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.The construction and evaluation of heart preservation model for empty beating donor heart based on extracorporeal membrane oxygenation technology
Shijie YIN ; Xiao YUE ; Chunhua WANG ; Wei WU ; Guanbin QIN ; Lan LUO ; Qiangxin HUANG ; Guixin HE
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(05):791-798
Objective To explore the construction of heart preservation model of empty beating donor based on extracorporeal membrane oxygenation (ECMO). Methods From January 2022 to August 2023, 20 Guangxi Bama miniature pigs weighing 25-30 kg were selected, half male and half female. Under general anesthesia and heparinization, a midline thoracotomy was performed. The pericardium was cut after freeing the anterior and posterior vena cavae, and a perfusion needle was inserted near the brachiocephalic artery in the ascending aorta, connected to a blood collection bag to collect 500-600 mL of blood. The anterior and posterior vena cavae were ligated, the aorta was blocked and perfused with HTK solution to stop the heart beating. The superior and inferior vena cavae were cut off, the right pulmonary vein was decompressed, the aorta and left and right pulmonary arteries and veins were cut off, and the whole heart was removed. An ECMO device was used to continuously perfuse a cardioprotective solution mainly composed of oxygenated warm blood, maintaining the isolated pig heart beating for 8 hours, monitoring (once/hour) ECMO perfusion parameters, blood gas indicators, perfusate electrolytes, inflammatory factors, myocardial enzymes, myoglobin, and troponin levels. Myocardial tissue was taken for hematoxylin-eosin (HE) staining to observe myocardial cell damage and evaluate the quality of heart preservation. Results Among the 20 isolated beating pig hearts, 17 successfully resumed beating, 3 experienced ventricular fibrillation, resuscitated after intracardiac electrical defibrillation, and all 20 pig hearts successfully beat for 8 hours. There was no statistical difference in ECMO perfusion parameters, blood gas indicators, perfusate electrolytes, and inflammatory factors at each time point (P>0.05). There were statistical increases in myocardial enzymes, myoglobin, and troponin levels (P<0.05). HE staining results suggested that there was no severe myocardial damage. Conclusion ECMO technology can be used for pig heart preservation with good results, and this study provides experimental evidence for improving heart preservation research in clinical heart transplantation.
3.Study on site-specific biotinylation of goat IgG mediated by photoactivatable protein G-Avitag fusion protein
Yue DU ; Yumin ZHANG ; Lan MA ; Mengran LI ; Hongming YANG ; Jinbao TANG
Chinese Journal of Immunology 2025;41(7):1777-1781
Objective:To construct three photosensitive fusion proteins between protein G C3 domain and Avitag for site-spe-cific biotinylation of goat IgG.Methods:DNA sequences of protein G C3 domain with amber codon mutation and C-terminal containing 1,2,3 Avitag were obtained by chemical synthesis,respectively,and sub-cloned into pTXB1 plasmid to construct three fusion pro-tein expression vectors.Three plasmids and pEVOL-pBpF plasmid were co-transformed into competent bacterium E.coli BL21,respec-tively.Target fusion proteins CBpa-Avitag,CBpa-(Avitag)2 and CBpa-(Avitag)3 were prepared using genetic codon extension technology,and were purified by His Trap Chelating HP column,then biotinylated by Avitag/BirA system.Photo-conjugation efficiency,crosslink site and antigen-binding activity of photo-conjugates were investigated by SDS-PAGE,control experiment,and competitive ELISA.Results:Three expression vectors were successfully constructed,and three designed photoactivatable fusion proteins CBpa-Avitag,CBpa-(Avitag)2 and CBpa-(Avitag)3 were successfully expressed with molecular weights consistent with their theoretical values.Heavy-chain conjugation efficiencies of biotinylated fusion protein with goat IgG were 85%with Fc-specific conjugation,and conjugates maintained its antigen-binding activity after photo-conjugation.Conclusion:CBpa-Avitag,CBpa-(Avitag)2 and CBpa-(Avitag)3 fusion proteins are successfully prepared,and mediates by those photosensitive fusion proteins,biotins molecules are conjugated to Fc fragment of goat IgG,results site-specific biotinylation of goat IgG.
