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
;
Phenotype
;
Biological Ontologies
;
Language
;
Software
;
Large Language Models
2.Palmitoylated SARM1 targeting P4HA1 promotes collagen deposition and myocardial fibrosis: A new target for anti-myocardial fibrosis.
Xuewen YANG ; Yanwei ZHANG ; Xiaoping LENG ; Yanying WANG ; Manyu GONG ; Dongping LIU ; Haodong LI ; Zhiyuan DU ; Zhuo WANG ; Lina XUAN ; Ting ZHANG ; Han SUN ; Xiyang ZHANG ; Jie LIU ; Tong LIU ; Tiantian GONG ; Zhengyang LI ; Shengqi LIANG ; Lihua SUN ; Lei JIAO ; Baofeng YANG ; Ying ZHANG
Acta Pharmaceutica Sinica B 2025;15(9):4789-4806
Myocardial fibrosis is a serious cause of heart failure and even sudden cardiac death. However, the mechanisms underlying myocardial ischemia-induced cardiac fibrosis remain unclear. Here, we identified that the expression of sterile alpha and TIR motif containing 1 (SARM1), was increased significantly in the ischemic cardiomyopathy patients, dilated cardiomyopathy patients (GSE116250) and fibrotic heart tissues of mice. Additionally, inhibition or knockdown of SARM1 can improve myocardial fibrosis and cardiac function of myocardial infarction (MI) mice. Moreover, SARM1 fibroblasts-specific knock-in mice had increased deposition of extracellular matrix and impaired cardiac function. Mechanically, elevated expression of SARM1 promotes the deposition of extracellular matrix by directly modulating P4HA1. Notably, by using the Click-iT reaction, we identified that the increased expression of ZDHHC17 promotes the palmitoylation levels of SARM1, thereby accelerating the fibrosis process. Based on the fibrosis-promoting effect of SARM1, we screened several drugs with anti-myocardial fibrosis activity. In conclusion, we have unveiled that palmitoylated SARM1 targeting P4HA1 promotes collagen deposition and myocardial fibrosis. Inhibition of SARM1 is a potential strategy for the treatment of myocardial fibrosis. The sites where SARM1 interacts with P4HA1 and the palmitoylation modification sites of SARM1 may be the active targets for anti-fibrosis drugs.
3.Development model and considerations for the immunology platform in research-oriented hospitals
Zhaoyuan LIANG ; Yang BAI ; Dan LIU ; Yanfang LI ; Liu YANG ; Lixiang XUE ; Jianling YANG ; Yuqing WANG ; Zhengyang GUO ; Jie ZHANG
Chinese Journal of Medical Science Research Management 2025;38(3):219-226
Objective:This study systematically summarized the construction experience of the immunology platform at the Institute of Basic Medical Sciences, Peking University Third Hospital, aiming to provide theoretical references and practical guidance for research-oriented hospitals in building high-quality research platforms.Methods:This study employed case study analysis to elaborate on the platform development initiatives, integrating literature analysis and in-depth interviews to conduct a horizontal comparison of management models among peer research platforms.Results:Through five years of development, the platform had achieved remarkable outcomes via a model integrating ″Talent cultivation-Technological innovation-Equipment procurement″ Research talents had demonstrated breakthroughs in securing national-level research grants, publishing high-impact papers, and obtaining scientific awards. The technical service system had achieved enhancement in both service scope and professional depth, fostering robust interdisciplinary synergy. The platform had effectively expanded its societal engagement capacity.Conclusions:The sustainable advancement of research-oriented hospital immunology platform necessitates establishing standardized flow cytometry databases and implementing high-dimensional data integration. Building upon multidisciplinary convergence, it is imperative to pioneer innovative operational mechanisms characterized by efficiency, open-access, and shared frameworks.
