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.Analysis of high-frequency plateletpheresis on age-dependent bone metabolism in female donors
Huibin ZHONG ; Huaheng LI ; Wei YANG ; Jieting HUANG ; Zhen WANG ; Fenfang LIAO ; Yongmei NIE
Chinese Journal of Blood Transfusion 2026;39(1):97-102
Objective: To explore whether the long-term and frequent use of citrate anticoagulants negatively affects the bone metabolism balance of female frequent plateletpheresis donors, so as to better protect their health. Methods: A total of 65 female plateletpheresis donors and 55 female whole-blood donors from Guangzhou Blood Center (May to December 2024) were enrolled as experimental and control groups respectively, stratified into age subgroups (18-39 years and 40-60 years). Serum levels of 25-hydroxyvitamin D [25(OH)D], procollagen type I N-terminal propeptide (PINP), osteocalcin (OC), and type I collagen carboxy-terminal telopeptide (CTX) were measured. Differences in bone metabolism markers between experimental and control groups across age subgroups were compared. ANOVA was used to analyze dose-response relationships between donation age, annual apheresis donation frequency, and biochemical indicators. Results: In the 40-60 age subgroup, 25(OH)D levels were significantly lower in the experimental group (P<0.05), exhibiting a linear increase with age and a linear decrease with annual donation frequency. No significant differences in CTX or PINP levels were observed between experimental and control groups in either age subgroup. Conclusion: High-frequency plateletpheresis donation does not disrupt bone metabolic balance in female donors. However, it is associated with reduced vitamin D levels in female donors aged >40 years, potentially increasing the risk of osteoporosis. Vitamin D supplementation is recommended for high-frequency female plateletpheresis donors in this age group.
3.Mechanism of Shenfu Xiongze Prescription in Regulating Autophagy Level to Intervene in Myocardial Remodeling in Rats via AMPK/mTOR Signaling Pathway
Xueqing WANG ; Wei ZHONG ; Liangliang PAN ; Caihong LI ; Man HAN ; Xiaowei YANG ; Yuanwang YU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(2):136-144
ObjectiveTo explore the mechanism by which the Shenfu Xiongze prescription regulates autophagy in rats with myocardial remodeling through the adenosine monophosphate-activated protein kinase (AMPK)/mammalian target of rapamycin (mTOR) signaling pathway. MethodsA rat model of myocardial remodeling induced by isoprenaline (ISO) was established. Rats were divided into the blank group,the model group,the low-,medium-, and high-dose groups of Shenfu Xiongze prescription,and the captopril group, 6 rats in each group. Except for the blank group,the rat model of myocardial remodeling was established in the other groups by intraperitoneal injection of 2.5 mg·kg-1 ISO for 3 consecutive weeks. At the same time of modeling, the low-,medium-, and high-dose groups of Shenfu Xiongze prescription were administered the corresponding doses of Shenfu Xiongze prescription solution (8.4,16.8,and 33.6 g·kg-1),and the captopril group was administered captopril solution (25 mg·kg-1). As for the blank group and the model group, the same volume of normal saline was given. The treatment was continued for 3 weeks. Echocardiography was used to observe the cardiac structure and function,and the heart weight index was detected. Masson staining and hematoxylin-eosin (HE) staining were used to observe the pathological morphology changes of myocardial tissue. The levels of interleukin-6 (IL-6) and B-type natriuretic peptide (BNP) in serum were detected by enzyme-linked immunosorbent assay (ELISA). The expression of type Ⅰ collagen (Collagen Ⅰ),type Ⅲ collagen (Collagen Ⅲ),and microtubule-associated protein 1 light chain 3 (LC3) proteins in myocardial tissue was determined by immunohistochemistry. Autophagy was observed by transmission electron microscopy. The mRNA expression of Collagen Ⅰ,Collagen Ⅲ,α-smooth muscle actin (α-SMA),LC3,yeast Atg6 homolog protein (Beclin-1),AMPK,and mTOR in myocardial tissue was detected by quantitative real-time polymerase chain reaction (real-time PCR). The protein expression of Collagen Ⅰ,α-SMA,transforming growth factor-β1 (TGF-β1),LC3,Beclin-1,p62, phosphorylation(p)-AMPK,p-mTOR,AMPK,and mTOR was detected by Western blot. ResultsCompared with the normal group,rats in the model group exhibited significantly decreased values of ejection fraction (EF) and left ventricular fractional shortening (FS) (P<0.01), significantly increased values of left ventricular