1.Construction and efficacy verification of an intelligent pharmaceutical Q&A platform based on AI hallucination-suppression
Zhengwang WEN ; Jiaying WANG ; Wenyue YANG ; Haoyu YANG ; Xiao MA ; Yun LIU
China Pharmacy 2026;37(2):226-231
OBJECTIVE To construct an intelligent pharmaceutical Q&A platform for precision medication with low “artificial intelligence (AI) hallucination”, aiming to enhance the accuracy, consistency, and traceability of medication consultations. METHODS Medication package inserts were batch-processed and converted into structured data through Python programming to build a local pharmaceutical knowledge base. The retrieval and question-answering processes were designed based on large language models, and system integration and localized deployment were completed on Dify platform. By designing typical clinical medication questions and comparing the output of the intelligent pharmaceutical Q&A platform with the online version of DeepSeek across dimensions such as peak time retrieval, half-life, and dosage adjustment reasoning for patients with renal impairment, the accuracy and reliability of its retrieval and reasoning results were evaluated. RESULTS The intelligent pharmaceutical Q&A platform, constructed based on local drug package inserts, achieved 100% accuracy in retrieval and reasoning for peak time, half-life, and dosage adjustment schemes. In comparison, the online version of DeepSeek demonstrated accuracies of 30%(6/20), 50%(10/20), and 38%(23/60) across these three dimensions, respectively. CONCLUSIONS The constructed intelligent pharmaceutical Q&A platform is capable of accurately retrieving and extracting information from the local knowledge base based on clinical inquiries, thereby avoiding the occurrence of AI hallucinations and providing reliable medication decision support for healthcare professionals.
2.CLIC5 Overexpression Suppresses Malignant Development of Lung Adenocarcinoma Cells
Mingming ZHANG ; Haoyu FU ; Xiaohui LIU ; Jianfeng LI ; Bangqing LIU
Cancer Research on Prevention and Treatment 2026;53(6):482-491
Objective To explore the role of chloride intracellular channel 5 (CLIC5) in the development of lung adenocarcinoma (LUAD). Methods The expression levels of CLIC5 in LUAD samples were determined using bioinformatics and qRT-PCR. The correlation between CLIC5 expression and LUAD progression was revealed through survival analysis and clinicopathological feature analysis. After the knockdown or overexpression of CLIC5 in the LUAD cells, cell proliferation was assessed through colony formation assay, cell apoptosis rate by flow cytometry, and cell migration and invasion by scratch and Transwell invasion assay. The protein levels of vimentin and Snail were detected by Western blot. Results Bioinformatics analysis results showed low CLIC5 expression levels in the LUAD samples. This finding was associated with the aggressive progression of LUAD and the poor survival of patients with LUAD. The qRT-PCR results confirmed that CLIC5 was mainly expressed in the cytoplasm of the LUAD cells. CLIC5 overexpression inhibited cell activity and proliferation and promoted the apoptosis of LUAD cells. The knockdown of CLIC5 exhibited the opposite effect. CLIC5 overexpression inhibited the migration and invasion of LUAD cells, downregulated Bcl-2, vimentin, and Snail and upregulated Bax, cleaved caspase-3 and E-cadherin in the LUAD cells. CLIC5 knockdown exhibited opposite effects. Conclusion CLIC5 overexpression promotes cell apoptosis and inhibits cell proliferation and invasion, thereby inhibiting the development of LUAD. Hence, CLIC5 is a novel biomarker of prognosis and therapeutic target for LUAD.
3.Silencing PTPN2 with nanoparticle-delivered small interfering RNA remodels tumor microenvironment to sensitize immunotherapy in hepatocellular carcinoma.
