1.Design of a smart blood donation assistant based on large language model
Lan LUO ; Kanglie WAN ; Yue ZHENG ; Xiaoya ZHAO ; Zhedong HAN
Chinese Journal of Blood Transfusion 2026;39(2):241-247
Objective: To develop a smart blood donation service assistant for popularizing donation-related knowledge to blood donors via intelligent Q&A support, thereby enabling precise service delivery. Methods: Based on the operational scenarios of the Zhejiang Provincial Blood Center, the system utilized the open-source Dify platform for agent orchestration, and integrated with the DeepSeek model as the language processing engine to support online real-time interaction. External tools, including the Amap API and MySQL database queries, were encapsulated via the Model Context Protocol (MCP). A professional blood knowledge base for Retrieval-Augmented Generation (RAG) was constructed using the BGE-M3 embedding model. An innovative dual-large language model collaborative verification mechanism was introduced to design the overall framework. The system was deployed privately using Docker containerization, and offline closed-loop optimization was achieved through customized Python scripts. Results: An interactive interface for blood donors was developed by integrating the chatflow Web component from Dify. The intelligent assistant Agent can recommend optimal blood donation sites and navigation routes by invoking the Amap API based on the donor's location. The Blood Donation Knowledge Agent enables timely responses to inquiries, along with reasonable suggestions and reminders. This agent specializes in the field of voluntary blood donation, empowering the assistant to answer doubts and questions for blood donors in the form of intelligent question-and-answer interaction. It also guides users through preliminary self-assessments, helping potential donors identify eligibility issues beforehand, thereby effectively increasing the on-site success rate of blood donation and reducing resource waste. Conclusion: The smart blood donation assistant validates the feasibility of the "Dify+MCP+RAG" technical architecture within the blood transfusion informatization field. The assistant not only improves the service experience for blood donors, but also, ensures the sustainable evolution of the system through its modular design and closed-loop optimization mechanism, thus providing valuable insights for the intelligent transformation of traditional blood donation service systems.
2.Optimizing blood-brain barrier permeability in KRAS inhibitors: A structure-constrained molecular generation approach.
Xia SHENG ; Yike GUI ; Jie YU ; Yitian WANG ; Zhenghao LI ; Xiaoya ZHANG ; Yuxin XING ; Yuqing WANG ; Zhaojun LI ; Mingyue ZHENG ; Liquan YANG ; Xutong LI
Journal of Pharmaceutical Analysis 2025;15(8):101337-101337
Kirsten rat sarcoma viral oncogene homolog (KRAS) protein inhibitors are a promising class of therapeutics, but research on molecules that effectively penetrate the blood-brain barrier (BBB) remains limited, which is crucial for treating central nervous system (CNS) malignancies. Although molecular generation models have recently advanced drug discovery, they often overlook the complexity of biological and chemical factors, leaving room for improvement. In this study, we present a structure-constrained molecular generation workflow designed to optimize lead compounds for both drug efficacy and drug absorption properties. Our approach utilizes a variational autoencoder (VAE) generative model integrated with reinforcement learning for multi-objective optimization. This method specifically aims to enhance BBB permeability (BBBp) while maintaining high-affinity substructures of KRAS inhibitors. To support this, we incorporate a specialized KRAS BBB predictor based on active learning and an affinity predictor employing comparative learning models. Additionally, we introduce two novel metrics, the knowledge-integrated reproduction score (KIRS) and the composite diversity score (CDS), to assess structural performance and biological relevance. Retrospective validation with KRAS inhibitors, AMG510 and MRTX849, demonstrates the framework's effectiveness in optimizing BBBp and highlights its potential for real-world drug development applications. This study provides a robust framework for accelerating the structural enhancement of lead compounds, advancing the drug development process across diverse targets.