4.Correlation analysis of alternative splicing regulator ARL6IP4 expression with the pathological characteristics and clinical prognosis in colon cancer
Yong YANG ; Jintao TANG ; Zhengyang HAN ; Shen XUE ; Zhiyun ZHANG ; Wenbo ZHOU ; Wu CHEN
Chinese Journal of Clinical and Experimental Pathology 2025;41(7):886-891
Purpose To investigate correlation of ADP ribosylation-like factor 6 interacting protein 4(ARL6IP4)expression with the pathological characteristics and clinical prognosis in primary colon cancer.Methods The ARL6IP4 mRNA expression in tumor and adjacent normal tissues of 133 colon cancer patients was analyzed by RT-qPCR,and its relationship with tumor location,pathological TNM stage,and 3-year survival prognosis was assessed.Additionally,ARL6IP4 protein expression was analyzed by immunohistochemistry in 30 cases,of which 16 cases were analyzed by immunofluorescence.Results The colon cancer presented significantly higher mRNA and protein levels of ARL6IP4 than adjacent normal tissues(t=4.221,P=5.200 × 10-5;t=7.421,P=3.537 × 10-8).The relative ex-pression level of ARL6IP4 mRNA in colon cancer was positively correlated with pathological TNM stage,N stage and M stage(P<0.05),and negatively correlated with 3-year cumulative survival probability(P<0.01).Additionally,sig-moid colon cancer presented significantly higher ARL6IP4 expression than other colon cancers,and at the cellular lev-el,ARL6IP4 was predominantly expressed in the cell nucleus.Conclusion The ARL6IP4 expression in colon cancer is higher than that in adjacent normal tissues,which is closely related to tumor metastasis and clinical prognosis.
5.Research on the Development Status of Economic Management Personnel in Public Traditional Chinese Medicine Hospitals
Zhengyang LUO ; Muran SHI ; Zhaoheng YANG ; Ning WU
Chinese Health Economics 2025;44(1):79-84
Objective:The current situation of economic talents in public Traditional Chinese Medicine(TCM)hospitals provides a basis for strengthening the construction of economic talents in TCM hospitals and improving the economic management level of public TCM hospitals.Methods:According to the relevant data of chief accountants and accountants of public TCM hospitals in the annual health financial report from 2016 to 2022,the number of other economic management personnel is estimated.Based on descriptive vertical statistic comparison,the changes of economic management personnel in various types of public TCM in China from 2016 to 2022 were compared horizontally,and the differences in the allocation of economic management personnel in various types of public TCM hospitals among different regional levels were compared.Results:From 2016 to 2022,the proportion of chief accountants in public TCM hospitals in China increased from 10.1%to 22.8%.Public TCM hospitals increased the most accountants in public TCM hospitals are mainly charging personnel.Most accountants are undergraduate students in the east and junior colleges in the middle and west,and the proportion of those without accounting titles.By 2022,the total number of economic management personnel in public TCM hospitals was be 54 000,accounting for 4.6%of the on-the-job employees,but the total number increased but the proportion decreased.Conclusion:Although the allocation of chief accountant in public TCM hospitals has been improved,the chief accountant system still needs to be further implemented;regional differences of accountants are large and high-quality talents are lacking;the shortage of economic management personnel has not yet formed a characteristic team.It is suggested that public TCM hospitals need to promote the integration of business and finance,strengthen training,introduce talents,train high-end compound talents and improve the efficiency of economic management.
6.Current status and prospect of precision treatment for colorectal cancer
Hongwei YAO ; Jiale GAO ; Zhengyang YANG ; Liting SUN ; Pengyu WEI ; Zhongtao ZHANG
Chinese Journal of Digestive Surgery 2025;24(6):690-694
In recent years, with continuous advancements in molecular biology and gene testing technologies, the diagnosis and treatment of colorectal cancer have been rapidly transitioning toward precision medicine. The application of molecular classification, target detection, and liquid biopsy technologies has driven ongoing updates to clinical guidelines. Multidisciplinary team colla-boration, innovations in precision surgical techniques, and the widespread adoption of neoadjuvant combination therapies have collectively promoted more individualized and scientific management of colorectal cancer. Looking ahead,the authors believe that as multi-omics biomarkers, organoid models, and artificial intelligence are increasingly integrated into clinical practice, precision diagnosis and treatment of colorectal cancer will deepen further, offering patients more efficient and personalized therapeutic options.
