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

BACKGROUND: The role of inflammation in the development of gestational diabetes mellitus (GDM) has recently become a focus of research. The systemic immune-inflammation index (SII) and systemic inflammation response index (SIRI), novel indices, reflect the body's chronic immune-inflammatory state. This study aimed to investigate the associations between the SII or SIRI and GDM. METHODS: A prospective birth cohort study was conducted at Beijing Obstetrics and Gynecology Hospital from February 2018 to December 2020, recruiting participants in their first trimester of pregnancy. Baseline SII and SIRI values were derived from routine clinical blood results, calculated as follows: SII = neutrophil (Neut) count × platelet (PLT) count/lymphocyte (Lymph) count, SIRI = Neut count × monocyte (Mono) count/Lymph count, with participants being grouped by quartiles of their SII or SIRI values. Participants were followed up for GDM with a 75-g, 2-h oral glucose tolerance test (OGTT) at 24-28 weeks of gestation using the glucose thresholds of the International Association of Diabetes and Pregnancy Study Groups (IADPSG). Logistic regression was used to analyze the odds ratios (ORs) (95% confidence intervals [CIs]) for the the associations between SII, SIRI, and the risk of GDM. RESULTS: Among the 28,124 women included in the study, the average age was 31.8 ± 3.8 years, and 15.76% (4432/28,124) developed GDM. Higher SII and SIRI quartiles were correlated with increased GDM rates, with rates ranging from 12.26% (862/7031) in the lowest quartile to 20.10% (1413/7031) in the highest quartile for the SII ( Ptrend <0.001) and 11.92-19.31% for the SIRI ( Ptrend <0.001). The ORs (95% CIs) of the second, third, and fourth SII quartiles were 1.09 (0.98-1.21), 1.21 (1.09-1.34), and 1.39 (1.26-1.54), respectively. The SIRI findings paralleled the SII outcomes. For the second through fourth quartiles, the ORs (95% CIs) were 1.24 (1.12-1.38), 1.41 (1.27-1.57), and 1.64 (1.48-1.82), respectively. These associations were maintained in subgroup and sensitivity analyses. CONCLUSION The SII and SIRI are potential independent risk factors contributing to the onset of GDM.
Humans ; Female ; Pregnancy ; Diabetes, Gestational/immunology* ; Prospective Studies ; Adult ; Inflammation/immunology* ; Glucose Tolerance Test ; Birth Cohort

Age-related macular degeneration(ARMD)is a common multifactorial disease among the elderly, which may lead to irreversible vision loss; however, the pathogenesis of ARMD is still unclear. Metabolomics is a relatively new “omics” technique that can provide qualitative and quantitative information about low molecular weight metabolites that make up biological systems, thereby revealing the physiological or pathological state of cell or tissue samples at specific time points. In recent years, increasing evidence suggests that metabolic dysfunction plays an important role in the development and progression of ARMD. Metabolic pathway dysregulation involves lipid metabolism, nucleotide metabolism, amino acid metabolism, and energy metabolism, which may play important roles in the occurrence and development of ARMD. The retina is one of the most metabolically active tissues in the human body, so using metabolomics techniques to measure molecular changes in ARMD will further enhance our understanding of the pathogenesis. This will provide important insights for the prevention and treatment of ARMD, This article reviews the application of metabolomics in ARMD.