3.Effect of performance of pneumatic logistics transmission system on quality of laboratory medicine
Hailong WANG ; Jing WU ; Xiaoya ZHENG ; Yaping WANG ; Lili CHEN ; Zhenbao SONG ; Xun CHEN
International Journal of Laboratory Medicine 2025;46(12):1498-1502
Objective To evaluate the effect of pneumatic logistics transport system(PTS)on the trans-portation efficiency of the transferred samples and the accuracy of the results.Methods The transportation speed,temperature and humidity change of PTS were analyzed by temperature and humidity transmitter.Anti-coagulant samples containing disodium ethylenediaminetetraacetate(EDTA-K2),sodium citrate,lithium hepa-rin and samples containing inert separation gel coagulant were selected.and used respectively for complete blood cell analysis,prothrombin time(PT),activated partial prothrombin time(APTT),troponin T(TnT)and other myocardial markers,as well as the detection of items such as glucose(Glu)and lactate dehydrogen-ase(LDH).According to the transfer mode,they were divided into the manual transfer group and the PTS transfer group,and according to the number of PTS transfers,they were divided into the one-time transfer group,the three-time transfer group and before transfer(control).The differences among each group were statistically analyzed,and 1/3 allowable total error(1/3TEa)was adopted as the criterion for determining the clinical application value.Results There was no statistically significant difference in the changes of tempera-ture and humidity during the transportation process of PTS compared with manual transportation(P>0.05),but it was significantly faster than manual transportation in terms of transportation time(P<0.05).Com-pared with before transfer,the differences between the PT,APTT,Glu and LDH items in the one-time trans-fer group and the three-time transfer group were statistically significant(P<0.01),and their deviations were all much greater than 1/3TEa.However,in the plasma samples,compared with before transport,there were statistically significant differences in Glu and LDH between the one-time transfer group and the three-time transfer group(P<0.05),but the deviations were all less than 1/3TEa.For the items of TnT,red blood cell count and hematocrit,compared with before transfer,there were statistically significant differences between some groups of the one-time transfer group and the three-time transfer group(P<0.05),but the deviations were all less than 1/3TEa.Conclusion PTS can significantly improve the transportation efficiency of sam-ples,but it significantly affects the detection of Glu and LDH in plasma samples,which can be improved by u-sing serum sample transportation instead.In addition,PTS also affects the detection of PT and APTT,and it is not recommended to use PTS to transport coagulation specimen.
4.Analysis of volatile constituents in different parts of Huai chrysanthemum by GC-MS combined with stoichiometry
Mengzhen GUO ; Meng LI ; Xiaoyan DENG ; Shuyan LIU ; Xiaolan WANG ; Xiaoya SUN ; Jingke ZHANG ; Xiaoke ZHENG ; Weisheng FENG
China Pharmacist 2024;27(2):209-219
Objective To analyze and identify the volatile constituents in different parts(flowers,stems and leaves)of Huai chrysanthemumin,and to lay a theoretical foundation for the comprehensive utilization for it.Methods The volatile oil in different parts of Huai chrysanthemumin were extracted by hydrodistillation,respectively.Their constituents were analyzed by gas chromatography-mass spectrometry(GC-MS).The compounds were identified by library search and literature screening.The relative percentage of each compound was obtained by the area normalization method.The differences in their chemical compositions were analyzed by Venn diagram,principal component analysis(PCA)and cluster heat map analysis.Results A total of 62 volatile chemical components were identified from different parts of Huai chrysanthemumin,including monoterpenes,sesquiterpenes,and their derivatives,as well as a small amount of aliphatic compounds.32,42 and 40 volatile components were detected from the flowers,stems and flowers,respectively.Furthermore 17 volatile components were shared by three parts,whereas 5,6 and 16 volatile components were unique to the flowers,stems and leaves,respectively.The results of stoichiometric analysis showed that both PCA and cluster heat map analysis could separate the flowers,stems and leaves,and their volatile components were different.Conclusion The types and contents of the volatile oil in the stems,leaves and flowers of Huai chrysanthemumin have certain variability,which provide a scientific basis for the further medicinal or industrial exploitation of different parts of Huai chrysanthemumin.
5.A Case Report of Von Hippel-Lindau Syndrome with Hypertension and Diabetes as the First Manifestation
Peng PU ; Xiaoya ZHENG ; Ruishan LIU ; Jianzhong ZHOU
JOURNAL OF RARE DISEASES 2023;2(1):115-120
Von Hippel-Lindau (VHL) syndrome, also known as cerebral retinal angiomatosis, is a kind of neuroendocrine tumor. The incidence rate is high, and the heredity is very high, which can involve the retina, central nervous system, various organs and various tissue parts. This paper reports a case of VHL syndrome with hypertension and diabetes as the main manifestations, in order to improve the understanding of the disease and reduce misdiagnosis and missed diagnosis.
