(2):79-83
Objective:To analysis the possible behavior of coders in the reform of Diagnosis Related Groups(DRG)payment mode.Methods:To collect through questionnaires the possible coders'behaviors,and extract the common factors of possible behaviors according to factor analysis,and cluster the coders by the K-means clustering method.Results:Classify the possible coders'behaviors into positive behaviors such as following coding norms and standards,and negative behaviors such as directly coding without detailed reading of medical records.Less than 25 years old were more inclined to adopt negative behaviors,and associate senior titles and higher cognitive level of DRG were more inclined to adopt positive behaviors.The coders are divided into"positive group"who tend to take positive behaviors and"negative group"who take negative behaviors.Conclusion:Coders are more likely to adopt positive behavior,and we should be pay attention to the impact of different demographic characteristics on coders.To adopt different management strategies for different categories of coders,and strengthen training through hierarchical classification,and enhance coders'cognitive of DRG are more conducive to the selection of positive behaviors.
10.Screening of miRNA-mRNA regulatory targets based on a plasma-derived exosomal hair regeneration model in Xinji Fine-wool sheep and Small-tailed Han sheep
Wei WANG ; Xinyu ZHANG ; Dazhuo ZHAO ; Wei FAN ; Yilu ZHAI ; Jiaqi FU ; Fuliang SUN
Chinese Journal of Veterinary Science 2025;45(5):1067-1076,1094
To investigate the effects of plasma exosomes from sheep on animal hair growth,exo-somes were extracted from two sheep breeds with significant differences in wool fineness(Xinji Fine-wool sheep and Small-tailed Han sheep)using biphasic precipitation.The exosomes were characterized by transmission electron microscopy(TEM)and nanoparticle tracking analysis(NTA).A murine alopecia areata model was established,followed by subcutaneous injection of ex-osomes for 7 consecutive days.Dorsal skin samples were collected on day 10 post-injection for his-tological analysis via hematoxylin-eosin(HE)staining.miRNA and mRNA libraries were constructed through qPCR,while TargetScan and g:Profiler were employed for target gene predic-tion and KEGG enrichment analysis,respectively.Protein-protein interaction(PPI)networks were analyzed using STRING to identify key miRNA-mRNA targets,which were preliminarily validated by qPCR.Results demonstrated that on day 5 post-injection,the Small-tailed Han sheep plasma ex-osome group(SPE)exhibited more melanin deposition spots compared to the Xinji Fine-wool sheep plasma exosome group(XPE),with XPE showing greater melanin spots than the control group(NC).Histological analysis revealed that XPE group displayed significantly fewer hair folli-cles compared to SPE and NC groups(P<0.01),while SPE group exhibited significantly larger hair follicle diameters than both XPE and NC groups(P<0.01).Bioinformatics analysis predicted 357,711,477,346,and 3 178 target genes for miR-150,miR-133b,miR-31-5p,miR-433-3p,and miR-218,respectively,with 508 genes being co-regulated by two or more miRNAs.PPI analysis i-dentified 217 genes involved in positive regulation of cellular processes,109 in developmental regu-lation,133 in cellular development,132 in cell differentiation,and 69 in regulation of cell differenti-ation.Target genes were found to regulate hair follicle growth through Wnt signaling via Frizzled receptor binding and downstream pathways involving calmodulin(CaM)and cyclic-AMP response binding protein(CREB).qPCR validation showed significantly higher relative expression levels of miR-218,miR-150,miR-31-5p,miR-133b,and miR-433-3p in SPE and XPE groups compared to NC,with SPE exhibiting greater expression than XPE.Additionally,significant differences in FZD4,WNT4,CREB1,and FZD3 expression were observed between treatment groups and NC.These findings demonstrate that plasma exosomes from Xinji Fine-wool and Small-tailed Han sheep modulate hair growth by altering miRNA-mRNA expression profiles in skin tissues.

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