Objective To investigate the mechanism of modified Huanglian Wendan Decoction in improving insulin resistance(IR)HepG2 cells by regulating JAK2/STAT3 signaling pathway.Methods HepG2 cells were incubated with 0.25 mmol/L palmitic acid for 24 h to induce IR model.The cells were divided into model group,drug containing serum group and metformin hydrochloride group.Blank serum,modified Huanglian Wendan Decoction drug containing serum and 2 mmol/L metformin hydrochloride intervention were administered,respectively.Normal cultured HepG2 cells were used as control group.The glucose assay kit was used to detect the glucose content in the cell supernatant,the liver glycogen assay kit was used to detect the glycogen content in the cells,the triglycerides(TG)assay kit was used to detect the TG content in the cells,PAS staining was used to observe the glycogen status of the cells,oil red O staining was used to observe the lipid droplet status of the cells,ELISA assay kit was used to detect the contents of interleukin-6(IL-6)and tumor necrosis factor(TNF)-α in cell supernatant,Western blot was used to detect the protein expressions of Janus kinase 2(JAK2),signal transduction and transcription activator 3(STAT3),LC3 and Beclin-1 in the cells.Results Compared with the control group,the glucose content in the supernatant of HepG2 cells in the model group increased(P<0.01),the intracellular glycogen content decreased(P<0.01),the TG content increased(P<0.01),the glycogen staining area decreased(P<0.01),the lipid droplet staining area increased(P<0.01),the contents of IL-6 and TNF-α in the supernatant increased(P<0.01),the expressions of JAK2 and STAT3 proteins increased(P<0.01),and the protein expression of LC3Ⅱ/LC3Ⅰ and Beclin-1 decreased(P<0.01).Compared with the model group,the glucose content decreased in the drug containing serum group and metformin hydrochloride group(P<0.01),the intracellular glycogen content increased(P<0.01),the TG content decreased(P<0.01),the glycogen staining area increased(P<0.01),the lipid droplet staining area decreased(P<0.01),the contents of IL-6 and TNF-α in cell supernatant decreased(P<0.01),the expressions of JAK2 and STAT3 proteins decreased(P<0.01),and the expressions of LC3Ⅱ/LC3Ⅰ and Beclin-1 proteins increased(P<0.05,P<0.01).The effect of modified Huanglian Wendan Decoction was better than that of metformin hydrochloride(P<0.05,P<0.01).Conclusion Modified Huanglian Wendan Decoction can possibly improve glucose and lipid metabolism and reduce inflammation in IR-HepG2 cells through intervening JAK2/STAT3 signaling pathway and mediating autophagy.

Objective:To evaluate the factors influencing test failure after resampling in non-invasive prenatal testing (NIPT) and to explore its impact on pregnancy outcomes.Methods:The information of pregnant women who failed to undergo NIPT for the first time and resampled for testing in Beijing Obstetrics and Gynecology Hospital, Capital Medical University from January 2018 to January 2022 were collected and retrospectively analyzed. According to the results of resampled NIPT, the pregnant women were divided into the failure group (170 cases) and the success group(485 cases), and the general clinical data and pregnancy outcomes of the two groups were compared.Results:(1) A total of 88 928 pregnant women underwent NIPT in Beijing Obstetrics and Gynecology Hospital during the study period, of which 1 299 (1.461%, 1 299/88 928) failed in the first NIPT. Among the 1 299 pregnant women who failed in the first NIPT, 720 were resampled for testing. Finally, 655 pregnant women who met the inclusion criteria and had complete clinical information and perinatal outcomes were collected. The success rate of resampling was 74.0% (485/655). Compared with the success group, the pregnant women in the failure group had a later gestational age at resampling, a higher pre-pregnancy body mass index (BMI) and a higher fetal fraction, and the differences were statistically significant (all P<0.001). (2) Among the 485 pregnant women in the success group, 130 cases (26.8%, 130/485) were detected with chromosome aneuploidy. Among the 170 pregnant women in the failure group, 8 cases had abnormal amniocentesis, 2 cases had abnormal maternal serum screening of aneuploidy in the second trimester, 3 cases had abnormal ultrasound anomaly removal, and 157 cases had no abnormality. (3) The incidence of fetal or neonatal malformation in the failure group was significantly higher than that in the success group [11.2% (19/170) vs 5.8% (28/485), P=0.019], but after adjusting for age and pre-pregnancy BMI, fetal or neonatal malformation was not associated with the success of resampling ( RR=0.675, 95% CI: 0.346-1.319; P=0.250). The incidences of gestational diabetes mellitus and hypertensive disorders in pregnancy in the failure group were significantly higher than those in the success group (all P<0.05), but after adjusting for age and pre-pregnancy BMI, only the incidence of gestational diabetes mellitus in the failure group was higher ( RR=0.630, 95% CI: 0.426-0.932; P=0.021). Conclusions:For pregnant women who failed the initial NIPT, the success of the resampling test is associated with pre-pregnancy BMI and the gestational week at the time of resampling. Those who failed the resampling test are more likely to develop gestational diabetes mellitus. When providing genetic counseling for pregnant women who failed the initial NIPT, it is important to consider the successful rate of resampling testing. The risk of chromosomal abnormalities should be comprehensively considered to develop further screening strategies.