end-diastolic diameter (LVIDd) and left ventricular end-systolic diameter (LVIDs) (P<0.01). Additionally, the model group also showed increased degrees of inflammatory infiltration and fibrosis of myocardial tissue, significantly elevated levels of serum IL-6 and BNP (P<0.01), significantly increased mRNA and protein levels of Collagen Ⅰ,Collagen Ⅲ,α-SMA,and mTOR (P<0.01),and markedly decreased mRNA and protein levels of LC3,Beclin-1,and AMPK (P<0.05,P<0.01). Compared with the model group, the low-,medium-, and high-dose groups of Shenfu Xiongze prescription presented significantly elevated EF and FS values (P<0.01) and lowered LVIDd and LVIDs (P<0.05). In these groups, the inflammation and fibrosis were alleviated significantly. They also exhibited decreased serum levels of IL-6 and BNP (P<0.01), significantly reduced protein expression of Collagen Ⅰ, α-SMA, TGF-β1, p62, and p-mTOR (P<0.01), significantly decreased mRNA expression of Collagen Ⅰ, Collagen Ⅲ, α-SMA, and mTOR (P<0.01), and significantly increased mRNA and protein levels of LC3, Beclin-1, and AMPK (P<0.05,P<0.01). ConclusionThe Shenfu Xiongze prescription can improve the myocardial remodeling induced by ISO in rats by regulating the autophagy level,enhance cardiac function,and reduce inflammatory and fibrotic levels. This effect may be achieved through the AMPK/mTOR signaling pathway.
4.Prognostic Factors of Liposarcoma in Head and Neck
Shuo DING ; Zhigang HUANG ; Jugao FANG ; Yang ZHANG ; Lizhen HOU ; Wei GUO ; Gaofei YIN ; Qi ZHONG
Cancer Research on Prevention and Treatment 2025;52(1):31-35
Objective To explore the pathogenesis and prognostic factors of liposarcoma in the head and neck region, and simultaneously analyze the efficacy of different treatment regimens. Methods A retrospective analysis was performed on all patients with primary untreated head and neck liposarcoma who were diagnosed and underwent surgical treatment at our hospital from January 2008 to January 2024. All patients were monitored during follow-up, and their prognoses were analyzed using SPSS software. Results A total of 30 patients were included in the study. Liposarcoma accounted for up to 60% of the cases in the orbit, while the remaining liposarcomas were primarily located in various interspaces of the neck. Dedifferentiated liposarcoma was the most common type, comprising 33%, while myxoid pleomorphic liposarcoma was the rarest at 4%. The tumor pathological type (P<0.001) and Ki67 (P=0.014) significantly affected the tumor control rate. However, an analysis of disease-specific survival rates revealed no significant differences across various factors (all P>0.05). Conclusion The prognosis of head and neck liposarcoma is better compared to that of liposarcomas in other parts of the body. However, myxoid pleomorphic liposarcoma, pleomorphic fat sarcoma, and high Ki67 levels are indicators of poor prognosis. Additionally, postoperative adjuvant radiotherapy does not significantly enhance disease-specific survival rates.
5.Study on the relationship between vertical laminar fracture,dural tear,and spinal cord functional injury
Kun ZHAO ; Jia LIU ; Kewei WEI ; Mengdi QI ; Geng XU ; Jiayue HAN ; Zhong YANG
Journal of Practical Radiology 2025;41(10):1711-1714
Objective To investigate the relationship between vertical laminar fracture(VLF)in thoracolumbar burst fractures and both neurological injury and dural tear.Methods A retrospective analysis was conducted on the clinical data and multi spiral computed tomography(MSCT)coronal images of 255 patients of thoracolumbar burst fractures.The patients were divided into three groups based on the presence of VLF[Ⅰ group(complete VLF group),Ⅱ group(partial VLF group),and Ⅲ group(normal lamina group)].Statistical analysis was performed using analysis of variance and Fisher's exact test to compare radiological parameters,inci-dence of dural tear,and neurological injury among the groups.Results The Ⅰ group showed significant differences in spinal canal sagittal diameter,pedicle distance,and spinal canal area compared with the other two groups(P<0.05).However,there was no sig-nificant difference in vertebral body compression rate between the Ⅰ group and the Ⅱ group(P>0.05).The Ⅰ group had the high-est incidence of severe neurological injury[American Spinal Injury Association(ASIA)impairment scale grades A and B]and dural tear(P<0.05).Conclusion The severity of VLF is closely related to dural tear and neurological injury.MSCT coronal images can clearly display the extent of VLF,providing an important basis for clinical evaluation and treatment plan.
