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.Phenotypic heterogeneity and management strategies for two brothers with XIAP deficiency syndrome.
Hui HU ; Shengnan WU ; Kai CHEN ; Jingbo SHAO ; Ting ZHANG ; Yongmei XIAO
Chinese Journal of Medical Genetics 2026;43(2):123-128
OBJECTIVE:
To summarize the clinical features and management of two brothers affected with X-linked inhibitor of apoptosis protein (XIAP) deficiency.
METHODS:
This study retrospectively analyzed the clinical presentations, treatment, and follow-up of two brothers with XIAP deficiency diagnosed at Shanghai Children's Hospital in 2020, and summarized similar cases recorded in databases such as PubMed, Wanfang, Chinese Medical Association Journals, and WIP from January 2006 to November 2024. This study was approved by the Medical Ethics Committee of our hospital (Ethics No.: 2025R128-E01).
RESULTS:
Patient 1 was the younger brother, who presented at 8 years of age with growth retardation, folliculitis, erythema nodosum, and perineal abscess. Sequencing revealed that he has carried a hemizygous c.566T>C (p.Leu189Pro) variant of the XIAP gene, which was inherited from his mother. He was allergic to infliximab treatment and underwent allogeneic stem cell transplantation (HSCT) in January 2021. During a follow-up of 3 years and 10 months post-transplantation, he showed no gastrointestinal symptoms and had a good outcome. Patient 2 was the elder brother, who presented at 10 years and 6 months of age with growth retardation, rash, and anal fistula. Genetic testing revealed the same variant. He was treated with oral azathioprine but did not have regular follow-ups. At 14-years-and-6-months of age, he had developed severe gastrointestinal infection and hemophagocytic lymphohistiocytosis, which was alleviated after treatment with antibiotics, glucocorticoids, immunoglobulin, and rituximab. He is currently being prepared for HSCT. A total of 13 publications were retrieved, which involved 64 patients from 23 families, with 23 different variants identified. The main clinical manifestations included splenomegaly (34 cases, 53.1%), hemophagocytic lymphohistiocytosis (27 cases, 42.2%), and inflammatory bowel disease or colitis (20 cases, 31.8%). There were significant phenotypic differences among patients from the same family. Thirteen patients (20.3%) underwent HSCT, with a survival rate of 61.5%.
CONCLUSION
For male children with early onset, poor treatment response, especially those with unexplained splenomegaly and IBD-like symptoms, early genetic testing is recommended. HSCT is a safe and effective treatment for XIAP deficiency. For patients with developmental delay, early onset, and severe IBD phenotype, early transplantation is recommended.
Humans
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Male
;
X-Linked Inhibitor of Apoptosis Protein/deficiency*
;
Child
;
Genetic Diseases, X-Linked/therapy*
;
Phenotype
;
Siblings
;
Retrospective Studies
;
Hematopoietic Stem Cell Transplantation
3.Effect of miR-196b-5p in adipose-derived stem cell exosomes on burn wound healing in rats
Na ZUO ; Qi TANG ; Meng YU ; Kai TAO
Chinese Journal of Tissue Engineering Research 2026;30(1):43-49
BACKGROUND:Currently,miR-196b-5p has been found to play a role in cell proliferation,migration and inhibition of scar hyperplasia,but there is a lack of relevant studies on whether it plays a role in the process of wound healing.OBJECTIVE:To investigate the effect of miR-196b-5p in adipose stem cell-derived exosomes on burn wound healing.METHODS:The models of deep second degree skin burn in SD rats were established and randomly divided into four groups:blank control group,exosome group,agomiR-196b-5p group,and exosome+antagomiR-196b-5p group,with 10 rats in each group.PBS,adipose-derived stem cell-derived exosomes,miR-196b-5p agonist,and miR-196b-5p inhibitor were injected around the wound according to different groups.Wound healing was observed immediately after injury and on days 7,14,and 21 after injury.On day 7 after surgery,hematoxylin-eosin staining was used to observe the expression of inflammation in the wound surface.On day 14 after suregery,Masson staining was used to observe the expression of collagen and immunohistochemical staining was used to observe the expression of CD31 in the wound surface.On day 7 after surgery,western blot assay was performed to detect the expression of α-smooth muscle actin and type Ⅰ collagen in the wound surface.RESULTS AND CONCLUSION:(1)The wound healing was faster in the agomiR-196b-5p group,while it was slower in the blank control group and the exosome+antagomiR-196b-5p group.(2)Compared with the blank control group and the exosome+antagomiR-196b-5p group,the wound infiltration of inflammatory cells was less in the exosome group and the agomiR-196b-5p group,and the expression of CD31 was significantly increased(P<0.01).(3)Compared with the blank control group and the exosome+antagomiR-196b-5p group,the expression levels of α-smooth muscle actin and type Ⅰ collagen were increased in the exosome group and the agomiR-196b-5p group(P<0.05).These findings indicate that miR-196b-5p in adipose stem cell-derived exosomes can promote burn wound healing in rats.