Objective:To evaluate the factors influencing test failure after resampling in non-invasive prenatal testing (NIPT) and to explore its impact on pregnancy outcomes.Methods:The information of pregnant women who failed to undergo NIPT for the first time and resampled for testing in Beijing Obstetrics and Gynecology Hospital, Capital Medical University from January 2018 to January 2022 were collected and retrospectively analyzed. According to the results of resampled NIPT, the pregnant women were divided into the failure group (170 cases) and the success group(485 cases), and the general clinical data and pregnancy outcomes of the two groups were compared.Results:(1) A total of 88 928 pregnant women underwent NIPT in Beijing Obstetrics and Gynecology Hospital during the study period, of which 1 299 (1.461%, 1 299/88 928) failed in the first NIPT. Among the 1 299 pregnant women who failed in the first NIPT, 720 were resampled for testing. Finally, 655 pregnant women who met the inclusion criteria and had complete clinical information and perinatal outcomes were collected. The success rate of resampling was 74.0% (485/655). Compared with the success group, the pregnant women in the failure group had a later gestational age at resampling, a higher pre-pregnancy body mass index (BMI) and a higher fetal fraction, and the differences were statistically significant (all P<0.001). (2) Among the 485 pregnant women in the success group, 130 cases (26.8%, 130/485) were detected with chromosome aneuploidy. Among the 170 pregnant women in the failure group, 8 cases had abnormal amniocentesis, 2 cases had abnormal maternal serum screening of aneuploidy in the second trimester, 3 cases had abnormal ultrasound anomaly removal, and 157 cases had no abnormality. (3) The incidence of fetal or neonatal malformation in the failure group was significantly higher than that in the success group [11.2% (19/170) vs 5.8% (28/485), P=0.019], but after adjusting for age and pre-pregnancy BMI, fetal or neonatal malformation was not associated with the success of resampling ( RR=0.675, 95% CI: 0.346-1.319; P=0.250). The incidences of gestational diabetes mellitus and hypertensive disorders in pregnancy in the failure group were significantly higher than those in the success group (all P<0.05), but after adjusting for age and pre-pregnancy BMI, only the incidence of gestational diabetes mellitus in the failure group was higher ( RR=0.630, 95% CI: 0.426-0.932; P=0.021). Conclusions:For pregnant women who failed the initial NIPT, the success of the resampling test is associated with pre-pregnancy BMI and the gestational week at the time of resampling. Those who failed the resampling test are more likely to develop gestational diabetes mellitus. When providing genetic counseling for pregnant women who failed the initial NIPT, it is important to consider the successful rate of resampling testing. The risk of chromosomal abnormalities should be comprehensively considered to develop further screening strategies.