6.Correlation of systemic immune inflammatory index and monocyte-to-lymphocyte ratio with chronic kidney disease-mineral and bone disorder in patients with chronic kidney disease
Wei ZHONG ; Shihua SHEN ; Weile WANG ; Jingjing LIU ; Yiya WANG ; Wei ZHU ; Jing YANG
Chinese Journal of Primary Medicine and Pharmacy 2025;32(6):841-846
Objective:To investigate the correlation of systemic immune inflammatory index (SII) and monocyte-to-lymphocyte ratio (MLR) with chronic kidney disease-mineral and bone disorder (CKD-MBD) in patients with stage 5 chronic kidney disease (CKD).Methods:A cross-sectional survey method was used to select 152 patients with stage 5 CKD who received treatment in the Department of Nephrology, Hefei First People's Hospital from January 2023 to January 2024 as research subjects. Based on the patients' intact parathyroid hormone (iPTH) levels, they were divided into three groups: low iPTH group ( n = 63), normal iPTH group ( n = 46), and high iPTH group ( n = 43). The differences in SII and MLR among the three groups were analyzed. The relationship between SII and the occurrence of high iPTH was analyzed to assess the predictive efficacy of SII for high iPTH. Results:Among the 152 patients with stage 5 CKD, the low iPTH group accounted for 41.45% (63/152), the normal iPTH group for 30.26% (46/152), and the high iPTH group for 28.29% (43/152). The prevalence of hypertension in each group was as follows: 85.71% (54/63) in the low iPTH group, 89.13% (41/46) in the normal iPTH group, and 60.77% (30/43) in the high iPTH group ( χ2 = 6.60, P = 0.037). Other parameters showed significant differences among the groups: neutrophil count was 3.60 (2.94, 4.79) × 10 9/L in the low iPTH group, 4.08 (3.16, 4.88) × 10 9/L in the normal iPTH group, and 5.21 (4.08, 6.75) ×10 9/L in the high iPTH group ( Z = 25.64, P < 0.001); lymphocyte count was 1.51 (1.13, 1.85) × 10 9/L, 1.18 (1.00, 1.68) × 10 9/L, and 1.10 (0.75, 1.66) × 10 9/L, respectively ( Z = 8.25, P = 0.016); monocyte count was 0.47 (0.36, 0.62) × 10 9/L, 0.53 (0.42, 0.70) × 10 9/L, and 0.43 (0.33, 0.54) × 10 9/L, respectively ( Z = 8.15, P = 0.017); serum albumin levels were (37.26 ± 5.77) g/L, (36.31 ± 5.68) g/L, and (41.53 ± 4.90) g/L, respectively ( t = 10.85, P < 0.001); creatinine levels were 214.00 (148.00, 343.00) μmol/L, 462.00 (338.50, 682.25) μmol/L, and 835.50 (702.50, 960.75) μmol/L, respectively ( Z = 74.65, P < 0.001); serum calcium levels were 2.19 (2.11, 2.28) mmol/L, 2.16 (2.04, 2.26) mmol/L, and 2.32 (2.10, 2.49) mmol/L, respectively ( Z = 11.77, P = 0.003); serum phosphate levels were 1.21 (1.04, 1.49) mmol/L, 1.47 (1.27, 1.83) mmol/L, and 1.99 (1.65, 2.49) mmol/L, respectively ( Z = 48.72, P < 0.001); SII values were 362.75 (292.68, 639.92), 491.03 (380.12, 715.77), and 851.50 (525.23, 1 149.72), respectively ( Z = 33.02, P < 0.001); and MLR values were 0.30 (0.24, 0.43), 0.43 (0.30, 0.52), and 0.35 (0.28, 0.61), respectively ( Z = 9.02, P = 0.011). All differences among the three groups were statistically significant (all P < 0.05). There were no statistically significant differences among the groups regarding age, gender, height, body mass index, smoking history, alcohol consumption history, prevalence of diabetes, platelet count, serum total protein, uric acid, triglycerides, total cholesterol, high-density lipoprotein cholesterol, or low-density lipoprotein cholesterol (all P > 0.05). Multivariate logistic regression analysis indicated that elevated SII ( OR = 1.003, P = 0.024) was an independent risk factor for increased serum iPTH ( P < 0.05). Receiver operating characteristic analysis showed that the area under the curve for SII predicting high iPTH in patients with stage 5 CKD was 0.774 ( P < 0.001). Conclusions:In patients with stage 5 CKD, elevated creatinine, serum calcium, and SII are independent risk factors for increased serum iPTH, and SII has predictive value for the occurrence of high iPTH in patients with CKD.