4.A Comparative Study on the Survival Prognosis Model of Immune-related Genes in Patients with Lung Adenocarcinoma based on Deep Learning
Chinese Journal of Health Statistics 2025;42(1):56-61
Objective To explore the prognostic value of different deep learning models constructed using multi-omics data and immune-related genes in patients with lung adenocarcinoma and compare their predictive performance.Methods DeepOmix,Nnet-survival,Cox-nnet and Deepsurv prognosis prediction models were constructed from the TCGA database lung adenocarcinoma multi-omics data after extracting immune genes using original data and the data after dimensionality reduction by single-factor Cox regression,variance and elastic net(EN)method,respectively.C-index and time-dependent ROC were used to evaluate the predictive effect of the models.Results The results of comparing the C-index,3-year AUC and 5-year AUC values of the multi-omics models showed that the DeepOmix model combined with biological signaling pathway information using different dimensionality reduction methods to construct prognosis prediction models for lung adenocarcinoma had the best prediction performance compared with the DeepOmix,Nnet-survival,Cox-nnet and Deepsurv models(C-index was above 0.83,3-year AUC was above 0.89 and 5-year AUC was above 0.94).In screening variables to construct prognosis prediction models,EN had good predictive accuracy in the majority of cases.The DeepOmix model significantly distinguished between patients in the high-risk and low-risk groups,and the prognosis was worse in the high-risk group(P<0.001).Conclusion The DeepOmix model combined with biological signaling pathway and EN dimension reduction can analyze high-dimensional low sample size data,and construct a prognosis prediction model for lung adenocarcinoma with high predictive performance compared with other models.
5.Effects of 4C management mode on rehabilitation and quality of life in patients with acute heart failure in CCU
Shu-lan LI ; Yan ZHANG ; Yue-ying CAO ; Yan-fang JIANG ; Man-ting LIN
Chinese Journal of cardiovascular Rehabilitation Medicine 2025;34(5):687-691
Objective:To explore the effects of 4C management mode on rehabilitation and quality of life in patients with acute heart failure(AHF)in cardiovascular intensive care unit(CCU).Methods:This randomized controlled study enrolled 110 patients with AHF admitted in CCU of Guangdong Provincial Hospital of Traditional Chinese Medicine between February 2021 and February 2023.Patients were randomly divided into intervention group(n=55)and control group(n=55).Patients in the control group received routine intervention,while those in the inter-vention group received additional 4C management mode,both groups were intervened for 3 months.The indexes of cardiac function,self-efficacy,exercise tolerance,blood oxygen saturation(SpO2),mental state and quality of life were compared between the two groups.Results:Compared to those in the control group after intervention,patients in the intervention group had significantly lower interventricular septal thickness(IVST)[(9.20±0.10)mm vs.(10.30±0.17)mm,P<0.001],left ventricular end-systolic volume index(LVESVI)[(35.21±0.74)ml/m2 vs.(39.70±1.09)ml/m2,P<0.001],left ventricular end-diastolic volume index(LVED VI)[(45.35±0.71)ml/m2 vs.(56.76±1.48)ml/m2,P<0.001],scores of self-rating anxiety scale(SAS)[(32.10±1.57)points vs.(45.36±1.94)points,P<0.001],self-rating depression scale(SDS)[(35.03±1.52)points vs.(47.70±2.12)points,P<0.001]and Minnesota living with heart failure questionnaire(MLHFQ)[(51.27±2.85)points vs.(56.46±3.53)points,P<0.001],and significantly higher score of general self-efficacy scale(GSES)[(28.71±3.84)points vs.(20.34±1.56)points,P<0.001],6 min walking distance(6MWD)[(428.53±5.50)m vs.(362.14±6.18)m,P<0.001]and SpO2[(99.11±0.87)%vs.(94.23±0.73)%,P<0.001].Conclusion:4C management mode may improve the cardiac function,self-efficacy,mental state and quality of life in patients with acute heart failure in CCU.
6.Retrospective Analysis of Venetoclax Combined with Azacitidine Compared with "3+7" or Similar Regimens for Newly Diagnosed Patients with Acute Myeloid Leukemia.
Lu-Lu WANG ; Juan ZHANG ; Yue ZHANG ; Yong ZHANG ; Xiao-Min DONG ; Dan-Yang ZHANG ; Ting-Ting CHEN ; Yun-Hui ZHOU ; Teng WANG ; Hui-Ling LAN ; He-Bing ZHOU
Journal of Experimental Hematology 2025;33(3):672-681
OBJECTIVE:
To retrospectively analyze the clinical data of newly diagnosed acute myeloid leukemia (AML) patients treated with venetoclax combined with azacitidine (Ven/Aza) or standard "3+7" regimen and similar regimens, collect real-world study data, compare the treatment response and adverse events between the two regimens, as well as perform survival analysis.