Fu WANG ; Haoyu YOU ; Huahua LIU ; Zhuoran QI ; Xuan SHI ; Zhiping JIN ; Qingyang ZHONG ; Taotao LIU ; Xizhong SHEN ; Sergii RUDIUK ; Jimin ZHU ; Tao SUN ; Chen JIANG
Acta Pharmaceutica Sinica B 2025;15(6):2915-2929
Protein tyrosine phosphatase nonreceptor type 2 (PTPN2) is a promising target for sensitizing solid tumors to immune checkpoint blockades. However, the highly polar active sites of PTPN2 hinder drug discovery efforts. Leveraging small interfering RNA (siRNA) technology, we developed a novel glutathione-responsive nano-platform HPssPT (HA/PEIss@siPtpn2) to silence PTPN2 and enhance immunotherapy efficacy in hepatocellular carcinoma (HCC). HPssPT showed potent transfection and favorable safety profiles. PTPN2 deficiency induced by HPssPT amplified the interferon γ signaling in HCC cells by increasing the phosphorylation of Janus-activated kinase 1 and signal transducer and activator of transcription 1, resulting in enhanced antigen presentation and T cell activation. The nano-platform was also able to promote the M1-like polarization of macrophages in vitro. The unique tropism of HPssPT towards tumor-associated macrophages, facilitated by hyaluronic acid coating and CD44 receptor targeting, allowed for simultaneous reprogramming of both tumor cells and tumor-associated macrophages, thereby synergistically reshaping tumor microenvironment to an immunostimulatory state. In HCC, colorectal cancer, and melanoma animal models, HPssPT monotherapy provoked robust antitumor immunity, thereby sensitizing tumors to PD-1 blockade, which provided new inspiration for siRNA-based drug discovery and tumor immunotherapy.
4.Relationship between bile acid sub components and traditional biochemical indicators and nonalcoholic fatty liver
Jinlong DU ; Haoyu ZHANG ; Zhendong LIU ; Shumei LIU ; Haiyan DU ; Chunyan TANG ; Zhuomin LI ; Yanguo TAN
International Journal of Laboratory Medicine 2025;46(7):786-790
Objective To investigate the changes of 22 bile acid sub components and 17 traditional bio-chemical indicators in serum of patients with non-alcoholic fatty liver disease(NAFLD),and the diagnostic value of detecting the above indicators alone or in combination for NAFLD.Methods A total of 168 NAFLD patients(NAFLD group)and 216 non-NAFLD apparently healthy individuals(non-NAFLD group)were se-lected,bile acid sub components were determined by liquid chromatography tandem mass spectrometry,and traditional biochemical indicators were detected by automatic biochemical analyzer.Results There were sta-tistically significant differences in the levels of 12 bile acid sub components and 12 traditional biochemical indi-cators between NAFLD group and non-NAFLD group(P<0.05).Compared to traditional biochemical indica-tors,bile acid sub components were less affected by body mass index(BMI).The area under the curve for di-agnosing NAFLD by combining three bile acid sub components[taurocholic acid(TCA),sodium taurodeoxy-cholate(TDCA),and tauroursodeoxycholic acid(UDCA)]with three traditional biochemical indicators[ala-nine aminotransferase(ALT),5'Nucleotidase(5'-NT),and small and dense low-density lipoprotein cholester-ol(sd-LDL-C)]was the largest,which was 0.810.Conclusion Twelve kinds of bile acid sub components in the blood of NAFLD patients have changed,and the combined detection of bile acid sub components and tradi-tional biochemical indicators could improve the diagnostic efficacy of NAFLD to a certain extent.