7.New insights into the dule roles CDK12 in human cancers:Mechanisms and interventions for cancer therapy
Wei DAI ; Dong XIE ; Hao HUANG ; Jingxuan LI ; Caiyao GUO ; Fuqiang CAO ; Luo YANG ; Chengyong ZHONG ; Shenglan LIU
Journal of Pharmaceutical Analysis 2025;15(7):1477-1496
The dysregulation of cyclin-dependent kinase 12(CDK12),which may result from genomic alterations or modulation by upstream effectors,is implicated in cancer oncogenesis and progression.CDK12 over-expression or activation is sufficient to induce tumor initiation,recurrence,and therapeutic resistance.However,CDK12 may also exert tumor-suppressive functions in a context-dependent manner.Therefore,caution is warranted when targeting CDK12 in future clinical trials.A comprehensive elucidation of the dual roles and underlying mechanisms of CDK12 in carcinogenesis is urgently needed to advance pre-cision oncology.This review provides an overview of the current understanding of the dysregulation and biological roles of CDK12 in cancer.Subsequently,we systematically summarize the functions and mechanisms of the oncogenic and tumor-suppressive roles of CDK12 in different contexts.Finally,we discuss the potential of CDK12 as a novel therapeutic target and its implications in clinical oncology,offering insights into future directions for innovative cancer treatment strategies.
8.Construction of Clinical Questions and Outcome Indicators of Clinical Practice Guidelines of Acupuncture and Moxibustion Treatment for Irritable Bowel Syndrome Based on the Modified Delphi Method
Lixin MA ; Xueping ZHANG ; Xinxin HU ; Qianying WANG ; Zhuotai ZHONG ; Suowei WU ; Lei CHEN ; Weiqi SUN ; Wei CHEN ; Chen YANG ; Wei WEI ; Xiaolan SU
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(9):128-134
Objective To explore and construct the clinical questions and outcome indicators of the Clinical Practice Guideline of Acupuncture and Moxibustion Treatment for Irritable Bowel Syndrome;To provide a basis for the subsequent preparation of this guide to form recommendations.Methods First,by searching the databases of seven major Chinese and English journals,including CNKI,the preliminary list of clinical problems and outcome indicators in the Clinical Practice Guideline of Acupuncture and Moxibustion Treatment for Irritable Bowel Syndrome were sorted out,and then the clinical questions and outcome indicators that formed the recommendations of the guide were finally determined based on the modified Delphi method in the form of three rounds of online.The first two rounds were conducted in the form of online questionnaires filled out by experts,and the importance ratings of clinical issues and outcome indicators were imported into the SPSS 27.0 software for statistical analysis.The first and second rounds of clinical questions and outcome indicators were rated as the average score≥4,full score frequency≥30%,and the coefficient of variation≤25%,respectively;the inclusion criteria for entering the second round of evaluation were an average score of≥7 and an average score of≤25%.The third round would be further discussed and voted on by experts in an online consensus meeting,with a voting rate of≥80%as the standard to determine the final items to be included in the guidelines.Results A total of 109 questionnaires were distributed nationwide in the first round of inquiry,and 107 were collected;a total of 20 questionnaires were distributed for the second round of expert research,and 20 were collected.The positive coefficients of the first and second rounds of experts were 98.17%and 100%;the Cronbach coefficients of clinical questions were 0.937 and 0.943,respectively;the Cronbach coefficients of the outcome indicators were 0.970 and 0.940,respectively.In the third round,a total of 22 experts participated in the meeting and all voted,resulting in a positive coefficient of 100%and an authority coefficient of 0.88.13 clinical questions and 17 outcome indicators were finally included in Clinical Practice Guideline of Acupuncture and Moxibustion Treatment for Irritable Bowel Syndrome.Conclusion According to the results of the above three rounds of modified Delphi method,it indicates that the questionnaire survey in the process of formulating the guidelines is highly reliable,which can provide a reliable basis for the writing of this guide,and to provide a reference for the development of acupuncture guidelines in related fields.