4.Mitogen-activated protein kinase signaling pathway regulates the development of osteoarthritis:guiding targeted therapy with traditional Chinese medicine
Hao LI ; Hongcheng TAO ; Ping ZENG ; Jinfu LIU ; Qiang DING ; Chicheng NIU ; Kai HUANG ; Hongyu KANG
Chinese Journal of Tissue Engineering Research 2026;30(6):1476-1485
BACKGROUND:Osteoarthritis is pathologically characterized by progressive degeneration of the articular cartilage and abnormal deformation of the subchondral bone.In recent years,with the deepening of medical research,it has been found that the mitogen-activated protein kinases(MAPK)signaling pathway has a regulatory role in inflammatory cell infiltration,inflammatory factor release,and chondrocyte proliferation,which is particularly important for the treatment of osteoarthritis.OBJECTIVE:To briefly review the main research progress in the mechanism of MAPK signaling pathway regulating osteoarthritis in recent years,aiming to provide new ideas for the treatment of osteoarthritis.METHODS:CNKI,WanFang and PubMed databases were searched for relevant literature using the search terms of"mitogen-activated protein kinases,osteoarthritis,extracellular signal-regulated MAP kinases,p38 mitogen-activated protein kinases,JNK mitogen-activated protein kinase"in Chinese and English.Relevant literature published from January 2019 to November 2024 was searched,and 108 articles were finally included for summary analysis.RESULTS AND CONCLUSION:(1)Various stimuli inside and outside the cells activate the MAPK signaling pathway,regulate gene transcription and protein synthesis,and promote the release of inflammatory factors,such as tumor necrosis factor-α,interleukin-1β,and interleukin-6.The release of these inflammatory factors aggravates the progression of osteoarthritis.(2)The active ingredients of traditional Chinese medicine,mainly saponins and flavonoids,as well as Chinese herbal formulas and preparations with the main effects of activating blood circulation and removing blood stasis,tonifying the liver and kidney,can play a therapeutic role in osteoarthritis by inhibiting the MAPK signaling pathway,regulating the release of matrix metalloproteinases,balancing the homeostatic state of osteogenesis and osteoblastogenesis,attenuating the synovial inflammation,decreasing the release of inflammatory factors and inflammatory vesicles,decreasing cellular pyroptosis,promoting autophagy,and ameliorating oxidative stress.(3)Although traditional Chinese medicine has become popular in the treatment of osteoarthritis by virtue of its own advantages of multi-components,multi-targets,multi-pathways,and low side effects,the use of MAPK signaling pathway to guide the treatment of individual osteoarthritis is the difficulty of the technology,which needs to be continuously researched and explored.(4)Therefore,further development of relevant herbal inhibitors that can modulate the MAPK signaling pathway may be a potential drug strategy for the treatment of osteoarthritis in the future.