5.Bioinformatics analysis of postmenopausal osteoporosis based on peripheral blood monocytes
Li BAO ; Haoyu LIU ; Hai TANG ; Bin ZHU ; Xiang LI ; Hua GAO ; Haibo SUN
International Journal of Surgery 2025;52(6):408-414
Objective:To apply bioinformatics methods to screen and analyze differentially expressed genes and biological processes specific to peripheral blood mononuclear cells in postmenopausal women with osteoporosis.Methods:From the Gene Expression Omnibus database, GSE56814, GSE56815, and GSE2208 datasets were screened as the research objects. The limma package in R language was used to screen differentially expressed genes, and the multigene Meta-analysis function in Metascape platform was utilized to perform enrichment analysis of gene ontology and pathway. Protein-protein interaction network construction, module analysis, core gene, and enrichment analysis will be carried out.Results:In the GSE56814 dataset, there were 84 significantly up-regulated genes and 73 significantly down-regulated genes. In the GSE56815 dataset, there were 8 significantly up-regulated genes and 33 significantly down-regulated genes. In the GSE2208 dataset, there were 21 significantly up-regulated genes and 10 significantly down-regulated genes. The multigene Meta-analysis identified 3 modules and 19 core genes in the Metascape platform. The core genes of MCODE1 included STXBP2, EIF2S2, EIF3J, PTPN6, FLNA, HLA- DQA1, CTSD, HSPA6, HLA- DPB1, EIF3E, PLEC. They mainly enriched formation of cytoplasmic translation initiation complex, antigen processing and presentation of exogenous peptide antigen via major histocompatibility complex Ⅱ, cytoplasmic translational initiation, nsp1 from SARS-CoV-2 inhibits translation initiation in the host cell, programmed cell death 1 signaling pathway, allograft rejection reaction. The core genes of MCODE2 included FOS, FOSB, EGR1, EGR2, JUNB. They mainly enriched RNA polymerase Ⅱ-specific, DNA-binding transcription activator activity, cellular response to salt, nerve growth factor-stimulated transcriptional pathways, nuclear kinase and transcription factor activation activation pathways, neurotrophic receptor tyrosine kinase 1 signaling pathway. The core genes of MCODE3 included CEBPA, H2AC6, SPI1. They mainly enriched transcriptional regulation of granulopoiesis. Conclusion:This study obtained a total of 3 modules, 19 core genes, and enriched them in the biological processes related to postmenopausal osteoporosis, providing new ideas and biological targets for exploring its occurrence pathogenesis and drug treatment.
6.Clinical application of non-fusion spinal fixation techniques
Haoyu LIU ; Yong YANG ; Hai MENG ; Xiang LI
International Journal of Surgery 2025;52(11):721-729
Spinal fusion remains a cornerstone of spine surgery; however, long-term follow-up and biomechanical studies have highlighted trade-offs, including loss of segmental motion and adjacent segment degeneration. Non-fusion fixation techniques aim to provide limited stabilization and load sharing via implants while avoiding bony fusion, thereby preserving motion as much as possible. This review synthesizes recent clinical advances in the application of non-fusion techniques for cervical and lumbar degenerative disorders and spinal deformity, with the goal of informing clinical decision-making and practice.
7.Interactions between cells and extracellular matrix in nucleus pulposus degeneration
Tianqi FAN ; Haoyu LIU ; Bin ZHU
International Journal of Surgery 2025;52(11):734-741
One of the earliest hallmarks of intervertebral disc degeneration is the decrease in nucleus pulposus (NP) water content, which is fundamentally driven by the loss and structural alteration of extracellular matrix (ECM) aggrecan. At its core, the true determinant of NP degeneration lies in the imbalance between cells and the ECM. During the transition from notochordal cells to mature NP cells, reductions in cell density and matrix synthesis capacity lead to an inherently diminished ability to produce and renew aggrecan. Subsequently, inflammation, acidification, abnormal mechanical loading, and hypotonic microenvironments further disturb aggrecan’s structure, expression, and aggregation state through cellular mechanosensing and transcriptional regulation. These processes decrease the fixed charge density and osmotic pressure of the NP, thereby weakening its hydration, load-bearing, and resilience capacities. This review focuses on the NP microenvironment, using aggrecan as the central molecular anchor, to summarize recent advances in NP research. By integrating insights from microstructural alterations, imaging changes, and therapeutic strategies, this work aims to provide a comprehensive reference for understanding and managing the progression of NP degeneration.
8.Effectiveness analysis of channel-assisted minimally invasive repair technique combined with flexor hallucis longus tendon transfer for Achilles tendon sleeve avulsion.