Objective To investigate the mechanism of modified Huanglian Wendan Decoction in improving insulin resistance(IR)HepG2 cells by regulating JAK2/STAT3 signaling pathway.Methods HepG2 cells were incubated with 0.25 mmol/L palmitic acid for 24 h to induce IR model.The cells were divided into model group,drug containing serum group and metformin hydrochloride group.Blank serum,modified Huanglian Wendan Decoction drug containing serum and 2 mmol/L metformin hydrochloride intervention were administered,respectively.Normal cultured HepG2 cells were used as control group.The glucose assay kit was used to detect the glucose content in the cell supernatant,the liver glycogen assay kit was used to detect the glycogen content in the cells,the triglycerides(TG)assay kit was used to detect the TG content in the cells,PAS staining was used to observe the glycogen status of the cells,oil red O staining was used to observe the lipid droplet status of the cells,ELISA assay kit was used to detect the contents of interleukin-6(IL-6)and tumor necrosis factor(TNF)-α in cell supernatant,Western blot was used to detect the protein expressions of Janus kinase 2(JAK2),signal transduction and transcription activator 3(STAT3),LC3 and Beclin-1 in the cells.Results Compared with the control group,the glucose content in the supernatant of HepG2 cells in the model group increased(P<0.01),the intracellular glycogen content decreased(P<0.01),the TG content increased(P<0.01),the glycogen staining area decreased(P<0.01),the lipid droplet staining area increased(P<0.01),the contents of IL-6 and TNF-α in the supernatant increased(P<0.01),the expressions of JAK2 and STAT3 proteins increased(P<0.01),and the protein expression of LC3Ⅱ/LC3Ⅰ and Beclin-1 decreased(P<0.01).Compared with the model group,the glucose content decreased in the drug containing serum group and metformin hydrochloride group(P<0.01),the intracellular glycogen content increased(P<0.01),the TG content decreased(P<0.01),the glycogen staining area increased(P<0.01),the lipid droplet staining area decreased(P<0.01),the contents of IL-6 and TNF-α in cell supernatant decreased(P<0.01),the expressions of JAK2 and STAT3 proteins decreased(P<0.01),and the expressions of LC3Ⅱ/LC3Ⅰ and Beclin-1 proteins increased(P<0.05,P<0.01).The effect of modified Huanglian Wendan Decoction was better than that of metformin hydrochloride(P<0.05,P<0.01).Conclusion Modified Huanglian Wendan Decoction can possibly improve glucose and lipid metabolism and reduce inflammation in IR-HepG2 cells through intervening JAK2/STAT3 signaling pathway and mediating autophagy.

In many neurodegenerative diseases,eye movement is disrupted,which is a common and early characteris-tic of neurodegenerative diseases.Characterizing eye movement is important for the diagnosis of neurodegenerative disea-ses,helping to track disease progression and response to treatment.In recent years,eye tracking technology has been ap-plied to the assessment of cognitive function in patients with neurodegenerative diseases.Compared to traditional cognitive assessment methods,the technology has higher temporal and spatial resolution for sensitive quantification.Eye tracking da-ta confirms that executive dysfunction is common in Parkinson's disease and amyotrophic lateral sclerosis,while attention deficit is a characteristic of Alzheimer's disease and multiple sclerosis.Research using eye tracking to evaluate the cogni-tive function of epilepsy patients is still in its early stages,but this method has shown advantages.In this article,the appli-cation of eye tracking technology in neurodegenerative diseases is reviewed.

Objective:To investigate the clinical efficacy of the modified central short incision minimally invasive double eyelid surgery.Methods:A retrospective analysis was conducted on patients who underwent the modified procedure at Chengdu Badachu Medical Aesthetic Hospital from September 2018 to January 2023. The modification involved extending the traditional central short incision to retain the outer fascial membrane of the orbicularis oculi muscle through shallow layer dissection. At five marked points, the skin and muscle layers of both the upper and lower eyelids were fixed to the pre-tarsal fascia. The upper eyelid orbital septum was also repositioned, postoperative evaluations were performed by doctors, scoring the upper eyelid (0-8 points, with higher scores indicating greater satisfaction) and the incision was intermittently sutured. Patient satisfaction was investigated 3 months after surgery by outpatient questionnaires or telephone follow-up.Results:Ninety-four patients (147 eyelids, including 31 with ptosis) were included. There were 28 males (49 eyelids) and 66 females (98 eyelids), aged 20-41 years, with an average age of 29.7 years. Follow-up ranged from 6 to 36 months, averaging 14 months. All incisions healed without infection, scar hyperplasia, or corneal injuries. Two cases required revision surgery for shallow folds. The remaining patients had smooth, full eyelid folds with hidden, flat incisions. Doctors evaluated the postoperative effect: 141 cases were satisfied, 4 cases were general and 2 cases were dissatisfied. Patient satisfaction: 142 cases were satisfied and above, 3 cases were generally satisfied and 2 cases were dissatisfied.Conclusion:The modified central short incision minimally invasive double eyelid surgery fully exposes the surgical field, corrects ptosis, expands indications and is simple, minimally traumatic, quick to recover from, with minimal scarring and natural result.It is an optimal method for minimally invasive double eyelid surgery.