5.Potential mechanisms by which exercise regulates iron metabolism in immune inflammatory diseases
Yaotian SUN ; Kai XU ; Peiyun WANG
Chinese Journal of Tissue Engineering Research 2026;30(6):1486-1498
BACKGROUND:Abnormal iron metabolism is closely related to immune inflammatory diseases.Exercise intervention is a potentially effective treatment that can reduce inflammation by regulating iron metabolism and improving immune response.However,how exercise regulates immune system function through iron metabolism still needs to be further explored.OBJECTIVE:To review and summarize the research progress of iron metabolism in immune inflammatory diseases,analyze the regulatory effect of exercise intervention on iron metabolism and the potential mechanism by which exercise regulates immune inflammatory diseases,thereby providing new ideas for the treatment of immune inflammatory diseases in the future.METHODS:The data sources included CNKI and PubMed databases.The retrieval time was from January 2010 to June 2024.The keywords were"iron metabolism,iron homeostasis,hepcidin,immune inflammation,rheumatoid arthritis(RA),inflammatory bowel disease(IBD),multiple sclerosis(MS),systemic lupus erythematosus(SLE),exercise"in Chinese and English,respectively.Finally,101 articles were included for review.RESULTS AND CONCLUSION:(1)Abnormal iron metabolism is closely related to the occurrence and development of a variety of immune inflammatory diseases,such as rheumatoid arthritis,systemic lupus erythematosus,and inflammatory bowel disease.Iron overload or iron deficiency can lead to dysfunction of the immune system,and thereby triggers or aggravates the inflammatory response.(2)Exercise intervention is an important means to regulate iron metabolism.Short-term aerobic exercise or strenuous exercise may lead to short-term iron metabolism disorders.Long-term aerobic exercise can promote the recovery of iron homeostasis.Regular aerobic exercise can reduce serum iron concentration,reduce iron storage in liver and muscle,and improve iron distribution in the body.Long-term exercise can help restore the balance of iron metabolism,thereby reducing the inflammatory response caused by iron metabolism disorders.Exercise types such as strength training and flexibility training also have a significant effect on iron metabolism.The effect of exercise on immune diseases has individual differences.Exercise intensity,duration,frequency and other factors may have different effects on iron metabolism.(3)In general,exercise intervention plays a role in the prevention and treatment of immune inflammatory diseases.However,there are still some limitations in the mechanism elucidation,long-term effects and individual differences in the existing studies.In the future,it is necessary to further explore the specific regulatory mechanism of exercise on iron metabolism and the individualized therapeutic effects of different types of exercise.
6.Interpretation of the Guidelines for the Diagnosis and Treatment of Acute Pulmonary Embolism 2025
Peiran WANG ; Kai SUN ; Xiqi XU
Medical Journal of Peking Union Medical College Hospital 2026;17(1):140-147
With the advancement of more high-quality research, significant progress has been made in the diagnosis and treatment of acute pulmonary embolism. Based on the latest evidence in evidence-based medicine, the Chinese Society of Cardiology released the
7.A VBM study on gray matter structure alterations in patients with Alzheimer’s disease comorbid with apathy
Yi JI ; Xuerui PANG ; Chaoyi YANG ; Yulong DAI ; Shanshan ZHOU ; Xingqi WU ; Kai WANG
Acta Universitatis Medicinalis Anhui 2026;61(1):156-162
ObjectiveTo investigate the characteristics of gray matter structure and clinical symptoms in patients with Alzheimer's disease (AD) comorbid with apathy (AD-A). MethodsThe study included 30 patients with AD-A, 30 AD disease patients without apathy (AD without apathy, AD-NA), and 30 healthy controls (HCs) matched in gender, age, and years of education. All participants underwent a comprehensive neuropsychological assessment and magnetic resonance imaging (MRI) scans. Voxel-based morphometry (VBM) was used to analyze changes in gray matter volume among the three groups. Additionally, the correlation between the identified abnormal brain regions and apathy scale scores was analyzed. ResultsThere were no statistically significant differences among the three groups in terms of age, gender, years of education, or total intracranial volume. Compared with the HCs group, both the AD-A and AD-NA groups showed significantly lower scores in cognitive function (P<0.001). The AD-A group exhibited significantly higher apathy scale scores compared with the AD-NA group (P<0.001). Compared with the AD-NA group, the AD-A group showed reduced gray matter volume in the bilateral caudate nucleus, left orbitofrontal cortex, lingual gyrus, inferior frontal gyrus, superior frontal gyrus, entorhinal cortex, right middle frontal gyrus and posterior cingulate cortex (FWE-corrected, P<0.05 for all). Compared with the HCs group, the AD-A group exhibited reduced gray matter volume in the bilateral middle temporal gyrus, left fusiform gyrus, calcarine sulcus, postcentral gyrus, right inferior frontal gyrus and supramarginal gyrus (FWE-corrected, P<0.05 for all). Compared with the HCs group, the AD-NA group showed reduced gray matter volume in the left precuneus, inferior temporal gyrus, and right inferior temporal gyrus (FWE-corrected, P<0.05 for all). In the AD-A group, changes in the gray matter volume of the left caudate nucleus (r= -0.557, P=0.002) and right middle frontal gyrus (r=-0.620, P=0.001) were negatively correlated with the apathy evaluation scale (AES) scores. ConclusionPatients in the AD-A group exhibited significant atrophy in the frontal-temporal-basal ganglia circuit, and the degree of gray matter atrophy was correlated with the severity of apathy.