Lingtong KONG ; Zhonghe WANG ; Haoyu LIU ; Nazhi ZHAN ; Hongzhe QI ; Hua CHEN
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(3):264-270
OBJECTIVE:
To evaluate the effectiveness of the channel-assisted minimally invasive repair (CAMIR) technique combined with flexor hallucis longus (FHL) tendon transfer in the treatment of Achilles tendon sleeve avulsion.
METHODS:
A retrospective analysis was conducted on 17 patients with Achilles tendon sleeve avulsion who underwent CAMIR technique combined with FHL transfer between January 2019 and January 2023. The cohort comprised 13 males and 4 females, aged 32 to 65 years (mean, 49.7 years). Etiologies included sports-related injuries in 15 cases and blunt trauma in 2 cases. The interval from injury to surgery ranged from 4 to 368 days (median, 15 days). All patients exhibited calcification at the Achilles tendon insertion site, with 7 cases complicated by Haglund deformity. Postoperative complications were meticulously monitored, and tendon healing was assessed via MRI. Clinical outcome were evaluated using the visual analogue scale (VAS) score for pain, Tegner activity level rating scale, ankle activity score (AAS), American Orthopaedic Foot & Ankle Society (AOFAS) ankle-hindfoot score, Victorian Institute of Sport Assessment-Achilles (VISA-A) score, and subjective clinical scoring systems preoperatively and at last follow-up.
RESULTS:
The operation time was 50-62 minutes (mean, 56 minutes), and the intraoperative blood loss was 5-50 mL (mean, 19.7 mL). All patients were followed up 12-67 months (mean, 38 months). No postoperative complication, such as Achilles tendon re-rupture, incision infection, deep vein thrombosis, heel raise insufficiency, or sural nerve injury, was observed. At last follow-up, MRI examination confirmed satisfactory tendon healing in all cases. Significant improvements were noted in VAS scores, Tegner activity level rating scale, AAS scores, AOFAS ankle-hindfoot scores, and VISA-A scores compared to preoperative ones ( P<0.05). At last follow-up, the subjective clinical score ranged from 6 to 10 (median, 9).
CONCLUSION
The CAMIR technique combined with FHL tendon transfer is a good treatment for repair of Achilles tendon sleeve avulsion, with good recovery of ankle function and few complications.
Humans
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Achilles Tendon/diagnostic imaging*
;
Middle Aged
;
Male
;
Female
;
Tendon Transfer/methods*
;
Minimally Invasive Surgical Procedures/methods*
;
Adult
;
Retrospective Studies
;
Aged
;
Treatment Outcome
;
Tendon Injuries/surgery*
9.Predictive value of the percentage of Gleason pattern 4 in biopsy for adverse pathological features and biochemical recurrence after radical prostatectomy in ISUP grade group 2-3 non-metastatic prostate cancer
Haoyu WU ; Tianyu XIONG ; Yanning ZHANG ; Yunpeng FAN ; Tianyu ZHANG ; Zhanliang LIU ; Song JIN ; Guangyong CHEN ; Ping XIE ; Yinong NIU
Chinese Journal of Urology 2025;46(4):267-274
Objective:To assess the predictive value of the percentage of Gleason pattern 4 (G4%) in prostate biopsy for adverse pathology and biochemical recurrence.Methods:We retrospectively analyzed consecutive patients who underwent radical prostatectomy in our institution between January 2019 and December 2023, and included those who were diagnosed with ISUP 2-3 cancer at biopsy. A total of 109 patients were included in this study. The average age of patients was (67.40±6.11) years, and the average BMI of patients was (25.36±2.97) kg/m 2. 