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.Elucidation of the Mechanism Underlying the Rise and Decline of Male Reproductive Function from the Perspective of Tiangui (天癸) Theory
Yuhao MENG ; Haoyu WANG ; Wei LIU ; Yang YANG ; Yudie HU ; Xing ZHOU
Journal of Traditional Chinese Medicine 2026;67(18):1931-1935
Based on ancient and modern literature, this paper systematically elucidates the concept, physiological characteristics, and reproductive significance of tiangui (天癸), and further reviews its theoretical connotation throughout the entire process of male reproductive function, covering its onset, maturation, maintenance, disorder, and decline. In terms of its physiological foundation, tiangui is rooted in kidney essence and regulates male reproductive function through the coordination of zang-fu (脏腑) organs. It possesses characteristics of being time-limited, rhythmic, relatively independent, targeted, and functionally diverse. The occurrence of male reproductive diseases is closely related to the abnormality of tiangui, which primarily manifests as tiangui deficiency and dysregulation of tiangui timing. In clinical practice, treatment should follow the principle of "supplementing its deficiency and regulating its timing", so as to restore the operating rhythm of tiangui.
3.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.
4.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.
5.Comparison of the prognosis of replanting with cryoinactivation and reconstruction with allogeneic grafts for primary malignant bone tumors of the extremities
Zhuoyu LI ; Daoyang FAN ; Haoyu GUO ; Jilong ZHAO ; Yuan LI ; Qing ZHANG ; Xiaohui NIU ; Weifeng LIU
Chinese Journal of Orthopaedics 2025;45(10):662-669
Objective:To investigate the clinical efficacy of liquid nitrogen cryopreservation and reimplantation versus allograft reconstruction in patients underwent resection of primary malignant bone tumors of the long bones of the extremities.Methods:A retrospective analysis was conducted on 144 patients who underwent resection of primary malignant bone tumors of the long bones of the extremities followed by either liquid nitrogen cryopreservation and reimplantation or massive allografts reconstruction at the Beijing Jishuitan Hospital affiliated with Capital Medical University from January 2012 to July 2023. The study included 82 males and 62 females, with an average age of 23.8±12.3 years (range, 6-64 years). Patients were divided into two groups based on the reconstruction method: the cryopreservation and reimplantation group (72 cases) and the allograft group (72 cases). The following outcomes were recorded during follow-up: local tumor recurrence, bone union, union time, graft survival, and reasons for graft removal. Graft-related complications were recorded using the modified Henderson classification system of the International Limb Salvage Association. Limb function was assessed at the last follow-up using the Musculoskeletal Tumor Society score (MSTS-93).Results:All patients completed surgery and were followed up for a mean of 60.2±32.1 months (range, 12-149 months). At the last follow-up, 24 patients were dead from the tumor, 16 patients survived with the tumor (2 cases of local recurrence and 14 cases of distant metastasis), and 104 patients survived without the tumor. The bone union rate and union time in cryopreservation and reimplantation group were 90% (65/72) and 9.6±4.8 months, respectively, which was significantly superior to those in allograft group [68% (49/72) and 15.9±6.7 months, P<0.05]. The 5-year overall graft survival rate was 86.8% [95% CI (80.1%, 95.7%)] in cryopreservation and reimplantation group, higher than 73.2% [95% CI(68.4%, 84.5%)] in allograft group significantly (χ 2=7.122, P=0.017). The rates of graft removal due to non-union and infection in the cryopreservation and reimplantation group were 0% (0/72) and 1.4% (1/72), respectively, which were significantly lower than those in the allograft group [5.6% (4/72) and 9.7% (7/72), P<0.05]. Overall, 48.6% (70/144) of patients experienced at least one graft-related complication, with a complication rate of 33.3% in cryopreservation and reimplantation group, lower than the 61.1% in allograft group significantly (χ 2=11.146, P<0.001). The complications with the highest incidence rate were nonunion (20.8%, 30/144), followed by structural failure (17.4%, 25/144), tumor progression (10.4%, 15/144), infection (10.4%, 15/144), and soft tissue failure (5.6%, 8/144). The incidence rates of the atrophic non-union and the structural failure of grafts were 9.7% (7/72) and 1.4% (1/72) respectively in the cryopreservation and reimplantation group, which were significantly lower compared to the allograft group [29.2% (21/72) and 13.9% (10/72), P<0.05]. At the last follow-up, the MSTS-93 score was 89.7%±8.3% in the cryopreservation and reimplantation group, and 87.6%±7.5% in the allograft group, with no statistically significant difference ( t=0.326, P=0.542). Conclusion:Compared with allograft reconstruction, autologous inactivated bone grafting demonstrated superior bone union efficiency and fewer complications, it may be considered for reconstruction in cases whose tumor bone is not severely osteolytic or pathologically fractured.
6.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.