7.Clinical characteristics of locally advanced rectal cancer patients with pathological complete response after neoadjuvant chemoradiotherapy combined with immunotherapy: a national multicenter study
Jiale GAO ; Yuanyuan2 YANG ; Zhengyang YANG ; Jiagang3 HAN ; Ang? LI ; Gang? LIU ; Yi? SUN ; Liting SUN ; Pengyu WEI ; Jianyong ZHENG ; Hongwei YAO ; Zhongtao ZHANG
Chinese Journal of Digestive Surgery 2025;24(6):739-745
Objective:To analyze the clinical characteristics of locally advanced rectal cancer patients with pathological complete response (pCR) after neoadjuvant chemoradiotherapy combined with immunotherapy.Methods:The retrospective cohort study was conducted. The clinicopatholo-gical data of 46 patients with locally advanced rectal cancer who were admitted to 6 medical centers, including Beijing Friendship Hospital of Capital Medical University et al, from June 2021 to November 2022 were collected. There were 29 males and 17 females, aged (61±4)years. Patients received neoadjuvant chemoradiotherapy combined with immune checkpoint inhibitor therapy, and under-went radical total mesorectal excision during 6-12 weeks after radiotherapy. Observation indicators: (1) comparison of clinical characteristics between pCR and non-pCR patients;(2) postoperative complications and adverse reactions of pCR and non-pCR patients. Comparison of measurement data with normal distribution between groups was conducted using the t test. Comparison of measurement data with skewed distribution between groups was conducted using the Mann-Whitney U test. Comparison of count data between groups was conducted using the chi-square test or Fisher exact probability. Comparison of ordinal data between groups was conducted using the Mann-Whitney U test. Results:(1) Comparison of clinical characteristics between pCR and non-pCR patients. Before neoadjuvant therapy, there were 14 cases aged ≥50 years and 6 cases aged <50 years in pCR patients, versus 25 cases and 1 case in non-pCR patients, showing a significant difference between the two groups ( P<0.05). After neoadjuvant therapy, cases in clinical stage T0, T1, T2, T3, T4 were 11, 1, 5, 3, 0 for pCR patients versus 7, 4, 2, 11, 2 for non-pCR patients, cases of tumor regression grade 1, 2, 3, 4 were 11, 8, 1, 0 for pCR patients versus 7, 14, 4, 1 for non-pCR patients, cases in low-risk, medium-risk, high-risk of neoadjuvant rectal scoring and grading were 20, 0, 0 for pCR patients versus 4, 18, 4 for non-pCR patients, respectively, showing significant differences in above indicators between the two groups ( Z=-2.256, -2.104, -5.458, P<0.05). (2) Postoperative complications and adverse reactions of pCR and non-pCR patients. Postoperative complications occurred in 2 cases of pCR patients and 5 cases of non-pCR patients, postoperative adverse reactions occurred in 11 cases of pCR patients and 10 cases of non-pCR patients, showing no significant difference between the two groups ( P>0.05). Conclusion:Compared with locally advanced rectal cancer patients aged ≥50 years, those aged <50 years have significant benefits from neoadjuvant chemoradiotherapy combined with immunotherapy. Clinical T staging and magnetic resonance imaging-detected tumor regression grade after neoadjuvant therapy have predictive value for patients with pCR .
8.Correlation analysis of alternative splicing regulator ARL6IP4 expression with the pathological characteristics and clinical prognosis in colon cancer
Yong YANG ; Jintao TANG ; Zhengyang HAN ; Shen XUE ; Zhiyun ZHANG ; Wenbo ZHOU ; Wu CHEN
Chinese Journal of Clinical and Experimental Pathology 2025;41(7):886-891
Purpose To investigate correlation of ADP ribosylation-like factor 6 interacting protein 4(ARL6IP4)expression with the pathological characteristics and clinical prognosis in primary colon cancer.Methods The ARL6IP4 mRNA expression in tumor and adjacent normal tissues of 133 colon cancer patients was analyzed by RT-qPCR,and its relationship with tumor location,pathological TNM stage,and 3-year survival prognosis was assessed.Additionally,ARL6IP4 protein expression was analyzed by immunohistochemistry in 30 cases,of which 16 cases were analyzed by immunofluorescence.Results The colon cancer presented significantly higher mRNA and protein levels of ARL6IP4 than adjacent normal tissues(t=4.221,P=5.200 × 10-5;t=7.421,P=3.537 × 10-8).The relative ex-pression level of ARL6IP4 mRNA in colon cancer was positively correlated with pathological TNM stage,N stage and M stage(P<0.05),and negatively correlated with 3-year cumulative survival probability(P<0.01).Additionally,sig-moid colon cancer presented significantly higher ARL6IP4 expression than other colon cancers,and at the cellular lev-el,ARL6IP4 was predominantly expressed in the cell nucleus.Conclusion The ARL6IP4 expression in colon cancer is higher than that in adjacent normal tissues,which is closely related to tumor metastasis and clinical prognosis.