9.Effects of quadratus lumborum block at the lateral supra-arcuate ligament versus erector spinae plane block on early postoperative recovery in patients undergoing posterior lumbar surgery
Yuling ZHONG ; Rong WEI ; Liuyu LU ; Xiaoyu KANG ; Yang LU ; Zheng GONG
The Journal of Practical Medicine 2025;41(17):2689-2695
Objective To compare the effects of quadratus lumborum block at the lateral supra-arcuate ligament(QLB-LSAL)and erector spinae plane block(ESPB)on early postoperative recovery in patients undergoing posterior lumbar surgery.Methods Ninety-three patients,aged 25~70 years,BMI 18~30 kg/m2 and ASA physical status Ⅱ or Ⅲ and scheduled for posterior lumbar surgery,were randomly divided into QLB-LSAL combined with general anesthesia(Group Q),ESPB combined with general anesthesia(Group E),and general anesthesia alone(Group N).Postoperatively,all groups received patient-controlled intravenous analgesia(PCIA).The following parameters were recorded:the scores of Richmond Agitation-Sedation Scale(RASS)and Bergman Comfort Scale(BCS)at awakening,6 h,12 h,and 24 h postoperatively;Likert scale score at PCIA cessation;the scores of Pittsburgh Sleep Quality Index(PSQI)and Early Postoperative Quality of Recovery-15(QoR-15)at 1 day preopera-(P<0.05).(2)Compared with Group N,group Q exhibited lower PSQI scores and higher QoR-15 scores at 1 and 3 days postoperatively(P<0.05).No statistically significant difference in PSQI scores was observed between group E and N(P>0.05),while group E had higher QoR-15 score than group N only at 1 day postoperatively(P<0.05).Both at 1 and 3 days postoperatively,group Q had lower PSQI scores and higher QoR-15 scores than group E(P<0.05).(3)Postoperative awakening time,extubation time,PACU stay time,time to first anal exhaust and time to first ambulation were significantly shorter in group Q than those in group N(P<0.05).Group E only showed shorter time to first anal exhaust compared to group N(P<0.05).Furthermore,group Q had a significantly shorter PACU stay time than group E(P<0.01).(4)There was no statistically significant difference in the incidence of adverse reactions among the three groups of patients.(P>0.05).Conclusions Both QLB-LSAL and ESPB effectively improve postoperative analgesia and early recovery quality.However,QLB-LSAL demonstrates advantages in enhancing patient comfort,analgesia satisfaction,sleep quality,and accelerating overall postoperative recovery.
10.Study on the relationship between vertical laminar fracture,dural tear,and spinal cord functional injury
Kun ZHAO ; Jia LIU ; Kewei WEI ; Mengdi QI ; Geng XU ; Jiayue HAN ; Zhong YANG
Journal of Practical Radiology 2025;41(10):1711-1714
Objective To investigate the relationship between vertical laminar fracture(VLF)in thoracolumbar burst fractures and both neurological injury and dural tear.Methods A retrospective analysis was conducted on the clinical data and multi spiral computed tomography(MSCT)coronal images of 255 patients of thoracolumbar burst fractures.The patients were divided into three groups based on the presence of VLF[Ⅰ group(complete VLF group),Ⅱ group(partial VLF group),and Ⅲ group(normal lamina group)].Statistical analysis was performed using analysis of variance and Fisher's exact test to compare radiological parameters,inci-dence of dural tear,and neurological injury among the groups.Results The Ⅰ group showed significant differences in spinal canal sagittal diameter,pedicle distance,and spinal canal area compared with the other two groups(P<0.05).However,there was no sig-nificant difference in vertebral body compression rate between the Ⅰ group and the Ⅱ group(P>0.05).The Ⅰ group had the high-est incidence of severe neurological injury[American Spinal Injury Association(ASIA)impairment scale grades A and B]and dural tear(P<0.05).Conclusion The severity of VLF is closely related to dural tear and neurological injury.MSCT coronal images can clearly display the extent of VLF,providing an important basis for clinical evaluation and treatment plan.

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