METHODS:
To retrospectively analyze the efficacy, survival, and adverse reactions of newly diagnosed AML patients treated with Ven/Aza (24 cases) and "3+7" regimens (117 cases ) in our hospital from September 2009 to March 2023, as well as factors influencing outcomes. A propensity score matching (PSM) was performed on age and Eastern Cooperative Oncology Group performance status (ECOG PS) to obtain a 1:1 matched cohort of 20 pairs, and the efficacy and survival before and after the matching were compared.
RESULTS:
The median age of patients in the Ven/Aza group was 69 years, while that in the "3+7" group was 56 years (P <0.001). Objective remission rate (ORR) was 62.5% in Ven/Aza group and 74.8% in "3+7" group (P >0.05). The median overall survival (OS) in the Ven/Aza group was 522 days, while that in the "3+7" group was 1 002 days (P >0.05). After controlling the two variables of age and ECOG PS, a PSM cohort of 20 pairs was obtained, in which the ORR was 65% in Ven/Aza group and 60% in "3+7" group (P >0.05). The median OS was 522 days and 629 days, and median progression-free survival (PFS) was 531 days and 198 days between the two groups, respectively. There were no statistically significant differences in OS and PFS between the two groups (both P >0.05). Additionally, the incidence of adverse events in the Ven/Aza group was significantly reduced.
CONCLUSION
The overall cohort shows that the "3+7" regimen has advantages in efficacy and survival, but Ven/Aza regimen is relatively safer. After performing PSM on age and ECOG PS, the Ven/Aza group showed improved efficacy, and a longer median PFS compared to "3+7" group.
Humans
;
Leukemia, Myeloid, Acute/drug therapy*
;
Retrospective Studies
;
Sulfonamides/administration & dosage*
;
Azacitidine/administration & dosage*
;
Bridged Bicyclo Compounds, Heterocyclic/administration & dosage*
;
Aged
;
Middle Aged
;
Male
;
Female
;
Antineoplastic Combined Chemotherapy Protocols/therapeutic use*
;
Treatment Outcome
7.Glucocorticoid Discontinuation in Patients with Rheumatoid Arthritis under Background of Chinese Medicine: Challenges and Potentials Coexist.
Chuan-Hui YAO ; Chi ZHANG ; Meng-Ge SONG ; Cong-Min XIA ; Tian CHANG ; Xie-Li MA ; Wei-Xiang LIU ; Zi-Xia LIU ; Jia-Meng LIU ; Xiao-Po TANG ; Ying LIU ; Jian LIU ; Jiang-Yun PENG ; Dong-Yi HE ; Qing-Chun HUANG ; Ming-Li GAO ; Jian-Ping YU ; Wei LIU ; Jian-Yong ZHANG ; Yue-Lan ZHU ; Xiu-Juan HOU ; Hai-Dong WANG ; Yong-Fei FANG ; Yue WANG ; Yin SU ; Xin-Ping TIAN ; Ai-Ping LYU ; Xun GONG ; Quan JIANG
Chinese journal of integrative medicine 2025;31(7):581-589
OBJECTIVE:
To evaluate the dynamic changes of glucocorticoid (GC) dose and the feasibility of GC discontinuation in rheumatoid arthritis (RA) patients under the background of Chinese medicine (CM).
METHODS:
This multicenter retrospective cohort study included 1,196 RA patients enrolled in the China Rheumatoid Arthritis Registry of Patients with Chinese Medicine (CERTAIN) from September 1, 2019 to December 4, 2023, who initiated GC therapy. Participants were divided into the Western medicine (WM) and integrative medicine (IM, combination of CM and WM) groups based on medication regimen. Follow-up was performed at least every 3 months to assess dynamic changes in GC dose. Changes in GC dose were analyzed by generalized estimator equation, the probability of GC discontinuation was assessed using Kaplan-Meier curve, and predictors of GC discontinuation were analyzed by Cox regression. Patients with <12 months of follow-up were excluded for the sensitivity analysis.
RESULTS:
Among 1,196 patients (85.4% female; median age 56.4 years), 880 (73.6%) received IM. Over a median 12-month follow-up, 34.3% (410 cases) discontinued GC, with significantly higher rates in the IM group (40.8% vs. 16.1% in WM; P<0.05). GC dose declined progressively, with IM patients demonstrating faster reductions (median 3.75 mg vs. 5.00 mg in WM at 12 months; P<0.05). Multivariate Cox analysis identified age <60 years [P<0.001, hazard ratios (HR)=2.142, 95% confidence interval (CI): 1.523-3.012], IM therapy (P=0.001, HR=2.175, 95% CI: 1.369-3.456), baseline GC dose ⩽7.5 mg (P=0.003, HR=1.637, 95% CI: 1.177-2.275), and absence of non-steroidal anti-inflammatory drugs use (P=0.001, HR=2.546, 95% CI: 1.432-4.527) as significant predictors of GC discontinuation. Sensitivity analysis (545 cases) confirmed these findings.