9.Current status and prospect of precision treatment for colorectal cancer
Hongwei YAO ; Jiale GAO ; Zhengyang YANG ; Liting SUN ; Pengyu WEI ; Zhongtao ZHANG
Chinese Journal of Digestive Surgery 2025;24(6):690-694
In recent years, with continuous advancements in molecular biology and gene testing technologies, the diagnosis and treatment of colorectal cancer have been rapidly transitioning toward precision medicine. The application of molecular classification, target detection, and liquid biopsy technologies has driven ongoing updates to clinical guidelines. Multidisciplinary team colla-boration, innovations in precision surgical techniques, and the widespread adoption of neoadjuvant combination therapies have collectively promoted more individualized and scientific management of colorectal cancer. Looking ahead,the authors believe that as multi-omics biomarkers, organoid models, and artificial intelligence are increasingly integrated into clinical practice, precision diagnosis and treatment of colorectal cancer will deepen further, offering patients more efficient and personalized therapeutic options.
10.Clinical characteristics of locally advanced rectal cancer patients with pathological complete response after neoadjuvant chemoradiotherapy combined with immunotherapy: a national multicenter study
Jiale GAO ; Yuanyuan2 YANG ; Zhengyang YANG ; Jiagang3 HAN ; Ang? LI ; Gang? LIU ; Yi? SUN ; Liting SUN ; Pengyu WEI ; Jianyong ZHENG ; Hongwei YAO ; Zhongtao ZHANG
Chinese Journal of Digestive Surgery 2025;24(6):739-745
Objective:To analyze the clinical characteristics of locally advanced rectal cancer patients with pathological complete response (pCR) after neoadjuvant chemoradiotherapy combined with immunotherapy.Methods:The retrospective cohort study was conducted. The clinicopatholo-gical data of 46 patients with locally advanced rectal cancer who were admitted to 6 medical centers, including Beijing Friendship Hospital of Capital Medical University et al, from June 2021 to November 2022 were collected. There were 29 males and 17 females, aged (61±4)years. Patients received neoadjuvant chemoradiotherapy combined with immune checkpoint inhibitor therapy, and under-went radical total mesorectal excision during 6-12 weeks after radiotherapy. Observation indicators: (1) comparison of clinical characteristics between pCR and non-pCR patients;(2) postoperative complications and adverse reactions of pCR and non-pCR patients. Comparison of measurement data with normal distribution between groups was conducted using the t test. Comparison of measurement data with skewed distribution between groups was conducted using the Mann-Whitney U test. Comparison of count data between groups was conducted using the chi-square test or Fisher exact probability. Comparison of ordinal data between groups was conducted using the Mann-Whitney U test. Results:(1) Comparison of clinical characteristics between pCR and non-pCR patients. Before neoadjuvant therapy, there were 14 cases aged ≥50 years and 6 cases aged <50 years in pCR patients, versus 25 cases and 1 case in non-pCR patients, showing a significant difference between the two groups ( P<0.05). After neoadjuvant therapy, cases in clinical stage T0, T1, T2, T3, T4 were 11, 1, 5, 3, 0 for pCR patients versus 7, 4, 2, 11, 2 for non-pCR patients, cases of tumor regression grade 1, 2, 3, 4 were 11, 8, 1, 0 for pCR patients versus 7, 14, 4, 1 for non-pCR patients, cases in low-risk, medium-risk, high-risk of neoadjuvant rectal scoring and grading were 20, 0, 0 for pCR patients versus 4, 18, 4 for non-pCR patients, respectively, showing significant differences in above indicators between the two groups ( Z=-2.256, -2.104, -5.458, P<0.05). (2) Postoperative complications and adverse reactions of pCR and non-pCR patients. Postoperative complications occurred in 2 cases of pCR patients and 5 cases of non-pCR patients, postoperative adverse reactions occurred in 11 cases of pCR patients and 10 cases of non-pCR patients, showing no significant difference between the two groups ( P>0.05). Conclusion:Compared with locally advanced rectal cancer patients aged ≥50 years, those aged <50 years have significant benefits from neoadjuvant chemoradiotherapy combined with immunotherapy. Clinical T staging and magnetic resonance imaging-detected tumor regression grade after neoadjuvant therapy have predictive value for patients with pCR .

Result Analysis
Print
Save
E-mail