49 Cases (45.0%) had a PI-RADS score of 5, and the median prostate volume was 32.60 (24.57, 45.63) ml. The median of most recent tPSA before biopsy was 9.76 (6.89, 12.95) ng/ml, the median PSAD was 0.28 (0.17, 0.44) ng/ml 2, and the median f/tPSA was 0.11 (0.08, 0.16). Clinical T 2b or higher stage was found in 84 cases (77.1%). The total biopsy core length was (22.91±5.18) cm, with a median of 24 (20, 24) biopsy cores and a median of 6 (4, 9) positive cores. Gleason score 3+ 4 was found in 52 cases (47.7%), and Gleason score 4+ 3 in 57 cases (52.3%). Cribriform was present in 30 cases (27.5%). G4% was calculated based on the proportion of Gleason grade 4 tumor relative to total tumor, tumor proportion relative to total tissue, and tissue length. Patients were divided into high-G4% (≥2.45%) and low-G4% (<2.45%) groups based on the median G4% value, with 55 and 54 cases, respectively. No significant differences were observed in baseline characteristics between the two groups ( P>0.05). The main risk factor of adverse pathology was analyzed by logistic regression, and receiver operating characteristic (ROC) curve and area under curve (AUC) were performed. Patients were further stratified by the G4% cutoff value from ROC, and Kaplan-Meier survival curves were plotted to compare biochemical recurrence free survival (BCRFS) between groups. The main risk factor affecting BCRFS was analyzed by Cox regression. Adverse pathology was defined as postoperative Gleason score ≥4+ 3 or pathological stage ≥T 3a. Results:Adverse pathology occurred in 44 (80.0%) high-G4% and 16 (29.6%) low-G4% patients ( P<0.01). Multivariate analysis identified G4% as an independent risk factor for adverse pathology ( OR=1.23, 95% CI 1.02-1.50, P=0.033). The highest ROC AUC value was seen for G4% (0.799), significantly outperforming Gleason score (0.799 vs. 0.641, P=0.003), tPSA (0.799 vs. 0.615, P=0.003), PSAD (0.799 vs. 0.679, P=0.038), positive cores (0.799 vs. 0.677, P=0.009), clinical T stage (0.799 vs. 0.607, P=0.001) and cribriform (0.799 vs. 0.639, P=0.001). The G4% cutoff value for predicting biochemical recurrence was 10.97%. The median BCRFS was significantly higher in the low G4% (<10.97%) group than that in the high G4% (≥10.97%) group (55 vs. 28 months, P=0.002). Cumulative recurrence free survival rates at 1 and 3 years were 94.6% vs. 74.1% and 78.0% vs. 47.6%, respectively. Multivariate Cox regression analysis indicates that G4% was an independent risk factor affecting BCRFS ( HR=1.11, 95% CI 1.00-1.23, P=0.041). Conclusions:For patients with ISUP 2-3 nmPCa, a higher G4% in biopsy specimens demonstrates strong predictive ability for adverse pathology and biochemical recurrence, outperforming traditional clinical indicators such as Gleason score and PSA.
10.Practice and thinking on the construction of science and technology innovation platform in research-oriented hospitals
Xinyu CHEN ; Haoyu ZHENG ; Jing XUE ; Longfei LIU ; Hua GUO
Chinese Journal of Medical Science Research Management 2025;38(3):214-218
Objective:As a crucial support for high-level innovation and high-efficiency transformation in research-oriented hospitals, the construction and operation mechanisms of scientific and technological innovation platforms need to be rationalized to ensure their efficient operation. This is a key issue that research-oriented hospitals should focus on and resolve in the process of scientific and technological management.Methods:Xiangya Hospital of Central South University had seized the construction of scientific and technological innovation platforms as a handle. It innovated management methods in key links such as platform cultivation and layout, investment of scientific and technological resources, paid use of space, performance assessment of platforms, and sharing of scientific research equipment. By doing so, it optimized the allocation of resources, stimulated innovative vitality, and created a new ecosystem for the innovative development of the hospital.Results:The efficient and coordinated development of the hospital′s scientific and technological innovation platforms had significantly enhanced the hospital′s overall capacity for scientific and technological innovation.Conclusions:Strengthening the construction of scientific and technological innovation platforms in research-oriented hospitals can effectively enhance the overall scientific and technological innovation strength and level of research-oriented hospitals, which can provide reference and reflection for domestic research-oriented hospitals to accelerate the achievement of high-level innovation and high-quality development goals.

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