7.Low-energy CO2 fractional laser treatment for post-burn scars via activating Wnt/β-catenin pathway in scar epithelial cells in rats
Haoyu GU ; Yingying LIU ; Lu YANG ; Shichu XIAO ; Pengfei LUO ; Zhaofan XIA
Academic Journal of Naval Medical University 2025;46(1):53-64
Objective To investigate the role of scar epithelial cells and its potential molecular mechanisms in the efficacy of low-energy CO2 fractional laser treating post-burn scars.Methods The model of post-major burn scars on the back of rat was established.Three rats with post-major burn scars received 30 mJ low-energy CO2 fractional laser treatment to detect the activation of scar epidermal cells.Epidermal tissue of scars was isolated for RNA sequencing to screen activated pathways.Subsequently,18 rats with post-major burn scars were randomly divided into 3 groups(n=6):the control group without laser treatment,the laser group receiving 30 mJ CO2 fractional laser treatment,and the laser+inhibitor group receiving laser treatment and intra-scar injection of IWR-1(a Wnt/β-catenin pathway inhibitor),to verify the activation status and effects of the selected pathways.Hematoxylin-eosin staining,Masson staining,and Western blotting were used to detect the proliferation of epithelial cells and fibroblasts,the activation of Wnt/β-catenin pathway,as well as the improvement of scar profiles.Results After low-energy laser treatment,there was a significant increase in the number of Ki67-positive,proliferating cell nuclear antigen(PCNA)-positive,cytokeratin 19(CK19)-positive,and p63-positive cells in the scar epithelial tissue.RNA sequencing coupled with literature analysis identified Wnt/β-catenin pathway as a potential candidate pathway.In the confirmatory experiment,compared to the control group,the Wnt/β-catenin pathway was activated in scar epithelial cells in the laser group 5 d post-laser intervention.After 30 d laser intervention,dermal collagen exhibited a more loosened arrangement,with reduced dermal thickness and significantly less α-smooth muscle actin(α-SMA)-positive fibroblasts compared to the control group.CollagenⅠ,collagen Ⅲ,and the relative ratio of collagen Ⅰ to Ⅲ in the laser group were at a lower level than those in the control group.Administration of the Wnt/β-catenin pathway inhibitor blocked the activation of the Wnt/β-catenin pathway induced by low-energy laser,the proliferation of scar epithelial cells and the improvement of scar profiles.Conclusion Low-energy CO2 fractional laser treatment can activate the Wnt/β-catenin pathway of scar epithelial cells,thereby activating epithelial cells and yielding significant scar improvements.
8.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.
9.The Role of Gut Microbiota in Male Erectile Dysfunction of Rats
Zhunan XU ; Shangren WANG ; Chunxiang LIU ; Jiaqi KANG ; Yang PAN ; Zhexin ZHANG ; Hang ZHOU ; Mingming XU ; Xia LI ; Haoyu WANG ; Shuai NIU ; Li LIU ; Daqing SUN ; Xiaoqiang LIU
The World Journal of Men's Health 2025;43(1):213-227
Purpose:
Erectile dysfunction (ED) is a common male sexual dysfunction. Gut microbiota plays an important role in various diseases. To investigate the effects and mechanisms of intestinal flora dysregulation induced by high-fat diet (HFD) on erectile function.
Materials and Methods:
Male Sprague–Dawley rats aged 8 weeks were randomly divided into the normal diet (ND) and HFD groups. After 24 weeks, a measurement of erectile function was performed. We performed 16S rRNA sequencing of stool samples. Then, we established fecal microbiota transplantation (FMT) rat models by transplanting fecal microbiota from rats of ND group and HFD group to two new groups of rats respectively. After 24 weeks, erectile function of the rats was evaluated and 16S rRNA sequencing was performed, and serum samples were collected for the untargeted metabolomics detection.
Results:
The erectile function of rats and the species diversity of intestinal microbiota in the HFD group was significantly lower, and the characteristics of the intestinal microbiota community structure were also significantly different between the two groups. The erectile function of rats in the HFD-FMT group was significantly lower than that of rats in the ND-FMT group. The characteristics of the intestinal microbiota community structure were significantly different. In the HFD-FMT group, 27 metabolites were significantly different and they were mainly involved in the several inflammation-related pathways.
Conclusions
Intestinal microbiota disorders induced by HFD can damage the intestinal barrier of rats, change the serum metabolic profile, induce low-grade inflammation and apoptosis in the corpus cavernosum of the penis, and lead to ED.
10.The Role of Gut Microbiota in Male Erectile Dysfunction of Rats
Zhunan XU ; Shangren WANG ; Chunxiang LIU ; Jiaqi KANG ; Yang PAN ; Zhexin ZHANG ; Hang ZHOU ; Mingming XU ; Xia LI ; Haoyu WANG ; Shuai NIU ; Li LIU ; Daqing SUN ; Xiaoqiang LIU
The World Journal of Men's Health 2025;43(1):213-227
Purpose:
Erectile dysfunction (ED) is a common male sexual dysfunction. Gut microbiota plays an important role in various diseases. To investigate the effects and mechanisms of intestinal flora dysregulation induced by high-fat diet (HFD) on erectile function.
Materials and Methods:
Male Sprague–Dawley rats aged 8 weeks were randomly divided into the normal diet (ND) and HFD groups. After 24 weeks, a measurement of erectile function was performed. We performed 16S rRNA sequencing of stool samples. Then, we established fecal microbiota transplantation (FMT) rat models by transplanting fecal microbiota from rats of ND group and HFD group to two new groups of rats respectively. After 24 weeks, erectile function of the rats was evaluated and 16S rRNA sequencing was performed, and serum samples were collected for the untargeted metabolomics detection.
Results:
The erectile function of rats and the species diversity of intestinal microbiota in the HFD group was significantly lower, and the characteristics of the intestinal microbiota community structure were also significantly different between the two groups. The erectile function of rats in the HFD-FMT group was significantly lower than that of rats in the ND-FMT group. The characteristics of the intestinal microbiota community structure were significantly different. In the HFD-FMT group, 27 metabolites were significantly different and they were mainly involved in the several inflammation-related pathways.
Conclusions
Intestinal microbiota disorders induced by HFD can damage the intestinal barrier of rats, change the serum metabolic profile, induce low-grade inflammation and apoptosis in the corpus cavernosum of the penis, and lead to ED.

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