6.Cost-effectiveness analysis of different screening modes for thalassemia in Hunan Province
Hui XI ; Qin LIU ; Donghua XIE ; Xu ZHOU ; Wanglan TANG ; Deguo TANG ; Chunyan ZENG ; Qiong WANG ; Xinghui NIE ; Jinping PENG ; Xiaoya GAO ; Hongliang WU ; Haoqing ZHANG ; Li QIU ; Zonghui FENG ; Shuyuan WANG ; Shuxiang ZHOU ; Jun HE ; Shihao ZHOU ; Faqun ZHOU ; Junqing ZHENG ; Hua WANG ; Junqun FANG ; Changbiao LIANG
Chinese Journal of Perinatal Medicine 2023;26(6):468-475
Objective:To analyze the costs and effectiveness of five common screening modes and genetic screening for thalassemia in China in order to find the optimal way and provide evidence for the implementation of thalassemia prevention and control projects in Hunan Province.Methods:From June 2020 to April 2021, 12 971 couples from 14 cities and autonomous prefectures in Hunan Province were selected as the study population. The diagnosis of thalassemia was based on the results of genetic testing. Results of routine blood test and hemoglobin electrophoresis were collected and analyzed. The efficacy of five screening modes, at the cut-off value of <80 fl or 82 fl for the mean corpuscular volume (MCV), was analyzed by positive predictive value, negative predictive value, Jorden index and cost-effectiveness ratio. Sensitivity analysis was used to assess the feasibility of genetic screening at different costs after fixing the costs of routine blood and hemoglobin electrophoresis. The five thalassemia screening models are as follows: Mode 1: The woman had a blood routine test first. If the result was positive, the spouse required a blood routine test. If both results were positive, a thalassemia gene test should be offered to the couple. Mode 2: Both husband and wife were screened by blood routine and hemoglobin electrophoresis. If one or both of them were positive, both would be tested for thalassemia gene. Mode 3: The couple received blood routine tests initially. If either was positive, both should receive hemoglobin electrophoresis testing. If either was positive, both parties will conduct thalassemia gene testing. Mode 4: The woman was screened by blood routine and hemoglobin electrophoresis. If any one of them was positive, the woman would be tested for thalassemia gene. If the gene test result was positive, the spouse should receive thalassemia gene. Mode 5: Both spouses conducted a blood routine test. If either was positive, both would conduct hemoglobin electrophoresis test. If both were positive, both spouses should receive thalassemia gene testing. Gene testing mode: The woman would be tested for thalassemia, and her spouse would have thalassemia test too if her result was positive.Results:When using MCV<80 fl as the cut-off for diagnosing thalassemia, the Youden indices of the five prenatal screening modes in Hunan Province were 0.551, 0.639, 0.898, 0.555 and 0.356, while when using MCV<82 fl as the cut-off, the Youden indices were 0.549, 0.629, 0.851, 0.548 and 0.356. When the MCV cut-off value was <80 fl, the missed diagnosis rates of the five screening modes were 44.44%, 0.00, 0.00, 18.52% and 62.96%, and the cost-effectiveness ratios were 21 709, 250 939, 76 870, 138 463 and 92 860 yuan (RMB)/couple, respectively. When the price of genetic testing was lower than 55 yuan (RMB), the cost-effectiveness ratio of genetic screening was lower than that of Mode 3.Conclusions:MCV<80 fl can be considered as the positive criteria in blood routine screening for thalassemia in Hunan Province, and the cost-effectiveness ratio of Mode 3 (the couple received blood routine tests initially. If either was positive, both should receive hemoglobin electrophoresis testing. If either was positive, both parties will conduct thalassemia gene testing) is the best. Genetic screening has certain advantages with the decreasing price.