CONCLUSIONS
RA patients receiving CM face difficulties in following guideline-recommended GC discontinuation protocols. IM can promote GC discontinuation and is a promising strategy to reduce GC dependency in RA management. (Trial registration: ClinicalTrials.gov, No. NCT05219214).
Adult
;
Aged
;
Female
;
Humans
;
Male
;
Middle Aged
;
Arthritis, Rheumatoid/drug therapy*
;
Glucocorticoids/therapeutic use*
;
Medicine, Chinese Traditional
;
Retrospective Studies
8.Expert consensus on intentional tooth replantation.
Zhengmei LIN ; Dingming HUANG ; Shuheng HUANG ; Zhi CHEN ; Qing YU ; Benxiang HOU ; Lihong QIU ; Wenxia CHEN ; Jiyao LI ; Xiaoyan WANG ; Zhengwei HUANG ; Jinhua YU ; Jin ZHAO ; Yihuai PAN ; Shuang PAN ; Deqin YANG ; Weidong NIU ; Qi ZHANG ; Shuli DENG ; Jingzhi MA ; Xiuping MENG ; Jian YANG ; Jiayuan WU ; Lan ZHANG ; Jin ZHANG ; Xiaoli XIE ; Jinpu CHU ; Kehua QUE ; Xuejun GE ; Xiaojing HUANG ; Zhe MA ; Lin YUE ; Xuedong ZHOU ; Junqi LING
International Journal of Oral Science 2025;17(1):16-16
Intentional tooth replantation (ITR) is an advanced treatment modality and the procedure of last resort for preserving teeth with inaccessible endodontic or resorptive lesions. ITR is defined as the deliberate extraction of a tooth; evaluation of the root surface, endodontic manipulation, and repair; and placement of the tooth back into its original socket. Case reports, case series, cohort studies, and randomized controlled trials have demonstrated the efficacy of ITR in the retention of natural teeth that are untreatable or difficult to manage with root canal treatment or endodontic microsurgery. However, variations in clinical protocols for ITR exist due to the empirical nature of the original protocols and rapid advancements in the field of oral biology and dental materials. This heterogeneity in protocols may cause confusion among dental practitioners; therefore, guidelines and considerations for ITR should be explicated. This expert consensus discusses the biological foundation of ITR, the available clinical protocols and current status of ITR in treating teeth with refractory apical periodontitis or anatomical aberration, and the main complications of this treatment, aiming to refine the clinical management of ITR in accordance with the progress of basic research and clinical studies; the findings suggest that ITR may become a more consistent evidence-based option in dental treatment.
Humans
;
Tooth Replantation/methods*
;
Consensus
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Periapical Periodontitis/surgery*
9.Unlocking the dual role of autophagy: A new strategy for treating lung cancer.
Fei TANG ; Jing-Nan ZHANG ; Xiao-Lan ZHAO ; Li-Yue XU ; Hui AO ; Cheng PENG
Journal of Pharmaceutical Analysis 2025;15(3):101098-101098
Lung cancer exhibits the highest incidence and mortality rates among cancers globally, with a five-year overall survival rate alarmingly below 20%. Targeting autophagy, though a controversial therapeutic strategy, is extensively employed in clinical practice. Current research is actively pursuing various therapeutic strategies using small molecules to exploit the dual function of autophagy. Nevertheless, the pivotal question of enhancing or inhibiting autophagy in cancer therapy merits further attention. This review aims to provide a comprehensive overview of the mechanisms of autophagy in lung cancer. It also explores recent advances in targeting cytotoxic autophagy and inhibiting protective autophagy with small molecules to induce cell death in lung cancer cells. Notably, most autophagy-targeting drugs, primarily natural small molecules, have demonstrated that activating cytotoxic autophagy effectively induces cell death in lung cancer, as opposed to inhibiting protective autophagy. These insights contribute to identifying druggable targets and drug candidates for potential autophagy-related lung cancer therapies, offering promising approaches to combat this disease.
10.Combining transformer and 3DCNN models to achieve co-design of structures and sequences of antibodies in a diffusional manner.
Yue HU ; Feng TAO ; Jiajie XU ; Wen-Jun LAN ; Jing ZHANG ; Wei LAN
Journal of Pharmaceutical Analysis 2025;15(6):101267-101267
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