8.Effect and Mechanism of Exogenous NO in Secondary Metabolism in Scutellaria baicalensis
Kai ZHAO ; Wei MA ; Weili LIU ; Zhihong LOU ; Xiangcai MENG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(1):250-261
ObjectiveTo investigate the effects of exogenous nitric oxide (NO) on the accumulation and quality formation mechanism of flavonoids in Scutellariae Radix. MethodsFresh roots of Scutellaria baicalensis were treated with sodium nitroprusside (SNP) solutions at concentrations of 0.0, 7.5, and 20 mmol·L-1, respectively. Kits and supporting reaction systems were used to determine the following indicators of samples in each group, including (1) reactive oxygen species: changes in the content of nitric oxide (NO), superoxide anion (O
9.Mechanisms and Strategy of Traditional Chinese Medicine in Treatment of Ischemic Stroke: A Review
Maodi WENG ; Qiuyan CHEN ; Kai WANG ; Yun LUO ; Xiaobo SUN
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(1):310-316
Ischemic stroke (IS) represents a major global health challenge with complex pathological mechanisms. Although modern therapies such as intravenous thrombolysis and endovascular thrombectomy have advanced, their application remains constrained by narrow therapeutic time windows, hemorrhagic risks, and uneven distribution of medical resources. Traditional Chinese medicine (TCM) demonstrates unique value in the prevention and treatment of IS, owing to its multi-component, multi-target, and holistic regulatory characteristics. This review summarized the molecular mechanisms by which active ingredients and compound formulations of TCM exert therapeutic effects against IS through the regulation of inflammatory responses, oxidative stress, excitatory toxicity, apoptosis, and autophagy. Studies have indicated that components such as curcumin, baicalin, and astragaloside Ⅳ inhibit microglial activation and the nucleotide-binding oligomerization domain (NOD)-like receptor protein 3 (NLRP3) inflammasome to attenuate neuroinflammation, activate the nuclear factor erythroid 2-related factor 2(Nrf2)/heme oxygenase-1 (HO-1) pathway to alleviate oxidative stress, modulate glutamate receptor function to counteract excitatory toxicity, and regulate the B-cell lymphoma 2(Bcl-2)/Bcl-2-associated X protein (Bax), cysteine aspartate-specific protease (Caspase), and phosphatidylinositol 3 kinases (PI3K)/protein kinase B (Akt) signaling pathways to suppress neuronal apoptosis. Recent research has further revealed that TCM can modulate ferroptosis by targeting key proteins glutathione peroxidase 4 (GPX4) and acyl-coenzyme A synthetase long-chain family member 4 (ACSL4) to maintain iron homeostasis, intervene in the "microbiota-gut-brain axis" to ameliorate dysbiosis and reduce neuroinflammation, utilize exosomes for brain-targeted drug delivery, and influence neural repair processes through epigenetic regulation. Furthermore, the review discussed the integrated mechanisms of compound formulations, such as Buyang Huanwu Decoction, in improving cerebral microcirculation and promoting neurovascular remodeling via multi-component synergy. It also analyzed the strategy and advantages of integrating TCM with Western medicine for IS treatment, providing a novel theoretical foundation and research directions for future investigations and clinical translation of TCM in IS management.
10.Development and performance testing of an automatic measurement system for gross α and β in water bodies
Xia WANG ; Kai GU ; Fuping WEN ; Xutao XU
Chinese Journal of Radiological Health 2026;35(1):29-35
Objective To develop an automated system for the determination of gross α and gross β activity concentrations in water, and to support the rapid and automated monitoring of environmental water bodies. Methods Based on the thick source method, microwave evaporation-ashing was used to replace conventional electric hotplate heating. A grinder and a sample-spreading device were designed and operated via a robotic arm, achieving fully automated pretreatment, sample preparation, and measurement. Results Spike recovery tests demonstrated that the recovery rates were 95.7%-102.5% for gross α and 97.2%-108.1% for gross β. The relative standard deviations were 4.1%-7.8% for gross α and 5.9%-7.7% for gross β. Compared with manual laboratory methods, the average relative errors were 2.17%-6.25% for gross α and 4.17%-6.90% for gross β. The sample preparation time was reduced from an average of 72 hours to less than 5 hours, representing an efficiency improvement of over 90%. Conclusion The developed system enables rapid, accurate, and fully automated monitoring of gross α/β radioactivity, making it suitable for online monitoring of environmental water bodies. It can provide timely data on the radiological indicators of water bodies for environmental protection and water resource management authorities.

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