7.Identification of chemical constituents in Shenfu injection and study on anti-inflammatory activities of its poly- acetylene compounds
Qi ZHENG ; Xiaoya WANG ; Jie LIU ; Cheng PENG ; Liang XIONG ; Yaning ZHU ; Qinmei ZHOU
China Pharmacy 2022;33(16):1931-1936
OBJECTIVE To study the chemical constituents in S henfu injection and the anti-inflammatory activities of its polyacetylene compounds. METHODS Shenfu injection was separated and purified by macroporous adsorption resin ,medium pressure liquid chromatography ,preparative thin layer chromatography and reversed-phase semi-preparative high-performance liquid chromatography,and the compound structure was identified according to the physicochemical properties and spectral data. RAW 264.7 cell inflammation model was used to evaluate the anti-inflammatory activities of polyacetylene compounds . The effects of active polyacetylene compounds on the expressions of cyclooxygenase- 2(COX-2)protein were evaluated by Western blot assay. RESULTS Twelves compounds were isolated and identified from Shenfu injection ,including 8 ginsenoside compounds ,i.e. ginsenoside Rg 1(1),ginsenoside Re (2),ginsenoside Rb 1(3),ginsenoside Rk 1(4),20(R)-ginsenoside Rh 1(5),20(S)-ginsenoside Rg3 (6),notoginsenoside R 1(7),panaxatriol(8);4 polyacetylene compounds ,i.e.(3R,9R,10R)-panaxytriol(9),panaxydol(10), heptadeca-1,8-dien-4,6-diyne-3,10-diol(11)and panaxynol (12). Among 4 polyacetylene compounds ,only compound 10 had anti-inflammatory activity. Compound 10 was not toxic to normal RAW 264.7 cells;when the concentration of compound 10 ranged 12.5-50.0 μmol/L,it could significantly reverse the lipopolysaccharide-induced NO content increase in cell supernatant (P<0.05 or P<0.01);when the concentration of co mpound 10 was 50.0 μmol/L,it could significantly reverse the lipopolysaccharide-induced protein expression increase of COX- 2 in cells (P<0.05). CONCLUSIONS Compounds 4,7,10-12 are identified and reported in Shenfu injection for the first time ,and panaxydol possesses a certain anti-inflammatory effect.
8.Comparison of liposoluble constituents and study on in vitro antioxidant activities of different processed products of Huaizhong No. 1 Rehmannia glutionsa
Meng LI ; Ying YANG ; Xiaoyan DENG ; Jingke ZHANG ; Shengchao WANG ; Xiaoya SUN ; Xiaoke ZHENG ; Weisheng FENG
China Pharmacy 2022;33(5):563-568
OBJECTIVE To co mpare the difference of liposoluble constitue nts in different processed products of Huaizhong No.1 Rehmannia glutionsa (fresh R. glutionsa ,R. glutionsa and prepared R. glutionsa ),and to evaluate its in vitro antioxidant activity preliminarily. METHODS Liposoluble extracts were extracted from 3 processed products of R. glutionsa by Soxhlet extraction. Their constituents were analyzed by gas chromatography-mass spectrometry. The spectral library of NIST 98 system was used to automatically retrieve the mass spectrum information of components ,and the structures of compounds were identified in combination with relevant literature and by comparing with eight peak index and EPA/NIH library. Relative contents of the components were calculated by using peak area normalization method with Hewlett Packard software. The antioxidant activities of liposoluble constituents in 3 processed products of R. glutionsa were investigated by 1,1-diphenyl-2-picrylhydrazyl(DPPH)free radical scavenging. RESULTS A total of 79 liposoluble components were identified from different processed products of R. glutionsa,and 48,52 and 37 liposoluble compounds were identified from fresh R. glutionsa ,R. glutionsa and prepared R. glutionsa,respectively;their relative contents accounted for 92.69%,86.29%,92.89% of the total components respectively. Among them ,there were 20 liposoluble compounds totally ,and their relative contents accounted for 88.73%,80.89% and 85.87% of liposoluble components in each processed product respectively ;they were mainly composed of fatty acids such as methyl linoleate,methyl palmitate and methyl oleate. In addition ,there were 18 unique liposoluble components in fresh R. glutionsa , mostly terpenoids ;there were 17 and 6 unique liposoluble components in R. glutionsa and prepared R. glutionsa ,mostly alkanes. The results of antioxidant experiment showed that median scavenging concentrations of liposoluble components to DPPH limeng free radical were 0.756,0.660,0.758 mg/mL,respectively. CONCLUSIONS The common liposoluble components in different processed products of R. glutionsa are mostly acids;the unique liposoluble components in fresh R. glutionsa are mostly terpenoids ,and those of R. glutionsa and prepared R. glutionsa are mostly alkanes ;the liposoluble constituents possess in vitro antioxidant activities.
9.Value of central vein sign and iron deposition to differentiate multiple sclerosis from neuromyelitis optica spectrum disorder
Min XIE ; Dong YU ; Tu XIONG ; Qiao ZHENG ; Xiaoya CHEN ; Yongmei LI
Chinese Journal of Radiology 2022;56(8):842-848
Objective:To investigate the value of central vein sign (CVS) and iron deposition on quantitative susceptibility imaging (QSM) of 3.0 T MRI in differentiating multiple sclerosis (MS) from neuromyelitis optica spectrum disease (NMOSD).Methods:This study was a retrospective study. A total of 54 MS patients and 49 NMOSD patients were enrolled from July 2018 to December 2020 in People′s Hospital of Leshan and the First Affiliated Hospital of Chongqing Medical University. All patients underwent conventional MRI and three-dimensional enhanced T 2*-weighted angiography (3D-ESWAN), and ESWAN-filtered phase and QSM were reconstructed from 3D-ESWAN data. First, brain lesions of MS and NMOSD were screened on proton density (PD)-T 2WI, and then the location of lesions, CVS and nodular/annular iron deposition were observed on phase and QSM images. The χ 2 test was used to compare the differences in intracranial lesion location, CVS and iron deposition between MS and NMOSD patients. Receiver operating characteristic curve and area under the curve (AUC) were used to assess the efficiency of CVS and QSM iron deposition to differentiate MS from NMOSD. Results:A total of 968 MS lesions were observed in 54 MS patients, of which CVSs were found in 354 lesions and 227 CVSs were located around the lateral ventricles, 117 in deep white matter (DWM) and 10 in the cortex/subcortex; 372 lesions showed nodular iron deposition, and 193 lesions ring iron deposition on QSM. Totally 247 brain lesions were observed in 41 of 48 patients with NMOSD, of which CVSs were found in 4 lesions and 1 located around the lateral ventricle, 3 located in the DWM; 3 lesions showed nodular iron deposition on QSM. There were significant differences in cortex/subcortex lesions, CVS and iron deposition between MS and NMOSD patients (χ 2 were 29.33, 115.66 and 258.21, respectively, all P<0.001). The AUC of CVS for differentiating MS from NMOSD was 0.941 (95%CI 0.887-0.994), with a sensitivity of 96.3% and a specificity of 91.8%; the AUC of iron deposition for differentiating MS from NMOSD was 0.969 (95%CI 0.930-1.000), with a sensitivity of 100% and a specificity of 93.9%. Conclusion:CVS and iron deposition on 3.0 T MRI are distinct radiologic features of MS lesions from those of NMOSD lesions, and have certain value in the differential diagnosis.
10.The correlation between the timed up and go test and fall risks in elderly frail patients
Zhao MA ; Jianjun WANG ; Xia GAO ; Aixin GUO ; Jin XING ; Danyang SONG ; Zheng WANG ; Fei LI ; Xiaoya ZHANG ; Mengyan SUN
Chinese Journal of Geriatrics 2021;40(5):614-617
Objective:To evaluate the correlation between the timed up and go(TUG)test and fall risks in elderly frail patients.Methods:From July to September 2019, elderly frail patients who were treated at the cardiovascular department of our hospital were enrolled.Basic clinical data and fall-related information of patients were collected.Patients were divided into the fall group and the non-fall group.Results on the body mass index(BMI), TUG, 4-meter maximum walking speed(4 m MWS)and Barthel index were compared between the two groups.The correlation between TUG and each indicator was examined.Multivariate Logistic regression analysis was used to analyze the correlation between the TUG and falls in elderly patients.Results:A total of 96 eligible patients were enrolled, including 35 in the fall group and 61 in the non-fall group.The average TUG time was longer in the fall group than in the non-fall group(16.45±6.44 s vs.10.17±2.91 s, t=-6.556, P<0.001). The correlation analysis results showed that the TUG was correlated with falls and 4 m MWS( r=0.582 and 0.875, both P<0.001). Multivariate Logistic regression analysis showed that the TUG( OR=1.201, 95% CI: 1.111-1.470, P=0.004)and 4 m MWS( OR=1.146, 95% CI: 1.063-1.244, P=0.015)were risk factors for falls. Conclusions:The TUG is correlated with fall risks in elderly frail patients and should be recommended as a routine test in clinical practice.

Result Analysis
Print
Save
E-mail